Quality Performance Measures

**Overview**
This data package contains quality measures such as Air Quality, Austin Airport, LBB Performance Report, School Survey, Child Poverty, System International Units, Weight Measures, etc.

**Description**
This data package shows information about the different quality performance measures for the different organization such as School Survey, Nursing Home Quality, SI System and weight measures, etc. This data package also contains UK productivity against that of the remaining G7 countries. Output is measured by gross domestic product (GDP). Labor input is measured in two ways – by total hours worked and by the number of workers in employment. These two measures of labor input can yield different results, reflecting differences in working patterns across countries and compositional movements over time, such as changes in the part-time share of employment. It also includes the MTA’s (Metropolitan Transportation Authority) Performance Dashboard and is used to increase transparency at the MTA.

The Key Performance Indicators (KPI) are used to track performance in areas such as On-Time Performance. The package also includes the Corporate Plan and Performance report. the Council will publish an addendum to the Corporate Plan which sets out updated targets for the year ahead. The 2016-2017 update was agreed at Full Council on 4 April 2016. And it also features detailed information about DCA (Department of Consumer Affairs) inspections of scales, measuring devices, pricing and other equipment.

**Benefits**
- Value to the agencies who are related to quality performance such as air quality measures, austin airport annual performance, lbb performance, nursing home quality measures, etc.

**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**
- [AHRQ Patient Safety Indicators](https://www.johnsnowlabs.com/marketplace/ahrq-patient-safety-indicators)
- The Agency for Healthcare Research and Quality (AHRQ) Patient Safety Indicators dataset shows a set of measures that screen for adverse events that patients experience as a result of exposure to the healthcare system. The Patient Safety Indicator is a tool to help identify potentially preventable complications or adverse events for patients in the system level or provider level.
- [Air Quality Measures on National Environmental Health Tracking Network](https://www.johnsnowlabs.com/marketplace/air-quality-measures-on-national-environmental-health-tracking-network)
- It contains data from approximately 4,000 monitoring stations around the country. This data does not include "Percent of population in counties exceeding NAAQS (vs. population in counties that either meet the standard or do not monitor PM2.5)
- [Austin Airport Annual Performance Measures](https://www.johnsnowlabs.com/marketplace/austin-airport-annual-performance-measures)
- This dataset contains the City of Austin's Airport Annual Performance Measures for year 2012, 2013 and 2014.
- [Availability of Hospital Structural Measures](https://www.johnsnowlabs.com/marketplace/availability-of-hospital-structural-measures)
- This dataset contains the list of hospitals and the availability of structural measures at that hospital. Structure measures evaluate the infrastructure of healthcare settings, such as hospitals or doctor offices, and whether those healthcare settings are able to deliver care.Hospital Structural Measures start date is 01-01-2006 and end date is 12-31-2018.
- [HEDIS Part C Disease Screening Quality Measures 2014 to 2018](https://www.johnsnowlabs.com/marketplace/hedis-part-c-disease-screening-quality-measures-2014-to-2018)
- The dataset explains different metrics or standard of measurement for Part C (Medicare private health plans) reported at the contract level with less than 500 enrolled. Medicare Part C is the part of Medicare policy that allows private health insurance companies to provide Medicare benefits. These Medicare private health plans, such as HMOs (Health Maintenance Organization) and PPOs (Preferred Provider Organization), are known as Medicare Advantage Plans.
- [HEDIS Part C and D Quality Measures 2010 to 2017](https://www.johnsnowlabs.com/marketplace/hedis-part-c-and-d-quality-measures-2010-to-2017)
- The dataset explains different metrics or standard of measurement for Part C and D (Medicare private health plans) reported at the contract level with less than 500 enrolled. Medicare Part C and D is the part of Medicare policy that allows private health insurance companies to provide Medicare benefits. These Medicare private health plans, such as HMOs (Health Maintenance Organization) and PPOs (Preferred Provider Organization), are known as Medicare Advantage Plans.
- [HEDIS Part C and D Quality Measures](https://www.johnsnowlabs.com/marketplace/hedis-part-c-and-d-quality-measures)
- The dataset explains different metrics or standard of measurement for Part C and D (Medicare private health plans) reported at the contract level with less than 500 enrolled. Medicare Part C and D is the part of Medicare policy that allows private health insurance companies to provide Medicare benefits. These Medicare private health plans, such as HMOs (Health Maintenance Organization) and PPOs (Preferred Provider Organization), are known as Medicare Advantage Plans.
- [International Comparisons of Productivity](https://www.johnsnowlabs.com/marketplace/international-comparisons-of-productivity)
- This dataset shows data underlying comparisons of UK (United Kingdom) productivity against that of the remaining G7 countries.
- [London Borough of Barnet Performance Reporting 2018-2019](https://www.johnsnowlabs.com/marketplace/london-borough-of-barnet-performance-reporting-2018-2019)
- This dataset contains the list of the second quarter London Borough of Barnet (LBB) performance reporting of 2018-2019. The most up to date information on the Corporate Plan can be found in the 2018/19 Addendum to the Corporate Plan.
- [MTA Performance Indicators Per Agency](https://www.johnsnowlabs.com/marketplace/mta-performance-indicators-per-agency)
- This information comes from the MTA’s (Metropolitan Transportation Authority) Performance Dashboard and is used to increase transparency at the MTA. The Key Performance Indicators (KPI) are used to track performance in areas such as On-Time Performance.
- [Multifamily Housing Physical Inspection Scores](https://www.johnsnowlabs.com/marketplace/multifamily-housing-physical-inspection-scores)
- This dataset includes information regarding HUD's (Housing & Urban Development) Real Estate Assessment Center conducts physical property inspections of properties that are owned, insured or subsidized by HUD, including public housing and multifamily assisted housing.
- [NYC School Survey Preferences](https://www.johnsnowlabs.com/marketplace/nyc-school-survey-preferences)
- This dataset shows the NYC (New York City) School Survey Materials for Survey Coordinators by students, parents and teachers.
- [NYC Student Discipline Annual Report](https://www.johnsnowlabs.com/marketplace/nyc-student-discipline-annual-report)
- This dataset shows the NYC (New York City) student discipline annual report aggregated by removals, principal and/or superintendent intervention.
- [Northern Ireland Multiple Deprivation Measures](https://www.johnsnowlabs.com/marketplace/northern-ireland-multiple-deprivation-measures)
- This dataset provides the information for 7 distinct types of deprivation, known as domains along with an overall multiple deprivation measure (MDM). The NIMDM 2017 comprises of 38 indicators in total.
- [Nursing Home Quality Measures](https://www.johnsnowlabs.com/marketplace/nursing-home-quality-measures)
- This dataset contains the list of the quality measures displayed on Nursing Home Compare, excluding Measures of Rehospitalization, Emergency Room Visit, and Community Discharge. Each row contains a specific quality measure for a specific nursing home and includes the three-quarter score average and the score for each individual quarter. This dataset covers the period from 2013 to 2022.
- [Precision Values for PSI 90 and Component Measures](https://www.johnsnowlabs.com/marketplace/precision-values-for-psi-90-and-component-measures)
- This dataset includes the Patient Safety and Adverse Events measure (PSI-90) and the individual patient safety indicators. PSI-90 is a composite surgical complication measure composed of ten patient safety indicators. The measure provides an overview of hospital-level quality as it relates to a set of potentially preventable hospital-related events associated with harmful outcomes for patients. This data set includes six digit precision.
- [Quarterly Corporate Plan and Performance](https://www.johnsnowlabs.com/marketplace/quarterly-corporate-plan-and-performance)
- This dataset contains the list of the quarter Corporate Plan and Performance report of 2016-2017.
- [Standard Area Measurements for Electoral Areas in UK 2015](https://www.johnsnowlabs.com/marketplace/standard-area-measurements-for-electoral-areas-in-uk-2015)
- This dataset contains the Standard Area Measurements (SAM) for the electoral areas in Great Britain as of 31 December 2015.
- [UK Adult Social Care Outcomes Framework](https://www.johnsnowlabs.com/marketplace/uk-adult-social-care-outcomes-framework)
- This report provides the findings from the Adult Social Care Outcomes Framework (ASCOF) in England for the period 1 April 2016 to 31 March 2017. The ASCOF draws on data from a number of collections, and measures how well care and support services achieve the outcomes that matter most to people. The measures are grouped into four domains which are typically reviewed in terms of movement over time.
- [UK Habitats Directive Report](https://www.johnsnowlabs.com/marketplace/uk-habitats-directive-report)
- This dataset lists conservation measures for habitats and species listed under the Habitats Directive. Every six years, all EU Member States are required (under Article 17 of the Directive) to report on the implementation of the EU Habitats Directive.
- [UK Local Child Poverty Proxy Measure](https://www.johnsnowlabs.com/marketplace/uk-local-child-poverty-proxy-measure)
- This dataset shows the proportion of children living in families receiving out of work benefits for each local authority in England.
- [UK Measures of Uncertainty With Proportional Contributions](https://www.johnsnowlabs.com/marketplace/uk-measures-of-uncertainty-with-proportional-contributions)
- This dataset shows the Methodology for measuring uncertainty in ONS (Office for National Statistics) local authority mid-year population estimates
- [Unified Codes For SI Units](https://www.johnsnowlabs.com/marketplace/unified-codes-for-si-units)
- This dataset shows the table of base Units. Any of the fundamental units of length, mass, time, electric current, thermodynamic temperature, amount of substance, or luminous intensity in the International System of Units, consisting respectively of the meter, kilogram, second, ampere, kelvin, mole, and candela.
- [Units Used In Medicine](https://www.johnsnowlabs.com/marketplace/units-used-in-medicine)
- This dataset lists example unit terms that are commonly used in medicine. Since the space of possible unit terms is infinite in theory and very large in practice, no attempt has been made on a systematic coverage of possible units. All necessary units can be built from the rules of The Unified Code for Units of Measure and there is no need for a particular term to be enumerated in order to be valid.
- [Water Framework Directive Measures Cycle](https://www.johnsnowlabs.com/marketplace/water-framework-directive-measures-cycle)
- This dataset shows the WFD (Water Framework Directive) Measures Cycle defined as a measure that is required to comply with directives or other legislation.
- [Weights Measures and Other Tests](https://www.johnsnowlabs.com/marketplace/weights-measures-and-other-tests)
- This dataset features detailed information about DCA (Department of Consumer Affairs) inspections of scales, measuring devices, pricing and other equipment.

**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 [[e-mail]](mailto:[e-mail]).

搜集汇总

背景与挑战

背景概述

该数据集整合了跨领域的质量绩效指标，包括环境监测、交通运营、医疗评估、教育调查及社会经济等多维度数据，为相关机构提供关键绩效参考。数据经过严格的质量审核和标准化处理，支持CSV和Parquet格式，适用于商业和研究用途。