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Pretty sure I have a chub half way through this...
Posted this farther down, but check out (http://www.cuuks.com/). Similar to OP's site, except you type in the flavor profile and it spits out all matching flavors.
Awesome very informative. I also worked as a cook for 5 years so just took a lot of pairings I already knew worked from experience, but a key like this is pretty damn helpful.
What I recently did was after visiting my favorite local bakery, I took one of their to-go menu's with me to get other great ideas for dessert flavors :)
I followed some links from there and found this website. You can type in flavor profiles and it suggests other ones to go with it. I want to say this is even better than the link that OP posted. Enjoy!