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
From the ESPN Yankees game recap: "the sellout crowd braved 61-degree temperatures." LOL What??? That's not weather you struggle through. Mixed Safe User Added
From that point should saw how I treated that bitch fucked her now lose my number I ain't answering shit Mixed Abusive User Added
From now on, I will call all radical MUSLIMS niggers! It is very fitting, and it is racist! I AM RACIST AGAINST ANYONE WHO HATES AMERICA! Mixed Hate Speech User Added
From Jihadi streams: Rutba, Anbar Province, #Iraq http://t.co/K6j37J2sgL Mixed Safe User Added
Friends don't let friends become guidos. #themoreyouknow Mixed Safe User Added
Friends become foes girlfriends become hoes. Mixed Abusive User Added
Friendly advice to western reporters in Kobane: don't advertise your location. Jihadis are tracking u & consider u a high-prize target #ISIS Mixed Safe User Added
Friend zone ass nigguh Mixed Abusive User Added
Friend or foe nicca .. State ya biz Mixed Safe User Added
Friday is gunna be my bitch Mixed Abusive User Added
Freshman year I remember like it was yesterday. I was lowkey plotting on the baddest bitch. But some clown ass nigguh swooped dat up lol Mixed Abusive User Added
Fresh polo on you bitches 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