A recommendation to people new to scientific programming: learn visualization tools, especially fast ones. The post has some nice specific recommendations, including R.
This is getting to be kind of a common thread lately in what I'm reading. Ooh, Z has come up with something nice here: MetaSee for metagenomic visualization (open source).
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