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
@LeBronVuitton ha.. she got them bitches worked on Mixed Abusive User Added
@Laurenlablue11 basically we ain't got room for basic bitches. Mixed Abusive User Added
@LaurenJauregui ur so anal stfu for once u bitch Mixed Abusive User Added
@LaurenJauregui so your a dumb bitch? Mixed Abusive User Added
@Latrobemark niggahs be like im draggn my nutts in 2 degree weather , out tgere Frozed like a bitch Mixed Abusive User Added
@LaneBelgarde shut up bitch Mixed Abusive User Added
@LaneBelgarde @A7XDemery you Sick bitch didnt even invite me Mixed Abusive User Added
@LandonVanBus Charlie Day? Mixed Safe User Added
@LandRoverUSA Our "Disco" we used for disaster recovery was an awesome brownie points to how well built they are. Most extreme conditions! Mixed Safe User Added
@LanceTHESPOKEN Statement of the Day: Ppl who RT @ChiefsatWar are even dumber than he is. The ole birds of a feather type of deal. Mixed Safe User Added
@LampreyMilt @DelSchilling @BertLoch No woman deserves to be sole stomped like that. He is a bitch, and so is everyone watching doing nada. Mixed Abusive User Added
@LameAssNerd do it pussy 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