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
Designer belt with a trash fit is still trash.. Mixed Safe User Added
Dese niggaz on Dat guala shit....... http://t.co/qcrTA7H80x Mixed Abusive User Added
Dese bitches actin like they loyal give dat hoe a Oscar 🏆😴😒 Mixed Abusive User Added
Des popcorn hoes be in da way all the time mannn :\ Mixed Abusive User Added
Des hoes silly goose's Mixed Abusive User Added
Denzie boutta be takin erry body bitch now! Mixed Abusive User Added
Denzel did his mf thang in his new movie boy I swear OML he played the shit outta that bitch had me in the movies ready to be a killer 😎😂😂💯🙌 Mixed Abusive User Added
Dem niccas run plays too quick Mixed Abusive User Added
Dem hoes more 🚮 “@LeanandCuisine: This nigga out here fucking retired widows “@Irsuns: New Race, fuck Black Woman http://t.co/tCSiJi6a0D”” Mixed Abusive User Added
Dem hoes be peeping out my dougie 💃 Mixed Abusive User Added
Delusional #teabagger thinks he can stop #gay marriage in #Wisconsin http://t.co/Sp6o6vOyDw #lgbt #teaparty #gaymarriage #ssm Mixed Safe User Added
Delete this! Lmao RT @SedSince81: bruno mars and el debarge both cop blow from the same nicca....but don't mind me tho 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