Physician Quality Reporting System PQRS

**Overview**
This data package contains the Physician Quality Reporting System (PQRS), Performance Rates for Individual Eligible Professionals (EP) PQRS, Consumer Assessment of Healthcare Providers and Systems (CAHPS) and Group Practice.

**Description**
This data package contains information regarding group practice participation under patient experience and individual EP participation under clinical quality of care in 2014 and 2015 Centers for Medicare & Medicaid (CMS) quality program as well as the 2014 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the 8 Consumer Assessment of Healthcare Providers and Systems (CAHPS) measure now publicly reported on Physician Compare. It also includes the Physician Quality Reporting System (PQRS) Single Source Code Master 2016 document is listing all denominator and numerator coding for each 2016 PQRS Individual Claims and Registry Measure.

**Benefits**
- Useful for providers seeking to improve the health care services and patients experience. useful to researchers to analyze the participation of healthcare providers in the healthcare quality measurement programs, patients perceived quality, along with the healthcare services provided. useful to public health authorities in the developing of health policies.

**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](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Medicare Physician Compare by Organization and Group Practice 2013](https://www.johnsnowlabs.com/marketplace/medicare-physician-compare-by-organization-and-group-practice-2013)
- This dataset includes information regarding group practice participation in 2013 Centers for Medicare & Medicaid (CMS) quality program as well as the 2013 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the three Diabetes Mellitus (DM) measures and one Coronary Artery Disease (CAD) measure now publicly reported on Physician Compare.
- [Performance Rates for CAHPS for PQRS Measures 2014](https://www.johnsnowlabs.com/marketplace/performance-rates-for-cahps-for-pqrs-measures-2014)
- This dataset includes information regarding group practice participation under patient experience in 2014 Centers for Medicare & Medicaid (CMS) quality program as well as the 2014 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the 8 Consumer Assessment of Healthcare Providers and Systems (CAHPS) measure now publicly reported on Physician Compare.
- [Performance Rates for CAHPS for PQRS Measures 2015](https://www.johnsnowlabs.com/marketplace/performance-rates-for-cahps-for-pqrs-measures-2015)
- This dataset includes information regarding group practice participation under patient experience in 2015 Centers for Medicare & Medicaid (CMS) quality program as well as the 2015 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the 8 Consumer Assessment of Healthcare Providers and Systems (CAHPS) measure now publicly reported on Physician Compare.
- [Performance Rates for CAHPS for PQRS Measures 2016](https://www.johnsnowlabs.com/marketplace/performance-rates-for-cahps-for-pqrs-measures-2016)
- This dataset includes information regarding group practice participation under patient experience in 2016 Centers for Medicare & Medicaid (CMS) quality program as well as the 2015 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the 8 Consumer Assessment of Healthcare Providers and Systems (CAHPS) measure now publicly reported on Physician Compare.
- [Performance Rates for CAHPS for PQRS Measures 2017](https://www.johnsnowlabs.com/marketplace/performance-rates-for-cahps-for-pqrs-measures-2017)
- This dataset includes information regarding group practice participation under patient experience in 2017 Centers for Medicare & Medicaid (CMS) quality program as well as the 2015 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the 8 Consumer Assessment of Healthcare Providers and Systems (CAHPS) measure now publicly reported on Physician Compare.
- [Performance Rates for Group Practice PQRS Measures 2014](https://www.johnsnowlabs.com/marketplace/performance-rates-for-group-practice-pqrs-measures-2014)
- This dataset includes information regarding group practice participation under clinical quality of care in 2014 Centers for Medicare & Medicaid (CMS) quality program as well as the 2014 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for the three Diabetes Mellitus (DM) measures and one Coronary Artery Disease (CAD) measure now publicly reported on Physician Compare.
- [Performance Rates for Individual EP PQRS Measures 2014](https://www.johnsnowlabs.com/marketplace/performance-rates-for-individual-ep-pqrs-measures-2014)
- This dataset includes information regarding individual EP participation under clinical quality of care in 2014 Centers for Medicare & Medicaid (CMS) quality program as well as the 2014 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for 6 Individual eligible professional (EP) measures now publicly reported on Physician Compare.
- [Performance Rates for Individual EP PQRS Measures 2015](https://www.johnsnowlabs.com/marketplace/performance-rates-for-individual-ep-pqrs-measures-2015)
- This dataset includes information regarding individual EP participation under clinical quality of care in 2015 Centers for Medicare & Medicaid (CMS) quality program as well as the 2015 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for 6 Individual eligible professional (EP) measures now publicly reported on Physician Compare.
- [Performance Rates for Individual EP PQRS Measures 2016](https://www.johnsnowlabs.com/marketplace/performance-rates-for-individual-ep-pqrs-measures-2016)
- This dataset includes information regarding eligible professional (EP) participation under clinical quality of care in 2016 Centers for Medicare & Medicaid (CMS) quality program as well as the 2016 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for 6 Individual eligible professional (EP) measures now publicly reported on Physician Compare.
- [Performance Rates for Individual EP PQRS Measures 2017](https://www.johnsnowlabs.com/marketplace/performance-rates-for-individual-ep-pqrs-measures-2017)
- This dataset includes information regarding eligible professional (EP) participation under clinical quality of care in 2017 Centers for Medicare & Medicaid (CMS) quality program as well as the 2017 Physician Quality Report System (PQRS) Group Practice Reporting Option (GPRO) performance rates for 6 Individual eligible professional (EP) measures now publicly reported on Physician Compare.
- [Physician Compare Clinician Utilization Data](https://www.johnsnowlabs.com/marketplace/physician-compare-clinician-utilization-data)
- The dataset contains information on Physician Compare Clinician Utilization Data prepared by the Centers for Medicare & Medicaid Services (CMS) and organized by National Provider Identifier (NPI), Healthcare Common Procedure Coding System (HCPCS) code and place of service.
- [Physician Quality Reporting System PQRS Single Source Code Master 2016](https://www.johnsnowlabs.com/marketplace/physician-quality-reporting-system-pqrs-single-source-code-master-2016)
- Physician Quality Reporting System (PQRS) Single Source Code Master 2016 document is listing all denominator and numerator coding for each 2016 PQRS Individual Claims and Registry Measure. This supportive measure document is a coding resource that may be used to find measures for coding billed by individual eligible professionals or group practices, billing software, or vendors that may report on 2016 PQRS Individual Claims and Registry Measures.

**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.

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