In: Statistics and Probability
1. It has been suggested that global warming may increase the frequency of hurricanes. The table given below shows the number of major Atlantic hurricanes recorded annually before and after 1990.
before 1995 | after 1995 | |||
year | # of storms | year | # of storms | |
1976 | 2 | 1996 | 6 | |
1977 | 1 | 1997 | 1 | |
1978 | 2 | 1998 | 3 | |
1979 | 2 | 1999 | 5 | |
1980 | 2 | 2000 | 3 | |
1981 | 3 | 2001 | 4 | |
1982 | 1 | 2002 | 2 | |
1983 | 1 | 2003 | 3 | |
1984 | 1 | 2004 | 6 | |
1985 | 3 | 2005 | 7 | |
1986 | 0 | 2006 | 2 | |
1987 | 1 | 2007 | 2 | |
1988 | 3 | 2008 | 5 | |
1989 | 2 | 2009 | 2 | |
1990 | 1 | 2010 | 5 | |
1991 | 2 | 2011 | 4 | |
1992 | 1 | 2012 | 2 | |
1993 | 1 | 2013 | 0 | |
1994 | 0 | 2014 | 2 | |
1995 | 5 | 2015 | 2 | |
Does this data is sufficient enough to claim that the number of annual hurricanes increased since 1995? Do the test at 8% significance level. To do the test, answer the following: a. Write down the null and alternative hypotheses. b. Get the excel output and answer the following: i. Fill the cell with the p-value of the test with green color ii. Fill the cell with the test statistic of the test with yellow color
Storm before 1995 | After 1995 | |
Mean | 1.7 | 3.3 |
Variance | 1.378947368 | 3.484211 |
Observations | 20 | 20 |
Two variance test: To test that there is a significant difference between variances
H0: Both variances are equal
Ha: Both variances are not equal
Significance value= 0.08
df1= n1-1=19
df2=n2-1=19
The test statistic:
P-value= 0.02498
Excel Output:Using Data analysis Addin: Select F test for equality for variances:
F-Test Two-Sample for Variances | ||
Storm before 1995 | After 1995 | |
Mean | 1.7 | 3.3 |
Variance | 1.378947368 | 3.484210526 |
Observations | 20 | 20 |
df | 19 | 19 |
F | 0.395770393 | |
P(F<=f) one-tail | 0.024987387 | |
F Critical one-tail | 0.517385156 |
The test statistic is significant and there is a significant difference between variances.
Two sample t-test:
H0: Both the means are equal
Ha: Less hurricanes before 1995
Using excel: Using Data analysis Addin: Select Two sample t-test for unequal variances:
t-Test: Two-Sample Assuming Unequal Variances | ||
before 1995 | After 1995 | |
Mean | 1.7 | 3.3 |
Variance | 1.378947368 | 3.484210526 |
Observations | 20 | 20 |
Hypothesized Mean Difference | 0 | |
df | 32 | |
t Stat | -3.244709313 | |
P(T<=t) one-tail | 0.001376727 | |
t Critical one-tail | 1.693888703 | |
P(T<=t) two-tail | 0.002753454 | |
t Critical two-tail | 2.036933334 |
P-value of one tail: 0.001376
The test statistic is significant and rejects H0. There is enough evidence to support the claim that the Hurricanes increased after 1995.