Question

In: Statistics and Probability

97, 147, 115, 135, 105, 78, 68, 100, 102, 117, 146, 77, 127, 87, 137, 109,...

97, 147, 115, 135, 105, 78, 68, 100, 102, 117, 146, 77, 127, 87, 137, 109, 56, 91, 95, 150, 94, 100, 112, 114, 128, 112, 99, 107, 56, 121, 113, 150, 89, 119, 123, 134

Answer the following questions:

1) Calculate the following statistics for the data (original data):

a) the mean

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b) the median

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c) the standard deviation

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2) Rescale the original data using the transformation Y=X/14. For the transformed data in Y, calculate the following statistics:

a) the mean

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b) the median

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c) the standard deviation

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3) Use your answers in 1) and 2), which of the three statistics you calculated satisfies that “the statistic of the transformed data is the same as the transformed statistic of the original data”: [Hint: the transformed mean of the original data is the mean of the original data/14]


a) None of them
b) Only the mean
c) Only the median
d) Only the standard deviation
e) Only the mean and median
f) Only the mean and standard deviation
g) Only the median and standard deviation
h) All of them

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4) Shift the original data using the transformation U=X+14. For the transformed data U, calculate the following statistics:

a) the mean

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b) the median

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c) the standard deviation

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5) Use your answers in 1) and 4), which of the three statistics you calculated satisfies that “the statistic of the transformed data is the same as the transformed statistic of the original data”: [Hint: the transformed mean of the original data is the mean of the original data + 14]


a) None of them
b) Only the mean
c) Only the median
d) Only the standard deviation
e) Only the mean and median
f) Only the mean and standard deviation
g) Only the median and standard deviation
h) All of them

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6) Transform the original data using the transformation V = √X. For the transformed data V, calculate the following statistics:

a) the mean

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b) the median

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c) the standard deviation

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7) Use your answers in 1) and 6), which of the three statistics you calculated satisfies that “the statistic of the transformed data is the same as the transformed statistic of the original data”: [Hint: the transformed mean of the original data is: log(mean of the original data)] [Use 4 decimals when you compare]


a) None of them
b) Only the mean
c) Only the median
d) Only the standard deviation
e) Only the mean and median
f) Only the mean and standard deviation
g) Only the median and standard deviation
h) All of them

Solutions

Expert Solution

( 1 )

Mean :

Mean=Sum of terms / Number of terms

= 3910 / 36

= 108.6111

  • Mean = 108.6111

Median :

Ordering the data from least to greatest, we get:

56   56   68   77   78   87   89   91   94   95   97   99   100   100   102   105   107   109   112   112   113   114   115   117   119   121   123   127   128   134   135   137   146   147   150   150   

As you can see, we do not have just one middle number but we have a pair of middle numbers, so the median is the average of these two numbers:

Median = ( 109+112) / 2 = 110.5

  • The median of the data set is 110.5.

Standard deviation :

Create the following table.

data data-mean (data - mean)2
97 -11.6111 134.81764321
147 38.3889 1473.70764321
115 6.3889 40.81804321
135 26.3889 696.37404321
105 -3.6111 13.04004321
78 -30.6111 937.03944321
68 -40.6111 1649.26144321
100 -8.6111 74.15104321
102 -6.6111 43.70664321
117 8.3889 70.37364321
146 37.3889 1397.92984321
77 -31.6111 999.26164321
127 18.3889 338.15164321
87 -21.6111 467.03964321
137 28.3889 805.92964321
109 0.38890000000001 0.15124321000001
56 -52.6111 2767.92784321
91 -17.6111 310.15084321
95 -13.6111 185.26204321
150 41.3889 1713.04104321
94 -14.6111 213.48424321
100 -8.6111 74.15104321
112 3.3889 11.48464321
114 5.3889 29.04024321
128 19.3889 375.92944321
112 3.3889 11.48464321
99 -9.6111 92.37324321
107 -1.6111 2.59564321
56 -52.6111 2767.92784321
121 12.3889 153.48484321
113 4.3889 19.26244321
150 41.3889 1713.04104321
89 -19.6111 384.59524321
119 10.3889 107.92924321
123 14.3889 207.04044321
134 25.3889 644.59624321

Find the sum of numbers in the last column to get.

∑(xi−X bar)2 = 20926.5556

  • Standard deviation = 24.452

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