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
"They have to. That division is trash @NoMeek_JustMilz: Saints gon win the NFC South...watch" Mixed Safe User Added
"They have some ghetto ass bands" * gets snuck* 😂😂😂😂 Mixed Abusive User Added
"They Faggots @JonnieSantana: Orioles petty as fuck...got swept up outta this bitch" Mixed Abusive User Added
"These sour apple bitter bitches, I'm not fuckin wit em" Mixed Hate Speech User Added
"These hoes keep callin but I ain't pickin up"🎶🎶 Mixed Abusive User Added
"These hoes ain't loyal" Mixed Abusive User Added
"The water isn't yellow, I'm a healthy student" Mixed Safe User Added
"The devil grows inside the hearts of the selfish and wicked White, brown, yellow and black color is not restricted" Mixed Safe User Added
"That girl is plain looking borderline ugly & chunky". Hey at least she's got a nice smile & a great personality. Mixed Abusive User Added
"That ain't bro moves, that's hoe moves" Mixed Abusive User Added
"Takin it straight to dirt, why finger the pussy when I know I can put my dick in it?" @xErnee18 Mixed Abusive User Added
"Stop looking us and go eat some pussy, you yuppie fucks." 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