Open Hurricane data.
SETUP: Is it reasonable to assume that hurricanes with higher categories will cause more death? Given the data, your job is to check if this assertion is indeed reasonable or not. HINT: Read Lecture 24.
19. What would be the correct Null-Hypothesis?
20. The P-value is 0.159869718. What can be statistically concluded?
21. Write a one-line additional comment.
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Year Name MinPressure_before Gender_MF Category alldeaths 1950 Easy 958 1 3 2 1950 King 955 0 3 4 1952 Able 985 0 1 3 1953 Barbara 987 1 1 1 1953 Florence 985 1 1 0 1954 Carol 960 1 3 60 1954 Edna 954 1 3 20 1954 Hazel 938 1 4 20 1955 Connie 962 1 3 0 1955 Diane 987 1 1 200 1955 Ione 960 0 3 7 1956 Flossy 975 1 2 15 1958 Helene 946 1 3 1 1959 Debra 984 1 1 0 1959 Gracie 950 1 3 22 1960 Donna 930 1 4 50 1960 Ethel 981 1 1 0 1961 Carla 931 1 4 46 1963 Cindy 996 1 1 3 1964 Cleo 968 1 2 3 1964 Dora 966 1 2 5 1964 Hilda 950 1 3 37 1964 Isbell 974 1 2 3 1965 Betsy 948 1 3 75 1966 Alma 982 1 2 6 1966 Inez 983 1 1 3 1967 Beulah 950 1 3 15 1968 Gladys 977 1 2 3 1969 Camille 909 1 5 256 1970 Celia 945 1 3 22 1971 Edith 978 1 2 0 1971 Fern 979 1 1 2 1971 Ginger 995 1 1 0 1972 Agnes 980 1 1 117 1974 Carmen 952 1 3 1 1975 Eloise 955 1 3 21 1976 Belle 980 1 1 5 1977 Babe 995 1 1 0 1979 Bob 986 0 1 1 1979 David 970 0 2 15 1979 Frederic 946 0 3 5 1980 Allen 945 0 3 2 1983 Alicia 962 1 3 21 1984 Diana 949 1 2 3 1985 Bob 1002 0 1 0 1985 Danny 987 0 1 1 1985 Elena 959 1 3 4 1985 Gloria 942 1 3 8 1985 Juan 971 0 1 12 1985 Kate 967 1 2 5 1986 Bonnie 990 1 1 3 1986 Charley 990 0 1 5 1987 Floyd 993 0 1 0 1988 Florence 984 1 1 1 1989 Chantal 986 1 1 13 1989 Hugo 934 0 4 21 1989 Jerry 983 0 1 3 1991 Bob 962 0 2 15 1992 Andrew 922 0 5 62 1993 Emily 960 1 3 3 1995 Erin 973 1 2 6 1995 Opal 942 1 3 9 1996 Bertha 974 1 2 8 1996 Fran 954 1 3 26 1997 Danny 984 0 1 10 1998 Bonnie 964 1 2 3 1998 Earl 987 0 1 3 1998 Georges 964 0 2 1 1999 Bret 951 0 3 0 1999 Floyd 956 0 2 56 1999 Irene 987 1 1 8 2002 Lili 963 1 1 2 2003 Claudette 979 1 1 3 2003 Isabel 957 1 2 51 2004 Alex 972 0 1 1 2004 Charley 941 0 4 10 2004 Frances 960 1 2 7 2004 Gaston 985 0 1 8 2004 Ivan 946 0 3 25 2004 Jeanne 950 1 3 5 2005 Cindy 991 1 1 1 2005 Dennis 946 0 3 15 2005 Ophelia 982 1 1 1 2005 Rita 937 1 3 62 2005 Wilma 950 1 3 5 2005 Katrina 902 1 3 1833 2007 Humberto 985 0 1 1 2008 Dolly 963 1 1 1 2008 Gustav 951 0 2 52 2008 Ike 935 0 2 84 2011 Irene 952 1 1 41 2012 Isaac 965 0 1 5 2012 Sandy 945 1 2 159
ANSWER:
Given that,
19)
option B is correct. ( The population averages are equal.)
The null-hypothesis always contains the equality sign and is
used to check whether population means are equal
20)
option C is correct ( we fail to reject the null hypothesis )
We reject the null hypothesis when the p-value > (level of significance) . Since no level of significance is given, we take
= 0.05 and since 0.159869718 > 0.05, we can conclude that we do not have sufficient evidence to reject the null hypothesis.
21)
option A is correct.
Since we cannot reject the null hypothesis we can conclude that the population averages are equal or in other words we cannot conclude that hurricanes with higher categories cause more deaths.
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