This gets repeated again and again on HN, but it's not true. I am a CS researcher, and I always have messy empirical data. Systems research almost always has tons of experimental results. A large chunk of our papers are dedicated to the experimental design and results.
I have made this point many times before:
http://news.ycombinator.com/item?id=968013
http://news.ycombinator.com/item?id=690798
http://news.ycombinator.com/item?id=1131606
One of these days I'm going to actually set up a blog, write this point up as an essay, and be able to point to it.
My own personal definition of computer science: everything concerned with computation, both in the abstract and in the implementation.