Stat 101L: Lecture 8 Normal Models Our conceptualization of what the distribution of an entire population of values would look like. Characterized by population parameters: μ and σ. 1 30 Percent 20 10 0 40 45 50 55 60 65 70 75 80 Height 2 Describe the sample Shape is symmetric and mounded in the middle. Centered at 60 inches. Spread between 45 and 75 inches. 30% of the sample is between 60 and 65 inches. 3 1 Stat 101L: Lecture 8 Normal Models Our conceptualization of what the distribution of an entire population of values would look like. Characterized by a bell shaped curve with population parameters – Population mean = μ – Population standard deviation = σ. 4 Sample Data 0.08 0.07 Density 0.06 0.05 0.04 0.03 0.02 0.01 0.00 40 45 50 55 60 65 70 75 80 Height 5 Normal Model 0.08 0.07 Density 0.06 0.05 σ 0.04 0.03 0.02 0.01 0.00 40 45 50 55 μ60 65 70 75 80 Height (inches) 6 2 Stat 101L: Lecture 8 Normal Model 0.08 0.07 0.06 Sample – a few items from the population. Example: 550 children. 0.05 0.04 0.03 0.02 0.01 0.00 40 45 50 55 60 65 70 75 80 Height (inches) 0.08 0.07 0.06 Density Density Population – all items of interest. Example: All children age 5 to 19. Variable: Height 0.05 0.04 0.03 0.02 0.01 0.00 40 45 50 55 60 65 70 75 80 Height 7 Normal Model Height Center: – Population mean, μ = 60 in. Spread: – Population standard deviation, σ = 6 in. 8 68-95-99.7 Rule For Normal Models – 68% of the values fall within 1 standard deviation of the mean. – 95% of the values fall within 2 standard deviations of the mean. – 99.7% of the values fall within 3 standard deviations of the mean. 9 3 Stat 101L: Lecture 8 Normal Model - Height 68% of the values fall between 60 – 6 = 54 and 60 + 6 = 66. 95% of the values fall between 60 – 12 = 48 and 60 + 12 = 72. 99.7% of the values fall between 60 – 18 = 42 and 60 + 18 = 78. 10 From Heights to Percentages What percentage of heights fall above 70 inches? Draw a picture. How far away from the mean is 70 in terms of number of standard deviations? 11 Normal Model 0.08 0.07 Density 0.06 0.05 0.04 Shaded area? 0.03 0.02 0.01 0.00 40 45 50 55 60 65 70 75 80 Height (inches) 12 4