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
    + more versions
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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. 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
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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, 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.

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

    • ceicdata.com
    Updated Feb 28, 2023
    + more versions
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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.

  7. 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
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    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.

  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
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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, 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. 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.

  10. C

    Czech Republic BoP: USD: FA: Financial Derivatives & Employee Stock Options

    • ceicdata.com
    • dr.ceicdata.com
    Updated Sep 15, 2018
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    CEICdata.com (2018). Czech Republic BoP: USD: FA: Financial Derivatives & Employee Stock Options [Dataset]. https://www.ceicdata.com/en/czech-republic/bpm6-balance-of-payments-usd/bop-usd-fa-financial-derivatives--employee-stock-options
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    Dataset updated
    Sep 15, 2018
    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
    Mar 1, 2022 - Dec 1, 2024
    Area covered
    Czechia
    Variables measured
    Balance of Payment
    Description

    Czech Republic BoP: USD: FA: Financial Derivatives & Employee Stock Options data was reported at -817.432 USD mn in Dec 2024. This records a decrease from the previous number of 170.413 USD mn for Sep 2024. Czech Republic BoP: USD: FA: Financial Derivatives & Employee Stock Options data is updated quarterly, averaging 0.000 USD mn from Mar 1993 (Median) to Dec 2024, with 128 observations. The data reached an all-time high of 952.465 USD mn in Mar 2020 and a record low of -1.180 USD bn in Dec 2021. Czech Republic BoP: USD: FA: Financial Derivatives & Employee Stock Options data remains active status in CEIC and is reported by Czech National Bank. The data is categorized under Global Database’s Czech Republic – Table CZ.JB003: BPM6: Balance of Payments: USD.

  11. China Export: AD: Digital Automatic Data Processing Machine: Tablet

    • ceicdata.com
    Updated Dec 15, 2020
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    CEICdata.com (2020). China Export: AD: Digital Automatic Data Processing Machine: Tablet [Dataset]. https://www.ceicdata.com/en/china/usd-export-by-major-commodity-value/export-ad-digital-automatic-data-processing-machine-tablet
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    Dataset updated
    Dec 15, 2020
    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
    China
    Variables measured
    Merchandise Trade
    Description

    China Export: AD: Digital Automatic Data Processing Machine: Tablet data was reported at 1.675 USD bn in Mar 2025. This records an increase from the previous number of 1.415 USD bn for Feb 2025. China Export: AD: Digital Automatic Data Processing Machine: Tablet data is updated monthly, averaging 1.982 USD bn from Jan 2015 (Median) to Mar 2025, with 123 observations. The data reached an all-time high of 3.998 USD bn in Oct 2022 and a record low of 455.976 USD mn in Feb 2020. China Export: AD: Digital Automatic Data Processing Machine: Tablet data remains active status in CEIC and is reported by General Administration of Customs. The data is categorized under China Premium Database’s International Trade – Table CN.JA: USD: Export by Major Commodity: Value.

  12. Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Debt...

    • ceicdata.com
    + more versions
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    CEICdata.com, Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Debt Securities [Dataset]. https://www.ceicdata.com/en/tonga/qpsd-gross-public-debt-financial-public-corporations/to-gross-public-debt-usd-financial-public-corporations-debt-securities
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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
    Jun 1, 2010 - Mar 1, 2012
    Area covered
    Tonga
    Description

    Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Debt Securities data was reported at 17.200 USD mn in Mar 2012. This records an increase from the previous number of 17.000 USD mn for Dec 2011. Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Debt Securities data is updated quarterly, averaging 17.300 USD mn from Jun 2010 (Median) to Mar 2012, with 8 observations. The data reached an all-time high of 20.200 USD mn in Dec 2010 and a record low of 15.100 USD mn in Jun 2010. Tonga TO: Gross Public Debt: USD: Financial Public Corporations: Debt Securities 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.

  13. China CN: Import: USD: YoY: Revised

    • ceicdata.com
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    CEICdata.com, China CN: Import: USD: YoY: Revised [Dataset]. https://www.ceicdata.com/en/china/usd-trade-value/cn-import-usd-yoy-revised
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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
    Mar 1, 2024 - Feb 1, 2025
    Area covered
    China
    Variables measured
    Merchandise Trade
    Description

    China Import: USD: YoY: Revised data was reported at -4.300 % in Mar 2025. This records a decrease from the previous number of 1.500 % for Feb 2025. China Import: USD: YoY: Revised data is updated monthly, averaging 5.300 % from Jan 2007 (Median) to Mar 2025, with 219 observations. The data reached an all-time high of 85.900 % in Jan 2010 and a record low of -43.100 % in Jan 2009. China Import: USD: YoY: Revised data remains active status in CEIC and is reported by General Administration of Customs. The data is categorized under China Premium Database’s International Trade – Table CN.JA: USD: Trade: Value.

  14. Sweden SE: Imports: Services: USD: Guatemala

    • ceicdata.com
    Updated May 9, 2022
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    CEICdata.com (2022). Sweden SE: Imports: Services: USD: Guatemala [Dataset]. https://www.ceicdata.com/en/sweden/trade-in-services-imports-usd-by-country-oecd-member-annual/se-imports-services-usd-guatemala
    Explore at:
    Dataset updated
    May 9, 2022
    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
    Sweden
    Description

    Sweden SE: Imports: Services: USD: Guatemala data was reported at 20.900 USD mn in 2023. This records an increase from the previous number of 19.100 USD mn for 2022. Sweden SE: Imports: Services: USD: Guatemala data is updated yearly, averaging 4.100 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of 20.900 USD mn in 2023 and a record low of 1.300 USD mn in 2016. Sweden SE: Imports: Services: USD: Guatemala 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 Sweden – Table SE.OECD.TISP: Trade in Services: Imports: USD: by Country: OECD Member: Annual.

  15. Costa Rica CR: Exports: USD: All Services: Travel

    • ceicdata.com
    Updated Nov 24, 2021
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    CEICdata.com (2021). Costa Rica CR: Exports: USD: All Services: Travel [Dataset]. https://www.ceicdata.com/en/costa-rica/trade-in-services-exports-usd-by-services-oecd-member-annual/cr-exports-usd-all-services-travel
    Explore at:
    Dataset updated
    Nov 24, 2021
    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: Exports: USD: All Services: Travel data was reported at 1.717 USD bn in 2021. This records an increase from the previous number of 1.328 USD bn for 2020. Costa Rica CR: Exports: USD: All Services: Travel data is updated yearly, averaging 2.246 USD bn from Dec 1999 (Median) to 2021, with 23 observations. The data reached an all-time high of 3.989 USD bn in 2019 and a record low of 1.269 USD bn in 1999. Costa Rica CR: Exports: USD: All Services: Travel 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: Exports: USD: by Services: OECD Member: Annual. This component of EBOPS 2010 differs from most internationally traded services in that it is transactor-based. Unlike most services in EBOPS, travel is not a specific product; rather, it encompasses a range of goods and services consumed by non-residents in the economy that they visit. Travel is defined as covering goods and services for own use or to be given away, acquired from an economy, by non-residents during visits to that economy. It covers stays of any length, provided that there is no change in residence.Travel includes goods and services acquired by persons undertaking study or medical care while outside the territory of residence. It also includes acquisitions of goods and services by seasonal, border and other short-term workers in the economy of employment.The goods and services may be purchased by the persons concerned or by another party on their behalf; for example, business travel may be paid for or reimbursed by an employer; tuition and living costs of a student may be paid by a overnment; and health costs may be paid or reimbursed by a Government or insurer. Goods and services supplied by the producer without charge are also included, for example, tuition and board provided by a university.The most common goods and services entered under travel are accommodation, food, beverages and transport purchased within the economy visited (all of which are consumed in the supplying economy). Gifts, souvenirs and other articles that are purchased for own use and that may be taken out of the economies visited are also included.In line with the accrual principle, goods and services acquired during the visit, but paid for earlier or later, are included in travel . Goods and services may be acquired by being paid for by the person going abroad, paid for on his or her behalf, provided without a quid pro quo (for example, free room and board received: in such a case, there is also a corresponding transfer) or produced on own account (as in some cases of ownership of real estate and time-share accommodation).The goods and services for own use or to be given away, purchased by or provided to the non-resident while on the trip that would otherwise be classified under another item, such as postal services, telecommunications, and transport, are included in travel . This includes transport within a particular economy being visited where such transport is provided by carriers resident in that economy but excludes the international carriage of persons, which is covered in passenger services under transport services . Also excluded are goods purchased for resale in the resident's own economy or in a third economy. The acquisition of valuables (such as jewellery and expensive art), consumer durable goods (such as cars and electronic goods) and other consumer purchases for own use that is in excess of customs thresholds, are excluded. These goods are included in general merchandise.Travel excludes the acquisition of goods and services by diplomats, consular staff, military personnel, etc., and their dependants in the territory in which they are posted (included in Government goods and services n.i.e. ).

  16. C

    Czech Republic CZ: Exports: USD: All Services: Travel: Business: Business...

    • ceicdata.com
    Updated Nov 26, 2021
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    CEICdata.com (2021). Czech Republic CZ: Exports: USD: All Services: Travel: Business: Business Travel: Other [Dataset]. https://www.ceicdata.com/en/czech-republic/trade-in-services-exports-usd-by-services-oecd-member-annual/cz-exports-usd-all-services-travel-business-business-travel-other
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    Dataset updated
    Nov 26, 2021
    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, 2012 - Dec 1, 2023
    Area covered
    Czechia
    Description

    Czech Republic CZ: Exports: USD: All Services: Travel: Business: Business Travel: Other data was reported at 141.400 USD mn in 2023. This records an increase from the previous number of 36.800 USD mn for 2022. Czech Republic CZ: Exports: USD: All Services: Travel: Business: Business Travel: Other data is updated yearly, averaging 867.550 USD mn from Dec 2010 (Median) to 2023, with 14 observations. The data reached an all-time high of 1.427 USD bn in 2011 and a record low of 23.100 USD mn in 2021. Czech Republic CZ: Exports: USD: All Services: Travel: Business: Business Travel: 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 Czech Republic – Table CZ.OECD.TISP: Trade in Services: Exports: USD: by Services: OECD Member: Annual.

  17. I

    Ireland IE: Imports: Services: USD: Fiji

    • ceicdata.com
    Updated Nov 26, 2022
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    CEICdata.com (2022). Ireland IE: Imports: Services: USD: Fiji [Dataset]. https://www.ceicdata.com/en/ireland/trade-in-services-imports-usd-by-country-oecd-member-annual
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    Dataset updated
    Nov 26, 2022
    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, 2012 - Dec 1, 2022
    Area covered
    Ireland, Ireland
    Description

    IE: Imports: Services: USD: Fiji 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. IE: Imports: Services: USD: Fiji data is updated yearly, averaging 1.200 USD mn from Dec 2012 (Median) to 2022, with 3 observations. The data reached an all-time high of 1.300 USD mn in 2012 and a record low of 1.100 USD mn in 2022. IE: Imports: Services: USD: Fiji 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: Imports: USD: by Country: OECD Member: Annual.

  18. C

    Costa Rica Foreign Direct Investment Financial Flows: Outward: USD: Total:...

    • ceicdata.com
    Updated Jan 7, 2023
    + more versions
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    CEICdata.com (2023). Costa Rica Foreign Direct Investment Financial Flows: Outward: USD: Total: Switzerland [Dataset]. https://www.ceicdata.com/en/costa-rica/foreign-direct-investment-financial-flows-usd-by-region-and-country-oecd-member-annual/foreign-direct-investment-financial-flows-outward-usd-total-switzerland
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    Dataset updated
    Jan 7, 2023
    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, 2017 - Dec 1, 2022
    Area covered
    Costa Rica
    Description

    Costa Rica Foreign Direct Investment Financial Flows: Outward: USD: Total: Switzerland data was reported at -1.804 USD mn in 2023. This records an increase from the previous number of -7.217 USD mn for 2022. Costa Rica Foreign Direct Investment Financial Flows: Outward: USD: Total: Switzerland data is updated yearly, averaging -1.804 USD mn from Dec 2017 (Median) to 2023, with 7 observations. The data reached an all-time high of 0.000 USD mn in 2019 and a record low of -7.217 USD mn in 2022. Costa Rica Foreign Direct Investment Financial Flows: Outward: USD: Total: Switzerland 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.FDI: Foreign Direct Investment Financial Flows: USD: by Region and Country: OECD Member: Annual. Reverse investment: Netting of reverse investment in equity (when a direct investment enterprise acquires less than 10% equity ownership in its parent) and reverse investment in debt (when a direct investment enterprise extends a loan to its parent) is applied in the recording of total inward and outward FDI transactions and positionsTreatment of debt FDI transactions and positions between fellow enterprises: directional basis according to the residency of the ultimate controlling parent (extended directional principle). Resident Special Purpose Entities (SPEs) do not exist or are not significant and are recorded as zero in the FDI database. Valuation method used for listed inward and outward equity positions: Book value. Valuation method used for unlisted inward and outward equity positions: Book value. Valuation method used for inward and outward debt positions: Book value. .; FDI statistics are available by geographic allocation, vis-à-vis single partner countries worldwide and geographical and economic zones aggregates. Partner country allocation can be subject to confidentiality restrictions. Geographic allocation of inward and outward FDI transactions and positions is according to the immediate counterparty. Intercompany debt between related financial intermediaries, including permanent debt, are excluded from FDI transactions and positions. Direct investment relationships are identified according to a partial application of the criteria of the Framework for Direct Investment Relationships (FDIR) method. Debt between fellow enterprises are covered. Non-profit institutions serving households are not covered as direct investors. FDI statistics are available by industry sectors according to ISIC4 classification. Industry sector allocation can be subject to confidentiality restrictions. Inward and outward FDI transactions and positions are allocated to the activity of the resident direct investment enterprise/direct investor. Outward FDI transactions and positions are allocated according to the activity of the resident direct investor. Statistical unit: Enterprise.

  19. Luxembourg LU: Imports: Services: USD: Nepal

    • ceicdata.com
    Updated Nov 30, 2021
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    CEICdata.com (2021). Luxembourg LU: Imports: Services: USD: Nepal [Dataset]. https://www.ceicdata.com/en/luxembourg/trade-in-services-imports-usd-by-country-oecd-member-annual/lu-imports-services-usd-nepal
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    Dataset updated
    Nov 30, 2021
    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, 2011 - Dec 1, 2022
    Area covered
    Luxembourg
    Description

    Luxembourg LU: Imports: Services: USD: Nepal 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. Luxembourg LU: Imports: Services: USD: Nepal data is updated yearly, averaging 2.500 USD mn from Dec 2011 (Median) to 2022, with 12 observations. The data reached an all-time high of 6.700 USD mn in 2015 and a record low of 1.100 USD mn in 2022. Luxembourg LU: Imports: Services: USD: Nepal 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 Country: OECD Member: Annual.

  20. 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.

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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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