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
@zT_Supreme @uncr4fted @yoPapi_chulo it doesnt matter if it was a joke, the fact still remains that hes a faggot for pretending to be a girl Mixed Abusive User Added
@zFearless shut up bitch it looks smooth like a booty Mixed Abusive User Added
@z0mbiedance message me hoe! I need to plan stuff. Mixed Abusive User Added
@z0mbiedance It's not till later hoe! Unless your having a sleepover...#Awk Mixed Abusive User Added
@z0mbiedance I know, bitches. Let's do something this weekend. Let's bake! Mixed Abusive User Added
@yurista4life @PaulMoon8 are you for real right now!! @justinmiculka01 this kid haha where you at pussy Mixed Abusive User Added
@yungdipIo @Iemonaids like I really want a rafter monkey Mixed Safe User Added
@yourstruelysam_ @IH8UHOES @Nekko_hbk bruh why it look like a niggah dick slapped the baby 😂 Mixed Abusive User Added
@youngsharpblack nigger mad Mixed Abusive User Added
@youngscooter ghetto gold needa be the first music vid! Mixed Safe User Added
@youngchug nah Bama fans ain't finna have a nigger running the offense. Mixed Abusive User Added
@youngblackbitch raspy ass voice annoying bitch??? 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