Question

In: Statistics and Probability

(1). Find the variance and standard deviation of the response time data. Treat it as a...

(1). Find the variance and standard deviation of the response time data. Treat it as a sample from a larger population. [0.12,0.3, 0.35,0.37,0.44,0.57,0.61,0.62,0.71,0.8,0.88,1.02,1.08,1.12,1.13,1.17,1.21,1.23,1.35,1.41,1.42,1.42,1.46,1.5,1.52,1.54,1.6,1.61,1.68,1.72,1.86,1.9,1.91,2.07,2.09,2.16,2.17,2.2,2.29,2.32,2.39,2.47,2.6,2.86,3.43,3.43,3.77,3.97,4.54,4.73]

(2). Find the interquartile range and the median absolute deviation for the response time data.

(3). In the response time data, replace the value X40=2.32 by 232.0. Recalculate the standard deviation, the interquartile range and the median absolute deviation and compare with the answers from problems 1 and

Solutions

Expert Solution

1. Mean for the given data is

Create the following table.

data data-mean (data - mean)2
0.12 -1.6224 2.63218176
0.3 -1.4424 2.08051776
0.35 -1.3924 1.93877776
0.37 -1.3724 1.88348176
0.44 -1.3024 1.69624576
0.57 -1.1724 1.37452176
0.61 -1.1324 1.28232976
0.62 -1.1224 1.25978176
0.71 -1.0324 1.06584976
0.8 -0.9424 0.88811776
0.88 -0.8624 0.74373376
1.02 -0.7224 0.52186176
1.08 -0.6624 0.43877376
1.12 -0.6224 0.38738176
1.13 -0.6124 0.37503376
1.17 -0.5724 0.32764176
1.21 -0.5324 0.28344976
1.23 -0.5124 0.26255376
1.35 -0.3924 0.15397776
1.41 -0.3324 0.11048976
1.42 -0.3224 0.10394176
1.42 -0.3224 0.10394176
1.46 -0.2824 0.07974976
1.5 -0.2424 0.05875776
1.52 -0.2224 0.04946176
1.54 -0.2024 0.04096576
1.6 -0.1424 0.02027776
1.61 -0.1324 0.01752976
1.68 -0.0624 0.00389376
1.72 -0.0224 0.00050176
1.86 0.1176 0.01382976
1.9 0.1576 0.02483776
1.91 0.1676 0.02808976
2.07 0.3276 0.10732176
2.09 0.3476 0.12082576
2.16 0.4176 0.17438976
2.17 0.4276 0.18284176
2.2 0.4576 0.20939776
2.29 0.5476 0.29986576
2.32 0.5776 0.33362176
2.39 0.6476 0.41938576
2.47 0.7276 0.52940176
2.6 0.8576 0.73547776
2.86 1.1176 1.24902976
3.43 1.6876 2.84799376
3.43 1.6876 2.84799376
3.77 2.0276 4.11116176
3.97 2.2276 4.96220176
4.54 2.7976 7.82656576
4.73 2.9876 8.92575376

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

Calculate variance

b.  The first quartile (or lower quartile or 25th percentile) is the median of the bottom half of the numbers. So, to find the first quartile, we need to place the numbers in value order and find the bottom half.

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.32   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   

So, the bottom half is

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   

The median of these numbers is 1.08.

The median is the middle number in a sorted list of numbers. So, to find the median, we need to place the numbers in value order and find the middle number.

Ordering the data from least to greatest, we get:

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.32   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   

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=

The third quartile (or upper quartile or 75th percentile) is the median of the upper half of the numbers. So, to find the third quartile, we need to place the numbers in value order and find the upper half.

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.32   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   

So, the upper half is

1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.32   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   

The median of these numbers is 2.2.

The interquartile range is the difference between the third and first quartiles.

The third quartile is 2.2.

The first quartile is 1.08.

The interquartile range = 2.2 - 1.08 = 1.12.

Mean Absolute Deviation

c. Replacing the value X40=2.32 by 232.0

Create the following table.

data data-mean (data - mean)2
0.12 -6.216 38.638656
0.3 -6.036 36.433296
0.35 -5.986 35.832196
0.37 -5.966 35.593156
0.44 -5.896 34.762816
0.57 -5.766 33.246756
0.61 -5.726 32.787076
0.62 -5.716 32.672656
0.71 -5.626 31.651876
0.8 -5.536 30.647296
0.88 -5.456 29.767936
1.02 -5.316 28.259856
1.08 -5.256 27.625536
1.12 -5.216 27.206656
1.13 -5.206 27.102436
1.17 -5.166 26.687556
1.21 -5.126 26.275876
1.23 -5.106 26.071236
1.35 -4.986 24.860196
1.41 -4.926 24.265476
1.42 -4.916 24.167056
1.42 -4.916 24.167056
1.46 -4.876 23.775376
1.5 -4.836 23.386896
1.52 -4.816 23.193856
1.54 -4.796 23.001616
1.6 -4.736 22.429696
1.61 -4.726 22.335076
1.68 -4.656 21.678336
1.72 -4.616 21.307456
1.86 -4.476 20.034576
1.9 -4.436 19.678096
1.91 -4.426 19.589476
2.07 -4.266 18.198756
2.09 -4.246 18.028516
2.16 -4.176 17.438976
2.17 -4.166 17.355556
2.2 -4.136 17.106496
2.29 -4.046 16.370116
232 225.664 50924.240896
2.39 -3.946 15.570916
2.47 -3.866 14.945956
2.6 -3.736 13.957696
2.86 -3.476 12.082576
3.43 -2.906 8.444836
3.43 -2.906 8.444836
3.77 -2.566 6.584356
3.97 -2.366 5.597956
4.54 -1.796 3.225616
4.73 -1.606 2.579236

The first quartile (or lower quartile or 25th percentile) is the median of the bottom half of the numbers. So, to find the first quartile, we need to place the numbers in value order and find the bottom half.

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   232   

So, the bottom half is

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   

The median of these numbers is 1.08.

The median is the middle number in a sorted list of numbers. So, to find the median, we need to place the numbers in value order and find the middle number.

Ordering the data from least to greatest, we get:

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   232   

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=

The third quartile (or upper quartile or 75th percentile) is the median of the upper half of the numbers. So, to find the third quartile, we need to place the numbers in value order and find the upper half.

0.12   0.3   0.35   0.37   0.44   0.57   0.61   0.62   0.71   0.8   0.88   1.02   1.08   1.12   1.13   1.17   1.21   1.23   1.35   1.41   1.42   1.42   1.46   1.5   1.52   1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   232   

So, the upper half is

1.54   1.6   1.61   1.68   1.72   1.86   1.9   1.91   2.07   2.09   2.16   2.17   2.2   2.29   2.39   2.47   2.6   2.86   3.43   3.43   3.77   3.97   4.54   4.73   232   

The median of these numbers is 2.2.

The interquartile range is the difference between the third and first quartiles.

The third quartile is 2.2.

The first quartile is 1.08.

The interquartile range = 2.2 - 1.08 = 1.12.

Median absolute deviation is

We can see thqat adding outlier will increase the variation abmong the variables.


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