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
A lot of bitches eat ass nowadays 😷 Mixed Abusive User Added
A lot of I fucked up call me back this bitch is tripping .. Lol Mixed Abusive User Added
A light, tender yellow butter cake with a classic boiled icing, traditionally made from burnt sugar http://t.co/XPQKTlTNkH Mixed Safe User Added
A lady approached me asking me if I was religious and when I said no she scolded me on how I'm going to hell. See you there crazy bitch 😈 Mixed Abusive User Added
A knock on the door. "Who could it be at this hour?!" I shuffle down the hall. "Who is it?" I ask. It's a bad bitch and a burrito. The end. Mixed Abusive User Added
A hunned hunneds nicca #LetsGetIt Mixed Abusive User Added
A homeless dog living in a trash pile gets rescued, and then does something amazing! Please share. http://t.co/SzpStdxmn6 via @youtube Mixed Safe User Added
A hoe nigga will not be tolerated, Mixed Abusive User Added
A hoe gonna be a hoe regardless Mixed Abusive User Added
A hoe gone be a hoe they ain't 💯 Mixed Abusive User Added
A hoe gon be a hoe, that ain't a hunnid. Mixed Abusive User Added
A guy on True Blood is getting his penis inspected and the doctor told him it look like an eggplant 🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆🍆 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