The Venice Time Machine project aims to digitize and structure information from 80 km of documents in the State Archives of Venice to create a searchable digital archive. This will be accomplished through 1) digitizing all documents, 2) using semi-automatic transcription of handwritten texts, and 3) creating a structured database with data mining. As a proof of concept, the project aims to find all records regarding Battista Nani by structuring the information into categories of people, places, institutions, and objects linked to dates. The end goal is to reconstruct histories of Venice through archived documents and create 3D visualizations.