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I would check with the developers of SNAC ( http://socialarchive.iath.virginia.edu/), as they've spent a lot of time developing named entity recognition scripts for personal and corporate names. They might have something you can reuse. Ethan On Fri, Sep 26, 2014 at 3:47 PM, Galligan, Patrick <[log in to unmask]> wrote: > I'm looking to reconcile about 40,000 corporate names against LCNAF to see > whether they are authorized strings or not, but I'm drawing a blank about > how to get it done. > > I've used http://freeyourmetadata.org/ for reconciling subject headings > before, but I can't get it to work for LCNAF. Has anyone had any experience > in a project like this? I'd love to hear some ideas for automatically > dealing with a large data set like this that we did not create and do not > know how the names were created. > > Thanks! > > -Patrick Galligan >