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
@kayysavage bitch you looked surprised asf 😂😭 "YO MAMA LET YOU DRIVE HER SHIT" ✋😂😭 Mixed Abusive User Added
@kayysavage bitch this shit is SOOOO FUNNY 😩💀😭 Mixed Abusive User Added
@kayysavage bitch & if they wasnt 😂😭 Mixed Abusive User Added
@kayysavage @Montea_Rollin I know bitch Mixed Abusive User Added
@kayylamarieeee haha pussy Mixed Abusive User Added
@kayt27 poor coon.......snow stopped here,now if the wind would it might be nice out,well for winter Mixed Safe User Added
@kaymckinneyy suck ass bum ass Yankees foh Mixed Abusive User Added
@kaylynkitz yep I'm an asshole..oh well he shouldn't be such a little bitch..I'm sure he hears worse on a daily basis Mixed Abusive User Added
@kaylonnnnn then who are you to call me trash 😊 Mixed Safe User Added
@kayliefarmer hey, fuk them hoes they prolly already have it Mixed Abusive User Added
@kayliefarmer hey now there's no need for foul language you kike Mixed Safe User Added
@kayliefarmer Its funny and it has that blond bitch on 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