Global Mortality and Morbidity Data

**Overview**
This data package contains mortality and morbidity estimates for adult, maternal, and child mortalities as well as mortalities from diseases like malaria and breast and cervical cancer.

**Description**
This data package contains global estimates of mortality and morbidity risk among men and women, maternal and child particularly neonatal, postneonatal, childhood, and under-5 mortality. This data package also contains incidence and mortality rates of diseases included in the Global Burden of Diseases, Injuries, and Risk Factors 2010 study.

**Benefits**
- This data is useful for public health officials, clinicians, and researchers seeking to improve health and reduce geographic disparities. this can be used for further research, public health officials and program managers for potential interventions, setting priority areas for action and evaluating progress, policymakers for policy use and development
- public health practitioner and clinicians' aid in designing and implementing targeted interventions and monitoring the progress of public health strategies.

**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**
- [Adult Mortality Estimates by Country](https://www.johnsnowlabs.com/marketplace/adult-mortality-estimates-by-country)
- This dataset provides global estimates of adult mortality risk, 45q15 (probability of death between the ages of 15 years and 60 years), between 1970 and 2010.
- [Africa Child Mortality 1998 to 2017](https://www.johnsnowlabs.com/marketplace/africa-child-mortality-1998-to-2017)
- This dataset provides estimates of the probability of child death from 1998 to 2017 for each country in Africa at the first administrative divisions.
- [Brazil HIV and Tuberculosis Mortality Rates by Municipality 2001-2015](https://www.johnsnowlabs.com/marketplace/brazil-hiv-and-tuberculosis-mortality-rates-by-municipality-2001-2015)
- This dataset provides estimates for age-standardized mortality rates by cause and sex at the state level and the municipality level for each state of Brazil for 2001-2015. Data comes from the Institute for Health Metrics and Evaluation (IHME) and the Global Health Data Exchange (GHDE).
- [Child Health Indicators Italy](https://www.johnsnowlabs.com/marketplace/child-health-indicators-italy)
- This dataset provides child health indicators in Italy. It includes different indicators for child (Polio immunization coverage among 1-year-olds, Diphtheria tetanus toxoid and pertussis immunization coverage etc).
- [Child Health Indicators Japan](https://www.johnsnowlabs.com/marketplace/child-health-indicators-japan)
- This dataset provides child health indicators in Japan. It includes different indicators for child (Low-birth-weight newborns, Overweight prevalence among children under 5 years of age, Prevalence of wasted children under 5 years of age etc).
- [Child Mortality Estimates by Country 1970 to 2010](https://www.johnsnowlabs.com/marketplace/child-mortality-estimates-by-country-1970-to-2010)
- This dataset provides estimates of neonatal, postneonatal, childhood, and under-5 mortality for 187 countries between 1970 and 2010. This dataset is from a compiled a database of 16,174 measurements of mortality in children younger than 5 years for 187 countries from 1970 to 2009.
- [Child Mortality Estimates by Country 1990 to 2011](https://www.johnsnowlabs.com/marketplace/child-mortality-estimates-by-country-1990-to-2011)
- This dataset provides estimates of neonatal, postneonatal, childhood, and under-5 mortality between 1990 and 2011.
- [Global Breast and Cervical Cancer Mortality Estimates 1980 to 2010](https://www.johnsnowlabs.com/marketplace/global-breast-and-cervical-cancer-mortality-estimates-1980-to-2010)
- This dataset provides estimates of breast and cervical cancer incidence and mortality for women aged 15-79 between 1980 and 2010.
- [Global Child Mortality 2000 to 2016](https://www.johnsnowlabs.com/marketplace/global-child-mortality-2000-to-2016)
- This dataset includes estimates for stillbirth rate, neonatal, post-neonatal, child, and under-5 mortality rates, number of stillbirths, and total number of under-5 deaths in 2016 and annualised rate of change in under-5 mortality for 2000–16, for global, Socio Demographic Index (SDI) groups, Global Burden of Disease (GBD) regions and super-regions, countries and territories, both sexes combined from 1990 to 2016.
- [Global Malaria Mortality 1980 to 2010](https://www.johnsnowlabs.com/marketplace/global-malaria-mortality-1980-to-2010)
- This dataset provides estimates of malaria mortality and cumulative probability of death from malaria for 105 countries with local malaria transmission.
- [Global Mortality Rate 1970 to 2016](https://www.johnsnowlabs.com/marketplace/global-mortality-rate-1970-to-2016)
- This dataset includes estimates for age-standardized adult mortality rate and 95% uncertainty interval estimates by location, male, female and both sexes combined in 1970, 1975, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2016. This age-specific mortality dataset is used to enable health systems to target interventions for the adult populations.
- [Global Stillbirth Rates 1970 to 2016](https://www.johnsnowlabs.com/marketplace/global-stillbirth-rates-1970-to-2016)
- This dataset includes estimates for stillbirth rates (per 1,000 live births) and 95% uncertainty interval estimates by location from 1970 to 2016. This age-specific mortality dataset is used to enable health systems to target interventions to reduce stillbirths.
- [Global Under 5 Mortality 1970 to 2016](https://www.johnsnowlabs.com/marketplace/global-under-5-mortality-1970-to-2016)
- This dataset includes estimates for under-5 mortality rates and 95% uncertainty interval estimates by location and gender, male, female and both sexes combined in 1970, 1975, 1980, 1985, 1990, 1995, 2000, 2005, 2010, 2016. This age-specific mortality dataset is used to enable health systems to target interventions to the under 5 years of age population.
- [Italy Mortality and Global Health Estimates](https://www.johnsnowlabs.com/marketplace/italy-mortality-and-global-health-estimates)
- This dataset provides mortality and global health estimates (probability of dying between birth and age 1 per 1000 live births) residing in Italy from 1990 to 2019.
- [Japan Health Systems Indicators](https://www.johnsnowlabs.com/marketplace/japan-health-systems-indicators)
- This dataset shows health systems indicators for Japan.
- [Japan Mortality and Global Health Estimates](https://www.johnsnowlabs.com/marketplace/japan-mortality-and-global-health-estimates)
- This dataset provides mortality and global health estimates (probability of dying between birth and age 1 per 1000 live births) residing in Japan from 1950 to 2019.
- [Maternal Mortality Estimates by Country 1980 to 2008](https://www.johnsnowlabs.com/marketplace/maternal-mortality-estimates-by-country-1980-to-2008)
- This dataset provides global, regional, and national level estimates of the maternal mortality ratio (MMR - the number of maternal deaths per 100,000 live births) as well as the number of maternal deaths from 1980 to 2008.
- [Maternal Mortality Estimates by Country 1990 to 2011](https://www.johnsnowlabs.com/marketplace/maternal-mortality-estimates-by-country-1990-to-2011)
- This dataset provides global and country estimates of where maternal mortality ratio (MMR - the number of maternal deaths per 100,000 live births), the number of maternal deaths, and the annualized rate of decline in MMR were estimated from 1990 to 2011.
- [Surgery Mortality Rates in Scotland 2007-2012](https://www.johnsnowlabs.com/marketplace/surgery-mortality-rates-in-scotland-2007-2012)
- This dataset includes information about Information Services Division (ISD) of National Services Scotland provided information on the mortality rates of surgeries in Scotland from 2007 to 2012 in response to a freedom of information request.
- [Sustainable Development Goals Indicators for Italy](https://www.johnsnowlabs.com/marketplace/sustainable-development-goals-indicators-for-italy)
- This dataset provides sustainable development goals indicators for Italy. It includes different indicators (Adolescent birth rate (per 1000 women aged 15-19 years), Crude suicide rates (per 100 000 population) etc).
- [Sustainable Development Goals Indicators for Japan](https://www.johnsnowlabs.com/marketplace/sustainable-development-goals-indicators-for-japan)
- This dataset provides sustainable development goals indicators for Japan. It includes different indicators (Estimated direct deaths from major conflicts (per 100 000 population), Ambient and household air pollution attributable death rate etc).
- [Tuberculosis Indicators Japan](https://www.johnsnowlabs.com/marketplace/tuberculosis-indicators-japan)
- This dataset provides indicators for tuberculosis in Japan. Incidence of tuberculosis is the estimated number of new and relapse tuberculosis cases arising in a given year, expressed as the rate per 100,000 population.
- [World Health Statistics Indicators Italy](https://www.johnsnowlabs.com/marketplace/world-health-statistics-indicators-italy)
- This dataset provides world health statistics indicators for Italy. It includes different indicators for heath (Population living in urban areas, Literacy rate among adults aged, Civil registration coverage of births etc).
- [World Health Statistics Indicators Japan](https://www.johnsnowlabs.com/marketplace/world-health-statistics-indicators-japan)
- This dataset provides world health statistics indicators for Japan. It includes different indicators for heath (Civil registration coverage of causes of deaths, Dentistry personnel density, Hospital beds, Hepatitis B surface antigen (HBsAg) prevalence among children under 5 years etc).

**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]).