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
@mtmcly he will need monkey bars on his tricycle Mixed Safe User Added
@msteffens32 @StonerBoii2cold back in high school w/ one. fuck these hoes now nigga lol thats what they for Mixed Abusive User Added
@mrspinkyyyy what's the name of that hoe? Lol it sounds good Mixed Abusive User Added
@mrrickyguevara lmao why would we respect him then? he's a hoe if that's true Mixed Abusive User Added
@mrgeology no you ignorant cement headed hillbilly. You said taxing. Cant you fuckin read you fucking knob gobbling douchebag Mixed Hate Speech User Added
@mrfoolycooly im still where that giant muk shit eats that candy with ceasar clown Mixed Abusive User Added
@mrfoolycooly i dont think he did the celestial dragon killed him Mixed Safe User Added
@mrfoolycooly bitch ass scaring me! Lol you don't keep up with the new ones yet? Mixed Abusive User Added
@mrfoolycooly @DM___3 faggot alert Mixed Abusive User Added
@mr_republicann chik fil a. hipotle is trash and taco bell will give you the runs Mixed Safe User Added
@moyizzy naw negro Mixed Abusive User Added
@morganwelborn you're a 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