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
@Wisdom_Stature bitch we coulda been at the stores looking Mixed Abusive User Added
@Wimp_W_Diesel yu forgot we beat yall? Thats like a garbage man calling a janitor trash Mixed Safe User Added
@Wimp_W_Diesel real shit bro yo hoe told me if Smoothie King had straws i ca fuck Mixed Abusive User Added
@Willstreakk @Tycff10111 by trash I meant u lmaooo Mixed Safe User Added
@Willstreakk @Tycff10111 according to you my place is in kitchen. Excuse me while I take out the trash Mixed Safe User Added
@WilliamFBrasky @TheRandomBoner i feel the warm fuzzies. Mixed Safe User Added
@Willbur64 @WolzgotBolz fight me bitch. Mixed Abusive User Added
@Wichard_Fella @WarrenHolstein my mentallity? Being a flaming fag is a serious mental issue Mixed Abusive User Added
@WhoseAlisha that nigga spun around in the pussy. Mixed Abusive User Added
@WhosJuly 1) He's a faggot and I don't like him. 2) I'm on the other side of the state. Mixed Hate Speech User Added
@WhoDey8182 Sum bitch that looks good! Where does a man such as myself pick up one of those? Mixed Abusive User Added
@WhiteKidWraps I was RT 100 steal that 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