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
@frankxlz @italian_montana fuck off frank you pussy Mixed Abusive User Added
@frankthetank215 @Jim_McCloskey Fran is a hillbilly Virginia mountain man who has pre-1800s white Anglo-Saxon beliefs #frankensteinMD #kikme Mixed Safe User Added
@frances_simply you still ugly then a hoe and you still look like muffie off Arthur 😏😏😎😎 Mixed Abusive User Added
@frances_simply pussy Mixed Abusive User Added
@forgivemehera also, I put 'i touch myself' on a ned/chuck mix. Mixed Safe User Added
@foreverschmoked vertical nip bars..I already have horizontal ones so I think it'll look hella cute Mixed Safe User Added
@flyyImpact Yo follow me back nigguh Mixed Abusive User Added
@floridalex51 might need you to pummel a bitch 👊👇 Mixed Abusive User Added
@fitsnews Nevermind. Still a little bitch. http://t.co/zpYPjBU5YU Mixed Abusive User Added
@firemunky When did we become a nation of giant dripping whiny pussies, anyway?! MAKE THIS DUDE PRESIDENT! Of Iraq, even. He's the MAN! Mixed Abusive User Added
@firemunky I said I'm a vagina, but not a fag. Who HASN'T seen that movie? Mixed Abusive User Added
@firemunky Google's a bitch: "Your search - Ann B. Davis Sexy- did not match any image results." 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