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
@jzsuschrist ok they have 2 niggers in raw Mixed Abusive User Added
@jwill252 We got a win my nicca! Lmao Mixed Abusive User Added
@justyeahdude @Tricky_NickyH20 I put lotion on bitch ass nigga Mixed Abusive User Added
@justinmiculka01 oh what hoe is she trippin bout then Mixed Abusive User Added
@justinmiculka01 @edgarguillenjr @blakeanderson21 @jo_clark6 @dalton_ryann @cjjsanchez @delao_chris quit being a bitch Mixed Abusive User Added
@justinhall3434 God bless you whitey. I be sleepin in tomorrow Mixed Safe User Added
@justinclark_5 oh I forgot you retarded lol lemme break it down for you where the BG hoes at lmao Mixed Abusive User Added
@justinbieber nice wigger stache Mixed Abusive User Added
@justinbieber have fun getting deported you fucking faggot Mixed Abusive User Added
@justinbieber Your a stupid little cunt... I thought you couldn't get any lower.. But how dare you spit on people on your own fucking fans.. Mixed Abusive User Added
@justezzzee your so fucking ignorant u talk a lot shit for someone who don't wanna fight your mama raised u as bitch huh? Mixed Abusive User Added
@justezzzee your mama raised you as bitch right 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