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
@WyattNuckels fuck you bitch smd Mixed Abusive User Added
@WyattNuckels cause ima blindside the shit outta you niggah! Mixed Abusive User Added
@WyattNuckels I'm not fake bitch meet me after school then nigga Mixed Abusive User Added
@WyattNuckels @matt_petrie22 yeah nigga I get bitches and Matt's fucking gay as shit Mixed Abusive User Added
@WyattNuckels @grizzboadams shut the fuck up fag ill beat the shit outta you Mixed Hate Speech User Added
@WyattNuckels @grizzboadams hey faggot spell faggot right you dipshit Mixed Abusive User Added
@WyattNuckels @grizzboadams glad you could get your daily dose of giggles faggot Mixed Abusive User Added
@WyattNuckels @grizzboadams bitch I want it all Mixed Abusive User Added
@WyattNuckels @DarienDaywalt hear that you dumb bitch he said no one likes you!!!!! #ohshitnigga Mixed Abusive User Added
@WyattNuckels *thought retard Mixed Abusive User Added
@Wuzzername could get half a band off me RT @ToeKnee2GX: Fellas…. @ your dope female followers and state how much you’d pay for their pussy Mixed Abusive User Added
@Wu_Pac @bestfrycook stfu 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