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
No one understands how much it pisses me off when people use the word "retard". Mixed Abusive User Added
No one has even eaten a Twinkie in, like, decades. Mixed Safe User Added
No one goes into psychiatry to help people. Those people are all immoral. Everyone who works in that field is pure trash. Mixed Hate Speech User Added
No one can take your woman. They can only take your hoe. Mixed Abusive User Added
No officer I wasn't drunk driving, I was swerving on them hoes. Mixed Abusive User Added
No nigga a leave a chick with some good pussy unless he just paper chasin Mixed Abusive User Added
No need to tweet these bitches know my status Mixed Abusive User Added
No more speculation. No more mock drafts. It's finally Draft Day. #BortlesKombat #StormWarning #BuiltByUCF #ChargeOn Mixed Safe User Added
No more hoes n oz Mixed Abusive User Added
No more SnapChat Selfies. No more Instagram Selfies. No more NOTHING i WILL NOT be a bad bitch a week man what am I going to do 😢🔫 Mixed Abusive User Added
No matter how hard you try to be rude mf`s they keep talking to you. like bitch do I know you Mixed Abusive User Added
No less than 3 bad bitches in my bed at a time... 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