100+ datasets found
  1. Forex News Annotated Dataset for Sentiment Analysis

    • zenodo.org
    • paperswithcode.com
    • +1more
    csv
    Updated Nov 11, 2023
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    Georgios Fatouros; Georgios Fatouros; Kalliopi Kouroumali; Kalliopi Kouroumali (2023). Forex News Annotated Dataset for Sentiment Analysis [Dataset]. http://doi.org/10.5281/zenodo.7976208
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    csvAvailable download formats
    Dataset updated
    Nov 11, 2023
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Georgios Fatouros; Georgios Fatouros; Kalliopi Kouroumali; Kalliopi Kouroumali
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    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
    
        <p>RBA Governor Lowe’s Testimony High inflation is damaging and corrosive </p>
    
        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.

  2. T

    United States GDP

    • tradingeconomics.com
    • fa.tradingeconomics.com
    • +13more
    csv, excel, json, xml
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    TRADING ECONOMICS, United States GDP [Dataset]. https://tradingeconomics.com/united-states/gdp
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    xml, excel, json, csvAvailable download formats
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 31, 1960 - Dec 31, 2024
    Area covered
    United States
    Description

    The Gross Domestic Product (GDP) in the United States was worth 29184.89 billion US dollars in 2024, according to official data from the World Bank. The GDP value of the United States represents 27.49 percent of the world economy. This dataset provides - United States GDP - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  3. Costa Rica CR: Trade Balance: USD: All Services: Manufacturing Services On...

    • ceicdata.com
    Updated Mar 4, 2023
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    CEICdata.com (2023). Costa Rica CR: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy [Dataset]. https://www.ceicdata.com/en/costa-rica/trade-in-services-trade-balance-usd-by-services-oecd-member-annual/cr-trade-balance-usd-all-services-manufacturing-services-on-physical-inputs-owned-by-others-goods-for-processing-in-reporting-economy
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    Dataset updated
    Mar 4, 2023
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2010 - Dec 1, 2021
    Area covered
    Costa Rica
    Description

    Costa Rica CR: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy data was reported at 309.300 USD mn in 2021. This records an increase from the previous number of 112.700 USD mn for 2020. Costa Rica CR: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy data is updated yearly, averaging 331.400 USD mn from Dec 1999 (Median) to 2021, with 23 observations. The data reached an all-time high of 643.900 USD mn in 2012 and a record low of 112.700 USD mn in 2020. Costa Rica CR: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy 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 Costa Rica – Table CR.OECD.TISP: Trade in Services: Trade Balance: USD: by Services: OECD Member: Annual.

  4. Costa Rica CR: Trade Balance: USD: All Services: Other Business Services

    • ceicdata.com
    Updated Feb 28, 2023
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    CEICdata.com (2023). Costa Rica CR: Trade Balance: USD: All Services: Other Business Services [Dataset]. https://www.ceicdata.com/en/costa-rica/trade-in-services-trade-balance-usd-by-services-oecd-member-annual/cr-trade-balance-usd-all-services-other-business-services
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    Dataset updated
    Feb 28, 2023
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2010 - Dec 1, 2021
    Area covered
    Costa Rica
    Description

    Costa Rica CR: Trade Balance: USD: All Services: Other Business Services data was reported at 4.205 USD bn in 2021. This records an increase from the previous number of 3.626 USD bn for 2020. Costa Rica CR: Trade Balance: USD: All Services: Other Business Services data is updated yearly, averaging 1.133 USD bn from Dec 1999 (Median) to 2021, with 23 observations. The data reached an all-time high of 4.205 USD bn in 2021 and a record low of -27.600 USD mn in 1999. Costa Rica CR: Trade Balance: USD: All Services: Other Business 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 Costa Rica – Table CR.OECD.TISP: Trade in Services: Trade Balance: USD: by Services: OECD Member: Annual. MSITS 2010 coverage of other business services is identical to that of BPM6, although with a greater disaggregation. EBOPS 2010 identifies three sub-components: research and development services , professional and management consulting services and technical, trade-related and other business services. Within these three sub-components, a number of further breakdowns are suggested.

  5. F

    U.S. Dollars to U.K. Pound Sterling Spot Exchange Rate

    • fred.stlouisfed.org
    json
    Updated Jul 21, 2025
    + more versions
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    (2025). U.S. Dollars to U.K. Pound Sterling Spot Exchange Rate [Dataset]. https://fred.stlouisfed.org/series/DEXUSUK
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    jsonAvailable download formats
    Dataset updated
    Jul 21, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for U.S. Dollars to U.K. Pound Sterling Spot Exchange Rate (DEXUSUK) from 1971-01-04 to 2025-07-18 about United Kingdom, exchange rate, currency, rate, and USA.

  6. Finland FI: Exports: USD: All Services: Telecommunications, Computer, And...

    • ceicdata.com
    Updated Jun 15, 2018
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    CEICdata.com (2018). Finland FI: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services [Dataset]. https://www.ceicdata.com/en/finland/trade-in-services-exports-usd-by-services-oecd-member-annual/fi-exports-usd-all-services-telecommunications-computer-and-information-services-information-services-news-agency-services
    Explore at:
    Dataset updated
    Jun 15, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2022
    Area covered
    Finland
    Description

    Finland FI: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data was reported at 1.100 USD mn in 2022. This records a decrease from the previous number of 1.200 USD mn for 2021. Finland FI: Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services data is updated yearly, averaging 2.700 USD mn from Dec 2013 (Median) to 2022, with 10 observations. The data reached an all-time high of 19.200 USD mn in 2017 and a record low of 1.100 USD mn in 2022. Finland FI: 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 Finland – Table FI.OECD.TISP: Trade in Services: Exports: USD: by Services: OECD Member: Annual.

  7. United States Money Supply M2

    • ceicdata.com
    Updated Mar 5, 2025
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    CEICdata.com (2025). United States Money Supply M2 [Dataset]. https://www.ceicdata.com/en/indicator/united-states/money-supply-m2
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    Dataset updated
    Mar 5, 2025
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Feb 1, 2024 - Jan 1, 2025
    Area covered
    United States
    Description

    Key information about United States Money Supply M2

    • United States Money Supply M2 was reported at 21,561.400 USD bn in Jan 2025
    • This records an increase from the previous number of 21,549.300 USD bn for Dec 2024
    • US Money Supply M2 data is updated monthly, averaging 3,381.200 USD bn from Jan 1959 to Jan 2025, with 793 observations
    • The data reached an all-time high of 21,724.300 USD bn in Apr 2022 and a record low of 286.600 USD bn in Jan 1959
    • US Money Supply M2 data remains active status in CEIC and is reported by CEIC Data
    • The data is categorized under World Trend Plus’s Global Economic Monitor – Table: Money Supply M2: USD: Monthly: Seasonally Adjusted

    Federal Reserve Board provides monthly Money Supply M2 in USD.

  8. Spain Exports: USD: All Services: Telecommunications, Computer, And...

    • ceicdata.com
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    CEICdata.com, Spain Exports: USD: All Services: Telecommunications, Computer, And Information Services: Information Services: News Agency Services [Dataset]. https://www.ceicdata.com/en/spain/trade-in-services-exports-usd-by-services-oecd-member-annual/exports-usd-all-services-telecommunications-computer-and-information-services-information-services-news-agency-services
    Explore at:
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2014 - Dec 1, 2023
    Area covered
    Spain
    Description

    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.

  9. Finland FI: Trade Balance: USD: All Services: Manufacturing Services On...

    • ceicdata.com
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    CEICdata.com, Finland FI: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy [Dataset]. https://www.ceicdata.com/en/finland/trade-in-services-trade-balance-usd-by-services-oecd-member-annual/fi-trade-balance-usd-all-services-manufacturing-services-on-physical-inputs-owned-by-others-goods-for-processing-in-reporting-economy
    Explore at:
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2014
    Area covered
    Finland
    Description

    Finland FI: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy data was reported at 159.400 USD mn in 2014. This stayed constant from the previous number of 159.400 USD mn for 2013. Finland FI: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy data is updated yearly, averaging 159.400 USD mn from Dec 2013 (Median) to 2014, with 2 observations. The data reached an all-time high of 159.400 USD mn in 2014 and a record low of 159.400 USD mn in 2014. Finland FI: Trade Balance: USD: All Services: Manufacturing Services On Physical Inputs Owned By Others: Goods For Processing In Reporting Economy 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 Finland – Table FI.OECD.TISP: Trade in Services: Trade Balance: USD: by Services: OECD Member: Annual.

  10. Egypt Trade Balance: USD

    • ceicdata.com
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    CEICdata.com, Egypt Trade Balance: USD [Dataset]. https://www.ceicdata.com/en/egypt/trade-summary/trade-balance-usd
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    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2024 - Dec 1, 2024
    Area covered
    Egypt
    Variables measured
    Merchandise Trade
    Description

    Egypt Trade Balance: USD data was reported at -2.328 USD bn in Feb 2025. This records an increase from the previous number of -3.421 USD bn for Jan 2025. Egypt Trade Balance: USD data is updated monthly, averaging -1.907 USD bn from Jul 1994 (Median) to Feb 2025, with 368 observations. The data reached an all-time high of -231.387 USD mn in Mar 2004 and a record low of -5.183 USD bn in Jul 2018. Egypt Trade Balance: USD data remains active status in CEIC and is reported by Central Agency for Public Mobilization and Statistics. The data is categorized under Global Database’s Egypt – Table EG.JA001: Trade Summary.

  11. Laos Financial Account: Portfolio Investment: Assets: USD mn: Laos

    • ceicdata.com
    Updated Aug 24, 2018
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    CEICdata.com (2018). Laos Financial Account: Portfolio Investment: Assets: USD mn: Laos [Dataset]. https://www.ceicdata.com/en/laos/financial-account-portfolio-investment-assets-usd-quarterly
    Explore at:
    Dataset updated
    Aug 24, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jun 1, 2015 - Mar 1, 2018
    Area covered
    Laos
    Variables measured
    Balance of Payment
    Description

    Financial Account: Portfolio Investment: Assets: USD mn: Laos data was reported at 12.997 USD mn in Mar 2018. This records an increase from the previous number of 11.160 USD mn for Dec 2017. Financial Account: Portfolio Investment: Assets: USD mn: Laos data is updated quarterly, averaging -1.430 USD mn from Mar 2012 (Median) to Mar 2018, with 25 observations. The data reached an all-time high of 19.970 USD mn in Dec 2012 and a record low of -15.540 USD mn in Jun 2013. Financial Account: Portfolio Investment: Assets: USD mn: Laos data remains active status in CEIC and is reported by CEIC Data. The data is categorized under World Trend Plus’s ASEAN: Balance of Payments – Table 030: Financial Account: Portfolio Investment: Assets: USD: Quarterly. Data are sourced from Bank of the Lao PDR (Series ID: 404914387).

  12. Russia RU: Trade Balance: Services: USD: Yemen

    • ceicdata.com
    Updated Jan 15, 2025
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    CEICdata.com (2025). Russia RU: Trade Balance: Services: USD: Yemen [Dataset]. https://www.ceicdata.com/en/russia/trade-in-services-trade-balance-usd-by-country-non-oecd-member-annual/ru-trade-balance-services-usd-yemen
    Explore at:
    Dataset updated
    Jan 15, 2025
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2009 - Dec 1, 2019
    Area covered
    Russia
    Description

    Russia RU: Trade Balance: Services: USD: Yemen data was reported at 0.500 USD mn in 2019. This records an increase from the previous number of 0.300 USD mn for 2018. Russia RU: Trade Balance: Services: USD: Yemen data is updated yearly, averaging 1.000 USD mn from Dec 2009 (Median) to 2019, with 11 observations. The data reached an all-time high of 22.400 USD mn in 2009 and a record low of -0.100 USD mn in 2017. Russia RU: Trade Balance: Services: USD: Yemen 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 Russian Federation – Table RU.OECD.TISP: Trade in Services: Trade Balance: USD: by Country: Non OECD Member: Annual.

  13. Slovakia SK: Trade Balance: Services: USD: Mali

    • ceicdata.com
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    CEICdata.com, Slovakia SK: Trade Balance: Services: USD: Mali [Dataset]. https://www.ceicdata.com/en/slovakia/trade-in-services-trade-balance-usd-by-country-oecd-member-annual/sk-trade-balance-services-usd-mali
    Explore at:
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2019
    Area covered
    Slovakia
    Description

    Slovakia SK: Trade Balance: Services: USD: Mali data was reported at 0.100 USD mn in 2019. Slovakia SK: Trade Balance: Services: USD: Mali data is updated yearly, averaging 0.100 USD mn from Dec 2019 (Median) to 2019, with 1 observations. The data reached an all-time high of 0.100 USD mn in 2019 and a record low of 0.100 USD mn in 2019. Slovakia SK: Trade Balance: Services: USD: Mali 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 Slovakia – Table SK.OECD.TISP: Trade in Services: Trade Balance: USD: by Country: OECD Member: Annual.

  14. S

    Spain Imports: USD: All Services: Other Business Services: Technical,...

    • ceicdata.com
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    CEICdata.com, Spain Imports: USD: All Services: Other Business Services: Technical, Trade-Related And Other Business Services: Architectural, Engineering, Scientific And Technical Services: Other [Dataset]. https://www.ceicdata.com/en/spain/trade-in-services-imports-usd-by-services-oecd-member-annual/imports-usd-all-services-other-business-services-technical-traderelated-and-other-business-services-architectural-engineering-scientific-and-technical-services-other
    Explore at:
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2023
    Area covered
    Spain
    Description

    Spain Imports: USD: All Services: Other Business Services: Technical, Trade-Related And Other Business Services: Architectural, Engineering, Scientific And Technical Services: Other data was reported at 420.600 USD mn in 2023. This records a decrease from the previous number of 434.900 USD mn for 2022. Spain Imports: USD: All Services: Other Business Services: Technical, Trade-Related And Other Business Services: Architectural, Engineering, Scientific And Technical Services: Other data is updated yearly, averaging 420.600 USD mn from Dec 2013 (Median) to 2023, with 11 observations. The data reached an all-time high of 647.000 USD mn in 2021 and a record low of 227.100 USD mn in 2013. Spain Imports: USD: All Services: Other Business Services: Technical, Trade-Related And Other Business Services: Architectural, Engineering, Scientific And Technical Services: Other 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.

  15. Luxembourg LU: Trade Balance: Services: USD: Slovak Republic

    • ceicdata.com
    Updated Dec 15, 2024
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    CEICdata.com (2024). Luxembourg LU: Trade Balance: Services: USD: Slovak Republic [Dataset]. https://www.ceicdata.com/en/luxembourg/trade-in-services-trade-balance-usd-by-country-oecd-member-annual/lu-trade-balance-services-usd-slovak-republic
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    Dataset updated
    Dec 15, 2024
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2012 - Dec 1, 2023
    Area covered
    Luxembourg
    Description

    Luxembourg LU: Trade Balance: Services: USD: Slovak Republic data was reported at -2.200 USD mn in 2023. This records an increase from the previous number of -48.400 USD mn for 2022. Luxembourg LU: Trade Balance: Services: USD: Slovak Republic data is updated yearly, averaging 65.900 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of 111.000 USD mn in 2015 and a record low of -449.400 USD mn in 2021. Luxembourg LU: Trade Balance: Services: USD: Slovak Republic 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 Country: OECD Member: Annual.

  16. Laos Financial Account: Other Investment: Assets: USD mn: YoY: Laos

    • ceicdata.com
    Updated Aug 24, 2018
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    CEICdata.com (2018). Laos Financial Account: Other Investment: Assets: USD mn: YoY: Laos [Dataset]. https://www.ceicdata.com/en/laos/financial-account-other-investment-assets-usd-yoy-growth-annual
    Explore at:
    Dataset updated
    Aug 24, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2017
    Area covered
    Laos
    Variables measured
    Balance of Payment
    Description

    Financial Account: Other Investment: Assets: USD mn: YoY: Laos data was reported at 44.375 % in 2017. This records an increase from the previous number of 13.826 % for 2016. Financial Account: Other Investment: Assets: USD mn: YoY: Laos data is updated yearly, averaging 13.826 % from Dec 2013 (Median) to 2017, with 5 observations. The data reached an all-time high of 944.487 % in 2014 and a record low of -89.989 % in 2013. Financial Account: Other Investment: Assets: USD mn: YoY: Laos data remains active status in CEIC and is reported by CEIC Data. The data is categorized under World Trend Plus’s ASEAN: Balance of Payments – Table 064: Financial Account: Other Investment: Assets: USD: Y-o-Y Growth: Annual.

  17. United States GDP per Capita: USD: United States

    • ceicdata.com
    Updated Jul 26, 2018
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    CEICdata.com (2018). United States GDP per Capita: USD: United States [Dataset]. https://www.ceicdata.com/en/united-states/gdp-per-capita-usd-north-and-south-america
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    Dataset updated
    Jul 26, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2006 - Dec 1, 2017
    Area covered
    United States
    Variables measured
    Gross Domestic Product
    Description

    GDP per Capita: USD: United States data was reported at 59,774.000 USD in 2017. This records an increase from the previous number of 57,797.000 USD for 2016. GDP per Capita: USD: United States data is updated yearly, averaging 6,725.000 USD from Dec 1929 (Median) to 2017, with 89 observations. The data reached an all-time high of 59,774.000 USD in 2017 and a record low of 455.000 USD in 1933. GDP per Capita: USD: United States data remains active status in CEIC and is reported by CEIC Data. The data is categorized under World Trend Plus’s Global Economic Monitor – Table: GDP Per Capita: USD: North and South America. The Bureau of Economic Analysis provides annual GDP per Capita in USD.

  18. Ireland IE: Trade Balance: Services: USD: Ecuador

    • ceicdata.com
    Updated Dec 15, 2024
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    CEICdata.com (2024). Ireland IE: Trade Balance: Services: USD: Ecuador [Dataset]. https://www.ceicdata.com/en/ireland/trade-in-services-trade-balance-usd-by-country-oecd-member-annual/ie-trade-balance-services-usd-ecuador
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    Dataset updated
    Dec 15, 2024
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2012 - Dec 1, 2023
    Area covered
    Ireland, Ireland
    Description

    Ireland IE: Trade Balance: Services: USD: Ecuador data was reported at 112.500 USD mn in 2023. This records an increase from the previous number of 7.800 USD mn for 2019. Ireland IE: Trade Balance: Services: USD: Ecuador data is updated yearly, averaging 9.200 USD mn from Dec 2012 (Median) to 2023, with 4 observations. The data reached an all-time high of 112.500 USD mn in 2023 and a record low of 1.300 USD mn in 2012. Ireland IE: Trade Balance: Services: USD: Ecuador 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 Ireland – Table IE.OECD.TISP: Trade in Services: Trade Balance: USD: by Country: OECD Member: Annual.

  19. Russia RU: Trade Balance: USD: All Services: Financial Services: Explicitly...

    • ceicdata.com
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    CEICdata.com, Russia RU: Trade Balance: USD: All Services: Financial Services: Explicitly Charged And Other Financial Services [Dataset]. https://www.ceicdata.com/en/russia/trade-in-services-trade-balance-usd-by-services-non-oecd-member-annual/ru-trade-balance-usd-all-services-financial-services-explicitly-charged-and-other-financial-services
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    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2009 - Dec 1, 2019
    Area covered
    Russia
    Description

    Russia RU: Trade Balance: USD: All Services: Financial Services: Explicitly Charged And Other Financial Services data was reported at -364.100 USD mn in 2019. This records a decrease from the previous number of -121.000 USD mn for 2018. Russia RU: Trade Balance: USD: All Services: Financial Services: Explicitly Charged And Other Financial Services data is updated yearly, averaging -582.000 USD mn from Dec 2009 (Median) to 2019, with 11 observations. The data reached an all-time high of -121.000 USD mn in 2018 and a record low of -925.800 USD mn in 2013. Russia RU: Trade Balance: USD: All Services: Financial Services: Explicitly Charged And Other Financial 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 Russian Federation – Table RU.OECD.TISP: Trade in Services: Trade Balance: USD: by Services: Non OECD Member: Annual.

  20. T

    Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Long Term:...

    • ceicdata.com
    + more versions
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    CEICdata.com, Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Long Term: Up to 1 Year: Currency and Deposits [Dataset]. https://www.ceicdata.com/en/tonga/qpsd-gross-public-debt-financial-public-corporations/to-gross-public-debt-usd-financial-public-corporations-long-term-up-to-1-year-currency-and-deposits
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    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Sep 1, 2009 - Mar 1, 2012
    Area covered
    Tonga
    Description

    Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Long Term: Up to 1 Year: Currency and Deposits data was reported at 0.000 USD mn in Mar 2012. This stayed constant from the previous number of 0.000 USD mn for Dec 2011. Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Long Term: Up to 1 Year: Currency and Deposits data is updated quarterly, averaging 0.000 USD mn from Sep 2009 (Median) to Mar 2012, with 11 observations. Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Long Term: Up to 1 Year: Currency and Deposits data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Tonga – Table TO.World Bank.QPSD: Gross Public Debt: Financial Public Corporations.

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Georgios Fatouros; Georgios Fatouros; Kalliopi Kouroumali; Kalliopi Kouroumali (2023). Forex News Annotated Dataset for Sentiment Analysis [Dataset]. http://doi.org/10.5281/zenodo.7976208
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Forex News Annotated Dataset for Sentiment Analysis

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csvAvailable download formats
Dataset updated
Nov 11, 2023
Dataset provided by
Zenodohttp://zenodo.org/
Authors
Georgios Fatouros; Georgios Fatouros; Kalliopi Kouroumali; Kalliopi Kouroumali
License

Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically

Description

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

    <p>RBA Governor Lowe’s Testimony High inflation is damaging and corrosive </p>

    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.

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