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
RT @ForTheMen: These hoes ain't loyal http://t.co/6jTLueUQkG Mixed Abusive User Added
RT @FoolishSmoker: The nerve of these bitches in Champaign Mixed Abusive User Added
RT @Food_BibIe: Oreo Ice Cream Cake http://t.co/sW0A1HQhyy Mixed Safe User Added
RT @FoodTabloid: Oreo cake http://t.co/iJ0idCAQMl Mixed Safe User Added
RT @FoodPornsx: Ultimate Chocolate Chip Cookie n' Oreo Fudge Brownie Bar http://t.co/7YvXiJmmcp Mixed Safe User Added
RT @FoodPornsx: Oreo ice cream. ~ http://t.co/thrkAobdVj Mixed Safe User Added
RT @FoodPornsx: Oreo Drumstick! http://t.co/AcN8J59r6b Mixed Safe User Added
RT @FoodPornsx: Deep Fried Oreos 🙌👅💦 . http://t.co/dy7QT1Jtlg Mixed Safe User Added
RT @FoodPornPhotos: Oreo Cheesecake Bites. http://t.co/ybOQrrTJyt Mixed Safe User Added
RT @FolllowEsteban: I think the Clips and Thunder would've gave the Heat a good as well...the East is just trash Mixed Safe User Added
RT @Foamposites: Random hoe: So I heard.. Me: http://t.co/YXpESFMG8f Mixed Abusive User Added
RT @FlyoutChase: When I saw men saying "Arguing with women is gay"...what's when I knew y'all really try hard for bitches attention who don… 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