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A data role (sigma ) stands for a binary predicate relating individuals to elements of a set ( range (sigma )).
Thus, a concept name is a Boolean attribute, and a "functional" data role name is a partial attribute.
An additional theme regarding role-conception emerged inductively from the data: role conception regarding operational and management requirements.
A concept stands for a set of objects, an object role stands for a binary relation between objects, and a data role stands for a binary predicate relating objects to data values.
The predicates (textit{hasSize}), (textit{bedrooms}), (textit{hasPrice}), (textit{floor}) and (textit{garden}) are data role names, while the predicates (textit{withLift}), (textit{allowsPets}) and (textit{central}) are concept names.
Histories of census taking emphasise the important symbolic status of this data collection exercise, and although some argue that the census has been superseded by much more efficient registration systems in many richer, more statistically developed, states (Coleman 2012), in less developed countries with substantially incomplete civil registration, the census continues to pay a key data role.
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We re-skill people on the job, we move people from traditional content roles into web content roles and spot opportunities for people to move towards more data roles".
This course will focus on the following topics: concept and examples of big data; roles of visualization; visualization tools; effectiveness and expressiveness of visualization design; design principle and critiques; open discussion on exploratory data analysis.
Neither attributes nor data roles are considered in [22].
In DLs, the domain of interest is described in terms of individuals (objects), concepts, object roles and data roles.
In comparison with [22], we allow also data roles and the concept constructors "functionality" and "unqualified number restrictions".
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