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
@AcaciaBrinley crusty hoe Mixed Abusive User Added
@AbusiveMen You're a fucking pussy Mixed Abusive User Added
@AbstractLife yeah. can't lie tho spitting on a cop car right with their bitch ass in it feels damn good. Mixed Abusive User Added
@AbstractLife two trash ass passes you know damn well you saw it too. on 2nd and 3rd down. before Santos won the game. Mixed Abusive User Added
@AbstractLife man too much damn giggling was going. He was offering $40 tips and shit. Lol think I even heard the bitch spit a couple times Mixed Abusive User Added
@AbrehamDadi no bitch Mixed Abusive User Added
@Abels_Masochist you're not ghetto tho. You can live in the hood and not be ghetto #facts Mixed Safe User Added
@Abel312_ @Cuauhtli02 bruh I'm under 2 blankets like a bitch right now Mixed Abusive User Added
@AaronKeplin shut up bitch Mixed Abusive User Added
@A_M_Perez they are little bitches when they are proven wrong. #MomsDemand #gunsense Mixed Abusive User Added
@A_Little_Wicked that's not ghetto. That's sweet and a movie quote. Try again Mixed Safe User Added
@A_Brown_30 and I just cleaned the entire fucking weight room. Looked like a tornado went through this bitch.C'mon franklin @Franklin_Probs 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