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
@GYPMATIC45 i pissed alotta ppl off on fb i was flooding the newsfeed next target them hoe ass texans Mixed Abusive User Added
@GWDrums @samzbikowski Oh, wait! *"can I get that photo of me playin with Creed's SIDE PROJECT by itself?" My bad. Yeah, FOB is embarrassing Mixed Safe User Added
@GROUNDZERO1984 that's true in some ways. Gaming is very broad now a days tho. Everyone is a gamer with candy crush and angry birds Mixed Safe User Added
@GOPBlackChick @barrackobama just said u.s.was full of nice,giving,smart ppl.I thought we were mean,unexceptional,bitter clingers?#evolved? Mixed Safe User Added
@GOOSEmon420er you're being a bitch lol but naa serio wassuo Mixed Abusive User Added
@GOOSEmon420er you were there bitch lol Mixed Abusive User Added
@GMANisTBE thanks dumb bitch Mixed Abusive User Added
@GGChanel @jesjosie Yeah, it's fuck that Jigsaw-faced bitch everyday, B. Mixed Abusive User Added
@GDuenez ur one to talk bitch Mixed Abusive User Added
@GBLeighton remember 94 can be a bitch! Stop to drink if you get stalled #wib advice! Mixed Abusive User Added
@G27Status Them stop being a bitch and do it Mixed Abusive User Added
@G27Status @VikkiFusco @flyersfan You're still a 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