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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 1 of 19 Chapter 3 Section 3 Measures of Central Tendency and Dispersion from Grouped Data
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 2 of 19 Chapter 3 – Section 3 ●Learning objectives The mean from grouped data The weighted mean The variance and standard deviation for grouped data 1 2 3
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 3 of 19 Chapter 3 – Section 3 ●Data may come in groups rather than individually ●The values may have been summarized in frequency distributions Ranges of ages (20 – 29, 30 – 39,...) Ranges of incomes ($10,000 – $19,999, $20,000 – $39,999, $40,000 – $79,999,...) ●The exact values for the mean, variance, and standard deviation cannot be calculated
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 4 of 19 Chapter 3 – Section 3 ●Learning objectives The mean from grouped data The weighted mean The variance and standard deviation for grouped data 1 2 3
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 5 of 19 Chapter 3 – Section 3 ●To compute the mean for grouped data Assume that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the mean The number of times the class midpoint value is used is equal to the frequency of the class ●To compute the mean for grouped data Assume that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the mean The number of times the class midpoint value is used is equal to the frequency of the class ●If 6 values are in the interval [ 8, 10 ], then we proceed as if all 6 values are equal to 9 (the midpoint of [ 8, 10 ]
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 6 of 19 Chapter 3 – Section 3 ●As an example, for the following frequency table, we calculate the mean as if The value 1 occurred 3 times The value 3 occurred 7 times The value 5 occurred 6 times The value 7 occurred 1 time Class0 – 1.92 – 3.94 – 5.96 – 7.9 Midpoint1357 Frequency3761
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 7 of 19 Chapter 3 – Section 3 ●The calculation for the mean would be or Class0 – 1.92 – 3.94 – 5.96 – 7.9 Midpoint1357 Frequency3761
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 8 of 19 Chapter 3 – Section 3 ●Evaluating this formula ●The mean is about 3.6 ●In mathematical notation ●This would be μ for the population mean and for the sample mean
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 9 of 19 Chapter 3 – Section 3 ●Learning objectives The mean from grouped data The weighted mean The variance and standard deviation for grouped data 1 2 3
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 10 of 19 Chapter 3 – Section 3 ●Sometimes not all data values are equally important ●To compute a grade point average (GPA), a grade in a 4 credit class is worth more than a grade in a 1 credit class ●Sometimes not all data values are equally important ●To compute a grade point average (GPA), a grade in a 4 credit class is worth more than a grade in a 1 credit class ●The weights w i quantify the relative importance of the different values ●Higher weights correspond to more important values
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 11 of 19 Chapter 3 – Section 3 ●As an example, the following grades would yield a GPA (on a 4 point scale) of CourseCreditsGrade Statistics3A French Literature3B Biochemistry5B Badminton1D
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 12 of 19 Chapter 3 – Section 3 ●In mathematical notation, if w i is the weight corresponding to the data value x i, then the weighted mean is ●This formula looks similar to one for the mean for grouped data, and the concepts are similar
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 13 of 19 Chapter 3 – Section 3 ●Learning objectives The mean from grouped data The weighted mean The variance and standard deviation for grouped data 1 2 3
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 14 of 19 Chapter 3 – Section 3 ●To compute the variance for grouped data Assume again that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the variance The number of times the class midpoint value is used is equal to the frequency of the class ●To compute the variance for grouped data Assume again that, within each class, the mean of the data is equal to the class midpoint Use the class midpoint in the formula for the variance The number of times the class midpoint value is used is equal to the frequency of the class ●If 6 values are in the interval [ 8, 10 ], then we assume that all 6 values are equal to 9 (the midpoint of [ 8, 10 ] ●The same approach as for the mean
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 15 of 19 Chapter 3 – Section 3 ●As an example, for the following frequency table, we calculate the variance as if The value 1 occurred 3 times The value 3 occurred 7 times The value 5 occurred 6 times The value 7 occurred 1 time Class0 – 1.92 – 3.94 – 5.96 – 7.9 Midpoint1357 Frequency3761
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 16 of 19 Chapter 3 – Section 3 ●From our previous example, the mean is 3.6 ●Just as for the mean, the calculation for the variance would then be Class0 – 1.92 – 3.94 – 5.96 – 7.9 Midpoint1357 Frequency3761
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 17 of 19 Chapter 3 – Section 3 ●Evaluating this formula ●The variance is about 2.7 ●The standard deviation would be about
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 18 of 19 Chapter 3 – Section 3 ●In mathematical notation ●The population variance would be ●The sample variance would be ●The standard deviations would be the corresponding square roots
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Sullivan – Fundamentals of Statistics – 2 nd Edition – Chapter 3 Section 3 – Slide 19 of 19 Summary: Chapter 3 – Section 3 ●The mean for grouped data Use the class midpoints Obtain an approximation for the mean ●The variance and standard deviation for grouped data Use the class midpoints Obtain an approximation for the variance and standard deviation
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