Install vagrant from http://www.vagrantup.com/. Create a directory to hold the vagrantfile, then run the following:
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vagrant box add dstk http://static.datasciencetoolkit.org/dstk_0.41.box | |
vagrant init dstk | |
vagrant up |
Go to to http://localhost:8080 to start using the DSTK.