In: Statistics and Probability
Toss 5 coins 25 times and note on each throw the number of heads. Make a probability distribution of the number of heads. Find mean and variance of that distribution and compare it with the mean and variance of theoretical probability distribution using binomial probability distribution.
| Toss | Coin 1 | Coin 2 | Coin 3 | Coin 4 | Coin 5 | # of Heads |
| 1 | 1 | 1 | 0 | 0 | 0 | 3 |
| 2 | 1 | 0 | 0 | 1 | 1 | 2 |
| 3 | 1 | 0 | 1 | 0 | 0 | 3 |
| 4 | 1 | 0 | 1 | 1 | 1 | 1 |
| 5 | 1 | 0 | 0 | 1 | 0 | 3 |
| 6 | 1 | 1 | 0 | 1 | 0 | 2 |
| 7 | 1 | 0 | 1 | 1 | 0 | 2 |
| 8 | 1 | 0 | 0 | 1 | 1 | 2 |
| 9 | 0 | 0 | 0 | 1 | 0 | 4 |
| 10 | 1 | 1 | 1 | 0 | 0 | 2 |
| 11 | 1 | 1 | 0 | 1 | 0 | 2 |
| 12 | 0 | 1 | 0 | 0 | 0 | 4 |
| 13 | 1 | 0 | 1 | 1 | 0 | 2 |
| 14 | 1 | 0 | 0 | 0 | 0 | 4 |
| 15 | 1 | 0 | 0 | 0 | 0 | 4 |
| 16 | 0 | 0 | 1 | 1 | 1 | 2 |
| 17 | 0 | 1 | 0 | 0 | 0 | 4 |
| 18 | 0 | 1 | 1 | 0 | 0 | 3 |
| 19 | 1 | 1 | 1 | 0 | 1 | 1 |
| 20 | 1 | 0 | 0 | 1 | 1 | 2 |
| 21 | 0 | 1 | 0 | 0 | 1 | 3 |
| 22 | 0 | 0 | 0 | 0 | 0 | 5 |
| 23 | 0 | 0 | 0 | 1 | 0 | 4 |
| 24 | 0 | 1 | 0 | 1 | 1 | 2 |
| 25 | 0 | 0 | 0 | 1 | 0 | 4 |
| # of Heads (x) | Frequency | Probability P(x) |
| 0 | 0 | 0 |
| 1 | 2 | 0.08 |
| 2 | 10 | 0.4 |
| 3 | 5 | 0.2 |
| 4 | 7 | 0.28 |
| 5 | 1 | 0.04 |
Mean = ∑x * P(x) = 2.8
Variance = ∑(x^2) P(x) - Mean^2 = 1.12
For the theoretical binomial distribution, mean = np = 5 * (1/2) = 2.5 and variance = np(1 - p) = 5 * (1/2) * (1/2) = 1.25