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
@ElaineeEspinoza *you're, *bitch Mixed Abusive User Added
@El_Grillo1 Off to the east of your current location, on an east-facing slope (dry side of a dry place). Mixed Safe User Added
@ElJefeDeJefes4C damn bitches on a niggas mind haha Mixed Abusive User Added
@Ehh_DontTouchMe @kourtj3000 @bria_leeandrea thats ghetto.. Mixed Safe User Added
@EdgarGuillenjr your a punk pussy ass bitch! Dude you don't have the balls to fight all you wanna do is wanna hit girls your a fuckin bitch Mixed Abusive User Added
@EdgarGuillenjr @jo_clark6 @dalton_ryann @dault24 @blakeanderson21 @justinmiculka01 @ktit_418 @aaronbaxter9 you a bitch Edgar Mixed Abusive User Added
@EdgarGuillenjr @jo_clark6 @blakeanderson21 your a bitch if you hit a girl Mixed Abusive User Added
@EdgarGuillenjr @imthatsubieguy @blakeanderson21 @joshhandsomee87 you ain't 6 feet under its not over pussy Mixed Abusive User Added
@Eddie_Sativa87 pussy. Mixed Abusive User Added
@Eddie_Hayden1 lol yeah bro good choice. But bitches do love foreign whips so it's a personal decision Mixed Abusive User Added
@EcliptiK @zFearless @prihncess @SSickStory mine pussy Mixed Abusive User Added
@Eba_sandman you mean bitch ass pussy 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