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
Headed straight to the top bitch. Mixed Abusive User Added
He's trash. “@jlojpg: @TRAPGURLRON he said he's not doing collabs for anything less than 10 mil naira like booyyyyyy 😂” Mixed Safe User Added
He's trash tho “@_dimejii: Its 10 Million Naira If You Want Me On Your Song – Wizkid http://t.co/Nsxaacj4jG via @naijaxclusive” Mixed Safe User Added
He's making sure if it's ok for the bitches http://t.co/wE7OBTKetB Mixed Abusive User Added
He's like 30 something year old talking back to my mom & taking my uncles truck without permission like bitch you need to fucken relax ! Mixed Abusive User Added
He's going to be someone's bitch “@_Griot_: He bought to catch hell in cell block D. They fuck up men who are rapist and child molesters.” Mixed Abusive User Added
He's bitch keep looking at me She choosing or nah? Mixed Abusive User Added
He's a pretty damn good actor. But as a gay man it's awesome to see an openly queer actor given the lead role for a major superhero film. Mixed Safe User Added
He's a bitch. Mixed Abusive User Added
He went and got that bitch!! Mixed Abusive User Added
He was talking about I'm on one lol. How was that even possible when I was on a cruise ship with no phone service negro? Mixed Abusive User Added
He trash in concert anyways. RT @akelvoneal: Dude y'all fraud as hell if y'all go to J.Cole concert and you don't fw his music. 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