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
@kenzieblake2015 its pretty easy actually. I'm just the cashier. Right now I'm eating those animal crackers lolol :) Mixed Safe User Added
@kenzieblake2015 duh! You're my main bitch :) Mixed Abusive User Added
@kenzayye ruga bussed yo bitch #bowbow Mixed Abusive User Added
@keno_ Isn't there a law that all clam chowder must be served im bread bowls? Haha Mixed Safe User Added
@kenlypls @skeetworld_ @iAcceptNudes wrong skiny girls are for guys that want hot sex that looks good too. Every fat bitch knows that Mixed Abusive User Added
@kelvinkayyy safe bruv welcum to twitter my niggur Mixed Abusive User Added
@keltor_wade nah dude mostly just sound like a faggot Mixed Hate Speech User Added
@kels_oneill bring it bitch. Mixed Abusive User Added
@kelly_ryaaaan only dumb bitches r in 8th Mixed Abusive User Added
@keishagreyxxx that's the beauty of them brownies I always daydream about what I'd do if I hit the powerball lol (nerdy but fun) Mixed Safe User Added
@kcSnowWhite7 @SamSaunders42 don't forget nappy headed, butt ugly bitch, who's married to a Muslim Mixed Hate Speech User Added
@kboydee like some of the "worst" lyrics they post are beautiful but just because they don't know what they're talking about, it's "trash" 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