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
Love when the bitches take selfies with their tongue out, just gearin up for that money shot Mixed Abusive User Added
Love my bitches @CheralynVB @mckinley719 @LaurieMcKinley Mixed Abusive User Added
Love is a bird of flames. Thank you for that song @DAVID_LYNCH @chrysta_bell Mixed Safe User Added
Love having subs cause when my Mom starts being a fucking bitch I just crank up the system. Simple solutions Mixed Abusive User Added
Love getting nudes from my bitches 😈😈😈😈😈😈😈 Mixed Abusive User Added
Love fat hoes n tight clothes n granny panties seeeexxaaaay. Mixed Abusive User Added
Love a bitch fight Mixed Abusive User Added
Lou is such a lil bitch Mixed Abusive User Added
Lot of my peeps playing 2nite, G playing against the heat, my nig Louie playing against Rutgers, and my girl tif playing in the WNBA finals Mixed Abusive User Added
Los pussy ass lost by 3 points!! 😂😂😂 I WINNNNNNNNN Mixed Abusive User Added
Los bitch told me if my name start with a D i could fuck...A B C SHE GOT THE D Mixed Abusive User Added
Los bitch taught me the true meaning of gravity when her panties kissed her ankles! 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