
Overview
Overview
This data package contains the datasets source is The Dartmouth Atlas Project which uses and combines data from various sources like The Centers for Medicare and Medicaid Services (CMS), U.S. Census Bureau, The American Hospital Association, The American Medical Association, The National Center for Health Statistics, providing useful indicators to policymakers, healthcare analysists and to other interested parties helping them to improve their understanding of the efficiency and effectiveness of U.S. health care system. The Dartmouth Atlas Project provides useful measures related to some of the most common medical and interventional procedures for cardiovascular diseases, covered by Medicare. The indicators contained in this data package are for the following procedures:
- Outpatient ECG
- Inpatient routine ECG
- Cardiac Stress Test
- Coronary Angiography
- Percutaneous Transluminal Coronary Angioplasty
- Cardiac Echocardiogram
- Carotid Echocardiogram
- Implantable Defibrillator Insertion
License Information
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the Data Library on AWS. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.
Metadata
| Description | Value |
|---|---|
| Data Package Complexity | Simple |
| Available Enrichments | N/A |
| Keywords | Medicare Beneficiaries, Cardiovascular Disease Diagnosis, Cardiovascular Disease Treatment, Cardiovascular Interventional Procedures, Cardiovascular Expected Procedures, Cardiovascular Procedures Rate, Observed Expected Ratio, Cardiovascular Patients, Hospital Referral Region, Medicare Covered Procedures |
| Other Titles | Medicare Covered Cardiovascular Procedures Rates by HRR, Medicare Cardiovascular Covered Procedures Utilization Rates, Cardiovascular Procedures Rates Among Medicare Beneficiaries |
Included Datasets
- Ambulatory ECG Monitoring per 1000 Medicare Enrollees HRR level 2012
The dataset gives information on Ambulatory Electrocardiography (ECG) monitoring rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for year 2012. Hospitalization rates are the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Cardiac Echocardiogram per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Cardiac echocardiogram rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates are the counts for the discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Cardiac Stress Testing per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Cardiac Stress Testing rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Carotid Echocardiogram per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Carotid Echocardiogram rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Coronary Angiography per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Coronary Angiography rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Coronary Artery Stenting per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Coronary Artery Stenting rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Implantable Defibrillator Insertion County Levels 2008 to 2012
The dataset gives information on Implantable Defibrillator Insertion rates of Medicare beneficiaries at County levels from years 2008 to 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Implantable Defibrillator Insertion HRR Levels 2008 to 2012
The dataset gives information on Implantable Defibrillator Insertion rates of Medicare beneficiaries at Hospital Referral Regions (HRR) from years 2008 to 2012. Hospitalization rates are the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Implantable Defibrillator Insertion HSA Levels 2008 to 2012
The dataset gives information on Implantable Defibrillator Insertion rates of Medicare beneficiaries at Hospital Services Area (HSA) levels from years 2008 to 2012. Hospitalization rates are the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Implantable Defibrillator Insertion State Levels 2008 to 2012
The dataset gives information on Implantable Defibrillator Insertion rates of Medicare beneficiaries at State levels for the year 2008 to 2012. Hospitalization rates are the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Pacemaker Insertion per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Pacemaker Insertion rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Percutaneous Transluminal Coronary Angioplasty HRR level 2012
The dataset gives information on Percutaneous Transluminal Coronary Angioplasty rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates are the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Routine ECG per 1000 Medicare Enrollees HRR Level 2012
The dataset gives information on Routine ECG rates of Medicare beneficiaries at Hospital Referral Regions (HRR) for the year 2012. Hospitalization rates represent the counts of the number of discharges that occurred in a definitive time period (the numerator) for a specific population (the denominator).
- Procedures Performed in Acute Hospitals by Treatment Setting
This dataset provides information about NHS procedures performed in acute hospitals by treatment across Scotland. It includes procedure, procedure type and admission type information for acute care hospital services.
Data Engineering Overview
We deliver high-quality data
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted
Our data is curated and enriched by domain experts
Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.
Need Help?
- If you have questions about our products, contact us at info@johnsnowlabs.com .
About Us
John Snow Labs , an AI and NLP for healthcare company, provides state-of-the-art software, models, and data to help healthcare and life science organizations build, deploy, and operate AI projects.
Details
Introducing multi-product solutions
You can now purchase comprehensive solutions tailored to use cases and industries.
Features and programs
Financing for AWS Marketplace purchases
Pricing
Vendor refund policy
“No refunds offered. For any questions email us at info@johnsnowlabs.com ”.
How can we make this page better?
Legal
Vendor terms and conditions
Content disclaimer
Delivery details
AWS Data Exchange (ADX)
AWS Data Exchange is a service that helps AWS easily share and manage data entitlements from other organizations at scale.
Additional details
You will receive access to the following data sets.
Data set name | Type | Historical revisions | Future revisions | Sensitive information | Data dictionaries | Data samples |
|---|---|---|---|---|---|---|
Ambulatory ECG Monitoring per 1000 Medicare Enrollees HRR level 2012 | All historical revisions | All future revisions | ||||
Cardiac Echocardiogram per 1000 Medicare Enrollees HRR Level 2012 | All historical revisions | All future revisions | ||||
Cardiac Stress Testing per 1000 Medicare Enrollees HRR Level 2012 | All historical revisions | All future revisions | ||||
Carotid Echocardiogram per 1000 Medicare Enrollees HRR Level 2012 | All historical revisions | All future revisions | ||||
Coronary Angiography per 1000 Medicare Enrollees HRR Level 2012 | All historical revisions | All future revisions | ||||
Coronary Artery Stenting per 1000 Medicare Enrollees HRR Level 2012 | All historical revisions | All future revisions | ||||
Implantable Defibrillator Insertion County Levels 2008 to 2012 | All historical revisions | All future revisions | ||||
Implantable Defibrillator Insertion HRR Levels 2008 to 2012 | All historical revisions | All future revisions | ||||
Implantable Defibrillator Insertion HSA Levels 2008 to 2012 | All historical revisions | All future revisions | ||||
Implantable Defibrillator Insertion State Levels 2008 to 2012 | All historical revisions | All future revisions |
Resources
Vendor resources
Similar products



