Minitab • How to open a data file? • How is the data stored? • Generate Histogram Numerical Measures • Center (where is middle?) • Variation (how much does it vary?) Measures of Center n • (Sample) Mean x x1 x2 ... xn x n n i 1 • (Sample) Median – the number in the middle i Example • Birth weight of five babies born in a hospital: 9.2, 6.4, 10.5, 8.1, 7.8 • Mean birth weight = (9.2+6.4+10.5+8.1+7.8)/5= 8.4 • Median 6.4 7.8 8.1 9.2 10.5 Another Example • Survival Time: 3 15 46 64 126 623 • Mean survival time = (3+15+46+64+126+623)/6 = 146.2 days • Median – (46+64)/2 = 55 days • Median less affected by extreme observations (outliers) • Median is more sensible measure for extreme asymmetrical data Sample 100p-th Percentile 1. Order the data from the smallest to largest 2. Determine np 3. If np is not an integer, round it up, say k, and find the kth ordered value. 4. If np is an integer, say k, find the average of the kth and the (k+1)th ordered value. Sample Quartiles • First (Lower) Quartile Q1= 25th percentile • Second Quartile (Median) Q2= 50th percentile • Third (Upper) Quartile Q3= 75th percentile Traffic Noise Level in Decibels 52.0 54.4 54.5 55.7 55.8 55.9 55.9 56.2 56.4 56.4 56.7 56.8 57.2 57.6 58.9 59.4 59.4 59.5 59.8 60.0 60.2 60.3 60.5 60.6 60.8 61.0 61.4 61.7 61.8 62.0 62.1 62.6 62.7 63.1 63.6 63.8 64.0 64.6 64.8 64.9 65.7 66.2 66.8 67.0 67.1 67.9 68.2 68.9 69.4 77.1 Measures of Variation Two data set: 12345 23334 Observation x Deviation xx Squared deviation 1 -2 4 2 -1 1 3 0 0 4 1 1 5 2 4 Total = 15 Total = 0 Total = 10 Variance and Standard Deviation • Sample Variance s2 = (sum of squared deviations) /(n-1) n s 2 ( x x) i 1 2 i n 1 • Sample Standard Deviation s = Square Root of Variance • Sample Variance s2 = 10/(5-1)=2.5 • Sample Standard Deviation s 2.5 1.58 68-95-99.7 rule If the distribution is bell sharp, then approximately – 68% of the data lie with xs – 95% of the data lie with x 2s – 99.7% of the data lie with x 3s Boxplot • Five Number Summary – – – – – Minimum Q1 Median Q3 Maximum • Inter-Quartile Range: Q3-Q1