Federal Reserve Economic Data

  • Millions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Millions of Chained 2017 Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Real GDP by metropolitan area is an inflation-adjusted measure of each metropolitan area's gross product that is based on national prices for the goods and services produced within the metropolitan area. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • Index 2017=100, Quarterly, Seasonally Adjusted Q1 1959 to Q2 2024 (Sep 26)

    BEA Account Code: DPCCRG The number of decimal places reported varies over time.

  • Billions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A190RX A Guide to the National Income and Product Accounts of the United States (NIPA) - (http://www.bea.gov/national/pdf/nipaguid.pdf)

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Jul 2)

    GDP at purchaser's prices is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Dollar figures for GDP are converted from domestic currencies using single year official exchange rates. For a few countries where the official exchange rate does not reflect the rate effectively applied to actual foreign exchange transactions, an alternative conversion factor is used. Source Code: NY.GDP.MKTP.CD

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 2000 to 2022 (Jul 9)

    GDP at purchaser's prices is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Dollar figures for GDP are converted from domestic currencies using single year official exchange rates. For a few countries where the official exchange rate does not reflect the rate effectively applied to actual foreign exchange transactions, an alternative conversion factor is used. Source Code: NY.GDP.MKTP.CD

  • Millions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Millions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Percentage Points at Annual Rate, Quarterly, Seasonally Adjusted Annual Rate Q2 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A825RY For more information about this series, please see http://www.bea.gov/national/.

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Sep 19)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Nations that are included in this data series are listed at http://data.worldbank.org/region/EMU Source Code: NY.GDP.PCAP.CD

  • Millions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Millions of Chained 2010 Euros, Quarterly, Seasonally Adjusted Q1 1995 to Q1 2024 (Sep 6)

    Eurostat unit ID: CLV10_MEUR Eurostat item ID: B1GQ Eurostat country ID: EL Euro/ECU series is expressed in euro from January 1, 1999 till present. Prior to December 31, 1998, synthetic exchange rate of the national currency to European Community Unit (ECU) is used to adjust for market exchange rate movements. Copyright, European Union, http://ec.europa.eu, 1995-2016. Complete terms of use are available at https://ec.europa.eu/geninfo/legal_notices_en.htm (https://ec.europa.eu/geninfo/legal_notices_en.htm).

  • Billions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A712RC A Guide to the National Income and Product Accounts of the United States (NIPA) - (http://www.bea.gov/national/pdf/nipaguid.pdf)

  • Index, Monthly, Seasonally Adjusted Feb 1960 to Aug 2023 (Apr 10)

    OECD Descriptor ID: LORSGPNO OECD unit ID: IDX OECD country ID: AUS All OECD data should be cited as follows: OECD, "Main Economic Indicators - complete database", Main Economic Indicators (database), https://dx.doi.org/10.1787/data-00052-en (Accessed on date) Copyright, 2016, OECD. Reprinted with permission

  • Percentage Points at Annual Rate, Quarterly, Seasonally Adjusted Annual Rate Q2 1947 to Q2 2024 (Sep 26)

    BEA Account Code: DNDGRY For more information about this series, please see http://www.bea.gov/national/.

  • Percent, Quarterly, Not Seasonally Adjusted Q1 2018 to Q2 2024 (Sep 26)

    Value added represents the sum of the costs-incurred and the incomes-earned in production, and consists of compensation of employees, taxes on production and imports, less subsidies, and gross operating surplus. This product uses the Bureau of Economic Analysis (BEA) Data API but is not endorsed or certified by BEA.

  • Percent Change from Preceding Period, Quarterly, Seasonally Adjusted Annual Rate Q2 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A824RL For more information about this series, please see http://www.bea.gov/national/.

  • Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A791RC For more information about this series, please see http://www.bea.gov/national/.

  • Billions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: B009RC For more information about this series, please see http://www.bea.gov/national/.

  • Percent, Annual, Not Seasonally Adjusted 1970 to 2010 (2013-04-03)

    For more information and proper citation see http://www.rug.nl/research/ggdc/data/pwt/pwt-7.1 Source Indicator: cgnp

  • Millions of 2017 U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2019 (2021-11-08)

    Source ID: rgdpna When using these data in your research, please make the following reference: Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), "The Next Generation of the Penn World Table" American Economic Review, 105(10), 3150-3182, available for download at www.ggdc.net/pwt For more information, see http://www.rug.nl/research/ggdc/data/pwt/.

  • Millions of Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Gross domestic product (GDP) by metropolitan area is the measure of the market value of all final goods and services produced within a metropolitan area in a particular period of time. In concept, an industry's GDP by metropolitan area, referred to as its "value added", is equivalent to its gross output (sales or receipts and other operating income, commodity taxes, and inventory change) minus its intermediate inputs (consumption of goods and services purchased from other U.S. industries or imported). GDP by metropolitan area is the metropolitan area counterpart of the nation's, BEA's featured measure of U.S. production. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • Millions of Chained 2010 Euros, Quarterly, Seasonally Adjusted Q1 1995 to Q2 2024 (Sep 6)

    Eurostat unit ID: CLV10_MNAC Eurostat item ID: B1GQ Eurostat country ID: LV Copyright, European Union, http://ec.europa.eu, 1995-2016. Complete terms of use are available at https://ec.europa.eu/geninfo/legal_notices_en.htm (https://ec.europa.eu/geninfo/legal_notices_en.htm).

  • Rupiah, Quarterly, Seasonally Adjusted Q1 2000 to Q3 2023 (2023-11-17)

    OECD Descriptor ID: NAEXKP01 OECD unit ID: IDR OECD country ID: IDN All OECD data should be cited as follows: OECD, "Main Economic Indicators - complete database", Main Economic Indicators (database), https://dx.doi.org/10.1787/data-00052-en (Accessed on date) Copyright, 2016, OECD. Reprinted with permission

  • Percent Change from Preceding Period, Quarterly, Seasonally Adjusted Annual Rate Q2 1947 to Q2 2024 (Sep 26)

    BEA Account Code: PB000003 Final sales to domestic purchasers less government consumption expenditures and gross investment. A Guide to the National Income and Product Accounts of the United States (NIPA) - (http://www.bea.gov/national/pdf/nipaguid.pdf)

  • Billions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A679RC For more information about this series, please see http://www.bea.gov/national/.

  • Millions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Percent, Annual, Not Seasonally Adjusted 1929 to 2023 (Oct 2)

    BEA Account Code: A445RE For more information about this series, please see http://www.bea.gov/national/.

  • Billions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A358RX For more information about this series, please see http://www.bea.gov/national/.

  • Billions of Dollars, Annual, Not Seasonally Adjusted 1992 to 2022 (2023-11-20)

    BEA Account Code: W388RC For more information about this series, please see http://www.bea.gov/national/.

  • Millions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q4 1946 to Q3 2017 (2018-03-08)

    This series has been discontinued and will no longer be updated. It was a duplicate of the following series, which will continue to be updated: https://fred.stlouisfed.org/series/GDPSCDQ027S The source ID is FA087005995.Q This data appear in Table S.2.q of the 'Integrated Macroeconomic Accounts for the United States.' These tables present a sequence of accounts that relate production, income and spending, capital formation, financial transactions, and asset revaluations to changes in net worth between balance sheets for the major sectors of the U.S. economy. They are part of an interagency effort to further harmonize the BEA National Income and Product Accounts (NIPAs) and the Federal Reserve Board Flow of Funds Accounts (FFAs). The structure of these tables is based on the internationally accepted set of guidelines for the compilation of national accounts that are offered in the System of National Accounts 1993 (SNA). Cautionary note on the use of the integrated macroeconomic accounts (IMA) - The estimates that are provided on this page are based on a unique set of accounting standards that are founded on the SNA. Accordingly, some of the estimates in in the IMA tables will differ from the official estimates that are published in the NIPAs and FFAs due to conceptual differences. There will also be some statistical differences between the estimates in these tables and those in the related accounts. For further information on the conceptual differences, see the paper at https://www.bea.gov/data/special-topics/integrated-macroeconomic-accounts.

  • Millions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Millions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Billions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A463RC For more information about this series, please see http://www.bea.gov/national/.

  • Index, Monthly, Seasonally Adjusted Feb 1960 to Aug 2023 (Apr 10)

    OECD Descriptor ID: LORSGPNO OECD unit ID: IDX OECD country ID: ZAF All OECD data should be cited as follows: OECD, "Main Economic Indicators - complete database", Main Economic Indicators (database), https://dx.doi.org/10.1787/data-00052-en (Accessed on date) Copyright, 2016, OECD. Reprinted with permission

  • Thousands of U.S. Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    GDP by county is a measure of the market value of final goods and services produced within a county area in a particular period. While other measures of county economies rely mainly on labor market data, these statistics incorporate multiple data sources that capture trends in labor, revenue, and value of production. As a result, the capital-intensive industries are captured more fully than when measured solely by labor data.

  • Millions of Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Gross domestic product (GDP) by metropolitan area is the measure of the market value of all final goods and services produced within a metropolitan area in a particular period of time. In concept, an industry's GDP by metropolitan area, referred to as its "value added", is equivalent to its gross output (sales or receipts and other operating income, commodity taxes, and inventory change) minus its intermediate inputs (consumption of goods and services purchased from other U.S. industries or imported). GDP by metropolitan area is the metropolitan area counterpart of the nation's, BEA's featured measure of U.S. production. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 1989 to 2023 (Jul 2)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Source Code: NY.GDP.PCAP.CD

  • Millions of Chained 2017 Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Real GDP by metropolitan area is an inflation-adjusted measure of each metropolitan area's gross product that is based on national prices for the goods and services produced within the metropolitan area. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Jul 2)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Source Code: NY.GDP.PCAP.CD

  • Percent Change from Preceding Period, Quarterly, Seasonally Adjusted Annual Rate Q2 1958 to Q2 2024 (Sep 26)

    BEA Account Code: C307RL For more information about this series, please see http://www.bea.gov/national/.

  • Millions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 2018 to Q2 2024 (Sep 27)

    Information about this release can be found here (https://www.bea.gov/data/gdp/gdp-state). For information about BEA industries and other regional definitions, visit their Regional Economic Accounts: Regional Definitions website (https://apps.bea.gov/regional/definitions/).

  • Billions of Chained 2017 Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1970 to Q2 2024 (Sep 26)

    BEA Account Code: A255RX For more information about this series, please see http://www.bea.gov/national/.

  • Billions of Dollars, Quarterly, Seasonally Adjusted Annual Rate Q1 1947 to Q2 2024 (Sep 26)

    BEA Account Code: A262RC A Guide to the National Income and Product Accounts of the United States (NIPA) - (http://www.bea.gov/national/pdf/nipaguid.pdf)

  • Current U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Jul 2)

    GDP at purchaser's prices is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Data are in current U.S. dollars. Dollar figures for GDP are converted from domestic currencies using single year official exchange rates. For a few countries where the official exchange rate does not reflect the rate effectively applied to actual foreign exchange transactions, an alternative conversion factor is used. Source Code: NY.GDP.MKTP.CD

  • Millions of 2017 U.S. Dollars, Annual, Not Seasonally Adjusted 1950 to 2019 (2021-11-08)

    Source ID: rgdpe When using these data in your research, please make the following reference: Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), "The Next Generation of the Penn World Table" American Economic Review, 105(10), 3150-3182, available for download at www.ggdc.net/pwt For more information, see http://www.rug.nl/research/ggdc/data/pwt/.

  • Millions of 2017 U.S. Dollars, Annual, Not Seasonally Adjusted 1950 to 2019 (2021-11-08)

    Source ID: rgdpe When using these data in your research, please make the following reference: Feenstra, Robert C., Robert Inklaar and Marcel P. Timmer (2015), "The Next Generation of the Penn World Table" American Economic Review, 105(10), 3150-3182, available for download at www.ggdc.net/pwt For more information, see http://www.rug.nl/research/ggdc/data/pwt/.

  • Index, Monthly, Seasonally Adjusted Jan 1978 to Feb 2024 (Apr 10)

    OECD Data Filters: REF_AREA: CHN MEASURE: RS UNIT_MEASURE: IX ACTIVITY: _Z ADJUSTMENT: RT TRANSFORMATION: IX TIME_HORIZ: _Z METHODOLOGY: H FREQ: M All OECD data should be cited as follows: OECD (year), (dataset name), (data source) DOI or https://data-explorer.oecd.org/ (https://data-explorer.oecd.org/). (accessed on (date)).

  • Percent, Annual, Not Seasonally Adjusted 1996 to 2020 (May 7)

    Ratio of life insurance premium volume to GDP. Premium volume is the insurer's direct premiums earned (if Property/Casualty) or received (if Life/Health) during the previous calendar year. Premium data is taken from various issues of Sigma reports (Swiss Re). Data on GDP in US dollars is from the electronic version of the World Development Indicators. (Swiss Re, Sigma Reports) Source Code: GFDD.DI.09

  • 2010 U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Sep 19)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. Nations that are included in this data series are listed at http://data.worldbank.org/about/country-and-lending-groups Source Code: NY.GDP.PCAP.KD

  • Billions of Dollars, Annual, Not Seasonally Adjusted 1929 to 2023 (Oct 2)

    BEA Account Code: DPETRC For more information about this series, please see http://www.bea.gov/national/.

  • Percent Change, Annual, Not Seasonally Adjusted 2000 to 2025 (Apr 19)

    Observations for the current and future years are projections. The IMF provides these series as part of their Regional Economic Outlook (REO) reports. These reports discuss recent economic developments and prospects for countries in various regions. They also address economic policy developments that have affected economic performance in their regions and provide country-specific data and analysis. For more information, please see the Regional Economic Outlook (https://www.imf.org/en/publications/reo) publications. Copyright © 2016, International Monetary Fund. Reprinted with permission. Complete terms of use and contact details are available here (http://www.imf.org/external/terms.htm).

  • Percent, Annual, Not Seasonally Adjusted 1976 to 2020 (May 7)

    Workers' remittances and compensation of employees comprise current transfers by migrant workers and wages and salaries earned by nonresident workers. Data are the sum of three items defined in the fifth edition of the IMF's Balance of Payments Manual: workers' remittances, compensation of employees, and migrants' transfers. Remittances are classified as current private transfers from migrant workers resident in the host country for more than a year, irrespective of their immigration status, to recipients in their country of origin. Migrants' transfers are defined as the net worth of migrants who are expected to remain in the host country for more than one year that is transferred from one country to another at the time of migration. Compensation of employees is the income of migrants who have lived in the host country for less than a year. Source Code: GFDD.OI.13

  • 2010 U.S. Dollars, Annual, Not Seasonally Adjusted 1970 to 2022 (Jul 2)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. World Bank national accounts data, and OECD National Accounts data files.

  • Ratio, Annual, Not Seasonally Adjusted 1995 to 2023 (Aug 1)

    The data for household debt comprise debt incurred by resident households of the economy only. This FSI measures the overall level of household indebtedness (commonly related to consumer loans and mortgages) as a share of GDP. Copyright © 2016, International Monetary Fund. Reprinted with permission. Complete terms of use and contact details are available at http://www.imf.org/external/terms.htm.

  • Millions of Chained 2017 Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Real GDP by metropolitan area is an inflation-adjusted measure of each metropolitan area's gross product that is based on national prices for the goods and services produced within the metropolitan area. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • Millions of Chained 2017 Dollars, Annual, Not Seasonally Adjusted 2017 to 2022 (2023-12-18)

    The All industry total includes all Private industries and Government. Real GDP by metropolitan area is an inflation-adjusted measure of each metropolitan area's gross product that is based on national prices for the goods and services produced within the metropolitan area. For more information about this release go to http://www.bea.gov/newsreleases/regional/gdp_metro/gdp_metro_newsrelease.htm.

  • 2010 U.S. Dollars, Annual, Not Seasonally Adjusted 1960 to 2023 (Jul 2)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. World Bank national accounts data, and OECD National Accounts data files.

  • 2010 U.S. Dollars, Annual, Not Seasonally Adjusted 1966 to 2023 (Jul 2)

    GDP per capita is gross domestic product divided by midyear population. GDP is the sum of gross value added by all resident producers in the economy plus any product taxes and minus any subsidies not included in the value of the products. It is calculated without making deductions for depreciation of fabricated assets or for depletion and degradation of natural resources. World Bank national accounts data, and OECD National Accounts data files.

  • Index 2015=100, Quarterly, Seasonally Adjusted Q1 1980 to Q3 2023 (2023-12-12)

    OECD Descriptor ID: NAGIGP01 OECD unit ID: IDX OECD country ID: CHE All OECD data should be cited as follows: OECD, "Main Economic Indicators - complete database", Main Economic Indicators (database), https://dx.doi.org/10.1787/data-00052-en (Accessed on date) Copyright, 2016, OECD. Reprinted with permission


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