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

25504 Records
Phrase Text Dialect Category Label Source
Y'all dumb bitches out here FUCKING UP Mixed Abusive User Added
Y'all can say "Imma make it way farther than you."all you want but aye I'm gonna have fun bitch so SUCK A DIIICCCKKK!! Mixed Abusive User Added
Y'all can have these so called "bad bitches". I'm looking for a nerd like Rocky Balboa had. Mixed Abusive User Added
Y'all can have Skylar Diggins. looks like a tranny to me Mixed Abusive User Added
Y'all bitches want a good dude but can't be real at all then want to blame them for their reaction to your bullshit. Grow the fuck up. Mixed Abusive User Added
Y'all bitches wanna be so different and y'all really so basic😩😩😩 Mixed Abusive User Added
Y'all bitches need to sandos! Mixed Abusive User Added
Y'all bitches better stop the madness ..... Mixed Abusive User Added
Y'all bitches be coming up with some dumb shit... What the fuck is "fleek"? 😑 Mixed Abusive User Added
Y'all bitches FAKE 😂😭 Mixed Abusive User Added
Y'all be letting ya side bitches in the house y'all trippin Mixed Abusive User Added
Y'all be giving the pooest bitches so much hype, stop it. 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