Survey
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Statistics: Range, Standard Deviation Contemporary Math Josh Engwer TTU 03 August 2015 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 1 / 23 Summarizing Data by Measuring its Dispersion One way to summarize data is to visualize the data using: Bar Graphs Histrograms Stem-and-Leaf Displays One way to numerically summarize data is to measure its central tendency: Mean Median Mode A 2nd way to numerically summarize data is to measure its dispersion: Range Standard Deviation Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 2 / 23 Range & Standard Deviation of a Data Set (Definition) Definition (Range of a Data Set) Given a data set with n data values. Then the range is the difference between the largest and smallest values. Definition (Standard Deviation of a Data Set) Given a data set with n data values. Then the standard deviation measures ”how spread out” the data is: s P 2 (x − x) s= n−1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 3 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 4 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 5 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 6 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x (b) x = n Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 7 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x 3 + 15 + 8 + 11 + 15 52 (b) x = = = = 10.4 n 5 5 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 8 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x 3 + 15 + 8 + 11 + 15 52 (b) x = = = = 10.4 n 5 5 s P 2 (x − x) (c) s = n−1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 9 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x 3 + 15 + 8 + 11 + 15 52 = = = 10.4 (b) x = n 5 5 s P 2 (x − x) (c) s = n−1 r (3 − 10.4)2 + (15 − 10.4)2 + (8 − 10.4)2 + (11 − 10.4)2 + (15 − 10.4)2 = 5−1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 10 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x 3 + 15 + 8 + 11 + 15 52 (b) x = = = = 10.4 n 5 5 s P 2 (x − x) (c) s = n−1 r (3 − 10.4)2 + (15 − 10.4)2 + (8 − 10.4)2 + (11 − 10.4)2 + (15 − 10.4)2 = 5−1 r 103.2 = 4 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 11 / 23 Range & Standard Deviation of a Data Set (Example) WEX 14-3-1: Given the following data set: 3, 15, 8, 11, 15 (a) Compute the range of the data set. (b) Compute the mean of the data set. (c) Compute the standard deviation of the data set. (a) Range = (Largest Data Value) − (Smallest Data Value) = 15 − 3 = 12 P x 3 + 15 + 8 + 11 + 15 52 (b) x = = = = 10.4 n 5 5 s P 2 (x − x) (c) s = n−1 r (3 − 10.4)2 + (15 − 10.4)2 + (8 − 10.4)2 + (11 − 10.4)2 + (15 − 10.4)2 = 5−1 r 103.2 = ≈ 5.0794 4 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 12 / 23 Range & Standard Deviation of a Freq. Dist. (Def’n) Definition (Range of a Frequency Distribution) The range is the difference between the largest and smallest values. Definition (Standard Deviation of a Frequency Distribution) The standard deviation measures ”how spread out” the data is: v h i uP 2 u (x − x) · f t P s= ( f) − 1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 13 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 14 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 15 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 16 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (b) x = P f Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 17 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (6)(23) + (9)(12) + (20)(31) (b) x = P = f 23 + 12 + 31 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 18 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (6)(23) + (9)(12) + (20)(31) 866 (b) x = P = = ≈ 13.1212 f 23 + 12 + 31 66 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 19 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Compute the range of the frequency distribution. (b) Compute the mean of the frequency distribution. (c) Compute the standard deviation of the frequency distribution. (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (6)(23) + (9)(12) + (20)(31) 866 (b) x = P = = ≈ 13.1212 f 23 + 12 + 31 66 v h i uP 2 u (x − x) · f t P (c) s = ( f) − 1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 20 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (6)(23) + (9)(12) + (20)(31) 866 = = ≈ 13.1212 (b) x = P f 23 + 12 + 31 66 v h i uP 2 u (x − x) · f t P (c) s = ( f) − 1 r 23(6 − 13.1212)2 + 12(9 − 13.1212)2 + 31(20 − 13.1212)2 = 66 − 1 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 21 / 23 Range & Standard Dev. of a Freq. Dist. (Example) WEX 14-3-2: Given the following frequency distribution: DATA VALUE (x) 6 9 20 FREQUENCY (f ) 23 12 31 (a) Range = (Largest Data Value) − (Smallest Data Value) = 20 − 6 = 14 P (x · f ) (6)(23) + (9)(12) + (20)(31) 866 (b) x = P = = ≈ 13.1212 f 23 + 12 + 31 66 v h i uP 2 u x) · f (x − t P (c) s = ( f) − 1 r 23(6 − 13.1212)2 + 12(9 − 13.1212)2 + 31(20 − 13.1212)2 = 66 − 1 r 2837.03 = = 6.607 65 Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 22 / 23 Fin Fin. Josh Engwer (TTU) Statistics: Range, Standard Deviation 03 August 2015 23 / 23