Dataset collected for the CIS 4190 / 5190 Applied Machine Learning final
project (Spring 2026, Project B: News Source Classification).
Task: Binary text classification — predict the source (FoxNews
vs NBC) of an English news headline.
Rows: ~3,805 unique headlines (after deduplication 3,783).
Columns:
url — original article URL
headline — the headline text
source — one of FoxNews or NBC
Class balance: roughly 53% FoxNews / 47%… See the full description on the dataset page:
https://huggingface.co/datasets/Ningze123/cis5190-news-source-headlines.
