100+ datasets found
  1. u

    Example (synthetic) electronic health record data

    • rdr.ucl.ac.uk
    application/csv
    Updated Apr 24, 2024
    + more versions
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    Steve Harris; Wai Shing Lai (2024). Example (synthetic) electronic health record data [Dataset]. http://doi.org/10.5522/04/25676298.v1
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    application/csvAvailable download formats
    Dataset updated
    Apr 24, 2024
    Dataset provided by
    University College London
    Authors
    Steve Harris; Wai Shing Lai
    License

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

    Description

    These data are modelled using the OMOP Common Data Model v5.3.Correlated Data SourceNG tube vocabulariesGeneration RulesThe patient’s age should be between 18 and 100 at the moment of the visit.Ethnicity data is using 2021 census data in England and Wales (Census in England and Wales 2021) .Gender is equally distributed between Male and Female (50% each).Every person in the record has a link in procedure_occurrence with the concept “Checking the position of nasogastric tube using X-ray”2% of person records have a link in procedure_occurrence with the concept of “Plain chest X-ray”60% of visit_occurrence has visit concept “Inpatient Visit”, while 40% have “Emergency Room Visit”NotesVersion 0Generated by man-made rule/story generatorStructural correct, all tables linked with the relationshipWe used national ethnicity data to generate a realistic distribution (see below)2011 Race Census figure in England and WalesEthnic Group : Population(%)Asian or Asian British: Bangladeshi - 1.1Asian or Asian British: Chinese - 0.7Asian or Asian British: Indian - 3.1Asian or Asian British: Pakistani - 2.7Asian or Asian British: any other Asian background -1.6Black or African or Caribbean or Black British: African - 2.5Black or African or Caribbean or Black British: Caribbean - 1Black or African or Caribbean or Black British: other Black or African or Caribbean background - 0.5Mixed multiple ethnic groups: White and Asian - 0.8Mixed multiple ethnic groups: White and Black African - 0.4Mixed multiple ethnic groups: White and Black Caribbean - 0.9Mixed multiple ethnic groups: any other Mixed or multiple ethnic background - 0.8White: English or Welsh or Scottish or Northern Irish or British - 74.4White: Irish - 0.9White: Gypsy or Irish Traveller - 0.1White: any other White background - 6.4Other ethnic group: any other ethnic group - 1.6Other ethnic group: Arab - 0.6

  2. s

    Electronic Health Records (EHR) Datasets

    • shaip.com
    json
    Updated Apr 8, 2022
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    Shaip (2022). Electronic Health Records (EHR) Datasets [Dataset]. https://www.shaip.com/offerings/electronic-health-records-ehr-medical-data-catalog/
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    jsonAvailable download formats
    Dataset updated
    Apr 8, 2022
    Dataset authored and provided by
    Shaip
    License

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

    Description

    Get premium quality off-the-shelf EHR dataset to develop better performing machine learning models. Speak to our experts for Electronic Health Records data needs.

  3. Electronic Health Records Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Jun 30, 2025
    + more versions
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    Growth Market Reports (2025). Electronic Health Records Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/electronic-health-records-market-global-industry-analysis
    Explore at:
    csv, pptx, pdfAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset provided by
    Authors
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Electronic Health Records Market Outlook



    According to our latest research, the global Electronic Health Records (EHR) market size stood at USD 34.9 billion in 2024, reflecting robust adoption across healthcare systems worldwide. The market is anticipated to progress at a CAGR of 7.3% from 2025 to 2033, reaching an estimated USD 66.1 billion by 2033. This growth is primarily driven by the increasing demand for digital solutions to streamline healthcare delivery, rising government initiatives for health IT infrastructure, and the expanding need for data-driven patient care management.




    One of the central growth factors for the Electronic Health Records market is the global push towards digital transformation in healthcare. As healthcare providers strive to improve patient outcomes and operational efficiency, EHR systems have become indispensable for storing, accessing, and analyzing patient data. The integration of advanced technologies such as artificial intelligence, machine learning, and interoperability standards has further accelerated EHR adoption. Governments in developed economies continue to mandate EHR usage, incentivizing providers through funding and regulatory frameworks, which in turn boosts the market’s expansion. Moreover, the COVID-19 pandemic underscored the importance of accessible digital records, further reinforcing the necessity of robust EHR systems.




    Another significant driver of the EHR market is the increasing prevalence of chronic diseases and the aging global population. As the number of patients requiring long-term and coordinated care rises, healthcare providers are leveraging EHR solutions to enhance care coordination, reduce medical errors, and ensure continuity of care. The ability to share patient information seamlessly across different care settings is especially vital for managing complex cases. Additionally, the growing focus on value-based care and patient-centric models has led to higher investments in EHR platforms, which facilitate comprehensive data analytics, population health management, and personalized treatment plans.




    Furthermore, the rapid proliferation of cloud computing and mobile health technologies is reshaping the Electronic Health Records market. Cloud-based EHR solutions offer scalability, cost-effectiveness, and remote accessibility, making them particularly attractive to small and medium-sized healthcare providers. These solutions enable real-time data sharing, telemedicine integration, and disaster recovery capabilities, all of which are crucial in today’s dynamic healthcare landscape. The shift towards interoperable and user-friendly EHR platforms is also fostering innovation, with vendors introducing customizable solutions tailored to the unique needs of various healthcare settings.




    Regionally, North America continues to dominate the Electronic Health Records market, accounting for the largest share in 2024 due to the presence of advanced healthcare infrastructure, favorable government policies, and high EHR adoption rates. However, the Asia Pacific region is poised for the fastest growth, driven by rapid digitalization, increasing healthcare investments, and supportive regulatory initiatives. Europe follows closely, with strong emphasis on data privacy and cross-border health data exchange. Emerging markets in Latin America and the Middle East & Africa are also witnessing increased EHR adoption, albeit at a slower pace due to infrastructural and regulatory challenges.





    Product Analysis



    The Electronic Health Records market is segmented by product into On-Premise EHR and Cloud-Based EHR, each offering distinct advantages and challenges. On-premise EHR solutions, traditionally favored by large hospitals and healthcare networks, provide organizations with direct control over data security and system customization. These systems are typically installed and maintained within the healthcare provider’s own IT infrastructure, ensuring compliance with stringent regulatory r

  4. D

    Electronic Health Records (EHR) Software Market Report | Global Forecast...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Electronic Health Records (EHR) Software Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/electronic-health-records-ehr-software-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Electronic Health Records (EHR) Software Market Outlook



    The global Electronic Health Records (EHR) Software market size is poised for substantial growth, projected to expand from USD 32 billion in 2023 to USD 52 billion by 2032, reflecting a CAGR of approximately 5.2% during the forecast period. Growth in this market is primarily driven by increased adoption of healthcare IT solutions, the necessity for coordinated care, and the rising demand for an efficient healthcare system that allows for seamless information sharing across various medical platforms. EHR software plays a pivotal role in modernizing and streamlining clinical operations, significantly reducing the burden of paperwork while enhancing patient care quality and safety.



    One of the major growth factors influencing the EHR software market is the increasing shift towards digitization in the healthcare sector. As governments and healthcare providers recognize the need for streamlined, efficient record-keeping processes, investments in EHR systems have grown exponentially. This shift is driven not only by the need to reduce administrative burdens but also by the push to deliver more personalized patient care. The implementation of EHR systems allows for improved data accuracy, real-time patient data access, and the facilitation of informed clinical decisions, all of which are crucial in enhancing the overall quality of healthcare services.



    Another significant growth driver is the growing emphasis on regulatory compliance and government initiatives pushing for electronic health record adoption. In regions such as North America and Europe, legislation and policies like the Health Information Technology for Economic and Clinical Health (HITECH) Act and the General Data Protection Regulation (GDPR) have been pivotal. These regulations mandate and encourage healthcare facilities to adopt digital record-keeping practices, providing financial incentives and frameworks that further fuel the adoption of EHR systems. Such governmental support is critical as it not only ensures compliance but also inspires confidence among healthcare providers to transition from traditional paper-based records to advanced electronic systems.



    The rising prevalence of chronic diseases and the subsequent increase in patient data generation are also significant contributors to market growth. Chronic conditions require continuous monitoring and long-term management, necessitating detailed and accurate patient records. EHR systems are invaluable in managing such vast amounts of data, enabling healthcare providers to efficiently track patient history, medication, and treatment plans. This capability is particularly important in enhancing patient outcomes and optimizing healthcare delivery, making EHR software indispensable in modern medical practices.



    Community Health Systems EHR is a notable example of how electronic health records are being leveraged to enhance healthcare delivery. By integrating advanced EHR solutions, Community Health Systems has been able to streamline patient data management, improve clinical workflows, and facilitate better communication among healthcare providers. This integration not only enhances the quality of care but also supports the organization's commitment to patient safety and regulatory compliance. The adoption of such comprehensive EHR systems is crucial in addressing the challenges of modern healthcare, where the efficient handling of vast amounts of patient data is essential for optimal outcomes. As more healthcare organizations follow suit, the role of EHR systems in transforming healthcare delivery continues to expand.



    Regionally, North America dominates the EHR software market due to its advanced healthcare infrastructure and early adoption of digital health solutions. However, the Asia Pacific region is expected to witness the highest growth rate during the forecast period. This growth is attributed to rapidly developing healthcare infrastructures, increasing government initiatives to promote healthcare digitization, and an expanding geriatric population, which collectively drive the demand for efficient healthcare solutions. The increasing investment in healthcare IT infrastructure and the growing awareness of the benefits of EHRs among healthcare providers in the region are also key factors contributing to market expansion.



    Product Type Analysis



    The EHR software market is broadly segmented by product type into Cloud-Based and On-Premises solutions, each offering di

  5. A

    Electronic Health Record Market Study by EHR Software and Services for...

    • factmr.com
    csv, pdf
    Updated Mar 14, 2024
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    Fact.MR (2024). Electronic Health Record Market Study by EHR Software and Services for Hospitals, Specialty Clinics, Ambulatory Surgical Centers, and Diagnostic Labs from 2024 to 2034 [Dataset]. https://www.factmr.com/report/electronic-health-records-market
    Explore at:
    pdf, csvAvailable download formats
    Dataset updated
    Mar 14, 2024
    Dataset provided by
    Fact.MR
    License

    https://www.factmr.com/privacy-policyhttps://www.factmr.com/privacy-policy

    Time period covered
    2024 - 2034
    Area covered
    Worldwide
    Description

    With bulk of revenue coming from EHR software sales, the global electronic health record (EHR) market is anticipated to increase from US$ 7.4 billion for 2024 US$ 11.3 billion by 2034. Fact.MR has projected the market to expand steadily at a CAGR of 4.3% between 2024 and 2034.

    Report AttributesDetails
    Electronic Health Record Market Size (2024E)US$ 7.4 Billion
    Forecasted Market Value (2034F)US$ 11.3 Billion
    Global Market Growth Rate (2024 to 2034)4.3% CAGR
    South Korea Market Value (2024E)US$ 400 Million
    EHR Service Demand Growth (2024 to 2034)6.5% CAGR
    Key Companies Profiled
    • Allscripts Healthcare LLC
    • McKesson Corporation
    • NextGen Healthcare, Inc.
    • eClinicalWorks
    • Health Information Management Systems
    • Cerner Corporation (Oracle)
    • GE Healthcare
    • CPSI
    • AdvancedMD, Inc.
    • Epic Systems Corporation

    Country-wise Analysis

    AttributeUnited States
    Market Value (2024E)US$ 800 Million
    Growth Rate (2024 to 2034)4.7% CAGR
    Projected Value (2034F)US$ 1.2 Billion
    AttributeJapan
    Market Value (2024E)US$ 500 Million
    Growth Rate (2024 to 2034)4.8% CAGR
    Projected Value (2034F)US$ 800 Million

    Category-wise Analysis

    AttributeEHR Software
    Segment Value (2024E)US$ 5.2 Billion
    Growth Rate (2024 to 2034)3.2% CAGR
    Projected Value (2034F)US$ 7.1 Billion
    AttributeHospitals
    Segment Value (2024E)US$ 2.4 Billion
    Growth Rate (2024 to 2034)2.9% CAGR
    Projected Value (2034F)US$ 3.2 Billion
  6. m

    EHR Dataset for Patient Treatment Classification

    • data.mendeley.com
    Updated May 10, 2020
    + more versions
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    Mujiono Sadikin (2020). EHR Dataset for Patient Treatment Classification [Dataset]. http://doi.org/10.17632/7kv3rctx7m.1
    Explore at:
    Dataset updated
    May 10, 2020
    Authors
    Mujiono Sadikin
    License

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

    Description

    The dataset is Electronic Health Record Predicting collected from a private Hospital in Indonesia. It contains the patients laboratory test results used to determine next patient treatment whether in care or out care patient. The task embedded to the dataset is classification prediction.

  7. T

    VA Personal Health Record Sample Data

    • data.va.gov
    • datahub.va.gov
    • +3more
    application/rdfxml +5
    Updated Sep 12, 2019
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    (2019). VA Personal Health Record Sample Data [Dataset]. https://www.data.va.gov/dataset/VA-Personal-Health-Record-Sample-Data/6rxk-8uq5
    Explore at:
    tsv, application/rdfxml, json, application/rssxml, csv, xmlAvailable download formats
    Dataset updated
    Sep 12, 2019
    Description

    My HealtheVet (www.myhealth.va.gov) is a Personal Health Record portal designed to improve the delivery of health care services to Veterans, to promote health and wellness, and to engage Veterans as more active participants in their health care. The My HealtheVet portal enables Veterans to create and maintain a web-based PHR that provides access to patient health education information and resources, a comprehensive personal health journal, and electronic services such as online VA prescription refill requests and Secure Messaging. Veterans can visit the My HealtheVet website and self-register to create an account, although registration is not required to view the professionally-sponsored health education resources, including topics of special interest to the Veteran population. Once registered, Veterans can create a customized PHR that is accessible from any computer with Internet access.

  8. H

    Electronic Health Records (EHR) Market Size and Forecast (2025 - 2035),...

    • wemarketresearch.com
    csv, pdf
    Updated May 21, 2025
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    We Market Research (2025). Electronic Health Records (EHR) Market Size and Forecast (2025 - 2035), Global and Regional Growth, Trend, Share and Industry Analysis Report Coverage: By Product Type (Inpatient HER and Ambulatory EHR); By Deployment Mode (On-Premise and Cloud-Based/Web-Based); By Business Model (Licensed Software, Software-as-a-Service (SaaS), Subscriptions Based and Others); By End-user (Small & Medium Size Hospitals and Large Hospitals) and Geography. [Dataset]. https://wemarketresearch.com/reports/electronic-health-records-market/1739
    Explore at:
    pdf, csvAvailable download formats
    Dataset updated
    May 21, 2025
    Dataset authored and provided by
    We Market Research
    License

    https://wemarketresearch.com/privacy-policyhttps://wemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2035
    Area covered
    Worldwide
    Description

    The Electronic Health Records Market is projected to grow from USD 31.4 billion in 2025 to USD 53.0 billion by 2035, at a CAGR of 4.9%, driven by digital healthcare adoption.

    Report AttributeDescription
    Market Size in 2025USD 31.4 Billion
    Market Forecast in 2035USD 53.0 Billion
    CAGR % 2025-20354.9%
    Base Year2024
    Historic Data2020-2024
    Forecast Period2025-2035
    Report USPProduction, Consumption, company share, company heatmap, company production capacity, growth factors and more
    Segments CoveredBy Product Type, By Deployment Mode, By Business Model, By End-user
    Regional ScopeNorth America, Europe, APAC, Latin America, Middle East and Africa
    Country ScopeU.S., Canada, U.K., Germany, France, Italy, Spain, Benelux, Nordic Countries, Russia, China, India, Japan, South Korea, Australia, Indonesia, Thailand, Mexico, Brazil, Argentina, Saudi Arabia, UAE, Egypt, South Africa, Nigeria
  9. Electronic Medical Records Market Report by Type (Traditional EMRs, Speech...

    • imarcgroup.com
    pdf,excel,csv,ppt
    Updated Jun 11, 2020
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    IMARC Group (2020). Electronic Medical Records Market Report by Type (Traditional EMRs, Speech Enabled EMRs, Interoperable EMRs, and Others), Component (Hardware, Software, Services), Functionality (Basic Systems, Fully Functional Systems), Deployment Type (Cloud-based, On-premises), Application (Specialty Based, General Applications), End User (Hospitals and Clinics, Specialty Centers, and Others), and Region 2025-2033 [Dataset]. https://www.imarcgroup.com/electronic-medical-records-market
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset updated
    Jun 11, 2020
    Dataset provided by
    Imarc Group
    Authors
    IMARC Group
    License

    https://www.imarcgroup.com/privacy-policyhttps://www.imarcgroup.com/privacy-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Market Overview:

    The global electronic medical records market size reached USD 35.1 Billion in 2024. Looking forward, IMARC Group expects the market to reach USD 51.6 Billion by 2033, exhibiting a growth rate (CAGR) of 4.15% during 2025-2033.

    Report Attribute
    Key Statistics
    Base Year
    2024
    Forecast Years
    2025-2033
    Historical Years
    2019-2024
    Market Size in 2024
    USD 35.1 Billion
    Market Forecast in 2033
    USD 51.6 Billion
    Market Growth Rate 2025-20334.15%


    Electronic medical records (EMRs) refer to digital records that consist of information regarding the patient’s health. It includes patient demographics, medical history, medications, allergies, radiology reports, immunization status, laboratory test results, vital signs and billing information. EMRs can be deployed through cloud computing and on-premises software. Cloud-based solutions enable centralized data storage and online access across multiple geographical locations and on-premises solutions are utilized for local computing requirements. These systematic records aid in tracking and monitoring patients, identifying patterns and improving the quality of healthcare being offered. They can also enhance communication and productivity between healthcare providers and patients, thereby improving health outcomes and patient safety.

    Electronic Medical Records Markethttps://www.imarcgroup.com/CKEditor/3606274c-7e23-493d-a29c-8efc2ff36e68electronic-medical-records-market-global-overview-template.webp" style="height:450px; width:800px" />

    Electronic Medical Records Market Trends:

    Increasing digitization, along with the significant growth in the healthcare information technology (IT) industry across the globe, is one of the key factors creating a positive outlook for the market. Furthermore, the rising prevalence of chronic medical ailments and the growing geriatric population that is more prone to such problems, are driving the market. Consequently, there has been an increasing adoption of patient-centric EMR systems to facilitate the patient's direct involvement throughout the documentation process. Additionally, various technological advancements, such as the advent of cloud-based EMR solutions, are acting as another growth-inducing factor. These solutions provide quality care to the patients and enhanced protection from data disruption caused by any accidents or mishaps. Other factors, including improving healthcare infrastructure and the implementation of favorable population health management programs, are expected to drive the market further.

    Key Market Segmentation:

    IMARC Group provides an analysis of the key trends in each segment of the global electronic medical records market report, along with forecasts at the global, regional and country levels from 2025-2033. Our report has categorized the market based on type, component, functionality, deployment type, application and end user.

    Breakup by Type:

    Electronic Medical Records Market By Typehttps://www.imarcgroup.com/CKEditor/20622401-0f06-4087-931c-892f5a045937electronic-medical-records-market-segments-template.webp" style="height:450px; width:800px" />

    • Traditional EMRs
    • Speech Enabled EMRs
    • Interoperable EMRs
    • Others

    Breakup by Component:

    • Hardware
    • Software
    • Services

    Breakup by Functionality:

    • Basic Systems
    • Fully Functional Systems

    Breakup by Deployment Type:

    • Cloud-based
    • On-premises

    Breakup by Application:

    • Specialty Based
      • Cardiology
      • Neurology
      • Radiology
      • Oncology
      • Others
    • General Applications

    Breakup by End User:

    • Hospitals and Clinics
    • Specialty Centers
    • Others

    Breakup by Region:

    Electronic Medical Records Market By Regionhttps://www.imarcgroup.com/CKEditor/00ccfea2-116a-4746-ae7e-b90f98283bf9electronic-medical-records-market-global-region-template.webp" style="height:450px; width:800px" />

    • North America
      • United States
      • Canada
    • Asia Pacific
      • China
      • Japan
      • India
      • South Korea
      • Australia
      • Indonesia
      • Others
    • Europe
      • Germany
      • France
      • United Kingdom
      • Italy
      • Spain
      • Russia
      • Others
    • Latin America
      • Brazil
      • Mexico
      • Others
    • Middle East and Africa

    Competitive Landscape:

    The report has also analysed the competitive landscape of the market with some of the key players being AdvancedMD Inc. (Global Payments Inc.), Veradigm LLC, Oracle Corporation, CureMD Healthcare, eClinicalWorks, Epic Systems Corporation, General Electric Company, Greenway Health LLC, McKesson Corporation, Modernizing Medicine Inc., Nextgen Healthcare Inc., etc.

    Report Coverage:

    <td

    Report FeaturesDetails
    Base Year of the Analysis2024
    Historical Period2019-2024
    Forecast Period2025-2033
    Units Billion USD
    Segment CoverageType, Component, Functionality, Deployment Type, Application, End User, Region
    Region Covered Asia Pacific, Europe, North America, Latin America, Middle East and Africa
    Countries CoveredUnited States, Canada, Germany, France, United Kingdom, Italy, Spain, Russia, China, Japan, India, South Korea, Australia, Indonesia, Brazil, Mexico
    Companies CoveredAdvancedMD Inc. (Global Payments Inc.), Veradigm LLC, Oracle Corporation, CureMD Healthcare, eClinicalWorks, Epic Systems Corporation, General Electric Company, Greenway Health LLC, McKesson Corporation, Modernizing Medicine Inc. and Nextgen Healthcare Inc.
    Customization Scope10% Free Customization
    Post-Sale Analyst Support10-12 Weeks
  10. Air pollution and kidney function using electronic health records

    • res1catalogd-o-tdatad-o-tgov.vcapture.xyz
    Updated Aug 30, 2024
    + more versions
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    U.S. EPA Office of Research and Development (ORD) (2024). Air pollution and kidney function using electronic health records [Dataset]. https://res1catalogd-o-tdatad-o-tgov.vcapture.xyz/dataset/air-pollution-and-kidney-function-using-electronic-health-records
    Explore at:
    Dataset updated
    Aug 30, 2024
    Dataset provided by
    United States Environmental Protection Agencyhttp://www.epa.gov/
    Description

    These data include electronic health records of a random sample of patients at the University of North Carolina healthcare system. In addition, we linked these data to results of hybrid air pollution models generated by a team at Harvard University. This dataset is not publicly accessible because: EPA cannot release personally identifiable information regarding living individuals, according to the Privacy Act and the Freedom of Information Act (FOIA). This dataset contains information about human research subjects. Because there is potential to identify individual participants and disclose personal information, either alone or in combination with other datasets, individual level data are not appropriate to post for public access. Restricted access may be granted to authorized persons by contacting the party listed. It can be accessed through the following means: Enquiries regarding access to electronic health records data can be submitted at https://res1tracsd-o-tuncd-o-tedu.vcapture.xyz/. Format: These data include electronic medical records, which include sensitive information that cannot be released. In addition, we included results of propietary air pollution models generated by our colleagues at Harvard University. This dataset is associated with the following publication: Dillon, D., C. Ward-Caviness, A. Kshirsagar, J. Moyer, J. Schwartz, Q. Di, and A. Weaver. Associations between long-term exposure to air pollution and kidney function utilizing electronic healthcare records: a cross-sectional study. ENVIRONMENTAL HEALTH. Academic Press Incorporated, Orlando, FL, USA, 23(43): 1322, (2024).

  11. Electronic Health Record

    • kaggle.com
    Updated Jul 3, 2024
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    Anu Chhetry (2024). Electronic Health Record [Dataset]. https://www.kaggle.com/datasets/anuchhetry/electronic-health-record/data
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Jul 3, 2024
    Dataset provided by
    Kaggle
    Authors
    Anu Chhetry
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Electronic Health record Dataset

    Hello everyone, kindly find below sample dataset containing Patient Id, Patient Demographic (Male, Female, Unknown)

    Feel free to analyze the data using various tools.

    This dataset contains below columns:

    patientunitstayid, patienthealthsystemstayid: Unique Patient Id

    Patient Demographics: gender: Male, Female, Unknown age ethnicity

    Hospital Details: hospitalid: Each hospital was given unique id wardid: Ward Id is given in which patient was treated apacheadmissiondx: Disease diagnosed admissionheight: Height of the patients hospitaladmittime24: Admission time to the hospital hospitaladmitsource: Department Source of the admission hospitaldischargeyear: Discharge year from the hospital hospitaldischargetime24: Discharge time from the hospital hospitaldischargelocation: Patient Discharge to which location (Home, Death, Other hospital. etc) hospitaldischargestatus (Alive, Expired)

    Hospital Unit Details: unittype: Unit in which admitted unitadmittime24: Time of admision to the Unit unitadmitsource: Department source for the unit unitvisitnumber: No. of times visited unitstaytype: Admit, readmit, etc admissionweight: Weight during the admission dischargeweight: Weight during the Discharge unitdischargetime24: Discharge time from the Unit unitdischargelocation: Patient Discharge to which location (Home, Death, Other hospital. etc) unitdischargestatus: (Alive, Expired)

    Date of admission and discharge is not given in the dataset, you can assume it to be 24 hours data.

    I have worked on a dashboard assessing no. of patients admitted, avg. duration of hospital stay, disease condition for which they are admitted etc.

    You can also do your analysis. Do share your findings with me. Thanks!

  12. Electronic Medical Records Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Aug 4, 2025
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    Growth Market Reports (2025). Electronic Medical Records Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/electronic-medical-records-market-global-industry-analysis
    Explore at:
    csv, pptx, pdfAvailable download formats
    Dataset updated
    Aug 4, 2025
    Dataset provided by
    Authors
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Electronic Medical Records Market Outlook



    As per our latest research, the global Electronic Medical Records (EMR) market size reached USD 34.8 billion in 2024, reflecting robust adoption across healthcare systems worldwide. The market is poised for significant expansion with a projected CAGR of 7.3% from 2025 to 2033. By the end of 2033, the EMR market is forecasted to attain a value of approximately USD 65.8 billion. This impressive growth trajectory is primarily driven by the increasing digitalization of healthcare records, the need for improved patient care, and regulatory mandates for electronic data management in healthcare settings.



    One of the most crucial growth factors propelling the Electronic Medical Records market is the global push towards healthcare modernization and interoperability. Governments and healthcare organizations are heavily investing in digital infrastructure to streamline patient data management and enhance care coordination. Initiatives such as the United States’ Health Information Technology for Economic and Clinical Health (HITECH) Act and similar policies in Europe and Asia Pacific have accelerated the adoption of EMR systems. These regulations not only incentivize healthcare providers to adopt electronic records but also impose penalties for non-compliance, further fueling market expansion. The growing emphasis on patient-centric care, reduction of medical errors, and the need for real-time access to patient information are compelling hospitals and clinics to transition from paper-based to electronic systems.



    Another significant driver is the rapid advancement and integration of cutting-edge technologies within EMR platforms. Artificial Intelligence (AI), machine learning, and cloud computing are revolutionizing how patient data is captured, stored, and analyzed. These technologies are enabling predictive analytics, personalized medicine, and seamless data sharing across healthcare networks. The integration of telemedicine and remote patient monitoring solutions with EMR systems has also gained momentum, especially post-pandemic, as healthcare providers seek to offer virtual care without compromising on the quality or security of patient data. This technological evolution is not only enhancing the efficiency of healthcare delivery but is also making EMR solutions more scalable, secure, and user-friendly.



    Furthermore, the rising prevalence of chronic diseases and the aging global population are contributing to the growing demand for comprehensive and accessible patient records. Chronic disease management requires continuous monitoring and long-term care coordination, both of which are facilitated by robust EMR systems. The ability to track patient histories, medication adherence, and clinical outcomes over time is invaluable for healthcare providers aiming to deliver value-based care. Additionally, the growing need for data-driven decision-making in healthcare, driven by the shift towards outcomes-based reimbursement models, is further accelerating the adoption of EMR platforms. These trends collectively underscore the critical role of EMRs in shaping the future of global healthcare delivery.



    Regionally, North America continues to dominate the Electronic Medical Records market, accounting for the largest revenue share in 2024, followed closely by Europe and Asia Pacific. The United States remains at the forefront due to its advanced healthcare infrastructure, favorable government policies, and high adoption rate of digital health technologies. Europe is experiencing steady growth, propelled by stringent data protection regulations and increasing investments in healthcare IT. Meanwhile, the Asia Pacific region is emerging as a lucrative market, driven by expanding healthcare access, government-led digital health initiatives, and a burgeoning patient population. Latin America and Middle East & Africa are witnessing gradual adoption, supported by efforts to modernize healthcare systems and improve patient outcomes.





    Component Analysis



    The Electronic Medical Records market is segmented by component

  13. EMRBots: a 100-patient database

    • figshare.com
    • data.mendeley.com
    zip
    Updated Sep 3, 2018
    + more versions
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    Uri Kartoun (2018). EMRBots: a 100-patient database [Dataset]. http://doi.org/10.6084/m9.figshare.7040039.v3
    Explore at:
    zipAvailable download formats
    Dataset updated
    Sep 3, 2018
    Dataset provided by
    Figsharehttp://figshare.com/
    Authors
    Uri Kartoun
    License

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

    Description

    A 100-patient database that contains in total 100 virtual patients, 372 admissions, and 111,483 lab observations.

  14. H

    Electronic Medical Record Market Analysis by EMR Software and EMR Services...

    • futuremarketinsights.com
    html, pdf
    Updated Apr 4, 2024
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    Future Market Insights (2024). Electronic Medical Record Market Analysis by EMR Software and EMR Services Component Types from 2024 to 2034 [Dataset]. https://www.futuremarketinsights.com/reports/electronic-medical-records-market
    Explore at:
    pdf, htmlAvailable download formats
    Dataset updated
    Apr 4, 2024
    Dataset authored and provided by
    Future Market Insights
    License

    https://www.futuremarketinsights.com/privacy-policyhttps://www.futuremarketinsights.com/privacy-policy

    Time period covered
    2024 - 2034
    Area covered
    Worldwide
    Description

    Future Market Insights’ updated report on the electronic medical record ecosystem highlights various opportunities and growth spots for the coming decade. As per the analysis, the electronic medical record market is set to account for a current valuation of US$ 18.82 billion in 2024.

    AttributesDetails
    Market Value for 2024US$ 18.82 billion
    Market Value for 2034US$ 34.34 billion
    Market Forecast CAGR for 2024 to 20346.20%

    Analyzing the Historical Demand Pattern of the Electronic Medical Record Market

    Historical CAGR8.00%
    Forecast CAGR6.20%

    Category-wise Insights

    CategoryMarket Share in 2024
    Hospital EMR89.40%
    EMR Software66.50%

    Country-wise Insights

    CountriesCAGR
    United States4.5%
    Germany5.9%
    France5.2%
    China9.5%
    India6.8%
  15. Electronic Health Record Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Jun 28, 2025
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    Growth Market Reports (2025). Electronic Health Record Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/electronic-health-record-market
    Explore at:
    csv, pdf, pptxAvailable download formats
    Dataset updated
    Jun 28, 2025
    Dataset provided by
    Authors
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Electronic Health Record Market Outlook



    According to our latest research, the global Electronic Health Record (EHR) market size reached USD 33.2 billion in 2024, underpinned by robust digitalization trends and healthcare infrastructure modernization. The market is projected to expand at a CAGR of 7.1% during the forecast period, reaching an estimated USD 61.6 billion by 2033. This sustained growth is driven by the increasing adoption of EHR systems to enhance patient care, streamline workflows, and comply with evolving regulatory standards worldwide.




    The primary growth factor propelling the Electronic Health Record market is the widespread digital transformation initiatives across healthcare systems globally. Governments and private healthcare providers are investing heavily in EHR solutions to replace paper-based records, improve interoperability, and ensure seamless access to patient data. The integration of advanced technologies such as artificial intelligence, machine learning, and data analytics within EHR platforms is further enhancing clinical decision support, patient safety, and operational efficiency. Additionally, the rising prevalence of chronic diseases and the need for coordinated care have accelerated the demand for comprehensive EHR systems that facilitate real-time data sharing among multidisciplinary care teams.




    Another significant driver for the EHR market is the increasing focus on regulatory compliance and incentives for healthcare providers. Various government initiatives, such as the Health Information Technology for Economic and Clinical Health (HITECH) Act in the United States and similar programs in Europe and Asia Pacific, are providing financial incentives and setting stringent guidelines for EHR adoption and meaningful use. These regulations are compelling healthcare organizations to invest in certified EHR technologies to avoid penalties and qualify for reimbursements. Moreover, the shift towards value-based care models and the emphasis on quality outcomes are encouraging providers to leverage EHR systems for comprehensive patient documentation, performance measurement, and population health management.




    The emergence of cloud-based EHR solutions is also playing a pivotal role in market expansion. Cloud deployment offers scalability, cost-effectiveness, and remote access capabilities that are particularly attractive to small and medium-sized healthcare providers. It enables seamless updates, data backup, and disaster recovery, mitigating many of the challenges associated with on-premise systems. The ability to integrate with telemedicine platforms, mobile health applications, and wearable devices is further broadening the scope of EHR applications, supporting personalized and patient-centered care delivery.




    From a regional perspective, North America continues to dominate the Electronic Health Record market, accounting for the largest revenue share in 2024, followed by Europe and Asia Pacific. The leadership position of North America is attributed to advanced healthcare IT infrastructure, high adoption rates of digital health solutions, and robust regulatory frameworks. Meanwhile, Asia Pacific is emerging as the fastest-growing region, driven by increasing healthcare investments, government digitalization initiatives, and a burgeoning patient population. Latin America and the Middle East & Africa are also witnessing steady growth, supported by ongoing healthcare reforms and the gradual adoption of EHR technologies in public and private sectors.





    Product Analysis



    The Electronic Health Record market is segmented by product into On-Premise EHR and Cloud-Based EHR, each offering distinct advantages and facing unique challenges. On-premise EHR systems have historically been the preferred choice for large hospitals and healthcare networks due to their perceived security, customization capabilities, and direct control over data storage. These systems require significant upfront capital investment in hardware, software, and

  16. f

    Electronic health records data at the baseline assessment.

    • figshare.com
    xls
    Updated May 22, 2024
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    Amanda Bye; Ben Carter; Daniel Leightley; Kylee Trevillion; Maria Liakata; Stella Branthonne-Foster; Samantha Cross; Zohra Zenasni; Ewan Carr; Grace Williamson; Alba Vega Viyuela; Rina Dutta (2024). Electronic health records data at the baseline assessment. [Dataset]. http://doi.org/10.1371/journal.pone.0299059.t005
    Explore at:
    xlsAvailable download formats
    Dataset updated
    May 22, 2024
    Dataset provided by
    PLOS ONE
    Authors
    Amanda Bye; Ben Carter; Daniel Leightley; Kylee Trevillion; Maria Liakata; Stella Branthonne-Foster; Samantha Cross; Zohra Zenasni; Ewan Carr; Grace Williamson; Alba Vega Viyuela; Rina Dutta
    License

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

    Description

    Electronic health records data at the baseline assessment.

  17. Percentage of U.S. adults that have accessed their EHR as of 2018

    • statista.com
    Updated Mar 27, 2019
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    Statista (2019). Percentage of U.S. adults that have accessed their EHR as of 2018 [Dataset]. https://www.statista.com/statistics/829500/electronic-health-record-access-us/
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    Dataset updated
    Mar 27, 2019
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Oct 2017 - Jan 2018
    Area covered
    United States
    Description

    This statistic shows the percentage of U.S. adults aged 18 years and older that had accessed their health records or did not have one as of 2018. According to the survey results, 44 percent of respondents had accessed their electronic health records.

  18. f

    Table_3_Feasibility of Extracting Meaningful Patient Centered Outcomes From...

    • datasetcatalog.nlm.nih.gov
    • frontiersin.figshare.com
    Updated Jun 6, 2022
    + more versions
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    Budahn, Luann; Anderson, Brenda; Karnatovskaia, Lioudmila; Lemahieu, Allison M.; Ahmad, Sumera R.; Tarabochia, Alex D.; Vashistha, Kirtivardhan; Gajic, Ognjen (2022). Table_3_Feasibility of Extracting Meaningful Patient Centered Outcomes From the Electronic Health Record Following Critical Illness in the Elderly.DOCX [Dataset]. https://datasetcatalog.nlm.nih.gov/dataset?q=0000447046
    Explore at:
    Dataset updated
    Jun 6, 2022
    Authors
    Budahn, Luann; Anderson, Brenda; Karnatovskaia, Lioudmila; Lemahieu, Allison M.; Ahmad, Sumera R.; Tarabochia, Alex D.; Vashistha, Kirtivardhan; Gajic, Ognjen
    Description

    BackgroundMeaningful patient centered outcomes of critical illness such as functional status, cognition and mental health are studied using validated measurement tools that may often be impractical outside the research setting. The Electronic health record (EHR) contains a plethora of information pertaining to these domains. We sought to determine how feasible and reliable it is to assess meaningful patient centered outcomes from the EHR.MethodsTwo independent investigators reviewed EHR of a random sample of ICU patients looking at documented assessments of trajectory of functional status, cognition, and mental health. Cohen's kappa was used to measure agreement between 2 reviewers. Post ICU health in these domains 12 month after admission was compared to pre- ICU health in the 12 months prior to assess qualitatively whether a patient's condition was “better,” “unchanged” or “worse.” Days alive and out of hospital/health care facility was a secondary outcome.ResultsThirty six of the 41 randomly selected patients (88%) survived critical illness. EHR contained sufficient information to determine the difference in health status before and after critical illness in most survivors (86%). Decline in functional status (36%), cognition (11%), and mental health (11%) following ICU admission was observed compared to premorbid baseline. Agreement between reviewers was excellent (kappa ranging from 0.966 to 1). Eighteen patients (44%) remained home after discharge from hospital and rehabilitation during the 12- month follow up.ConclusionWe demonstrated the feasibility and reliability of assessing the trajectory of changes in functional status, cognition, and selected mental health outcomes from EHR of critically ill patients. If validated in a larger, representative sample, these outcomes could be used alongside survival in quality improvement studies and pragmatic clinical trials.

  19. z

    Global Blockchain-Based Electronic Health Record Market 2025 To 2034

    • zenodo.org
    Updated Jun 26, 2025
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    Nitin Sirsat; Nitin Sirsat (2025). Global Blockchain-Based Electronic Health Record Market 2025 To 2034 [Dataset]. http://doi.org/10.5281/zenodo.15743262
    Explore at:
    Dataset updated
    Jun 26, 2025
    Dataset provided by
    Custom Market Insights
    Authors
    Nitin Sirsat; Nitin Sirsat
    License

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

    Description

    Blockchain-Based Electronic Health Record Market Size, Trends and Insights By Blockchain Type (Public Blockchain, Private Blockchain, Consortium/Permissioned Blockchain, Hybrid Blockchain), By Application (Patient Record Management, Clinical Trial Data Sharing, E-prescription & Medical Billing, Medical Imaging & Diagnostics, Insurance Claim & Fraud Detection, Remote Patient Monitoring (via IoMT)), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

    Reports Description

    As per the Blockchain-Based Electronic Health Record Market analysis conducted by the CMI Team, the global Blockchain-Based Electronic Health Record Market is expected to record a CAGR of 30.2% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 1.38 Billion. By 2034, the valuation is anticipated to reach USD 14.85 Billion.

    For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=70689

  20. D

    Patient Health Record Software Market Report | Global Forecast From 2025 To...

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Patient Health Record Software Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/patient-health-record-software-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Patient Health Record Software Market Outlook



    The global Patient Health Record Software market size is projected to grow from USD 15 billion in 2023 to USD 28 billion by 2032, reflecting a compound annual growth rate (CAGR) of 7.2%. This market's growth is driven by factors such as the increasing digitization of healthcare records, rising demand for efficient healthcare services, and government initiatives promoting the adoption of electronic health records (EHRs). The integration of advanced technologies like artificial intelligence (AI) and machine learning (ML) into patient health record software is also playing a critical role in propelling market growth.



    One of the primary growth factors for the Patient Health Record Software market is the growing need for efficient and streamlined healthcare management. As the global population continues to age and the prevalence of chronic diseases rises, healthcare providers are increasingly looking for ways to manage patient data more effectively. This software allows for the seamless integration and management of patient information, thereby improving the quality and efficiency of healthcare services. Additionally, it helps reduce administrative burdens, allowing healthcare professionals to focus more on patient care.



    Another significant growth driver is the increasing government support and regulations mandating the adoption of electronic health records and other digital solutions. Various governments worldwide are implementing policies to promote the use of EHRs to enhance healthcare quality and safety. For example, the Health Information Technology for Economic and Clinical Health (HITECH) Act in the United States has significantly boosted the adoption of EHR systems. Such initiatives are creating a conducive environment for the growth of the Patient Health Record Software market.



    Furthermore, advancements in technology, particularly in AI and ML, are contributing to the market's expansion. These technologies are being integrated into patient health record software to provide more advanced data analytics, predictive insights, and personalized patient care. By leveraging AI and ML, healthcare providers can gain deeper insights into patient data, predict health trends, and make more informed decisions, thus enhancing overall healthcare outcomes. This technological integration is expected to be a key growth driver in the coming years.



    Healthcare EHR-EMR Software plays a pivotal role in the digitization of patient health records, offering a comprehensive platform that integrates various healthcare processes. These software solutions are designed to streamline the management of patient data, ensuring accuracy and accessibility for healthcare providers. By adopting EHR-EMR systems, healthcare facilities can reduce paperwork, minimize errors, and enhance the overall quality of care. The software also supports interoperability, allowing seamless communication between different healthcare systems, which is crucial for coordinated patient care. As healthcare organizations continue to embrace digital transformation, the demand for robust EHR-EMR solutions is expected to rise, driving further growth in the market.



    From a regional perspective, North America is expected to hold the largest market share due to the early adoption of advanced healthcare technologies, robust healthcare infrastructure, and favorable government initiatives. Europe is also anticipated to witness substantial growth, driven by similar factors, along with increasing investments in healthcare digitalization. Meanwhile, the Asia Pacific region is projected to experience the highest growth rate during the forecast period, fueled by rising healthcare expenditure, improving healthcare infrastructure, and growing awareness about the benefits of electronic health records.



    Component Analysis



    When analyzing the Patient Health Record Software market by components, it is essential to consider both software and services. The software segment encompasses various types of EHR systems and other digital solutions designed to manage patient data efficiently. These software solutions are increasingly being adopted by healthcare providers to streamline operations, improve patient care, and comply with regulatory requirements. The demand for advanced software with features such as interoperability, data security, and user-friendly interfaces is driving growth in this segment.



    The services segmen

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Steve Harris; Wai Shing Lai (2024). Example (synthetic) electronic health record data [Dataset]. http://doi.org/10.5522/04/25676298.v1

Example (synthetic) electronic health record data

Explore at:
application/csvAvailable download formats
Dataset updated
Apr 24, 2024
Dataset provided by
University College London
Authors
Steve Harris; Wai Shing Lai
License

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

Description

These data are modelled using the OMOP Common Data Model v5.3.Correlated Data SourceNG tube vocabulariesGeneration RulesThe patient’s age should be between 18 and 100 at the moment of the visit.Ethnicity data is using 2021 census data in England and Wales (Census in England and Wales 2021) .Gender is equally distributed between Male and Female (50% each).Every person in the record has a link in procedure_occurrence with the concept “Checking the position of nasogastric tube using X-ray”2% of person records have a link in procedure_occurrence with the concept of “Plain chest X-ray”60% of visit_occurrence has visit concept “Inpatient Visit”, while 40% have “Emergency Room Visit”NotesVersion 0Generated by man-made rule/story generatorStructural correct, all tables linked with the relationshipWe used national ethnicity data to generate a realistic distribution (see below)2011 Race Census figure in England and WalesEthnic Group : Population(%)Asian or Asian British: Bangladeshi - 1.1Asian or Asian British: Chinese - 0.7Asian or Asian British: Indian - 3.1Asian or Asian British: Pakistani - 2.7Asian or Asian British: any other Asian background -1.6Black or African or Caribbean or Black British: African - 2.5Black or African or Caribbean or Black British: Caribbean - 1Black or African or Caribbean or Black British: other Black or African or Caribbean background - 0.5Mixed multiple ethnic groups: White and Asian - 0.8Mixed multiple ethnic groups: White and Black African - 0.4Mixed multiple ethnic groups: White and Black Caribbean - 0.9Mixed multiple ethnic groups: any other Mixed or multiple ethnic background - 0.8White: English or Welsh or Scottish or Northern Irish or British - 74.4White: Irish - 0.9White: Gypsy or Irish Traveller - 0.1White: any other White background - 6.4Other ethnic group: any other ethnic group - 1.6Other ethnic group: Arab - 0.6

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