regarding the dimensionful physical constants, it's a meaningless question. as you can see with the speed of light, you can make it whatever you want it to be by the definition of units you choose to express length and time with.
with the dimensionless physical constants (like the fine-structure constant), those values are meaningful, but if they are truly fundamental, the only way we know their values is by measurement, which includes measurement error. within that range of values between the upper and lower standard deviations, there is a countably infinite number of rational values and an uncountably infinite number of irrational values. but that doesn't really matter. we don't know exactly what alpha is anyway.