66 datasets found
  1. Medicare Physician & Other Practitioners - by Provider

    • catalog.data.gov
    • data.virginia.gov
    • +2more
    Updated Apr 26, 2025
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    Centers for Medicare & Medicaid Services (2025). Medicare Physician & Other Practitioners - by Provider [Dataset]. https://catalog.data.gov/dataset/medicare-physician-other-practitioners-by-provider-b297e
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    Dataset updated
    Apr 26, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Medicare Physician & Other Practitioners by Provider dataset provides information on use, payments, submitted charges and beneficiary demographic and health characteristics organized by National Provider Identifier (NPI). Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

  2. Medicare Physician & Other Practitioners - by Provider and Service

    • catalog.data.gov
    • healthdata.gov
    • +2more
    Updated Apr 26, 2025
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    Centers for Medicare & Medicaid Services (2025). Medicare Physician & Other Practitioners - by Provider and Service [Dataset]. https://catalog.data.gov/dataset/medicare-physician-other-practitioners-by-provider-and-service-b156e
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    Dataset updated
    Apr 26, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Medicare Physician & Other Practitioners by Provider and Service dataset provides information on use, payments, and submitted charges organized by National Provider Identifier (NPI), Healthcare Common Procedure Coding System (HCPCS) code, and place of service. Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

  3. CMS Program Statistics - Medicare Providers

    • catalog.data.gov
    • data.virginia.gov
    • +2more
    Updated May 15, 2025
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    Centers for Medicare & Medicaid Services (2025). CMS Program Statistics - Medicare Providers [Dataset]. https://catalog.data.gov/dataset/medicare-providers-10c75
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    Dataset updated
    May 15, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The CMS Program Statistics - Medicare Providers summary tables provide data on institutional (i.e., hospitals, skilled nursing facilities, home health agencies, hospices, etc.) and non-institutional (i.e., physicians, nonphysicians, specialists, and suppliers) providers. For additional information on enrollment, providers, and Medicare use and payment, visit the CMS Program Statistics page. These data do not exist in a machine-readable format, so the view data and API options are not available. Please use the download function to access the data. Below is the list of tables: MDCR PROVIDERS 1. Medicare Providers: Number of Medicare Certified Institutional Providers, Yearly Trend MDCR PROVIDERS 2. Medicare Providers: Number of Medicare Certified Inpatient Hospital and Skilled Nursing Facility Beds and Beds Per 1,000 Enrollees, Yearly Trend MDCR PROVIDERS 3. Medicare Providers: Number of Medicare Certified Facilities, by Type of Control, Yearly Trend MDCR PROVIDERS 4. Medicare Providers: Number of Skilled Nursing Facilities and Medicare Certified Hospitals, and Number of Beds, by State, Territories, Possessions and Other Areas MDCR PROVIDERS 5. Medicare Providers: Number of Medicare Certified Providers, by Type of Provider, by State, Territories, Possessions, and Other Areas MDCR PROVIDERS 6. Medicare Providers: Number of Medicare Non-Institutional Providers by Specialty, Yearly Trend MDCR PROVIDERS 7. Medicare Providers: Number of Medicare Non-Institutional Providers, by State, Territories, Possessions, and Other Areas, Yearly Trend

  4. Medicare Fee-For-Service Public Provider Enrollment

    • healthdata.gov
    • data.virginia.gov
    • +2more
    application/rdfxml +5
    Updated Dec 22, 2021
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    data.cms.gov (2021). Medicare Fee-For-Service Public Provider Enrollment [Dataset]. https://healthdata.gov/dataset/Medicare-Fee-For-Service-Public-Provider-Enrollmen/wk7a-8qdt
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    tsv, application/rdfxml, application/rssxml, xml, json, csvAvailable download formats
    Dataset updated
    Dec 22, 2021
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Medicare Fee-For-Service Public Provider Enrollment dataset includes information on providers who are actively approved to bill Medicare or have completed the 855O at the time the data was pulled from the Provider Enrollment, Chain, and Ownership System (PECOS). The release of this provider enrollment data is not related to other provider information releases such as Physician Compare or Data Transparency.

    Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

  5. Center for Medicare and Medicaid Services- (CMS), Provider Enrollment Chain...

    • catalog.data.gov
    • datasets.ai
    • +1more
    Updated Jan 24, 2025
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    Social Security Administration (2025). Center for Medicare and Medicaid Services- (CMS), Provider Enrollment Chain Ownership System (PECOS), National Plan and Provider Enumeration System (NPPES) [Dataset]. https://catalog.data.gov/dataset/center-for-medicare-and-medicaid-services-cms-provider-enrollment-chain-ownership-system-p
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    Dataset updated
    Jan 24, 2025
    Dataset provided by
    Social Security Administrationhttp://www.ssa.gov/
    Description

    Verify the accuracy of SSNs of all individual Medicare providers, owners, managing/directing employees, authorized representatives, ambulance service medical directors, ambulance crew members, technicians, chain organization administrators, Independent Diagnostic Test Facility (IDTF), supervising/directing physicians, and IDTF interpretation service providers. Also included in this Agreement are individual health care providers who apply for a National Provider Identification Number (NPI).

  6. CMS Program Statistics - Medicare Physician, Non-Physician Practitioner &...

    • catalog.data.gov
    • data.virginia.gov
    • +2more
    Updated May 15, 2025
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    Centers for Medicare & Medicaid Services (2025). CMS Program Statistics - Medicare Physician, Non-Physician Practitioner & Supplier [Dataset]. https://catalog.data.gov/dataset/medicare-physician-non-physician-practitioner-supplier-055aa
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    Dataset updated
    May 15, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The CMS Program Statistics - Medicare Physician, Non-Physician Practitioner and Supplier tables provide use and payment data for physicians, other practitioners, limited-licensed practitioners, and durable medical equipment, prosthetic, and orthotic (DMEPOS) suppliers. For additional information on enrollment, providers, and Medicare use and payment, visit the CMS Program Statistics page. These data do not exist in a machine-readable format, so the view data and API options are not available. Please use the download function to access the data. Below is the list of tables: MDCR PHYSSUPP 1. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, Cost Sharing, and Balance Billing for Original Medicare Beneficiaries, by Type of Entitlement, Yearly Trend MDCR PHYSSUPP 2. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, Cost Sharing, and Balance Billing for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment Status MDCR PHYSSUPP 3. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, Cost Sharing, and Balance Billing for Original Medicare Beneficiaries, by Area of Residence MDCR PHYSSUPP 4. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, and Balance Billing for Original Medicare Beneficiaries, by Type of Service MDCR PHYSSUPP 5. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, and Balance Billing for Original Medicare Beneficiaries, by Place of Service MDCR PHYSSUPP 6. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization, Program Payments, and Balance Billing for Original Medicare Beneficiaries, by Physician Specialty MDCR PHYSSUPP 7. Medicare Physicians, Non-Physician Practitioners, and Suppliers: Utilization and Program Payments for Original Medicare Beneficiaries, by Berenson-Eggers Type of Service (BETOS) Classification

  7. CMS Program Statistics - Medicare Home Health Agency

    • catalog.data.gov
    • data.virginia.gov
    • +1more
    Updated May 15, 2025
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    Centers for Medicare & Medicaid Services (2025). CMS Program Statistics - Medicare Home Health Agency [Dataset]. https://catalog.data.gov/dataset/medicare-home-health-agency-1fa6a
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    Dataset updated
    May 15, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Medicare Home Health Agency tables provide use and payment data for home health agencies. The tables include use and expenditure data from home health Part A (Hospital Insurance) and Part B (Medical Insurance) claims. For additional information on enrollment, providers, and Medicare use and payment, visit the CMS Program Statistics page. These data do not exist in a machine-readable format, so the view data and API options are not available. Please use the download function to access the data. Below is the list of tables: MDCR HHA 1. Medicare Home Health Agencies: Utilization and Program Payments for Original Medicare Beneficiaries, by Type of Entitlement, Yearly Trend MDCR HHA 2. Medicare Home Health Agencies: Utilization and Program Payments for Original Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment Status MDCR HHA 3. Medicare Home Health Agencies: Utilization and Program Payments for Original Medicare Beneficiaries, by Area of Residence MDCR HHA 4. Medicare Home Health Agencies: Persons with Utilization and Total Service Visits for Original Medicare Beneficiaries, Type of Agency and Type of Service Visit MDCR HHA 5. Medicare Home Health Agencies: Persons with Utilization and Total Service Visits for Original Medicare Beneficiaries, by Type of Control and Type of Service Visit MDCR HHA 6. Medicare Home Health Agencies: Persons with Utilization, Total Service Visits, and Program Payments for Original Medicare Beneficiaries, by Number of Service Visits and Number of Episodes

  8. SEER-Medicare Linked Database

    • datacatalog.hshsl.umaryland.edu
    Updated Oct 27, 2023
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    National Cancer Institute-Division of Cancer Control & Population Sciences (2023). SEER-Medicare Linked Database [Dataset]. https://datacatalog.hshsl.umaryland.edu/dataset/48
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    Dataset updated
    Oct 27, 2023
    Dataset provided by
    National Cancer Institutehttp://www.cancer.gov/
    Authors
    National Cancer Institute-Division of Cancer Control & Population Sciences
    Area covered
    United States
    Description

    This series of files links two large population-based sources providing detailed data about Medicare beneficiaries with cancer. The SEER (Surveillance, Epidemiology, and End Results) program consists of clinical, demographic, and cause of death information collected from tumor registries beginning in January 1, 1973. The Medicare contribution includes all claims for covered health care services from beneficiaries’ time of eligibility until death. Linkage is processed biennially by SEER and Centers for Medicare and Medicaid Services (CMS) staff. 95% of individuals age 65 and older are included in the SEER files. Due to privacy concerns, access to this database requires an application, SEER-Medicare Data Use Agreement (DUA), and documentation of institutional review board approval. Additionally, the National Cancer Institute’s information technology contractor assesses a processing fee the amount of which is dependent upon the type and number of files requested.

  9. c

    Healthcare Referral Graph Database

    • academiccommons.columbia.edu
    Updated 2015
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    Liao, Yumeng (2015). Healthcare Referral Graph Database [Dataset]. http://doi.org/10.7916/D84Q7SXS
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    Dataset updated
    2015
    Authors
    Liao, Yumeng
    Description

    Medical providers in the USA are identified by a sequence of numbers called the NPI, which is unique per provider. This data is publicly available from http://nppes.viva-it.com/NPI_Files.html. Under federal law (FOIA act), providers are required to release data of patient referrals from one provider to another. This data is publicly available from https://questions.cms.gov/faq.php?id=5005&faqId=7977 (Credit to Docgraph). This graph database was built in Neo4j, with data from the NPI registry (May 2014 distribution) as the set of nodes with properties, and with data from physician referrals (2012-2013 distribution) as the set of edges. The original node dataset source (May 2014 distribution): http://nppes.viva-it.com/NPI_Files.html. Data headers/documentation is included with the data. For the database, we chose to focus on only a few node attributes. These include NPI as the index, organization vs individual medical provider, practice city and state, and specialty (represented by taxonomy codes, see codebook). The original edge dataset source (2012-2014 distribution): https://questions.cms.gov/faq.php?id=5005&faqId=7977. The edge data has three columns: source of referral, destination of referral, and quantity of patients referred. Source and destination of referral are represented with NPI.

  10. Hospice Provider Data

    • johnsnowlabs.com
    csv
    Updated Jan 20, 2021
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    John Snow Labs (2021). Hospice Provider Data [Dataset]. https://www.johnsnowlabs.com/marketplace/hospice-provider-data/
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    csvAvailable download formats
    Dataset updated
    Jan 20, 2021
    Dataset authored and provided by
    John Snow Labs
    Time period covered
    Oct 1, 2022 - Mar 31, 2024
    Area covered
    United States
    Description

    This dataset includes a list of hospice agencies with data on the quality of patient care measures shown on Hospice Compare. It includes information about hospice agencies such as address, phone number, ownership data and different Centers for Medicare & Medicaid Services (CMS) Regions they belong to. This dataset also contains data regarding the corresponding scores against each of the measures for quality of patient care.

  11. f

    Variability in mean payment per physician, number of physicians, and...

    • plos.figshare.com
    xls
    Updated Jun 2, 2023
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    Raphael E. Cuomo; Mingxiang Cai; Neal Shah; Tim K. Mackey (2023). Variability in mean payment per physician, number of physicians, and aggregated payments for transactions in the Open Payments database, 2014–2018, for each top-category specialty available for allopathic and osteopathic physicians. [Dataset]. http://doi.org/10.1371/journal.pone.0252656.t001
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    xlsAvailable download formats
    Dataset updated
    Jun 2, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Raphael E. Cuomo; Mingxiang Cai; Neal Shah; Tim K. Mackey
    License

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

    Description

    Variability in mean payment per physician, number of physicians, and aggregated payments for transactions in the Open Payments database, 2014–2018, for each top-category specialty available for allopathic and osteopathic physicians.

  12. Medicare Durable Medical Equipment, Devices & Supplies - by Referring...

    • catalog.data.gov
    • healthdata.gov
    • +1more
    Updated Jun 27, 2025
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    Centers for Medicare & Medicaid Services (2025). Medicare Durable Medical Equipment, Devices & Supplies - by Referring Provider and Service [Dataset]. https://catalog.data.gov/dataset/medicare-durable-medical-equipment-devices-supplies-by-referring-provider-and-service-7aeab
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    Dataset updated
    Jun 27, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Medicare Durable Medical Equipment, Devices & Supplies by Referring Provider and Service dataset contains information on usage, payments and submitted charges organized by National Provider Identifier (NPI), Healthcare Common Procedure Coding System (HCPCS) code, and supplier rental indicator. Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

  13. w

    Hospice Compare - Provider CAHPS Hospice Survey Data

    • data.wu.ac.at
    csv, json, xml
    Updated Jan 29, 2018
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    CMS (2018). Hospice Compare - Provider CAHPS Hospice Survey Data [Dataset]. https://data.wu.ac.at/schema/data_medicare_gov/Z3hraS1ocnI4
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    xml, csv, jsonAvailable download formats
    Dataset updated
    Jan 29, 2018
    Dataset provided by
    CMS
    Description

    This data set contains a list of hospice agencies with data on their scores on the Consumer Assessment of Healthcare Providers and Systems (CAHPS®) Hospice Survey measures.

  14. Inpatient Rehabilitation Facility Provider Data

    • johnsnowlabs.com
    csv
    Updated Jan 20, 2021
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    John Snow Labs (2021). Inpatient Rehabilitation Facility Provider Data [Dataset]. https://www.johnsnowlabs.com/marketplace/inpatient-rehabilitation-facility-provider-data/
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    csvAvailable download formats
    Dataset updated
    Jan 20, 2021
    Dataset authored and provided by
    John Snow Labs
    Area covered
    United States
    Description

    This dataset shows characteristics of the Inpatient Rehabilitation Facilities (IRFs) that are shown on Inpatient Rehabilitation Facility Compare. It includes a list of IRFs with information such as address, phone number, state, city and county data with the information about Centers for Medicare & Medicaid Services (CMS) Regions where each of the IRFs are located. This dataset also contains data regarding different measure codes and their corresponding scores for majority of the IRFs.

  15. Revalidation Due Date List

    • catalog.data.gov
    • data.virginia.gov
    • +1more
    Updated Jul 2, 2025
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    Centers for Medicare & Medicaid Services (2025). Revalidation Due Date List [Dataset]. https://catalog.data.gov/dataset/revalidation-due-date-list-12dda
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    Dataset updated
    Jul 2, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The Revalidation Due Date List dataset contains revalidation due dates for Medicare providers who are due to revalidate in the following six months. If a provider's due date does not fall within the ensuing six months, the due date is marked 'TBD'. In addition the dataset also includes subfiles with reassignment information for a given provider as well as due date listings for clinics and group practices and their providers. Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

  16. H

    Replication Data for: Stakeholder Participation in Policymaking: Evidence...

    • dataverse.harvard.edu
    Updated Oct 26, 2019
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    Harvard Dataverse (2019). Replication Data for: Stakeholder Participation in Policymaking: Evidence from Medicare Fee Schedule Revisions [Dataset]. http://doi.org/10.7910/DVN/M402TU
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    application/x-stata-14(567747985), application/x-stata-14(224214474), application/x-stata-syntax(8081), tsv(8877), application/x-stata-syntax(35560)Available download formats
    Dataset updated
    Oct 26, 2019
    Dataset provided by
    Harvard Dataverse
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    This dataset replicates the findings from Stakeholder Participation in Policymaking: Evidence from Medicare Fee Schedule Revisions. The data comes from the National Physician Index, the Centers for Medicare & Medicaid Services' (CMS) Physician Fee Schedule, the Medicare Provider Utilization and Payment Data (CMS), and Adam Bonica’s Database on Ideology, Money in Politics, and Elections (DIME).

  17. For each type of payment category among general payments in the Open...

    • plos.figshare.com
    xls
    Updated Jun 10, 2023
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    Raphael E. Cuomo; Mingxiang Cai; Neal Shah; Tim K. Mackey (2023). For each type of payment category among general payments in the Open Payments database, 2013–2018, the mean payment per physician, the number of physicians receiving payments, and the total amount of money transacted. [Dataset]. http://doi.org/10.1371/journal.pone.0252656.t002
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    xlsAvailable download formats
    Dataset updated
    Jun 10, 2023
    Dataset provided by
    PLOShttp://plos.org/
    Authors
    Raphael E. Cuomo; Mingxiang Cai; Neal Shah; Tim K. Mackey
    License

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

    Description

    For each type of payment category among general payments in the Open Payments database, 2013–2018, the mean payment per physician, the number of physicians receiving payments, and the total amount of money transacted.

  18. HHS Provider Relief Fund

    • data.cdc.gov
    • healthdata.gov
    • +1more
    application/rdfxml +5
    Updated May 6, 2020
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    Health Resources & Services Administration (2020). HHS Provider Relief Fund [Dataset]. https://data.cdc.gov/Administrative/HHS-Provider-Relief-Fund/kh8y-3es6
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    application/rssxml, tsv, json, csv, xml, application/rdfxmlAvailable download formats
    Dataset updated
    May 6, 2020
    Dataset provided by
    Health Resources and Services Administrationhttp://www.hrsa.gov/
    Authors
    Health Resources & Services Administration
    License

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

    Description

    HHS is providing support to healthcare providers fighting the coronavirus disease 2019 (COVID-19) pandemic through the bipartisan Coronavirus Aid, Relief, & Economic Security (CARES) Act; the Paycheck Protection Program and Health Care Enhancement Act (PPPHCEA); and the Coronavirus Response and Relief Supplemental Appropriations (CRRSA) Act, which provide a total of $178 billion for relief funds to hospitals and other healthcare providers on the front lines of the COVID-19 response. This funding supports healthcare-related expenses or lost revenue attributable to COVID-19 and ensures uninsured Americans can get treatment for COVID-19. HHS is distributing this Provider Relief Fund (PRF) money and these payments do not need to be repaid.

    The Department allocated $50 billion in PRF payments for general distribution to Medicare facilities and providers impacted by COVID-19, based on eligible providers' net reimbursement. HHS has made other PRF distributions to a wide array of health care providers and more information on those distributions can be found here: https://www.hhs.gov/coronavirus/cares-act-provider-relief-fund/data/index.html

  19. U.S. Department of Health & Human Services

    • data.wu.ac.at
    application/unknown
    Updated Apr 4, 2018
    + more versions
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    U.S. Department of Health & Human Services (2018). U.S. Department of Health & Human Services [Dataset]. https://data.wu.ac.at/odso/data_gov/YjAxZjFkNDgtZjA3Zi00Mzc0LWE4ODQtNmQ2ZWNiMzFhMjZj
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    application/unknownAvailable download formats
    Dataset updated
    Apr 4, 2018
    Dataset provided by
    United States Department of Health and Human Serviceshttp://www.hhs.gov/
    Description

    The Unique Physician Identification Number (UPIN) Directory contains selected information on physicians, doctors of Osteopathy, limited licensed practitioners and some non-physician practitioners who are enrolled in the Medicare Program. The data elements in the file (UPIN, full name, specialty, Physician License State Code, zip code, Medicare provider billing number and State) are extracted from the UPIN Database and are approved for public release in the Centers for Medicare and Medicaid Services (CMS) System of Records.

  20. CMS Program Statistics - Medicare Hospice

    • catalog.data.gov
    • healthdata.gov
    • +1more
    Updated May 15, 2025
    + more versions
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    Centers for Medicare & Medicaid Services (2025). CMS Program Statistics - Medicare Hospice [Dataset]. https://catalog.data.gov/dataset/medicare-hospice-08361
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    Dataset updated
    May 15, 2025
    Dataset provided by
    Centers for Medicare & Medicaid Services
    Description

    The CMS Program Statistics - Medicare Hospice tables provide use and payment data for hospice. For additional information on enrollment, providers, and Medicare use and payment, visit the CMS Program Statistics page. These data do not exist in a machine-readable format, so the view data and API options are not available. Please use the download function to access the data. Below is the list of tables: MDCR HOSPICE 1. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Type of Entitlement, Yearly Trend MDCR HOSPICE 2. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Demographic Characteristics and Medicare-Medicaid Enrollment Status MDCR HOSPICE 3. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Area of Residence MDCR HOSPICE 4. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Type of Control and Type of Service Visit MDCR HOSPICE 5. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Level of Care and Site of Service MDCR HOSPICE 6. Medicare Hospices: Utilization and Program Payments for Medicare Beneficiaries, by Number of Service Visits

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Centers for Medicare & Medicaid Services (2025). Medicare Physician & Other Practitioners - by Provider [Dataset]. https://catalog.data.gov/dataset/medicare-physician-other-practitioners-by-provider-b297e
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Medicare Physician & Other Practitioners - by Provider

Explore at:
Dataset updated
Apr 26, 2025
Dataset provided by
Centers for Medicare & Medicaid Services
Description

The Medicare Physician & Other Practitioners by Provider dataset provides information on use, payments, submitted charges and beneficiary demographic and health characteristics organized by National Provider Identifier (NPI). Note: This full dataset contains more records than most spreadsheet programs can handle, which will result in an incomplete load of data. Use of a database or statistical software is required.

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