100+ datasets found
  1. PPP Loan Data (Paycheck Protection Program)

    • kaggle.com
    Updated Aug 1, 2020
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    Mikio Harman (2020). PPP Loan Data (Paycheck Protection Program) [Dataset]. https://www.kaggle.com/datasets/susuwatari/ppp-loan-data-paycheck-protection-program/versions/1
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Aug 1, 2020
    Dataset provided by
    Kaggle
    Authors
    Mikio Harman
    License

    https://www.usa.gov/government-works/https://www.usa.gov/government-works/

    Description

    Find the original dataset here

    Pandas EDA with Plotly using this dataset here

    Paycheck Protection Program (PPP) Loan Data – Key Aspects

    SBA Values Transparency, Protecting Taxpayer Funds, and Protecting Proprietary Information of Small Businesses

    In releasing PPP loan data to the public, SBA is maintaining a balance between providing transparency to American taxpayers and protecting small businesses’ confidential business information, such as payroll, and personally identifiable information. Small businesses are the driving force of American economic stability and are essential to America’s economic rebound from the pandemic. SBA is committed to ensuring that any release of PPP loan data does not harm small businesses or their employees.

    PPP Is A Delegated Loan Making Process

    PPP loans are not made by SBA. PPP loans are made by lending institutions and then guaranteed by SBA. Accordingly, borrowers apply to lenders and self-certify that they are eligible for PPP loans. The self- certification includes a good faith certification that the borrower has economic need requiring the loan and a certification that the borrower has applied the affiliation rules and is a small business, among other certifications The lender then reviews the borrower’s application, and if all the paperwork is in order, approves the loan and submits it to SBA.

    PPP Loan Data Is Not Indicative of Loan Forgiveness or Program Compliance

    A small business or non-profit organization that is listed in the publicly released data has been approved for a PPP loan by a delegated lender. However, the lender’s approval does not reflect a determination by SBA that the borrower is eligible for a PPP loan or entitled to loan forgiveness. All PPP loans are subject to SBA review and all loans over $2 million will automatically be reviewed. The fact that a borrower is listed in the data as having a PPP loan does not mean that SBA has determined that the borrower complied with program rules or is eligible to receive a PPP loan and loan forgiveness. Further, a small business’s receipt of a PPP loan should not be interpreted as an endorsement of the small business’ business activity or business model.

    Cancelled Loans Do Not Appear In The PPP Loan Data

    The public PPP data includes only active loans. Loans that were cancelled for any reason are not included in the public data release.

    PPP Loan Demographic Data Is Voluntarily Submitted

    PPP loan data reflects the information borrowers provided to their lenders in applying for PPP loans. SBA can make no representations about the accuracy or completeness of any information that borrowers provided to their lenders. Not all borrowers provided all information. For example, approximately 75% of all PPP loans did not include any demographic information because that information was not provided by the borrowers. SBA is working to collect more demographic information from borrowers to better understand which small businesses are benefiting from PPP loans. The loan forgiveness application expressly requests demographic information for borrowers.

  2. d

    PPP Loans to Connecticut Businesses

    • catalog.data.gov
    • data.ct.gov
    Updated Aug 12, 2023
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    PPP Loans to Connecticut Businesses [Dataset]. https://catalog.data.gov/dataset/ppp-loans-to-connecticut-businesses
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    Dataset updated
    Aug 12, 2023
    Dataset provided by
    data.ct.gov
    Area covered
    Connecticut
    Description

    The Paycheck Protection Program (PPP) loans provide small businesses with the resources they need to maintain their payroll, hire back employees who may have been laid off, and cover applicable overhead. This data set includes businesses in Connecticut that received PPP funding, how much funding the employer received & how many jobs the employer claims they saved. The NAICS (National Industry Classification) was provided by the loan recipient. This dataset includes loans under $150,000 and loans of $150,000 and above made to Connecticut businesses through August 8, 2020. Please see attached document for more details.

  3. f

    PPP Loans by Georgia ZIP

    • gisdata.fultoncountyga.gov
    • opendata.atlantaregional.com
    • +2more
    Updated Sep 25, 2020
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    Georgia Association of Regional Commissions (2020). PPP Loans by Georgia ZIP [Dataset]. https://gisdata.fultoncountyga.gov/maps/GARC::ppp-loans-by-georgia-zip
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    Dataset updated
    Sep 25, 2020
    Dataset authored and provided by
    Georgia Association of Regional Commissions
    License

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

    Area covered
    Description

    This dataset is published by the Atlanta Regional Commission Research & Analytics group to show Paycheck Protection Program Loans for Georgia summarized by ZIP Code. Source: US Department of Treasuryhttps://home.treasury.gov/policy-issues/cares-act/assistance-for-small-businesses/sba-paycheck-protection-program-loan-level-data

  4. V

    PPP Cares Act Loan Totals to New Jersey Businesses -- New Jersey

    • data.virginia.gov
    csv
    Updated Feb 12, 2024
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    Datathon 2024 (2024). PPP Cares Act Loan Totals to New Jersey Businesses -- New Jersey [Dataset]. https://data.virginia.gov/dataset/ppp-cares-act-loan-totals-to-new-jersey-businesses-new-jersey
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    csv(4943994)Available download formats
    Dataset updated
    Feb 12, 2024
    Dataset authored and provided by
    Datathon 2024
    Area covered
    New Jersey
    Description

    The Paycheck Protection Program (PPP) loans provide small businesses with the resources they need to maintain their payroll, hire back employees who may have been laid off, and cover applicable overhead. This data set includes businesses in New Jersey who received PPP funding, how much funding the employer received & how many jobs the employer claims they saved. The NAICS (National Industry Classification) was provided by the loan recipient.

  5. U

    United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness

    • ceicdata.com
    Updated Mar 15, 2023
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    CEICdata.com (2023). United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness [Dataset]. https://www.ceicdata.com/en/united-states/small-business-pulse-survey-by-sector/sbp-if-received-fin-assistance-ppp-loan-forgiveness
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    Dataset updated
    Mar 15, 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
    Sep 27, 2021 - Jan 10, 2022
    Area covered
    United States
    Description

    United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data was reported at 46.800 % in 10 Jan 2022. This records an increase from the previous number of 43.800 % for 03 Jan 2022. United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data is updated weekly, averaging 33.200 % from Feb 2021 (Median) to 10 Jan 2022, with 36 observations. The data reached an all-time high of 47.100 % in 20 Dec 2021 and a record low of 11.100 % in 01 Mar 2021. United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S035: Small Business Pulse Survey: by Sector: Weekly. Beg Monday (Discontinued).

  6. PPP Loans Over 150K

    • pandemic-oversight-esrifederal.hub.arcgis.com
    Updated Apr 5, 2021
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    Esri National Government (2021). PPP Loans Over 150K [Dataset]. https://pandemic-oversight-esrifederal.hub.arcgis.com/datasets/ppp-loans-over-150k
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    Dataset updated
    Apr 5, 2021
    Dataset provided by
    Esrihttp://esri.com/
    Authors
    Esri National Government
    Area covered
    Pacific Ocean, North Pacific Ocean
    Description

    Small Business Administration data on the Paycheck Protection Program loan recipients. This is nationwide data on loans above $150,000 for which full street addresses were provided. The data can be downloaded here: https://data.sba.gov/dataset/ppp-foia.

  7. Paycheck Protection Program Liquidity Facility (PPPLF)

    • catalog.data.gov
    Updated Dec 18, 2024
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    Board of Governors of the Federal Reserve System (2024). Paycheck Protection Program Liquidity Facility (PPPLF) [Dataset]. https://catalog.data.gov/dataset/paycheck-protection-program-liquidity-facility-ppplf
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    Dataset updated
    Dec 18, 2024
    Dataset provided by
    Federal Reserve Systemhttp://www.federalreserve.gov/
    Federal Reserve Board of Governors
    Description

    In response to the COVID-19 crisis, the Board's emergency lending facilities have provided a critical backstop. The Board launched a centralized 13(3) Lending Facilities Data Repository on November 6, 2020 to bring together the emergency lending facilities data from different systems and databases. Data from the Paycheck Protection Program Lending Facility (PPPLF) is now available in the repository. The Paycheck Protection Program is a loan designed to provide a direct incentive for small businesses to keep their workers on the payroll. The Small Business Administration (SBA) will forgive loans if all employee retention criteria are met, and the funds are used for eligible expenses. To bolster the effectiveness of the Small Business Administration's Paycheck Protection Program (PPP), the Federal Reserve is supplying liquidity to participating financial institutions through term financing backed by PPP loans to small businesses. The Paycheck Protection Program Liquidity Facility (PPPLF) will extend credit to eligible financial institutions that originate PPP loans, taking the loans as collateral at face value. The Federal Reserve Board ceased extending loans on July 30, 2021.

  8. PPP Loan Level Data

    • kaggle.com
    zip
    Updated Sep 1, 2020
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    Bruce Anders (2020). PPP Loan Level Data [Dataset]. https://www.kaggle.com/bruceanders1/ppp-loan-level-data
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    zip(125429087 bytes)Available download formats
    Dataset updated
    Sep 1, 2020
    Authors
    Bruce Anders
    Description

    Dataset

    This dataset was created by Bruce Anders

    Contents

  9. Government; debt guarantees, off-balance PPP, non-performing loans

    • cbs.nl
    • ckan.mobidatalab.eu
    • +2more
    xml
    Updated Nov 7, 2024
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    Centraal Bureau voor de Statistiek (2024). Government; debt guarantees, off-balance PPP, non-performing loans [Dataset]. https://www.cbs.nl/en-gb/figures/detail/82823ENG
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    xmlAvailable download formats
    Dataset updated
    Nov 7, 2024
    Dataset provided by
    Statistics Netherlands
    Authors
    Centraal Bureau voor de Statistiek
    License

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

    Time period covered
    2010 - 2023
    Area covered
    The Netherlands
    Description

    This table comprises figures related to debt guarantees provided by the general government sector, adjusted capital value of off-balance sheet public private partnerships (PPP), and non-performing loans. The figures are also available per government subsector, and are taken from end-of-year balance sheets. The non-performing loans are consolidated which means that loans between units that belong to the same sector are eliminated. As a result, non-performing loans of subsectors do not add up to total non-performing loans of general government. For example, loans of the State provided to local government are part of loans of the State. However, these are not included in the consolidated loans of general government, because it is an asset of a government unit with a government unit as debtor. Publication of this table meets one of the requirements of Directive EU 2011/85, part of the Enhanced Economic Governance package ("Sixpack") adopted by the European Council in 2011.

    Data available from: situation on 31 December 2010.

    Status of the figures: The figures for 2023 are provisional. The figures for the earlier years are final.

    Changes as of 7 November 2024: Provisional figures for 2023 have been published. The figures for 2022 have become final. The figures for the period of 2010-2021 have been revised in the context of the revision policy of National accounts. The largest revision at the level of central government is mainly due to the reclassification of two guarantee funds Waarborgfonds Sociale Woningbouw (WSW) and Waarborgfonds Eigen Woningen (WEW) within this governmental sector.

    When will new figures be published? New provisional figures for the previous year will be published in October. Previous provisional figures will then become definite. More information on the revision policy of National Accounts can be found under "Relevant articles" under paragraph 3.

  10. 美国 SBP:OS:Received Fin Assistance:PPP Loan Forgiveness

    • ceicdata.com
    Updated Feb 15, 2025
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    CEICdata.com (2025). 美国 SBP:OS:Received Fin Assistance:PPP Loan Forgiveness [Dataset]. https://www.ceicdata.com/zh-hans/united-states/small-business-pulse-survey-by-sector/sbp-os-received-fin-assistance-ppp-loan-forgiveness
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    Dataset updated
    Feb 15, 2025
    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 27, 2021 - Jan 10, 2022
    Area covered
    美国
    Description

    (停止更新)SB:OS:Received Fin Assistance:PPP Loan Forgiveness在01-10-2022达62.100%,相较于01-03-2022的59.400%有所增长。(停止更新)SB:OS:Received Fin Assistance:PPP Loan Forgiveness数据按周更新,02-15-2021至01-10-2022期间平均值为44.350%,共36份观测结果。该数据的历史最高值出现于01-10-2022,达62.100%,而历史最低值则出现于02-15-2021,为16.000%。CEIC提供的(停止更新)SB:OS:Received Fin Assistance:PPP Loan Forgiveness数据处于定期更新的状态,数据来源于U.S. Census Bureau,数据归类于全球数据库的美国 – Table US.S035: Small Business Pulse Survey: by Sector: Weekly. Beg Monday (Discontinued)。

  11. U

    Uganda UG: Poverty Gap at $3.20 a Day: 2011 PPP: %

    • ceicdata.com
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    CEICdata.com, Uganda UG: Poverty Gap at $3.20 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/uganda/poverty/ug-poverty-gap-at-320-a-day-2011-ppp-
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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
    Dec 1, 1989 - Dec 1, 2012
    Area covered
    Uganda
    Description

    Uganda UG: Poverty Gap at $3.20 a Day: 2011 PPP: % data was reported at 31.200 % in 2016. This records an increase from the previous number of 28.200 % for 2012. Uganda UG: Poverty Gap at $3.20 a Day: 2011 PPP: % data is updated yearly, averaging 43.300 % from Dec 1989 (Median) to 2016, with 9 observations. The data reached an all-time high of 48.100 % in 1999 and a record low of 28.200 % in 2012. Uganda UG: Poverty Gap at $3.20 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Uganda – Table UG.World Bank: Poverty. Poverty gap at $3.20 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $3.20 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  12. N

    North Macedonia MK: Poverty Gap at $5.50 a Day: 2011 PPP: %

    • ceicdata.com
    + more versions
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    CEICdata.com, North Macedonia MK: Poverty Gap at $5.50 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/macedonia/poverty/mk-poverty-gap-at-550-a-day-2011-ppp-
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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
    Dec 1, 2010 - Dec 1, 2014
    Area covered
    North Macedonia
    Description

    Macedonia MK: Poverty Gap at $5.50 a Day: 2011 PPP: % data was reported at 9.800 % in 2014. This records a decrease from the previous number of 11.700 % for 2013. Macedonia MK: Poverty Gap at $5.50 a Day: 2011 PPP: % data is updated yearly, averaging 13.000 % from Dec 2010 (Median) to 2014, with 5 observations. The data reached an all-time high of 15.600 % in 2010 and a record low of 9.800 % in 2014. Macedonia MK: Poverty Gap at $5.50 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Macedonia – Table MK.World Bank: Poverty. Poverty gap at $5.50 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $5.50 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  13. V

    Vietnam VN: Poverty Headcount Ratio at $3.20 a Day: 2011 PPP: % of...

    • ceicdata.com
    Updated Aug 16, 2018
    + more versions
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    Vietnam VN: Poverty Headcount Ratio at $3.20 a Day: 2011 PPP: % of Population [Dataset]. https://www.ceicdata.com/en/vietnam/poverty/vn-poverty-headcount-ratio-at-320-a-day-2011-ppp--of-population
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    Dataset updated
    Aug 16, 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
    Dec 1, 1992 - Dec 1, 2014
    Area covered
    Vietnam
    Description

    Vietnam VN: Poverty Headcount Ratio at $3.20 a Day: 2011 PPP: % of Population data was reported at 11.200 % in 2014. This records a decrease from the previous number of 13.400 % for 2012. Vietnam VN: Poverty Headcount Ratio at $3.20 a Day: 2011 PPP: % of Population data is updated yearly, averaging 51.300 % from Dec 1992 (Median) to 2014, with 9 observations. The data reached an all-time high of 80.000 % in 1992 and a record low of 11.200 % in 2014. Vietnam VN: Poverty Headcount Ratio at $3.20 a Day: 2011 PPP: % of Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Vietnam – Table VN.World Bank: Poverty. Poverty headcount ratio at $3.20 a day is the percentage of the population living on less than $3.20 a day at 2011 international prices. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  14. U

    United States US: Poverty Gap at $3.20 a Day: 2011 PPP: %

    • ceicdata.com
    + more versions
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    CEICdata.com, United States US: Poverty Gap at $3.20 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/united-states/poverty/us-poverty-gap-at-320-a-day-2011-ppp-
    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, 1979 - Dec 1, 2016
    Area covered
    United States
    Description

    United States US: Poverty Gap at $3.20 a Day: 2011 PPP: % data was reported at 1.100 % in 2016. This records an increase from the previous number of 1.000 % for 2013. United States US: Poverty Gap at $3.20 a Day: 2011 PPP: % data is updated yearly, averaging 0.700 % from Dec 1979 (Median) to 2016, with 11 observations. The data reached an all-time high of 1.100 % in 2016 and a record low of 0.500 % in 1991. United States US: Poverty Gap at $3.20 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United States – Table US.World Bank.WDI: Poverty. Poverty gap at $3.20 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $3.20 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  15. L

    Liberia LR: Poverty Headcount Ratio at $5.50 a Day: 2011 PPP: % of...

    • ceicdata.com
    + more versions
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    CEICdata.com, Liberia LR: Poverty Headcount Ratio at $5.50 a Day: 2011 PPP: % of Population [Dataset]. https://www.ceicdata.com/en/liberia/poverty/lr-poverty-headcount-ratio-at-550-a-day-2011-ppp--of-population
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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
    Dec 1, 2007 - Dec 1, 2014
    Area covered
    Liberia
    Description

    Liberia LR: Poverty Headcount Ratio at $5.50 a Day: 2011 PPP: % of Population data was reported at 93.000 % in 2014. This records a decrease from the previous number of 97.300 % for 2007. Liberia LR: Poverty Headcount Ratio at $5.50 a Day: 2011 PPP: % of Population data is updated yearly, averaging 95.150 % from Dec 2007 (Median) to 2014, with 2 observations. The data reached an all-time high of 97.300 % in 2007 and a record low of 93.000 % in 2014. Liberia LR: Poverty Headcount Ratio at $5.50 a Day: 2011 PPP: % of Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Liberia – Table LR.World Bank: Poverty. Poverty headcount ratio at $5.50 a day is the percentage of the population living on less than $5.50 a day at 2011 international prices. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  16. E

    El Salvador SV: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of...

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    El Salvador SV: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population [Dataset]. https://www.ceicdata.com/en/el-salvador/poverty/sv-poverty-headcount-ratio-at-190-a-day-2011-ppp--of-population
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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
    Dec 1, 2005 - Dec 1, 2016
    Area covered
    El Salvador
    Description

    El Salvador SV: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data was reported at 2.200 % in 2016. This records an increase from the previous number of 1.900 % for 2015. El Salvador SV: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data is updated yearly, averaging 10.400 % from Dec 1989 (Median) to 2016, with 23 observations. The data reached an all-time high of 20.700 % in 1991 and a record low of 1.900 % in 2015. El Salvador SV: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s El Salvador – Table SV.World Bank: Poverty. Poverty headcount ratio at $1.90 a day is the percentage of the population living on less than $1.90 a day at 2011 international prices. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  17. F

    France FR: Poverty Gap at $1.90 a Day: 2011 PPP: %

    • ceicdata.com
    Updated Mar 15, 2011
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    CEICdata.com (2011). France FR: Poverty Gap at $1.90 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/france/poverty/fr-poverty-gap-at-190-a-day-2011-ppp-
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    Dataset updated
    Mar 15, 2011
    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, 2004 - Dec 1, 2015
    Area covered
    France
    Description

    France FR: Poverty Gap at $1.90 a Day: 2011 PPP: % data was reported at 0.000 % in 2015. This stayed constant from the previous number of 0.000 % for 2014. France FR: Poverty Gap at $1.90 a Day: 2011 PPP: % data is updated yearly, averaging 0.000 % from Dec 2003 (Median) to 2015, with 13 observations. France FR: Poverty Gap at $1.90 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s France – Table FR.World Bank.WDI: Poverty. Poverty gap at $1.90 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $1.90 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  18. S

    South Korea KR: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of...

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    CEICdata.com, South Korea KR: Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population [Dataset]. https://www.ceicdata.com/en/korea/poverty/kr-poverty-headcount-ratio-at-190-a-day-2011-ppp--of-population
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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
    Dec 1, 2006 - Dec 1, 2012
    Area covered
    South Korea
    Description

    Korea Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data was reported at 0.300 % in 2012. This stayed constant from the previous number of 0.300 % for 2010. Korea Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data is updated yearly, averaging 0.300 % from Dec 2006 (Median) to 2012, with 4 observations. The data reached an all-time high of 0.300 % in 2012 and a record low of 0.300 % in 2012. Korea Poverty Headcount Ratio at $1.90 a Day: 2011 PPP: % of Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Korea – Table KR.World Bank: Poverty. Poverty headcount ratio at $1.90 a day is the percentage of the population living on less than $1.90 a day at 2011 international prices. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  19. E

    Egypt EG: Poverty Gap at $3.20 a Day: 2011 PPP: %

    • ceicdata.com
    Updated Apr 18, 2012
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    CEICdata.com (2012). Egypt EG: Poverty Gap at $3.20 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/egypt/poverty/eg-poverty-gap-at-320-a-day-2011-ppp-
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    Dataset updated
    Apr 18, 2012
    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, 1990 - Dec 1, 2015
    Area covered
    Egypt
    Description

    Egypt EG: Poverty Gap at $3.20 a Day: 2011 PPP: % data was reported at 3.000 % in 2015. This records a decrease from the previous number of 4.500 % for 2012. Egypt EG: Poverty Gap at $3.20 a Day: 2011 PPP: % data is updated yearly, averaging 6.100 % from Dec 1990 (Median) to 2015, with 8 observations. The data reached an all-time high of 9.600 % in 1990 and a record low of 3.000 % in 2015. Egypt EG: Poverty Gap at $3.20 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Egypt – Table EG.World Bank: Poverty. Poverty gap at $3.20 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $3.20 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

  20. L

    Laos LA: Poverty Gap at $1.90 a Day: 2011 PPP: %

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    CEICdata.com, Laos LA: Poverty Gap at $1.90 a Day: 2011 PPP: % [Dataset]. https://www.ceicdata.com/en/laos/poverty/la-poverty-gap-at-190-a-day-2011-ppp-
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    Dataset provided by
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    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, 1992 - Dec 1, 2012
    Area covered
    Laos
    Description

    Laos LA: Poverty Gap at $1.90 a Day: 2011 PPP: % data was reported at 5.300 % in 2012. This records a decrease from the previous number of 6.300 % for 2007. Laos LA: Poverty Gap at $1.90 a Day: 2011 PPP: % data is updated yearly, averaging 7.400 % from Dec 1992 (Median) to 2012, with 5 observations. The data reached an all-time high of 15.700 % in 1997 and a record low of 5.300 % in 2012. Laos LA: Poverty Gap at $1.90 a Day: 2011 PPP: % data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Laos – Table LA.World Bank.WDI: Poverty. Poverty gap at $1.90 a day (2011 PPP) is the mean shortfall in income or consumption from the poverty line $1.90 a day (counting the nonpoor as having zero shortfall), expressed as a percentage of the poverty line. This measure reflects the depth of poverty as well as its incidence. As a result of revisions in PPP exchange rates, poverty rates for individual countries cannot be compared with poverty rates reported in earlier editions.; ; World Bank, Development Research Group. Data are based on primary household survey data obtained from government statistical agencies and World Bank country departments. Data for high-income economies are from the Luxembourg Income Study database. For more information and methodology, please see PovcalNet (http://iresearch.worldbank.org/PovcalNet/index.htm).; ; The World Bank’s internationally comparable poverty monitoring database now draws on income or detailed consumption data from more than one thousand six hundred household surveys across 164 countries in six regions and 25 other high income countries (industrialized economies). While income distribution data are published for all countries with data available, poverty data are published for low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia) only. The aggregated numbers for low- and middle-income countries correspond to the totals of 6 regions in PovcalNet, which include low- and middle-income countries and countries eligible to receive loans from the World Bank (such as Chile) and recently graduated countries (such as Estonia). See PovcalNet (http://iresearch.worldbank.org/PovcalNet/WhatIsNew.aspx) for definitions of geographical regions and industrialized countries.

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Mikio Harman (2020). PPP Loan Data (Paycheck Protection Program) [Dataset]. https://www.kaggle.com/datasets/susuwatari/ppp-loan-data-paycheck-protection-program/versions/1
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PPP Loan Data (Paycheck Protection Program)

A look at over 600,000 small businesses that participated

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CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
Dataset updated
Aug 1, 2020
Dataset provided by
Kaggle
Authors
Mikio Harman
License

https://www.usa.gov/government-works/https://www.usa.gov/government-works/

Description

Find the original dataset here

Pandas EDA with Plotly using this dataset here

Paycheck Protection Program (PPP) Loan Data – Key Aspects

SBA Values Transparency, Protecting Taxpayer Funds, and Protecting Proprietary Information of Small Businesses

In releasing PPP loan data to the public, SBA is maintaining a balance between providing transparency to American taxpayers and protecting small businesses’ confidential business information, such as payroll, and personally identifiable information. Small businesses are the driving force of American economic stability and are essential to America’s economic rebound from the pandemic. SBA is committed to ensuring that any release of PPP loan data does not harm small businesses or their employees.

PPP Is A Delegated Loan Making Process

PPP loans are not made by SBA. PPP loans are made by lending institutions and then guaranteed by SBA. Accordingly, borrowers apply to lenders and self-certify that they are eligible for PPP loans. The self- certification includes a good faith certification that the borrower has economic need requiring the loan and a certification that the borrower has applied the affiliation rules and is a small business, among other certifications The lender then reviews the borrower’s application, and if all the paperwork is in order, approves the loan and submits it to SBA.

PPP Loan Data Is Not Indicative of Loan Forgiveness or Program Compliance

A small business or non-profit organization that is listed in the publicly released data has been approved for a PPP loan by a delegated lender. However, the lender’s approval does not reflect a determination by SBA that the borrower is eligible for a PPP loan or entitled to loan forgiveness. All PPP loans are subject to SBA review and all loans over $2 million will automatically be reviewed. The fact that a borrower is listed in the data as having a PPP loan does not mean that SBA has determined that the borrower complied with program rules or is eligible to receive a PPP loan and loan forgiveness. Further, a small business’s receipt of a PPP loan should not be interpreted as an endorsement of the small business’ business activity or business model.

Cancelled Loans Do Not Appear In The PPP Loan Data

The public PPP data includes only active loans. Loans that were cancelled for any reason are not included in the public data release.

PPP Loan Demographic Data Is Voluntarily Submitted

PPP loan data reflects the information borrowers provided to their lenders in applying for PPP loans. SBA can make no representations about the accuracy or completeness of any information that borrowers provided to their lenders. Not all borrowers provided all information. For example, approximately 75% of all PPP loans did not include any demographic information because that information was not provided by the borrowers. SBA is working to collect more demographic information from borrowers to better understand which small businesses are benefiting from PPP loans. The loan forgiveness application expressly requests demographic information for borrowers.

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