Is there anything I could read that talks about dimensionality of prime/composite numbers?

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Is there anything out there that talks about how primes are one dimensional numbers and composites can only be in dimensions greater than 1?

What I mean is, 4 would be a two dimensional number (2x2) same with 6 (2x3). 27 would be three dimensional (3x3x3) and so on. While primes can only be made up of themselves therefore they are one dimension.

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Assuming you meant that 27 would be "three dimensional" but 9 would be "two dimensional", then the "dimension" of a number $n$ is the total number of prime factors, denoted $\Omega(n)$ (often read "big omega"). It is not usually called the dimension of a number, but if you really like to think geometrically, you can think about it as the greatest dimension in which the number is the "hypervolume" of a hyperrectangle with side lengths greater than 1.

See the following links for some information.