In: Statistics and Probability
Use the Tornadoes Data and your statistical expertise to answer the questions: Is it reasonable to claim that the number of tornadoes in January will affect the number of tornados in August?
1. What test/procedure did you perform?
2. What is the relevant P-Value/margin of error?
3. Statistical Interpretation
4. Conclusion
Jan | Aug |
7 | 13 |
2 | 27 |
12 | 16 |
14 | 24 |
2 | 49 |
3 | 33 |
2 | 42 |
17 | 20 |
11 | 46 |
16 | 38 |
9 | 48 |
1 | 27 |
12 | 51 |
15 | 26 |
14 | 79 |
21 | 61 |
1 | 58 |
39 | 28 |
5 | 66 |
3 | 70 |
9 | 55 |
19 | 50 |
33 | 59 |
33 | 51 |
24 | 107 |
52 | 60 |
12 | 38 |
5 | 82 |
23 | 65 |
16 | 126 |
5 | 73 |
2 | 64 |
18 | 34 |
13 | 76 |
1 | 47 |
2 | 108 |
0 | 67 |
6 | 63 |
17 | 61 |
14 | 36 |
11 | 60 |
29 | 46 |
15 | 115 |
17 | 112 |
13 | 120 |
Given that,
mean(x)=13.222
standard deviation , s.d1=10.954
number(n1)=45
y(mean)=57.711
standard deviation, s.d2 =27.99
number(n2)=45
null, Ho: u1 = u2
alternate, H1: u1 != u2
level of significance, α = 0.05
from standard normal table, two tailed t α/2 =2.015
since our test is two-tailed
reject Ho, if to < -2.015 OR if to > 2.015
we use test statistic (t) = (x-y)/sqrt(s.d1^2/n1)+(s.d2^2/n2)
to =13.222-57.711/sqrt((119.99012/45)+(783.4401/45))
to =-9.9291
| to | =9.9291
critical value
the value of |t α| with min (n1-1, n2-1) i.e 44 d.f is 2.015
we got |to| = 9.92914 & | t α | = 2.015
make decision
hence value of | to | > | t α| and here we reject Ho
p-value: two tailed ( double the one tail ) - Ha : ( p != -9.9291 )
= 0
hence value of p0.05 > 0,here we reject Ho
ANSWERS
---------------
1.
option:B
two sided tailed
null, Ho: u1 = u2
alternate, H1: u1 != u2
test statistic: -9.9291
critical value: -2.015 , 2.015
decision: reject Ho
2.
p-value: 0
3.
option:C
c. Since P-value is very small we are confident that the average
numbers of tornados are different.
4.
a. Yes, I am confident that the above assertion is
reasonable.
we have enough evidence to support the claim that reasonable to
claim that the number of tornadoes in January will affect the
number of tornados in August.