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
"Fuck 5/0 I make my own rules. Suck my dragon balls bitch call me goku" Mixed Abusive User Added
"Fresh nigga so you kno I need a clean bitch... Who kno I'm working cuz I wanna see my team rich." http://t.co/Cgx3HNAK9A Mixed Abusive User Added
"Foreign chick, no lie.. Man that bitch Beautiful" Mixed Abusive User Added
"For every bad bitch there is a nigga tired of fucking her" Mixed Abusive User Added
"Facto @ShaunaSayomi: Who cares if you a hoe when your ass looks like this? http://t.co/CJdT987aqf" Mixed Abusive User Added
"Everything look better with a bitch next to it" Mixed Abusive User Added
"Eff it. Let's go after the cripple." http://t.co/kSaMx1JPfV Mixed Abusive User Added
"Eat the pussy like a real nigga hungry" Mixed Abusive User Added
"Dumb bitches do dumb things" Mixed Abusive User Added
"Dropped a stack cause bitch I'm ON". -@1PoloBoy Song called "Dope". Download the mixtape here: http://t.co/LaCZ1e6TG7 Mixed Abusive User Added
"Don't you ever give my pussy away. You keep it tight, alright?" Mixed Abusive User Added
"Don't worry about the nigga you see, worry about the nigga you DON'T see... Dat's da nigga fuckin yo bitch." 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