Heritability
How does a person's height relate to the height of their parents? The adult heights (inches) of 898 children from 197 families were collected. In addition, the investigators also gathered the heights of the mother and father from each family. The data are reported in the Heritability.csv dataset (see Data Repository). Using this data, answer the following questions.
Under which of the following situations is simple linear regression NOT suitable?
The response variable is categorical.
The response variable is continuous.
There is a linear relationship between the response and independent variable.
Residuals or error of the regression are normally distributed
Question 2
Calculate the correlation between a person's height and their father's height. Round your answer to three decimal places.
Question 3
Which of the following best describes the nature of the correlation between height and father's height?.
No correlation
Positive
Negative
Non-linear
Question 4
What was the correct Null hypothesis for the hypothesis test of the correlation between a person's height and their father's height?
H0:? = 0
H0:? = -1
H0:? = 1
H0:? ?0
Question 5
What was the correct Alternate hypothesis for the hypothesis test of the correlation between a person's height and their father's height?
HA:? = 0
HA:? = -1
HA:? = 1
HA:? ?0
Question 6
What was thep-value for the correlation between a person's height and their father's height? Round your answer to three decimal places. If thep-value was less than 0.001, round to 0.001.
Question 7
Calculate the lower bound of the 95%CIfor the correlation between a person's height and their father's height. Round your answer to three decimal places.
Question 8
Calculate the upper bound of the 95%CIfor the correlation between a person's height and their father's height. Round your answer to three decimal places.
Question 9
Which of the following statements best describes the correlation between a person's height and their father's height?
There was a statistically significant positive correlation betweena person's height and their father's height.
There was NO statistically significant correlation betweena person's height and their father's height.
The height of a father determines the height of a child.
There was no relationship betweena person's height and their father's height.
Question 10
Perform a simple linear regression using father's height to predict a person's height. What was ther-square value of the regression model? Round your answer to three decimal places.
Question 11
Which of the following statements best defines ther-square value?
Group of answer choices
A total of 7.6% of the variability in a person's height can be explained by a linear relationship with their father's height.
A total of 73.51% of thevariability in a person's height can be explained by a linear relationship with their father's height.
A father's height determines 7.6% of the variability in their child's height.
A total of 7.6% of the variability in a father's height can be explained by a linear relationship with their child's height.
Question 12
What was the value of the intercept for the linear regression predicting a person's height using their father's height? Round answer to three decimal places.
Question 13
What was the value of the slope for the linear regression predicting a person's height using their father's height? Round your answer to three decimal places.
Question 14
Which of the following statements best defines the slope for the linear regression predicting a person's height using their father's height?
For every one unit increase in father's height, a person's height increased by 0.399.
For every one unit increase in father's height, a person's height decreased by 0.399.
The average person's height when a father's height was equal to 0 was 0.399.
The average person's height when a father's height was equal to 0 was 39.11.
Question 15
Which of the following was the correct Null hypothesis for the Hypothesis test of the slope?
H0:? = 0
H0:? ?0
H0:? = 0
H0:? = 0
Question 16
What was thep-value for the hypothesis test of the slope? Round you answer to three decimal places. If thep-value was less than 0.001, round to 0.001.
Question 17
What was the lower bound of the 95%CIof the father's height slope for the linear regression predicting a person's height? Round you answer to three decimal places.
Question 18
What was the upper bound of the 95%CIof the father's height slope for the linear regression predicting a person's height? Round your answer to three decimal places.
Question 19
What was the correct decision for the hypothesis test of the slope?
Reject H0
Fail to Reject H0
Accept H0
Accept HA
Question 20
Which of the following statements best summarises the findings from the linear regression analysis?
There was a statistically significant positive linear relationship between a father's height and a person's height.
There was NO statistically significant linear relationshipbetween a father's height and a person's height.
The height of a father determines the height of their children.
There was no association betweenbetween a father's height and a person's height.
Question 21
Crawling
This study investigated whether babies take longer to learn to crawl in cold months when they are often bundled in clothes that restrict their movement, than in warmer months. The study sought an association between babies' first crawling age and the average temperature (Fahrenheit) during the month they first try to crawl (about 6 months after birth). Parents brought their babies into the University of Denver Infant Study Center between 1988-1991 for the study. The parents reported the birth month and age at which their child was first able to creep or crawl a distance of four feet in one minute. Data were collected on 208 boys and 206 girls (40 pairs of which were twins).The Crawling.csv dataset can be downloaded from the Data Repository. The file contains summary data including the number of infants born during each month, the mean and standard deviation of their crawling ages, and the average monthly temperature six months after the birth month. Using this data, you will determine if there is a linear relationship between temperature and crawling age. Which of the following variables will be considered to be the predictor?
Average temperature
Averagecrawlingage
Month of birth
Season of birth
Question 22
Calculate the correlation between temperature and average crawling age. Round your answer to three decimal places.
Question 23
Describe the correlation between temperature and average crawling age.
No correlation
Positive
Negative
Non-linear
Question 24
What is thep-value for the correlation between temperature and average crawling age? Round your answer to three decimal places. If thep-value is less than 0.001, round to 0.001.
Question 25
Calculate the lower bound of the 95%CIfor the correlation between temperature and average crawling age. Round your answer to three decimal places.
Question 26
Calculate the upper bound of the 95%CIfor the correlation between temperature and average crawling age. Round your answer to three decimal places.
Question 27
Which of the following statements best describes the correlation between temperature and average crawling age?
There was a statistically significant negative correlation betweentemperatureand average crawling age.
There was NO statistically significant correlation betweentemperatureand average crawling age.
Increased temperature causesignificantlyearlier average crawling ages.
There was no relationship between temperature and average crawling age.
Question 28
Perform a simple linear regression using temperature to predict average crawling age. What is ther-square value of the regression model? Round your answer to three decimal places.
Question 29
What is the value of the constant for the linear regression predicting average crawling age using temperature? Round your answer to three decimal places.
Question 30
Which of the following statements best defines theconstantfor the linear regression using temperature to predict average crawling age?
When temperature equals zero, the expected average crawling age will be 35.678.
For every one unit increase in temperature, the average crawling age increases by 35.678.
When temperature equals zero, the expected average crawling age will be 0.078.
For every one unit increase in temperature, theaveragecrawlingage decreases by -0.078.
Question 31
What is the value of the slope for the linear regression predicting average crawling age usingtemperature? Round your answer to three decimal places.
Question 32
Which of the following is the correct Alternate hypothesis for the Hypothesis test of the slope?
HA:? = 0
HA:? ?0
HA:? = 0
HA:? = 0
Question 33
What is the value of the test statistictfor the hypothesis test of the slope? Round your answer to three decimal places.
Question 34
What is thep-value for the hypothesis test of the slope? Round your answer to to three decimal places. Ifp-value is less than 0.001, round to 0.001.
Question 35
What is the lower bound of the 95%CIof the temperature slope for the linear regression predicting average crawling age? Round your answer to three decimal places.
Question 36
What is the upper bound of the 95%CIof the temperature slope for the linear regression predicting average crawling age? Round your answer to three decimal places.
Question 37
What is the correct decision for the hypothesis test of the slope?
Reject H0
Fail to Reject H0
Accept H0
Accept HA
Question 38
Which of the following statements best summarises the findings of the linear regression between temperature and average crawling age?
birth_month avg_crawling_ageSD n temperature January 29.84 7.08 32 66 February 30.52 6.96 36 73 29.7 8.33 23 72 April 31.84 6.21 26 63 May 28.58 8.07 27 52 June 31.44 8.1 29 39 July 33.64 6.91 21 33 August 32.82 7.61 45 30 September 33.83 6.93 38 33 October 33.35 7.29 44 37 November 33.38 7.42 49 48 December 32.32 5.71 44 57 March family father mother sex height nkids 1 78.5 67 M 73.2 4 1 78.5 67 F 69.2 4 1 78.5 67 F 69 4 1 78.5 67 F 69 4 2 75.5 66.5 M 73.5 4 2 75.5 66.5 M 72.5 4 2 75.5 66.5 F 65.5 4 2 75.5 66.5 F 65.5 4 3 75 64 M 71 2 3 75 64 F 68 2 4 75 64 M 70.5 5 4 75 64 M 68.5 5 4 75 64 F 67 5 4 75 64 F 64.5 5 4 5 5 5 5 5 5 6 7 7 7 7 7 7 8 8 8 9 10 11 11 11 11 11 11 11 11 12 14 14 15 15 15 16 16 16 16 16 16 75 75 75 75 75 75 75 74 74 74 74 74 74 74 74 74 74 74.5 74 74 74 74 74 74 74 74 74 74 73 73 73 73 73 73 73 73 73 73 73 64 F 58.5 M 58.5 M 58.5 M 58.5 F 58.5 F 58.5 F 68 F 68 M 68 M 68 M 68 M 68 F 68 F 66.5 F 66.5 F 66.5 F 66 F 65.5 F 62 M 62 M 62 F 62 F 62 F 62 F 62 F 62 F 61 F 67 M 67 M 66.5 M 66.5 M 66.5 F 65 M 65 M 65 M 65 M 65 M 65 F 63 72 69 68 66.5 62.5 62.5 69.5 76.5 74 73 73 70.5 64 70.5 68 66 66 65.5 74 70 68 67 67 66 63.5 63 65 68 67 71 70.5 66.7 72 70.5 70.2 70.2 69.2 68.7 5 6 6 6 6 6 6 1 6 6 6 6 6 6 3 3 3 1 1 8 8 8 8 8 8 8 8 1 2 2 3 3 3 9 9 9 9 9 9 16 16 16 17 17 17 17 17 17 18 18 18 19 20 20 20 20 20 20 20 20 21 21 21 22 22 22 23 23 23 23 23 23 23 24 25 25 26 26 26 26 26 27 27 27 28 28 28 28 28 28 29 29 29 30 31 31 31 73 73 73 73 73 73 73 73 73 73 73 73 73.2 72.7 72.7 72.7 72.7 72.7 72.7 72.7 72.7 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72 72.5 72.5 72.5 72 72.5 72.5 72.5 65 F 65 F 65 F 64.5 M 64.5 M 64.5 M 64.5 M 64.5 F 64.5 F 64 F 64 F 64 F 63 F 69 M 69 M 69 M 69 F 69 F 69 F 69 F 69 F 68 M 68 F 68 F 67 M 67 M 67 F 65 M 65 M 65 M 65 F 65 F 65 F 65 F 65.5 F 64 F 64 F 63 M 63 M 63 M 63 F 63 F 63 M 63 M 63 F 63 M 63 M 63 F 63 F 63 F 63 F 63.5 F 63.5 F 63.5 F 62 F 62 M 62 M 62 M 66.5 64.5 63.5 74 73 71.5 62.5 66.5 62.3 66 64.5 64 62.7 73.2 73 72.7 70 69 68.5 68 66 73 68.5 68 73 71 67 74.2 70.5 69.5 66 65.5 65 65 65.5 66 63 70.5 70.5 69 65 63 69 67 63 73 67 70.5 70 66.5 63 67.5 67.2 66.7 64 71 70 70 9 9 9 6 6 6 6 6 6 3 3 3 1 8 8 8 8 8 8 8 8 3 3 3 3 3 3 7 7 7 7 7 7 7 1 2 2 5 5 5 5 5 3 3 3 6 6 6 6 6 6 3 3 3 1 6 6 6 31 31 31 32 32 32 32 32 33 33 33 33 33 34 35 35 35 35 35 36 36 36 36 37 37 37 37 38 38 38 38 38 38 39 39 40 40 40 40 40 41 42 42 42 42 42 42 43 43 44 44 45 45 45 46 46 46 46 72.5 72.5 72.5 72 72 72 72 72 72 72 72 72 72 72 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71.7 71 71 71 71 71 71 71.5 71.5 71.5 71.5 71 71 71 71 71 71 71 62 F 62 F 62 F 62 M 62 M 62 M 62 F 62 F 62 M 62 M 62 M 62 M 62 F 61 F 69 M 69 M 69 M 69 M 69 F 67 M 67 M 67 M 67 F 66 M 66 F 66 F 66 F 66 M 66 M 66 M 66 F 66 F 66 F 66 M 66 F 66 M 66 M 66 M 66 M 66 F 65.5 M 65.5 M 65.5 M 65.5 M 65.5 M 65.5 F 65.5 F 65.5 M 65.5 F 65 M 65 M 65 M 65 M 65 F 64 F 64 F 64 F 64 F 66 65 65 74 72 69 67.5 63.5 72 71.5 71.5 70 68 65.7 78 74 73 72 67 73.2 73 69 67 70 67 67 66.5 70 69 68.5 66 64.5 63 71 67 76 72 71 66 66 70.5 72 72 71 69 66 65 73 65.2 68.5 67.7 68 68 62 68 68 67.5 66.5 6 6 6 5 5 5 5 5 5 5 5 5 5 1 5 5 5 5 5 4 4 4 4 4 4 4 4 6 6 6 6 6 6 2 2 5 5 5 5 5 1 6 6 6 6 6 6 2 2 2 2 3 3 3 8 8 8 8 46 46 46 46 47 47 47 47 48 48 48 49 49 49 49 49 49 49 51 51 52 52 52 52 52 53 53 53 53 53 53 53 53 53 54 54 54 54 55 55 55 55 55 56 56 56 56 56 57 57 57 57 57 58 58 58 58 58 71 71 71 71 71.7 71.7 71.7 71.7 71 71 71 71.5 71.5 71.5 71.5 71.5 71.5 71.5 71.2 71.2 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 71 64 F 64 F 64 F 64 F 64.5 M 64.5 M 64.5 M 64.5 F 64 M 64 M 64 M 64.5 M 64.5 M 64.5 M 64.5 F 64.5 F 64.5 F 64.5 F 63 F 63 F 63.5 M 63.5 M 63.5 F 63.5 F 63.5 F 63 M 63 M 63 M 63 M 63 F 63 F 63 F 63 F 63 F 63 M 63 M 63 M 63 F 62 M 62 M 62 F 62 F 62 F 62 M 62 M 62 M 62 F 62 F 62.5 M 62.5 F 62.5 F 62.5 F 62.5 F 62 M 62 M 62 M 62 M 62 M 66.5 66 65.5 65 72 71 70.5 67 68 68 68 72 71 70 66 64.5 64.5 62 67.5 64.5 71 67 66 65 63.5 71 70 70 64 65 65 64 63 63 71 71 70 63.5 71 70 64.5 62.5 61.5 72 70.5 70.5 64.5 60 70 64 64 64 62.5 70.5 70 69 69 66 8 8 8 8 4 4 4 4 3 3 3 7 7 7 7 7 7 7 2 2 5 5 5 5 5 9 9 9 9 9 9 9 9 9 4 4 4 4 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 7 7 7 7 7 58 58 59 60 60 61 61 61 61 62 62 62 62 62 62 63 64 64 64 64 64 65 66 66 66 66 66 66 66 66 66 66 66 67 67 67 67 68 68 68 68 68 69 69 69 69 69 69 69 69 70 70 70 70 70 71 71 71 71 71 71 71 71 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 62 F 62 F 61 F 58 M 58 M 69 M 69 M 69 M 69 F 69 M 69 M 69 F 69 F 69 F 69 F 68 M 67 M 67 M 67 F 67 F 67 F 67 F 66.5 M 66.5 M 66.5 M 66.5 M 66.5 F 66.5 F 66.5 F 66.5 F 66.5 F 66.5 F 66.5 F 65 M 65 M 65 M 65 M 65 F 65 F 65 F 65 F 65 F 65 M 65 M 65 M 65 M 65 M 65 F 65 F 65 F 65 M 65 M 65 F 65 F 65 F 65 M 65 M 65 F 64.5 64 62 71.5 69 71 70 69 69 70 68.7 68 66 64 62 75 70 69 66 64 60 67.5 73 72 72 66.5 69.2 67.2 66.5 66 66 64.2 63.7 72 70.2 69 68.5 68 65 61.5 61 61 73 72 70.5 65 65 64.5 63 62 67 65 64.5 62.5 62.5 70 70 67 7 7 1 2 2 4 4 4 4 6 6 6 6 6 6 1 5 5 5 5 5 1 11 11 11 11 11 11 11 11 11 11 11 4 4 4 4 5 5 5 5 5 8 8 8 8 8 8 8 8 5 5 5 5 5 6 6 6 71 71 71 72 72 72 72 72 72 72 73 73 73 74 74 75 75 75 75 75 75 75 76 76 76 76 76 76 76 77 77 77 77 78 78 78 78 78 79 79 79 79 79 79 79 79 80 81 81 81 81 82 82 82 82 82 82 82 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70 70 70 70 70 70 70 70 70 70 70 65 F 65 F 65 F 65 M 65 M 65 M 65 F 65 F 65 F 65 F 65 M 65 M 65 F 65 M 65 M 64.7 M 64.7 M 64.7 M 64.7 F 64.7 F 64.7 F 64.7 F 64 M 64 M 64 M 64 M 64 M 64 M 64 F 64 M 64 M 64 M 64 F 64.2 M 64.2 M 64.2 F 64.2 F 64.2 F 64 M 64 M 64 M 64 M 64 M 64 M 64 F 64 F 64.5 F 64 M 64 F 64 F 64 F 64 M 64 M 64 M 64 M 64 M 64 M 64 F 65 65 63 79 75 71 69 67 65.7 62 73 72.5 65 69 69 72 70 68.7 66.5 65.5 64.7 64.5 70.7 70 68 67 66 65 67 70 68 66.7 65.5 72 70 62.5 61.2 60.1 74 69.5 69 68 68 68 65.5 65 60 68 65 64 62 71 70 70 70 69.5 68.5 69 6 6 6 7 7 7 7 7 7 7 3 3 3 2 2 7 7 7 7 7 7 7 7 7 7 7 7 7 7 4 4 4 4 5 5 5 5 5 8 8 8 8 8 8 8 8 1 4 4 4 4 9 9 9 9 9 9 9 82 82 83 83 83 83 83 83 83 83 85 85 85 85 85 86 86 86 86 87 87 87 87 88 88 88 88 89 89 89 89 89 89 89 89 90 90 90 90 90 90 90 91 91 91 92 92 93 93 93 93 94 94 95 95 95 96 96 70 70 70 70 70 70 70 70 70 70 70.5 70.5 70.5 70.5 70.5 70 70 70 70 70 70 70 70 70 70 70 70 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.5 70.3 70.3 70.3 70.3 70.3 70.3 70.3 70.5 70.5 70.5 70 70 70 70 70 70 70 70 70 70 70 70 70 64 F 64 F 63.7 M 63.7 M 63.7 M 63.7 F 63.7 F 63.7 F 63.7 F 63.7 F 63 M 63 M 63 M 63 F 63 F 63.5 M 63.5 M 63.5 F 63.5 F 63 M 63 M 63 F 63 F 63 M 63 M 63 F 63 F 62 M 62 M 62 M 62 M 62 M 62 F 62 F 62 F 62.7 M 62.7 M 62.7 M 62.7 M 62.7 F 62.7 F 62.7 F 62 M 62 M 62 F 61 M 61 M 60 M 60 M 60 F 60 F 60 F 60 F 58.5 M 58.5 M 58.5 F 58 M 58 M 65 64 70 67 65.5 63.7 63.2 62.5 62.2 61 72.5 69 67 64.5 64 71 67.5 67.5 63.5 68 67 63.7 62 70 66.5 62 61 72 70 69.5 69.5 68 65 64 63 70.7 69.7 69.2 65.2 64 63.5 63.2 72 72 60 71.2 67 67 64.5 65 63 65 65 71.5 64.5 63 72 66 9 9 8 8 8 8 8 8 8 8 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 8 8 8 8 8 8 8 8 7 7 7 7 7 7 7 3 3 3 2 2 4 4 4 4 2 2 3 3 3 5 5 96 96 96 97 97 97 97 97 97 97 97 97 97 98 99 99 99 99 99 99 99 99 100 100 100 101 101 101 101 101 101 102 102 102 102 102 102 103 103 103 103 103 104 104 104 104 105 105 105 105 105 105 106 106 106 106 106 106 70 70 70 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69.5 69.5 69.5 69.5 69 69 69 69 69 69 69.5 69.5 69.5 69.5 69.5 69.5 58 F 58 F 58 F 68.5 M 68.5 M 68.5 M 68.5 F 68.5 F 68.5 F 68.5 F 68.5 F 68.5 F 68.5 F 67 F 66 M 66 M 66 M 66 M 66 F 66 F 66 F 66 F 66 M 66 M 66 M 66.7 M 66.7 M 66.7 M 66.7 M 66.7 M 66.7 M 66 M 66 M 66 M 66 F 66 F 66 F 66.5 M 66.5 M 66.5 M 66.5 M 66.5 F 66.5 M 66.5 M 66.5 F 66.5 F 66.5 M 66.5 F 66.5 F 66.5 F 66.5 F 66.5 F 66 M 66 M 66 M 66 M 66 F 66 F 66 65 63 75 71 70 66 66 65.5 65 65 64 64 64 73 72 71.7 71.5 65.5 65 62.7 62.5 71.2 71 70 75 74 72 68.5 67 66 70 68.5 68 65 63 62.5 73 71 70.5 70.5 61 70.5 67.5 64.5 64 71 68.5 67.5 66 63 63 71 71 70.5 70.5 66.5 65.5 5 5 5 10 10 10 10 10 10 10 10 10 10 1 8 8 8 8 8 8 8 8 3 3 3 6 6 6 6 6 6 6 6 6 6 6 6 5 5 5 5 5 4 4 4 4 6 6 6 6 6 6 7 7 7 7 7 7 106 107 107 107 107 107 107 107 107 107 108 108 108 108 108 108 108 109 109 109 109 109 109 109 110 110 110 110 112 112 112 113 114 114 114 114 114 114 115 115 115 115 115 115 115 116 116 116 117 118 118 118 119 119 119 119 119 121 69.5 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69.5 69.5 69.5 69.5 69.5 69.5 69.5 69.2 69.2 69.2 69.2 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69.7 69.5 69.5 69.5 69 69 69 69 69 69 66 F 66 M 66 M 66 M 66 M 66 F 66 F 66 F 66 F 66 F 65 M 65 M 65 M 65 F 65 F 65 F 65 F 64.5 M 64.5 M 64.5 M 64.5 F 64.5 F 64.5 F 64.5 F 64 M 64 M 64 F 64 F 63 M 63 F 63 F 63 M 63 M 63 M 63 M 63 M 63 F 63 F 63.5 M 63.5 M 63.5 M 63.5 F 63.5 F 63.5 F 63.5 F 63.5 M 63.5 F 63.5 F 62 F 62 M 62 M 62 M 62 M 62 M 62 M 62 M 62 F 62.5 M 64.5 73 72 69 69 66.5 65.5 65.5 65 64 70 68.5 67 65 64 63.5 61 69.7 68 60 65.2 64.5 63.7 60 71.7 66.5 65 63.5 69 67.5 63.5 72 73 70 70 64 66 62 70.5 67 66 65 63 62 61 70.5 63.7 63 62.5 73 72 69 73 71 71 69 63 71 7 9 9 9 9 9 9 9 9 9 7 7 7 7 7 7 7 7 7 7 7 7 7 7 4 4 4 4 3 3 3 1 6 6 6 6 6 6 7 7 7 7 7 7 7 3 3 3 1 3 3 3 5 5 5 5 5 8 121 121 121 121 121 121 121 122 122 122 122 123 123 123 123 123 124 124 124 124 124 124 124 124 124 125 125 125 126 126 126 126 127 128 128 129 129 129 130 130 130 130 130 130 130 130 130 130 131 131 132 132 133 133 133 133 133 133 69 69 69 69 69 69 69 69 69 69 69 69.5 69.5 69.5 69.5 69.5 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 69 68.7 68.7 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68 68 68 68 68 68 68 68 68 68 62.5 M 62.5 M 62.5 M 62.5 F 62.5 F 62.5 F 62.5 F 62 M 62 M 62 F 62 F 61 M 61 M 61 M 61 F 61 F 61 M 61 M 61 M 61 M 61 M 61 M 61 F 61 F 61 F 60 M 60 F 60 F 60 M 60 M 60 F 60 F 60.5 M 70.5 M 70.5 F 67 M 67 M 67 F 66.5 M 66.5 M 66.5 M 66.5 M 66.5 M 66.5 M 66.5 M 66.5 M 66.5 M 66.5 F 65 M 65 M 65.5 M 65.5 F 65.5 M 65.5 M 65.5 M 65.5 M 65.5 F 65.5 F 70 70 69 63.5 62.5 62.5 62 72 68 66 66 70 69.5 69 63 62 68 68 67.5 64 63 63 63.5 62 62 70.5 68 62.5 69 66 61.7 60.5 69.5 71 61.7 73 71 67 70 69 69 68.7 68.5 68.5 68 68 68 63.2 67.5 66 66 64 71.7 71.5 70.7 65.5 66.5 65.2 8 8 8 8 8 8 8 4 4 4 4 5 5 5 5 5 9 9 9 9 9 9 9 9 9 3 3 3 4 4 4 4 1 2 2 3 3 3 11 11 11 11 11 11 11 11 11 11 2 2 2 2 7 7 7 7 7 7 133 134 134 134 134 135 135 135 135 135 135 135 135 136 136 136 136 136 136 136 136 136 136 137 137 137 137 138 138 138 138 138 139 140 140 140 140 140 140 140 140 140 140 141 141 141 141 141 141 141 141 142 142 142 142 143 144 144 68 68 68 68 68 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68.5 68.5 68.5 68.5 68 68 68 65.5 F 65 M 65 M 65 F 65 F 65 M 65 M 65 M 65 M 65 F 65 F 65 F 65 F 64 M 64 M 64 M 64 M 64 F 64 F 64 F 64 F 64 F 64 F 64 M 64 M 64 F 64 F 64 M 64 M 64 M 64 M 64 F 64.5 F 64 M 64 M 64 M 64 F 64 F 64 F 64 F 64 F 64 F 64 F 63 M 63 M 63 M 63 M 63 M 63 F 63 F 63 F 63.5 M 63.5 M 63.5 M 63.5 F 63 M 63 M 63 M 61.5 72 72 68 66 69.2 68 66 66 62 61.5 61 60 71 68 68 67 65 64 63 63 62 61 66 63 65.5 62 71.2 71.2 69 68.5 62.5 62 69 67 66 66 66 65 65 65 64 63 70.5 70 68 66 66 66 62 61.5 73.5 70 69.5 65.5 67 70 68 7 4 4 4 4 8 8 8 8 8 8 8 8 10 10 10 10 10 10 10 10 10 10 4 4 4 4 5 5 5 5 5 1 10 10 10 10 10 10 10 10 10 10 8 8 8 8 8 8 8 8 4 4 4 4 1 4 4 144 144 145 145 145 145 145 145 145 145 146 146 146 146 146 146 147 148 149 149 149 149 149 150 151 151 152 153 153 153 153 153 154 155 155 155 155 155 155 155 156 156 156 156 157 158 158 158 158 158 158 158 158 158 158 159 159 159 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68.5 68 68.2 68.2 68.2 68.2 68.2 68 68.7 68.7 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68 68.5 68 68 68 68 68 68 68 68 68 68 67 67 67 63 F 63 F 63 M 63 M 63 M 63 M 63 M 63 F 63 F 63 F 63 M 63 M 63 M 63 F 63 F 63 F 63.5 M 63 M 63.5 M 63.5 M 63.5 M 63.5 M 63.5 F 62.5 M 62 M 62 F 62.5 M 61 M 61 M 61 M 61 F 61 F 60.2 M 60 M 60 F 60 F 60 F 60 F 60 F 60 F 60 M 60 M 60 M 60 F 59 M 59 M 59 M 59 M 59 M 59 M 59 M 59 F 59 F 59 F 59 F 66.2 M 66.2 M 66.2 M 64.5 64 71 68 66 65.5 65 63 62 62 67 67 66 64 63.5 61 68.2 70 70 69 67 65.5 64.5 68.5 67.7 61.7 66.5 68.5 68 64 63.5 63 66.7 64 61 61 60 60 60 56 67.5 67 66.5 60 69 68 65 64.7 64 64 63 65 65 62 61 72.7 72.7 71.5 4 4 8 8 8 8 8 8 8 8 6 6 6 6 6 6 1 1 5 5 5 5 5 1 2 2 1 5 5 5 5 5 1 7 7 7 7 7 7 7 4 4 4 4 1 10 10 10 10 10 10 10 10 10 10 5 5 5 159 159 160 162 162 162 162 162 162 163 163 163 163 163 164 164 164 164 165 165 165 166 166 166 166 166 166 166 166 166 166 166 167 167 167 167 168 168 168 168 168 168 168 168 169 169 169 170 170 170 170 170 171 172 172 172 172 172 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67.5 67.5 67.5 67.5 67.5 67.5 67.5 67.5 67.5 67.5 67.5 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67 67.5 67.5 67.5 67.5 67.5 67 66 66 66 66 66 66.2 F 66.2 F 66.5 M 65 M 65 M 65 F 65 F 65 F 65 F 65.5 M 65.5 M 65.5 F 65.5 F 65.5 F 65.5 M 65.5 M 65.5 F 65.5 F 65 M 65 F 65 F 65 M 65 M 65 F 65 F 65 F 65 F 65 F 65 F 65 F 65 F 65 F 64 M 64 M 64 M 64 M 63.5 M 63.5 M 63.5 M 63.5 M 63.5 M 63.5 M 63.5 M 63.5 F 63 M 63 M 63 F 62 M 62 M 62 M 62 M 62 F 61 M 67 M 67 M 67 M 67 M 67 M 65.5 63.5 71 69.7 67.5 65.5 65 64.5 63.5 70 69 65.5 65.5 63 70 67.7 63 60 65 62 62 71 69 64 64 63 63 63 63 63 62.5 62 71.5 70 67 67 71 70.2 69.2 68.5 68 67 65.5 63.5 69 68 63 70 69.5 69 68.5 66 67 70.5 70.5 67 66 66 5 5 1 6 6 6 6 6 6 5 5 5 5 5 4 4 4 4 3 3 3 11 11 11 11 11 11 11 11 11 11 11 4 4 4 4 8 8 8 8 8 8 8 8 3 3 3 5 5 5 5 5 1 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9 9 9 9 9 9 5 5 5 5 5 6 6 6 6 6 6 8 8 8 8 8 8 8 8 5 5 5 5 5 1 2 2 6 6 6 6 6 6 7 7 7 7 7 7 7 1 4 4 4 4 1 185 185 185 185 185 185 185 185 185 185 185 185 185 185 185 186 186 186 186 187 188 188 188 188 190 190 190 190 190 190 190 190 190 191 191 192 192 192 192 192 192 193 193 193 193 193 193 194 194 195 195 195 196 196 196 196 197 197 66 66 66 66 66 66 66 66 66 66 66 66 66 66 66 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65 65.5 65.5 65.5 65.5 65.5 65.5 59 M 59 M 59 M 59 M 59 M 59 M 59 M 59 F 59 F 59 F 59 F 59 F 59 F 59 F 59 F 67 M 67 M 67 M 67 F 67 F 66 M 66 F 66 F 66 F 65 M 65 M 65 M 65 F 65 F 65 F 65 F 65 F 65 F 65.5 M 65.5 F 65 M 65 M 65 M 65 M 65 F 65 F 64 M 64 M 64 F 64 F 64 F 64 F 63 M 63 F 63 M 63 M 63 F 63 M 63 M 63 M 63 F 60 M 60 M 68 67 66.5 66 65.7 65.5 65 65 64 63 62 61 60 58 57 66.5 66 66 65 63 63 63 63 60 69 68 68 65 65 62 62 61 59 70.7 65.5 69.2 69 68 67.7 64.5 60.5 67 67 64 64 62.5 60.5 70 63 66 66 63 71 71 69 63.5 68 68 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 4 4 4 4 1 4 4 4 4 9 9 9 9 9 9 9 9 9 2 2 6 6 6 6 6 6 6 6 6 6 6 6 2 2 3 3 3 4 4 4 4 5 5 197 197 197 198 198 198 198 198 198 198 199 199 199 199 199 199 199 200 201 201 203 203 203 204 204 136A 136A 136A 136A 136A 136A 136A 136A 65.5 65.5 65.5 64 64 64 64 64 64 64 64 64 64 64 64 64 64 64 64 64 62 62 62 62.5 62.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 68.5 60 M 60 M 60 F 64 M 64 M 64 F 64 F 64 F 64 F 64 F 64 M 64 M 64 F 64 F 64 F 64 F 64 F 63 M 60 M 60 F 66 M 66 F 66 F 63 M 63 F 65 M 65 M 65 M 65 M 65 M 65 F 65 F 65 F 67 67 62 71.5 68 65.5 64 62 62 61 70.5 68 67 65 64 64 60 64.5 66 60 64 62 61 66.5 57 72 70.5 68.7 68.5 67.7 64 63.5 63 5 5 5 7 7 7 7 7 7 7 7 7 7 7 7 7 7 1 2 2 3 3 3 2 2 8 8 8 8 8 8 8 8
