District Health Barometer 2018/19
The data are a reformatted version of the 2018/19 District Health Barometer (DHB) health indicator dataset provided by the HST. The intention of this publication was to provide an overview of the delivery of selected healthcare services in the public health sector across the provinces, districts and local municipalities/sub-districts of South Africa. The DHB has been an annual publication since 2005. The main focus of the 2018/19 publication is the Sustainable Development Goals (SDGs)a and the Universal Health Coverage (UHC)b index. Data are drawn from the electronic District Health Information Software (WebDHIS), the Ideal Clinic Realisation and Maintenance system, Statistics South Africa (Stats SA) surveys, the National Treasury Basic Accounting System (BAS), the Personnel Administration (PERSAL) system, the TIER.Net for Tuberculosis (TB) and antiretroviral (ART) data, the Electronic Drug-resistant Tuberculosis Register (EDRWeb), the National Income Dynamics Study (NiDS), and other National Department of Health (NDoH) information systems. The publication seeks to highlight inequities in health outcomes, health-resource allocation and health delivery, and to track the efficiency of health processes, across all provinces and districts. Modifications were made to the data table provided in line with Hadley Wickem`s `tidy data` standards for statistical research (10.18637/jss.v059.i10). The dates of the indices were also standardised to represent a single year in the YYYY format and a column of municipal codes was allocated to each row in line with the coding from the South African Municipal Demarcation Board. Lastly, centroids of the political areas described (national, provincial, district municipal, and local municipal areas) were added as applied in a final column.
   
Percentage of urban population living in informal housing and their access to services
Sustainable development goal sdg 11.1.1a and 11.1.1d Percentage of Urban population living in informal dwellings and their access to electricity, water, sanitation and refuse removal. This data was derived from the StatsSA 2011 census and disaggregated using a dasymetric mapping technique to a 500m grid based off the number of dwellings in that grid from the 2008 spot building count
   
Number of maternal deaths associated with childbirth
Sustainable development Goal 3.1.1 Number of maternal deaths associated with childbirth for the years of 2016 and 2015 per 100 000 births. This data was derived from the 2016 StatsSA community survey and the StatsSA birth register. The data was dasymetrically mapped to a 500m grid using the 2008 spot dwelling count