Stat 101L: Lecture 8 Normal Models

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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.
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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
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