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
@tay_baybay_12 pussy heels!! Haha Mixed Abusive User Added
@tarbetto. Find one where be beat Nathan Moons head into the ice too. Ol Andrew is straight trash as far as hockey. Mixed Safe User Added
@tajacasanova @macy_engweiler you're are only a hoe when you fuck him and think you're pregnant ... Not when you party together 😌 Mixed Abusive User Added
@tacalifornia wyo bitch Mixed Abusive User Added
@tacalifornia slid bitch Mixed Abusive User Added
@tacalifornia my real lil bro even tho cuh a bitch lmao Mixed Abusive User Added
@tacalifornia bitch go play dead Mixed Abusive User Added
@t_hags12 ya dude get the pussies drunk! Mixed Abusive User Added
@t__amil i tell it how it is if yu ain uh bitch or uh hoe i call yu by yo name Mixed Abusive User Added
@tGR0Z you's a nasty lil bitch Mixed Abusive User Added
@t5_harris Are you working on route running and catching. You'll be a good WR for Grier. Have fun with the white trash, racist UF fans. #FSU Mixed Hate Speech User Added
@syd_renae okay cool then I'm not the only one 😈 mine is black and fuzzy and it has PINK on the back in all sparkles 👑 hallelujah 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