math-prime-number-distribution.html
            
                
                    
                        
                        * created: 2025-10-21T22:38
                        
                         
                        * modified: 2025-10-29T15:45
                        
                        
                    
                
                title
                Prime Number Distribution
                description
                The distribution of prime numbers.
                
             
            Prime number distribution
Prime number function:
\pi(n)=|\{p\in \mathbb{P}| p \leq n\}|
Prime number theorem:
\lim_{n \to \infty} \pi(n) \approx\frac{n}{\ln(n)}
This can be used to estimate the number the number of prime numbers.
ln(n) is the natural logarithm of n — it's the logarithm with base e (where e ≈ 2.71828, Euler's number).
l-bit guesstimation function:
\begin{align}
s(n) &= \frac{n}{\ln(n)} \\
t(l) &= s(2^{l})-s(2^{l-1})
\end{align}
Using the Prime Number Theorem to estimate 512-bit primes:
A 512-bit number is approximately in the range [2^{511}, 2^{512}].
Using π(n) ≈ n/ln(n), the number of primes up to 2^{512} is roughly:
\pi(2^{512}) \approx \frac{2^{512}}{\ln(2^{512})} = \frac{2^{512}}{512 \cdot \ln(2)} \approx \frac{2^{512}}{355}
This is approximately 2^{502} primes.
The number of primes between 2^{511} and 2^{512} is roughly:
\pi(2^{512}) - \pi(2^{511}) \approx \frac{2^{512}}{355} - \frac{2^{511}}{354} \approx 2^{501}
To compare with atoms in the universe:
- Atoms in the universe: \approx 10^{89} = 2^{296}
- 512-bit primes available: \approx 2^{501}
So there are approximately 2^{(501-296)} = 2^{205} times more 512-bit primes than atoms in the universe.
Why this matters for cryptography:
When RSA generates a 2048-bit key, it randomly selects from roughly 2^{2037} available primes. The probability of randomly guessing the same prime twice is about 1 in 2^{2037}—effectively impossible.