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
@GwendolynC28 thanks nig😜 Mixed Abusive User Added
@Guz1012_ I've had to do it in multiple classes. Ain't really that rare. Also, don't call your teacher a bitch on twitter. Mixed Abusive User Added
@Gutta_DaDon I never really rocked with the white sole. I feel ya bro. But these!!? My favorite Foam of all time. http://t.co/lTSsn34IFJ Mixed Safe User Added
@Gutierrez_Alf legit retard Mixed Hate Speech User Added
@GuTsSidious get into Devil first bitch! Roasted. Mixed Abusive User Added
@GuTsSidious Yeah, so quit being a bitch and edit. Mixed Abusive User Added
@Growword no, that nigga goin to work. Quit tryin to kill a nigga's vibe you broke bitch Mixed Abusive User Added
@GroteSmurf0 @illMartino @SvensTweet @KangUcup3 goh d AnoniemeAso meeting heeft weer pauze.Nog steeds niet bij hoofdstuk:hoe haal ik m'n ID? Mixed Safe User Added
@Groovy_Ear straight up your hoes can wait ! Mixed Abusive User Added
@GrizzboAdams why you crying then baby back bitch? Mixed Abusive User Added
@GrizzboAdams roid rage much faggot? Mixed Hate Speech User Added
@GrizzboAdams ight nigga tonight at 9:00 c burg mall 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