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
Every half-breed cop in America is trying to rape white women. Mixed Abusive User Added
Every gook in #LosAngeles should be deported or killed. Mixed Hate Speech User Added
Every good story starts off with "So this bitch..." lol Mixed Abusive User Added
Every day I wake up celebrating. Why? I just dodged a bullet from a crazy bitch. Mixed Abusive User Added
Every chick say that she a bad bitch. Mixed Abusive User Added
Every character on #Thesimpsons is trash. And they're trash on purpose. If you don't get that, you don't get the joke. Mixed Safe User Added
Every bitch was born to break a man Mixed Abusive User Added
Every bitch that love, bank account in overdraft Mixed Abusive User Added
Every Psychology class has that annoying cunt who relates everything to herself just bc she has ADD and her parents got divorced #NoOneCares Mixed Abusive User Added
Ever pop a bag of chips and that bitch bust open on the end facing the fuckin floor Mixed Abusive User Added
Ever leave me around yo bitch and ima get her stoned Mixed Abusive User Added
Even though Lil Wayne's music has turned into trash, No Ceilings and I Am Not A Human Being will always be my favorites. Mixed Safe 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