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
Niggas are funny. & karma is a bitch. Good morning . Mixed Abusive User Added
Niggas already acting like bitches so why not get a real bitch right? Hell if you gone act like a pussy I rather just have one. Shit. Mixed Abusive User Added
Niggas aint worried bout other niggas messin wit dey hoes. Niggas worried boit hoes messin wit dey hoes Mixed Abusive User Added
Niggas ain't loyal gott bitches stiffer than you Mixed Abusive User Added
Niggas actin like hoes most of em bitches Mixed Hate Speech User Added
Niggas a buy a 700$ outfit to impress a 10$ bitch Mixed Abusive User Added
Niggahs watch who you fucking just to hate on your bitches Mixed Abusive User Added
Niggahs need to keep there bitches in check ' Mixed Abusive User Added
Niggahs actin like they pimps but they pay the bitch 😂😂😂😂✋ Mixed Abusive User Added
Niggah niggah niggah don't believe me just wacthh... Mixed Hate Speech User Added
Nigga... lol IDK ..Elway trying to snatch everybody! RT @jwill252: Come on redskins shitttt go sign revis idk what he want lls Mixed Abusive User Added
Nigga, this bitch is scaring me. Pass me the blunt 😂😂 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