Financial News Sentiment Dataset
Finance & Banking Analytics
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About
This dataset provides finance news labelled by their sentiment, making it highly suitable for Natural Language Processing (NLP) tasks. It is a cleaned amalgamation of multiple finance news sentiment datasets. The dataset features financial news articles in a 'text' column and their corresponding sentiment labels in a 'sentiment' column, ready for analysis and model training.
Columns
sentiment
: This column contains the categorised sentiment label for each piece of financial news. It includes 3 unique sentiment values.text
: This column holds the actual financial news content or article text. It comprises 32,411 unique text entries.
Distribution
The data file is typically provided in a CSV format. The dataset contains 32,411 records, with each record having a unique text entry, as inferred from the unique values in the 'text' column. Specific numbers for rows/records are directly supported by the unique count of the text entries.
Usage
This dataset is ideal for various Natural Language Processing (NLP) applications, particularly for sentiment analysis on financial news. It can be effectively used for training machine learning models to classify sentiment in textual data and understanding market sentiment from news headlines.
Coverage
The geographic coverage of this dataset is global. There are no specific details available regarding the time range or demographic scope of the underlying data.
License
CC-BY-NC.
Who Can Use It
This dataset is suitable for:
- Data Scientists and Machine Learning Engineers: For developing, training, and evaluating sentiment analysis models on financial text data.
- Researchers: Those studying financial market sentiment, textual analysis in economics, or advancing general NLP methodologies.
- Developers: For integrating sentiment analysis capabilities into financial applications, dashboards, or trading algorithms.
Dataset Name Suggestions
- Financial News Sentiment Dataset
- Finance Sentiment Analysis Data
- Global Financial News Sentiments
- NLP Financial Sentiment Corpus
- Market Sentiment News Data
Attributes
Original Data Source: Finance News Sentiments