In: Statistics and Probability
QUESTION
The table below shows data collected over a two-hundred-year time span in a woodland area. Each year, the number of new invasive species that appeared for the very first time in that woodland was recorded. Do new invasive species appear in random years, or non-random years? If they appear randomly, the data should follow a Poisson distribution.
Number of new invasive species arriving in a year (these are the categories) |
Number of years (number of observed years, out of 200, in which that number of new invasive spp. occurred) |
0 |
109 |
1 |
65 |
2 |
22 |
3 |
3 |
4 |
1 |
>4 |
0 |
Total: 200 yrs |
a)
X | observed (O) | X*O |
0 | 109 | 0 |
1 | 65 | 65 |
2 | 22 | 44 |
3 | 3 | 9 |
4 | 1 | 4 |
total observation = ΣO =200
expected frequency = ΣX*O/n = 122/200=0.61
µ = 122/200 = 0.61
b)
expected proportion = e-µ * µ^x / x!
expected frequency = expected proportion * total
observation
X | observed (O) | X*O | expected proportion = e-µ * µ^x / x! | expected frequency ( E ) | (O-E)²/E |
0 | 109 | 0 | 0.543 | 108.670 | 0.001 |
1 | 65 | 65 | 0.331 | 66.289 | 0.025 |
2 | 22 | 44 | 0.101 | 20.218 | 0.157 |
3 | 3 | 9 | 0.021 | 4.111 | 0.300 |
4 | 1 | 4 | 0.003 | 0.627 | 0.222 |
chi square test statistic,X² = Σ(O-E)²/E =
0.71
level of significance, α= 0.05
Degree of freedom=k-2 = 5 -
2 = 3
P value = 0.8719 [ excel function:
=chisq.dist.rt(test-stat,df) ]
Decision: P value >α , Do not reject Ho
Hence not good fit for Poission
distribution.
Please revert back in case of any doubt.
Please upvote. Thanks in advance.