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 @Brownskinn_19: Can't trust none of these bitches, DON'T trust none of these hoes ✋ Mixed Abusive User Added
RT @BrownskinLiquor: no hoes. Mixed Abusive User Added
RT @BrothaLuke: All a nigga need is money. . . . . . . . . . . . . . . . Fuck a bitch Mixed Abusive User Added
RT @Broski5519: Sum of u bitches too old for braces.... Mixed Abusive User Added
RT @Broski5519: Niggas dat don't get no pussy are usually the ones thirstin these big or ugly bitches.. givin them more confidence then the… Mixed Abusive User Added
RT @Broski5519: Lmao.. bitches hate u but still follow u... Mixed Abusive User Added
RT @Broski5519: Call her 1st thing in da AM.... Let her know dat pussy on yo mind.... Mixed Abusive User Added
RT @Broski5519 Lauderdale. . + that's where the hoes at? Mixed Abusive User Added
RT @Broski519: How bitches look wen they hear their song in da club http://t.co/F2OyCfK90s Mixed Abusive User Added
RT @BrosConfessions: Ungrateful bitches ... http://t.co/aQCGKBxkcm Mixed Abusive User Added
RT @BrosConfessions: Don't be a pussy 👌 http://t.co/J3USrLfo9A Mixed Abusive User Added
RT @BrosConfessions: Charlie Sheen is a legend #ForTheBros http://t.co/nbYjumIkQA 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