Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5...

18
Normal distribution

Transcript of Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5...

Page 1: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Normal distribution

Page 2: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Histogram for Female Ability to Match Stick Angle

0

1

2

3

4

5

6

7

8

1 3 5 7 9

11

13

15

17

19

Classes of number of sticks correctly matched

Fre

qu

en

cy

An example from class

Page 3: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

HEIGHTS OF MOTHERS

CLASS LIMITS(in.) FREQUENCY52-53 0.553-54 1.554-55 155-56 256-57 6.557-58 1858-59 34.559-60 79.560-61 135.561-62 16362-63 18363-64 16364-65 114.565-66 78.566-67 4167-68 1668-69 7.569-70 4.570-71 2TOTAL 1052

Example Of a Normal Variable

Histogram Of Heights Of Mothers (in.)

0

50

100

150

200

Height

Fre

qu

ency

Page 4: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Normal distribution

40 50 60 70 80 90 100

0.00

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0.08

Grades

Den

sity

Bell-shaped curve

Mean = 70 SD = 5

Mean = 70 SD = 10

Page 5: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Characteristics of normal distribution

• Symmetric, bell-shaped curve.• Shape of curve depends on population mean ()

and standard deviation ().• Center of distribution is mean () and mode and

median.• Spread is determined by standard deviation().• Most values fall around the mean, but some values

are smaller and some are larger.

Page 6: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Examples of normalrandom variables

• testosterone level of male students• head circumference of adult females• length of middle finger of Stat/Soc students• Height• Weight• IQ scores• Body temperature• Repeated measurement of same quantity

Page 7: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Probability between 65 and 70?

55 60 65 70 75 80 85

0.00

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0.08

Grades

Den

sity

P(65 < X < 70)

Page 8: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Probability above 75?

55 60 65 70 75 80 85

0.00

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0.08

Grades

Den

sity

Probability student scores higher than 75?

P(X > 75)

Page 9: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Probability below 65?

55 65 75 85

0.00

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0.08

Grades

Den

sity

P(X < 65)

Page 10: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Normal Percents

Page 11: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

The 68-95-99.7 Rule

Page 12: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Example: Young Women’s Height

• The heights of young women are approximately normal with mean = 64.5 inches and std.dev. = 2.5 inches.

Page 13: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Example: Young Women’s Height

• % of young women between 62 and 67?• % of young women lower than 62 or taller than 67?• % between 59.5 and 62?• % taller than 68.25?

Page 14: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Example: Young Women’s Height

• The heights of young women are approximately normal with mean = 64.5 inches and std.dev. = 2.5 inches.

Page 15: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Example: Young Women’s Height

• The heights of young women are approximately normal with mean = 64.5 inches and std.dev. = 2.5 inches.

Page 16: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Example: Young Women’s Height

• % of young women between 62 and 67?• % of young women lower than 62 or taller than 67?• % between 59.5 and 62?• % taller than 68.25?

Page 17: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

Working With the General NormalEXAMPLE: IQ Scores

|100

s.d. = 16

IQ Scores have a normal distribution with a mean of 100 and a standard deviation of 16. What is the 99% percentile of IQ Scores?

Page 18: Normal distribution. An example from class HEIGHTS OF MOTHERS CLASS LIMITS(in.)FREQUENCY 52-530.5 53-541.5 54-551 55-562 56-576.5 57-5818 58-5934.5 59-6079.5.

The Standard Normal Table: Table A

• Table A is a table of areas under the standard normal density curve. The table entry for each value z is the area under the curve to the left of z.