This dataset contains news headlines relevant to key forex pairs: AUDUSD, EURCHF, EURUSD, GBPUSD, and USDJPY. The data was extracted from reputable platforms Forex Live and FXstreet over a period of 86 days, from January to May 2023. The dataset comprises 2,291 unique news headlines. Each headline includes an associated forex pair, timestamp, source, author, URL, and the corresponding article text. Data was collected using web scraping techniques executed via a custom service on a virtual machine. This service periodically retrieves the latest news for a specified forex pair (ticker) from each platform, parsing all available information. The collected data is then processed to extract details such as the article's timestamp, author, and URL. The URL is further used to retrieve the full text of each article. This data acquisition process repeats approximately every 15 minutes.

To ensure the reliability of the dataset, we manually annotated each headline for sentiment. Instead of solely focusing on the textual content, we ascertained sentiment based on the potential short-term impact of the headline on its corresponding forex pair. This method recognizes the currency market's acute sensitivity to economic news, which significantly influences many trading strategies. As such, this dataset could serve as an invaluable resource for fine-tuning sentiment analysis models in the financial realm.

We used three categories for annotation: 'positive', 'negative', and 'neutral', which correspond to bullish, bearish, and hold sentiments, respectively, for the forex pair linked to each headline. The following Table provides examples of annotated headlines along with brief explanations of the assigned sentiment.

Examples of Annotated Headlines


    Forex Pair
    Headline
    Sentiment
    Explanation




    GBPUSD 
    Diminishing bets for a move to 12400 
    Neutral
    Lack of strong sentiment in either direction


    GBPUSD 
    No reasons to dislike Cable in the very near term as long as the Dollar momentum remains soft 
    Positive
    Positive sentiment towards GBPUSD (Cable) in the near term


    GBPUSD 
    When are the UK jobs and how could they affect GBPUSD 
    Neutral
    Poses a question and does not express a clear sentiment


    JPYUSD
    Appropriate to continue monetary easing to achieve 2% inflation target with wage growth 
    Positive
    Monetary easing from Bank of Japan (BoJ) could lead to a weaker JPY in the short term due to increased money supply


    USDJPY
    Dollar rebounds despite US data. Yen gains amid lower yields 
    Neutral
    Since both the USD and JPY are gaining, the effects on the USDJPY forex pair might offset each other


    USDJPY
    USDJPY to reach 124 by Q4 as the likelihood of a BoJ policy shift should accelerate Yen gains 
    Negative
    USDJPY is expected to reach a lower value, with the USD losing value against the JPY


    AUDUSD

RBA Governor Lowe’s Testimony High inflation is damaging and corrosive

    Positive
    Reserve Bank of Australia (RBA) expresses concerns about inflation. Typically, central banks combat high inflation with higher interest rates, which could strengthen AUD.

Moreover, the dataset includes two columns with the predicted sentiment class and score as predicted by the FinBERT model. Specifically, the FinBERT model outputs a set of probabilities for each sentiment class (positive, negative, and neutral), representing the model's confidence in associating the input headline with each sentiment category. These probabilities are used to determine the predicted class and a sentiment score for each headline. The sentiment score is computed by subtracting the negative class probability from the positive one.

The EUR/USD exchange rate rose to 1.1619 on December 2, 2025, up 0.08% from the previous session. Over the past month, the Euro US Dollar Exchange Rate - EUR/USD has strengthened 0.86%, and is up by 10.57% over the last 12 months. Euro US Dollar Exchange Rate - EUR/USD - values, historical data, forecasts and news - updated on December of 2025.

This dataset contains the most important fundamental news from forexfactory.com from 2010 with the following features, It can be used to analyze future prices of American Indices, Stocks, Cryptos, FOREX, and Future Markets based on its features.

If you want to predict prices in financial markets or conduct research in the fundamental news field, this dataset is perfect for you to explore!

### Research Ideas

• Track economic indicators to predict market volatility
• Develop winning investment strategies based on fundamental news
• Gain a competitive edge for your business by staying ahead of the latest economic trends

The DXY exchange rate rose to 99.4202 on December 2, 2025, up 0.01% from the previous session. Over the past month, the United States Dollar has weakened 0.45%, and is down by 6.53% over the last 12 months. United States Dollar - values, historical data, forecasts and news - updated on December of 2025.

I am hereby sharing the dataset used in the paper titled 'Beyond Tradition: A Hybrid Model Unveiling News Impact on Exchange Rates'. The dataset comprises the following components: Taylor Rule Fundamentals: - Inflation - Industrial production index (as a high-frequency proxy of GDP) - Money market rate spanning from 2000 to 2018. Textual Information: - Economic Policy Uncertainty Index from https://www.policyuncertainty.com/index.html (as of November 9, 2023). - Time series of entropies calculated for U.S. Dollar-related news topics extracted from the Nexis-Uni database. Note: To acquire the textual data from the Nexis-Uni database, we conducted the following steps: We entered "U.S. Dollar" as a keyword in the search for news, resulting in over 15 million non-duplicate news items. Subsequently, we cleaned the news data and selected relevant news items using the following criteria: (i) The U.S. Dollar appears in the title of news items, (ii) The term "U.S. Dollar" is repeated several times in the news, (iii) The first paragraph of the news contains the word "U.S. Dollar", (iv) The news items are automatically selected by the Nexis-Uni database with the U.S. Dollar as the subject. Subsequently, we identified the topics related to the US Dollar from the news using LDA and calculated the Shannon entropies over time for each topic.

Dataset

This dataset was created by Gabriel Vasconcelos

Contents

Overview with Chart & Report: China Imports USD y/y reflect a percentage change in the dollar value of goods purchased by residents from non-residents in the reported period compared to the previous period. A buyer in import

Sentiment Analysis of Bitcoin-Related News Articles (2021 - 2024)

This dataset is a forked and extended version of Oliviervha's original dataset on Bitcoin-related news articles. The original dataset covered articles from multiple sources between 2021-10-12 and 2023-12-19. We have extended the dataset by adding additional articles from Binance and Yahoo Finance, expanding the timeline up to 2024-09-12.

In the original dataset, sentiment analysis for each article was conducted using TextBlob, categorizing the articles as positive, neutral, or negative. To improve sentiment classification accuracy, we replaced TextBlob with a transformer model fine-tuned for financial news.

Designed for market analysis and trend tracking, the dataset offers valuable insights into how news coverage influences Bitcoin's public perception and market sentiment.

Sources

Original Dataset (Oliviervha): Articles from multiple sources covering a range of Bitcoin-related topics from 2021-10-12 to 2023-12-19.
Binance: News articles directly related to cryptocurrency market trends and updates from the Binance platform.
Yahoo Finance: Financial news articles covering Bitcoin market fluctuations and broader financial impacts.

Key Features

Article Metadata: Descriptions, summarized descriptions, and publication dates of each article.
Sentiment Score: - Original Dataset: Sentiment analysis was initially performed using TextBlob. - Improved Sentiment Analysis: We improved sentiment classification by replacing TextBlob with the text-classification pipeline using the model "mrm8488/distilroberta-finetuned-financial-news-sentiment-analysis", a transformer model fine-tuned for financial news. - positive: sentiment score > 0
- neutral: sentiment score = 0
- negative: sentiment score < 0

Timeline

• Original Timeline: From 2021-10-12 to 2023-12-19 (Oliviervha's dataset).
• Extended Timeline: From 2023-12-20 to 2024-09-12, including additional articles from Binance and Yahoo Finance.

Github code

The full preparer code is available here.

Thank you, Oliviervha, for your amazing dataset! We've extended and improved it, and we appreciate the solid foundation you provided.

The size of the News Portal Software market was valued at USD 107 million in 2024 and is projected to reach USD 156.69 million by 2033, with an expected CAGR of 5.6 % during the forecast period.

Prices for DXY Dollar Index including live quotes, historical charts and news. DXY Dollar Index was last updated by Trading Economics this December 2 of 2025.

Money Supply M2 in the United States increased to 22298.10 USD Billion in October from 22212.50 USD Billion in September of 2025. This dataset provides - United States Money Supply M2 - actual values, historical data, forecast, chart, statistics, economic calendar and news.

The size of the News Apps market was valued at USD XXX million in 2023 and is projected to reach USD XXX million by 2032, with an expected CAGR of XX% during the forecast period.

Spain Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 90.800 USD mn in 2023. This records an increase from the previous number of 70.600 USD mn for 2022. Spain Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 70.800 USD mn from Dec 2013 (Median) to 2023, with 11 observations. The data reached an all-time high of 91.800 USD mn in 2019 and a record low of 51.800 USD mn in 2014. Spain Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Spain – Table ES.OECD.TISP: Trade in Services: Imports: USD: by Services: OECD Member: Annual.

Luxembourg LU: Trade Balance: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at -6.500 USD mn in 2023. This records an increase from the previous number of -9.500 USD mn for 2022. Luxembourg LU: Trade Balance: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging -6.650 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of -1.300 USD mn in 2010 and a record low of -10.600 USD mn in 2014. Luxembourg LU: Trade Balance: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Luxembourg – Table LU.OECD.TISP: Trade in Services: Trade Balance: USD: by Services: OECD Member: Annual.

Luxembourg LU: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 9.700 USD mn in 2023. This records an increase from the previous number of 4.200 USD mn for 2022. Luxembourg LU: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 1.300 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of 9.700 USD mn in 2023 and a record low of 1.100 USD mn in 2019. Luxembourg LU: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Luxembourg – Table LU.OECD.TISP: Trade in Services: Exports: USD: by Services: OECD Member: Annual.

Spain Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 8.700 USD mn in 2023. This records a decrease from the previous number of 15.800 USD mn for 2022. Spain Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 13.700 USD mn from Dec 2014 (Median) to 2023, with 10 observations. The data reached an all-time high of 19.900 USD mn in 2014 and a record low of 6.900 USD mn in 2020. Spain Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Spain – Table ES.OECD.TISP: Trade in Services: Exports: USD: by Services: OECD Member: Annual.

Netherlands NL: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 2.800 USD mn in 2023. This records a decrease from the previous number of 5.100 USD mn for 2022. Netherlands NL: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 0.400 USD mn from Dec 2014 (Median) to 2023, with 9 observations. The data reached an all-time high of 7.200 USD mn in 2021 and a record low of 0.100 USD mn in 2017. Netherlands NL: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Netherlands – Table NL.OECD.TISP: Trade in Services: Exports: USD: by Services: OECD Member: Annual.

Luxembourg LU: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 16.200 USD mn in 2023. This records an increase from the previous number of 13.700 USD mn for 2022. Luxembourg LU: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 8.850 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of 16.200 USD mn in 2023 and a record low of 4.000 USD mn in 2010. Luxembourg LU: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Luxembourg – Table LU.OECD.TISP: Trade in Services: Imports: USD: by Services: OECD Member: Annual.

Netherlands NL: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 21.800 USD mn in 2023. This records a decrease from the previous number of 26.900 USD mn for 2022. Netherlands NL: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 22.150 USD mn from Dec 2014 (Median) to 2023, with 10 observations. The data reached an all-time high of 31.800 USD mn in 2020 and a record low of 14.500 USD mn in 2016. Netherlands NL: Imports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Netherlands – Table NL.OECD.TISP: Trade in Services: Imports: USD: by Services: OECD Member: Annual.

The size of the News Aggregator market was valued at USD XXX million in 2024 and is projected to reach USD XXX million by 2033, with an expected CAGR of XX % during the forecast period.