Finding GNU/Linux replacements for Windows software

When discussing ways to switch to GNU/Linux, one of thebiggest difficulties I've found is finding answers to the question,"What can I replace this program with?" It's completelyunderstandable; people don't want to lose functionality. However, Googling for answers can easily lead to confusion andfrustration if you don't have the background or knowledge to be able todifferentiate between the wheat and the chaff. Is there a comprehensive resource for finding GNU/Linux replacements for Windows software?

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