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

25504 Records
Phrase Text Dialect Category Label Source
happy birthday to the funniest bitch I know @RealerThanPlies 😘😘😘 Mixed Abusive User Added
happy birthday to my main bitch, my ride or die, my girlfriend💕 love you so much @rosestokoe http://t.co/wuWByu2oYJ Mixed Abusive User Added
happy birthday to @KTo40 love ya bitch💕🎉 we were cute back in 2012 and we still are http://t.co/CGT4FKr2yx Mixed Abusive User Added
happy birthday my nigguh @Dee_gotnoHOES Mixed Abusive User Added
hahaha this dude on my timeline says bitch in EVERY tweet.hahaha I'm rollin at some of them lol Mixed Abusive User Added
hahaha my girl just popped on a bitch like a Molly haha Mixed Abusive User Added
hahaha good luck with that one bitch Mixed Abusive User Added
hahaha dumb bitch Mixed Abusive User Added
hahaha damn dirtyyyy hoes Mixed Abusive User Added
ha fucking twat. go cry about mommy some more Mixed Abusive User Added
guys that cheat on their girlfriend are trash. the girls that know he has a girlfriend are also trash. Mixed Abusive User Added
guy complains to me: #gays are over-sensitive... my response: and look at you complaining like little pussy. waahh waahh #hypocrite Mixed Hate Speech 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