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
@ozwashere What the fuck is wrong with you. You can't call urself a man if u call a girl a bitch. Ur a fuckin loser bro Mixed Abusive User Added
@ovoxokatie hoe stfu Mixed Abusive User Added
@osnapitzthorne @AcaciaBrinley trash? Mixed Safe User Added
@oscarstyless Bye bitch byeeeee! Mixed Abusive User Added
@orchetect Are we doing Mad Libs now? Cool. Uh... Twinkie 35' long, DJ Pon3 cameo, Magic™, Crystal Tree. #TNGSeason4Finale Mixed Safe User Added
@operationSAFE @GaltsGirl lived there and can attest to that. Trust them over any muzzie nation by a million light years Mixed Safe User Added
@onedirectum fugly white bitch Mixed Abusive User Added
@onIinebaby I knew you were a faggot though Mixed Hate Speech User Added
@oliviagobert lmao yes I kind of like it it's not that ghetto yet & they are and then he says "u feel me" 😍😍😭💦 Mixed Safe User Added
@oliver_______ if you're making 300 clams for betting 5, i hope you do it for a living Mixed Safe User Added
@okoruoni You're trash. Mixed Abusive User Added
@ohyeahtrip Congratulations brother! We in that hoe! 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