In: Statistics and Probability
The data below is suspected to be part of a normal distribution - unknown mean and variance. perform goodness of fit test to confirm if the data really comes from a normal distribution.
a) Estimate the normal distribution:
b) Partition the range of the data into 4 mutually exclusive intervals.
c) Calculate the relative frequency of each interval you selected using the observed data.
d)
Calculate the theoretical probabilities of the intervals you selected assuming the data came from a
normal distribution, that is, what are the probabilities of the intervals using the normal distribution.
What are the probabilities of the intervals?
e)
Using the goodness of fit test, calculate the p-value of the null hypothesis that the data did come from
a normal distribution.
- sampling distribution of the test statistic
- degrees of freedom
- value of t
data
X |
-41.7993 |
-6.75551 |
-4.57207 |
6.473999 |
8.043334 |
10.03882 |
10.1176 |
10.24299 |
10.92813 |
12.26577 |
14.31572 |
14.55558 |
14.66927 |
16.04167 |
16.18602 |
16.7623 |
16.79184 |
17.17429 |
17.23557 |
18.42297 |
18.59053 |
19.03812 |
19.88943 |
19.93733 |
20.15449 |
20.70884 |
20.79775 |
21.62833 |
21.70961 |
21.94015 |
21.97315 |
21.99528 |
22.08135 |
22.08294 |
22.38798 |
22.73674 |
22.75807 |
22.76812 |
22.82578 |
22.83249 |
22.90806 |
22.96188 |
23.23283 |
23.32808 |
23.36745 |
23.45859 |
23.95804 |
24.00811 |
24.06396 |
24.56042 |
24.59346 |
24.7885 |
24.81072 |
24.95474 |
24.98597 |
24.99861 |
25.04665 |
25.07295 |
25.13607 |
25.39688 |
25.41033 |
25.51445 |
25.61327 |
25.627 |
25.65928 |
25.79173 |
25.79198 |
26.12293 |
26.13035 |
26.88713 |
26.88921 |
27.04299 |
27.06587 |
27.75357 |
27.95948 |
28.05283 |
28.09865 |
28.94248 |
28.98953 |
29.15215 |
29.17561 |
29.42956 |
29.59153 |
29.78948 |
29.8014 |
29.94943 |
30.09963 |
30.43334 |
30.44267 |
30.53582 |
30.61413 |
30.95647 |
31.05248 |
31.29321 |
31.47292 |
31.56255 |
31.89942 |
32.53614 |
32.70575 |
33.27085 |
34.32168 |
34.58493 |
36.25383 |
37.16522 |
37.92006 |
37.92295 |
39.30411 |
40.49066 |
46.59491 |
H0: The given data is follows Normal distribution
H1: The given data is not follows Normal distribution
From the given data
Since Chi-square value > Chisquare critical value so we reject H0
Thus we conclude that the given data is not follows Normal distribution