ST361: Ch2.1 Numerical Summary Measures of Center for Data --------------------------------------------------------------------------------------------------------Topics: Measures of Center: mean, median (Note: Here we will cover the summary measure for DATA only. We will cover the measures for DISTRIBUTIONS in the 4th and 5th weeks after we introduce the concept of probability distribution.) --------------------------------------------------------------------------------------------------------Measures of Center for Data: (1) Mean Mean x of n observations x1 , x 2 ,..., x n is x Ex. Sue wanted to study the systolic blood pressure (BP), x, of the NCSU freshmen; 7 freshmen were randomly selected and their BP values are 121, 110, 114, 100, 103, 130, 130 (Note: x i 808 ) The sample mean of BP is 1 (2) Median Median is the middle value of the data such that there are same numbers of data points above it and below it. To get the Median ~ x of the n observations in the sample: (1) Sort the data, from the smallest to the largest (2) If n is odd, then ~ x = the middle value, i.e., n 1 ~ x = the th data point 2 If n is even, then ~ x = the average of the middle two values, i.e., 1 n n ~ x = [ the th data point + the 1 th data point ] 2 2 2 Ex. In the BP example, there are 7 observations: 121, 110, 114, 100, 103, 130, 130. The sample median is: Ex. In BP example, there is one more data point 105. Then the sample median becomes: 2 Comment (1) : Mean vs. Median 1. Mean is sensitive to outliers (extreme values), while median is less affected by outliers. 2. Mean is the __________ _ point of the data. A balance point is the point such that = Ex. Two data points Ex. Three data points Ex. A sample consists of 5 data points 1, 2, 3, 10, 14. The mean x = Data point x Total distance to x = Data point x Total distance to x = Median is the ___________ point of a the distribution That is, 3 3. The relationship between mean and median depends on the ________ of the distribution a. For symmetric distribution, mean ___ median b. For positively-skewed distribution, mean ____ median c. For negatively-skewed distribution, mean ____ median In other word, from the relationship between mean and median, we can guess the shape of the distribution 4 Comment (2) : Change of Unit Mean and median share the same unit as the measuring scale. The values changes with the measuring unit. When unit of measure changes from x to a x b , then The new mean = The new median = Ex. Temperatures read in Fahrenheit, and the mean temperature is 82oF and median is 70oF. What are the mean ( xC ) and median ( xC ) if we switch to Centigrade? Note that C F 32 5 . 9 5