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
@Meeeesh1395 my fuckin mom is a bitch. Like she aint even payin for it. Dylan is and he said its fine. Mixed Abusive User Added
@Meeeesh1395 damn makin bitches jealous in reality & Twitter/facebook. Prolly mad bc if her pic was posted it wouldnt be taken as a joke! 😂 Mixed Abusive User Added
@Meeeesh1395 @Ajbernal17 bitch im always out Mixed Abusive User Added
@MeecheBadass you killed that hoe Mixed Abusive User Added
@Me_NOindirect bitch stop harassing me!!!!!!! Mixed Abusive User Added
@Me_NOindirect bitch fuck you!! You cut off until I get my snacks from fat boys ! Mixed Abusive User Added
@Mdnate interested. Just wanted to see a better pic of the soles Mixed Safe User Added
@McwilliamsBrett shut your legs hoe Mixed Hate Speech User Added
@McwilliamsBrett ayyy tell that bitch in your avi she needs fix a flat for dat flat ass😏 Mixed Abusive User Added
@McSheeti means trash lol Mixed Safe User Added
@McLaffyTaffy Reason #2 I didn't order a shirt: Taffy will know where I live and he would probably find me and stab me. Mixed Safe User Added
@McLaffyTaffy "The Yankees of football" was the funniest part of your latest video. Sincerely, all of Pittsburgh. 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