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Virtuoso provides a mechanism to get (download) the "pure data" of a given resource.

For example, the resource <http://es.dbpedia.org/resource/Madrid> (pay attention to the /resource/) can be downloaded as RDF/XML from http://es.dbpedia.org/data/Madrid (pay attention to the /data/). Other formats are available if you add one of these suffixes to the URL

suffix format
none RDF/XML
.n3 n3
.nt nt
.atom atom
.json json
.jrdf jRDF


For instance, in order to get the data, in json format, for the previous resource you have to use:
http://es.dbpedia.org/data/Madrid.json