Three distributions, one mean

All three have E[X] = 10 — adjust the parameters to explore how different they can be.

Normal
2
Var = 4
Exponential
λ = 0.1 (fixed)
Var = 100
Bimodal
12
Peaks at 4 & 16
Show:
All three distributions have E[X] = 10