Book of Mathematical Theorems and Formulas?

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Aezi
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I'm looking for a giant tome on every theorem and formula. If it had more, that would be awesome, but I'm just looking for one giant book to use as a reference. I prefer to learn theorems and formulas after learning how they were discovered, but I also want a "scope" of what's available out there. For example, I had never knew that Pappus's Centroid Theorem had existed until I google'd it. Although I knew the concepts in Pappus's Centroid Theorem, I had never knew that it had a formal name. Thus, I want a book (or a gigantic tome) filled with every possible formula, theorem, etc. It can be dense or condense. If it were dense, I'd digest it on my spare time, as I find joy reading proofs. :D Just one big big big big mathematics book for reference! I look at the Princeton Companion to Mathematics and it seemed bad.
 
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Two things come to mind.

For basic reference, I turn to Schaum's Mathematical Handbook. For some deeper analysis of topics I have Boas "Mathematical Methods in the Physical Sciences."

For comprehensive reference, Eric Weisstein's creation (now Wolfram's) Mathworld is a fantastic reference. I can spend as much time there as I can on Wikipedia just for entertainment. http://mathworld.wolfram.com/