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
@logan_wills what a bishhh 👋 slap a hoe Mixed Abusive User Added
@lnsightful @zT_Supreme @uncr4fted @yoPapi_chulo omg no plz stop calling me an idiot... are we in kindergarden you fucking faggot Mixed Hate Speech User Added
@lloyd7121 @jjauthor @petermickley Approximately 1/2 in one crash. There wasn't supposed to be that many members of a seal team on one bird Mixed Safe User Added
@lllexiss @lukejohnson06 @ParhamBryce @laurenbeckkkk1 Lil pussy didn't DM me back?, hmm Mixed Abusive User Added
@lkxox_ exactly, so she's a bitch Mixed Abusive User Added
@lkxox_ bitch*** Mixed Abusive User Added
@lkxox_ bitch* Mixed Abusive User Added
@littlelouie33 eh, take off hoser. Mixed Safe User Added
@littlelinnda @NasshRodriguez @linndaroose linda you just @ yourself rn you retard^^ Mixed Abusive User Added
@littleelexx you a bitch tho I know for sure I'm not. You'd get your ass beat by any of my bitches that's fact 😂😂 Mixed Abusive User Added
@littlecball @AustinMahone just Robert bc he was the one cussing like no tomorrow bc he's a pussy Mixed Abusive User Added
@litigiousmind pretty like 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