A snowflake has approximately 10^15 unique characteristics. The birthday problem’s generalized solution is
Pr(k, s) = 1 - ( s! / ( ( s-k)! * s^k ) )
k is sample size.
s is the number of possibilities.
I need to know two things:
- For what minimal k does Pr(k, 10^15) exceed 0.5?
- How many snowflakes have ever fallen in history?
Unfortunately, I don’t really know how to find the answers to either question. My math is rusty about how to deal with factorials, and I have a hard time visualizing how many snowflakes are in one cubic foot of snow. Help, anyone?
Update
Mass of a snowflake is 3 x 10-6 kg. The density of snow ranges from about 50 to 300 kilograms per cubic meter. Therefore one cubic meter of snow has around 10^7 snowflakes.
Russia has 16,995,800 square kilometers of land mass. Let’s make that 1.7*10^7 km^2, which you have to multiply by 10^6 to get cubic meters = 1.7 * 10^13. Assume that all the snow that has ever fallen in the world is at least equal to covering Russia with one meter of snow… that gives us 1.7 * 10^20.
If a snowflake has 10^15 unique characteristics, then we have definitely had a lot of identical snowflakes. Even if a snowflake has somewhere in the range of 10^21 unique characteristics, I think the birthday problem will show that the probability is that we have seen at least two identical snowflakes.