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
Islamic Jihadis run away to Pakistan @PureMonotheist @BemetOr8 #UniteBlue Mixed Safe User Added
Is you ready bitch , cause my hair laid. Yours? @__baabyshaay http://t.co/n0gu5j7dqx Mixed Abusive User Added
Is this retarded bitch really this stupid? Mixed Abusive User Added
Is this napK bitch retarded or stupid wtf would you request me didn't she read my bio it's pretty… http://t.co/ReqHlHHml4 Mixed Abusive User Added
Is this hoe gone dm me back Mixed Abusive User Added
Is this bitch for real? I'm heated bruh. Mixed Abusive User Added
Is there an additional charge for the pussy to listen to my personal problems? Mixed Abusive User Added
Is there a website that delivers expensive wine, cigars and big booty hoes to my door step? Mixed Abusive User Added
Is there a vending machine around this bitch im starvin Mixed Abusive User Added
Is there a looser #college town than #BTown ??? If yes id like to visit #IU #hoosiers Mixed Safe User Added
Is there a full moon out? #CrazyAssholes out in full force and I'm not talking about muzzies or liberals‼️ And I'm in the mood to oblige. Mixed Hate Speech User Added
Is that the remix? "@breezyfrmdablok: these hoes ain't lawyers! 🎤😩 lmao my fave Chris Brown song" 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