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
He doesnt like you, ya stupid bitch. He likes ur vag. Idiot haha. #goingtogethurtagain Mixed Abusive User Added
He does! Lmao RT @BreesInDaCut: Sean Payton been had hoes RT @MrPOONsoaker: Lol http://t.co/pTD5rApZtD Mixed Abusive User Added
He died for a reason RT @ShyThugg: "@viaNAWF: I didn't follow you back cuz you fat, bitch. Foh large hoe." Jesus ain't pleased fam Mixed Abusive User Added
He did dat headband shit on purpose .. Now the whole spurs team fuckin up lookin at this weird lookin nicca Mixed Abusive User Added
He could be right... any hoe they had in the 11wd, niggas from the hood RAN thru em.... Mixed Abusive User Added
He called me just to say he was deleting my number.... bitch please. Mixed Abusive User Added
He called me a bitch. And he said he was changing? Do you call that changing? I don't think so. How about you go fuck yourself. #pissed Mixed Abusive User Added
He bring the hoes out on twitter nigga got magical powers RT @thisisyoungdj: Who is @DJZeeti? Mixed Abusive User Added
He better choose up cuz ain't No Bitch checcin a nigga that she don't Fw for being wit other bitches...that don't even sound right ✋😂😴 Mixed Abusive User Added
He be like "bitch dontouch my braids" Mixed Abusive User Added
He ain't shit girl, 💯he a bitch made nigga ! Mixed Hate Speech User Added
He a hoe fa that RT @AC_Hussle: Incredible vagina is rarely ever attached to an incredible woman. God has a weird sense of humor. 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