datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
financial-news-headlines
Financial News Headlines Dataset
A synthetic dataset of 10,038 financial news headlines with sentiment, sector, and topic labels — designed for NLP tasks like sentiment analysis, text classification, and semantic search.
📊 Dataset Overview
This dataset was generated using google/flan-t5-base from HuggingFace for a Data Science course project. Each headline is paired with rich metadata including sector, sentiment, topic, and company name.
Features
Column… See the full description on the dataset page: https://huggingface.co/datasets/KalsusEvening/financial-news-headlines.Curated-Fox-News-Headlines-and-Full-Text
Curated Fox News Headlines and Full Text
This dataset contains a clean, curated collection of Fox News articles, including both headlines and full article text. It is designed for use in natural language processing (NLP) tasks such as sentiment analysis, summarization, topic classification, and media analysis.
📁 Dataset Format
Format: CSV
Encoding: UTF-8
Fields:
headline: The article title or headline
publish_date: Date the article was published (YYYY-MM-DD)
content:… See the full description on the dataset page: https://huggingface.co/datasets/crawlfeeds/Curated-Fox-News-Headlines-and-Full-Text.cis5190-news-headlinesMillion_News_HeadlinesAbout Dataset
Context
This contains data of news headlines published over a period of nineteen years.
Sourced from the reputable Australian news source ABC (Australian Broadcasting Corporation)
Agency Site: (http://www.abc.net.au)
Content
Format: CSV ; Single File
publish_date: Date of publishing for the article in yyyyMMdd format
headline_text: Text of the headline in Ascii , English , lowercase
Start Date: 2003-02-19 ; End Date: 2021-12-31
Inspiration
I look at this news dataset as a… See the full description on the dataset page: https://huggingface.co/datasets/DeveloperOats/Million_News_Headlines.news-source-headlines-foxnews-nbc
News Source Headlines: FoxNews vs NBC
This dataset contains scraped news headlines from Fox News and NBC News for a binary news source classification project.
Files
expanded_headlines.csv: cleaned expanded dataset used as the main training dataset.
large_headlines.csv: larger scraped dataset used as an augmentation candidate pool.
Columns
url: original article URL
domain: article domain extracted from the URL
source: source label, either FoxNews or NBC… See the full description on the dataset page: https://huggingface.co/datasets/jessicajyzy/news-source-headlines-foxnews-nbc.news-headlines-classifier
News Headlines Classifier Dataset
350 labeled news headlines for category classification, sentiment analysis, and clickbait detection.
Dataset Structure
Fields
headline: News headline text
category: technology / politics / business / sports / health / science / entertainment / world
sentiment: positive / negative / neutral
clickbait_score: 0 (not clickbait) to 5 (very clickbait)
Splits
train: 280 examples
test: 70 examples
cis5190-news-source-headlines
Fox News vs NBC News Headlines
Dataset collected for the CIS 4190 / 5190 Applied Machine Learning final
project (Spring 2026, Project B: News Source Classification).
Summary
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.nbc_headlines.csvNews_headlinesinvesting_financial_news_headlines
Dataset Sources
Investing.com
US_Multi_Outlet_News_Headlines2001_2024
Access and Usage
Due to copyright restrictions on publisher content, this dataset is distributed via gated access (request-based approval).
The dataset is provided for non-commercial academic research purposes only.
By requesting access, users agree:
Not to redistribute the headline text
To use the dataset solely for non-commercial academic research
To cite the associated publication when using the data
Dataset Structure
The repository contains:
Raw dataset… See the full description on the dataset page: https://huggingface.co/datasets/dess-mannheim/US_Multi_Outlet_News_Headlines2001_2024.convert_to_the_onion_style_news_headlinesFox_and_NBC_News_Headlinesnews-headlinescis5190_news_headlinesFinancialSentimentAnalysis_NewsHeadlinescis5190-news-headlines-cleanedcis-5190-news-classifier-expanded-headlines
Expanded News Headlines (Fox vs NBC)
A dataset of recent U.S. news headlines from Fox News and NBC News, built for binary news-source classification (Track B of UPenn CIS 5190's final project).
Contents
~30k headlines spanning Nov 2025 – Apr 2026
Two columns:
url — original article URL
headline — the article headline as published
How it was built
Started from a course-supplied URL list scraped directly from each outlet, then expanded via topic- and… See the full description on the dataset page: https://huggingface.co/datasets/iherman10/cis-5190-news-classifier-expanded-headlines.news_headlinesnews-headlines-cleaned-519news_headlines