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
@Paixj_ right these hoes ain't loyal Mixed Abusive User Added
@Paid_My_Dues_ YEAH! When you see him again.....That son of a bitch owes me money! Tell him I been looking for him! Mixed Abusive User Added
@Pacman_Dre_SB I said something to you gorilla, stop listening to monkey music Mixed Abusive User Added
@Pacific_Tomb yeah, us crackers are the devil. Mixed Abusive User Added
@PacTha_Mac imma shoot that bitch Mixed Abusive User Added
@PacDaGoat neck TITTIES then pussy Mixed Abusive User Added
@PablyAndrew it was Paul McCartney faggot Mixed Hate Speech User Added
@PabloMuchoLive she a hoe not a housewife 😏 Mixed Abusive User Added
@PWilliamsD I need some clams on the half shell :-). Down here all you can get is deep fried clam necks. Mixed Safe User Added
@PRoseish yeah because George Zimmerman is a pussy ass coward. Mixed Abusive User Added
@PRoseish we don't send pussy ass cowards to old sparky Mixed Abusive User Added
@PRoseish I know you are a pussy ass coward that is weaker and smaller like GZ 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