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Prepared by: Nurazrin Jupri differences will be large differences will be small MATH0102|Nurazrin Jupri Two groups of three students Group 1 4 7 10 Group 2 7 7 7 Mean mark Group 1 Group 2 4 + 7 + 10 = 21/3 = 7 7 + 7 + 7 = 21/3 = 7 Same mean mark, but Group 1’s marks are widely spread, Group 2’s are all the same The following diagram reinforces this point MATH0102|Nurazrin Jupri MATH0102|Nurazrin Jupri A measure of the average amount by which the values in a distribution (x) differ from the arithmetic mean Average of the absolute deviations from the arithmetic mean (ignoring the sign) MATH0102|Nurazrin Jupri grouped Vertical bars = all differences are taken as positive MATH0102|Nurazrin Jupri ungroupe d X1 = 2, X2 = 4, X3 = 3 MD = X1 X X2 X X3 X n MD = = 2 3 4 3 3 3 =⅔ 1 1 0 3 3 MATH0102|Nurazrin Jupri Mean Deviation of grouped data MATH0102|Nurazrin Jupri X MATH0102|Nurazrin Jupri MATH0102|Nurazrin Jupri If we square all the deviations from the arithmetic mean, then we no longer need to bother with dropping the signs since all the values will be positive. Variance is the average of the squared deviations from the arithmetic mean MATH0102|Nurazrin Jupri Variance = X n i 1 i X 2 n 1. 2. 3. To calculate the variance Calculate the mean value X Subtract the mean from each value in turn, that is, find X i X Square each answer to get X X 2 MATH0102|Nurazrin Jupri i 4. Add up all these squared values to get X n i 1 i X 2 5. Divide the result by n to get X n i 1 1 X 2 n 6. You now have the average of the squared deviations from the mean (in square units) MATH0102|Nurazrin Jupri This is simply the square root of the variance An advantage is that we avoid the square units of the variance Larger SD, larger the average dispersion of data from the mean Smaller SD, smaller the average dispersion of data from the mean MATH0102|Nurazrin Jupri xi x1 - x (x1 – x)2 4 7 10 Total 4–7=-3 7–7= 0 10 – 7 = 3 (-32) = 9 02 = 0 32 = 9 18 MATH0102|Nurazrin Jupri X Variance = n i 1 i X n 2 18 square units 6 3 Standard deviation is square root of 6 = 2.449 units MATH0102|Nurazrin Jupri xi xi - x 7 7 7 Total 7–7=0 7–7=0 7–7=0 MATH0102|Nurazrin Jupri (xi – x)2 02 = 0 02 = 0 02 = 0 0 X n Variance = i 1 i X n 2 0 0 square units 3 Standard deviation is square root of 0 = 0 i.e. there is no spread of values MATH0102|Nurazrin Jupri j S 2 F X i i 1 j F i 1 i Fi X i i 1 j Fi i 1 j 2 i 2 where Fi = Frequency of ith class interval Xi = mid point of ith class interval j = number of class intervals MATH0102|Nurazrin Jupri LCB UCB F X FX FX^2 5.5 10.5 8 8 64 512 10.5 15.5 4 13 52 676 15.5 20.5 6 18 108 1944 224 3132 18 MATH0102|Nurazrin Jupri 3132 224 S 18 18 2 2 S2 = 174 – 12.442 S2 = 174 – 154.86 S2 = 19.14 S = √ 19.14 = 4.375 MATH0102|Nurazrin Jupri