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
@cbfollowheidi black girls are so funny, why can't you talk literate? It's pathetic, dick riding die hard fan rofl, you disgust me, retard. Mixed Abusive User Added
@cb_marie bitch yessssssss🙊😧 omg I jus saw one of em yesterday I'm in disbelief I rode by like oh that's court bro now I'm lost Mixed Abusive User Added
@cb_marie as u should that's jus a clutch ass spot bitch we in there for the turn up 😩😩😩 Mixed Abusive User Added
@caylinwillis Fuck the Yankees Mixed Abusive User Added
@caylanashlee cause everyone just loves yo bitch ass rite? Yea sure... Mixed Abusive User Added
@caykelly16 @MadisonEarhart u guys are fags. Mixed Hate Speech User Added
@caycifish What is that monkey doing to those poor bottles? Mixed Safe User Added
@catleesh_ I have small pussy size plugs Mixed Abusive User Added
@cass_uhhh_deee do it pussy Mixed Abusive User Added
@carterboy_leake @italian_montana @tyg235 chill your dad gets more bitches at school than you do griff Mixed Abusive User Added
@carpedehope not if you're standing in btw the yellow lines Mixed Safe User Added
@carolinebakkk those were bumblebees.... 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