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Hi Thomas, just like to say how well written the blog post is :) I left a comment on your page, I'm having trouble with the NUTS Sampler being extremely slow (12 hours and counting on a 1000 row dataser with a similar model). I'm quite new to pymc are there any simple gotchas that might cause this? thanks in advance, Jonny Edwards