There is an abundance of semi-structured reports on events being written and made available on the World Wide Web on a daily basis. These reports are primarily meant for human use. A recent movement is the addition of RDF metadata to make automatic processing by computers easier. A fine example of this movement is the open government data initiative which, by representing data from spreadsheets and textual reports in RDF, strives to speed up the creation of geographical mashups and visual analytic applications. In this paper, we present a newly linked dataset and the method we used to automatically translate semi-structured reports on the Web to an RDF event model. We demonstrate how the semantic representation layer makes it possible to ea...