Question

In: Statistics and Probability

Anger and Coronary Heart Disease Consider the two-way table below based on a four-year study about...

Anger and Coronary Heart Disease
Consider the two-way table below based on a four-year study about the relationship between anger and heart disease among a random sample of individuals. The subjects (i.e. participants in the study) were free of heart disease at the beginning of the study when they took a test that measured how prone they were to sudden anger. Their heart health was monitored over a four-year period and it was recorded whether they developed Coronary Heart Disease (CHD). In short, the study attempts to examine whether anger levels are associated with the likelihood of developing coronary heart disease. Now please answer the questions 1) to 3):

1)(4 Points)In the two-way table below, report the marginal distributions and the total sample size, in counts and percents.

2) (3 Points)In the two-way table below, report the conditional distributions of coronary heart disease in percents. Note that the conditional distributions of coronary heart disease refer to the distributions of coronary heart disease given each anger level.

3) (2 Points)With reference to your calculations above as well as our discussions in class (on how to detect association between two categorical variables), explainwhether there is potential association between anger and Coronary Heart Disease. (Note: An answer of only “Yes” or “No” without any explanation will receive no credit.)

        #Individuals

Coronary Heart Disease

NO Coronary Heart Disease

Low Anger

530

3,057

Moderate Anger

1,100

4,621

High Anger

270

606

Solutions

Expert Solution

1)(4 Points)In the two-way table below, report the marginal distributions and the total sample size, in counts and percents.

the marginal distribution in counts

      #Individuals Coronary Heart Disease NO Coronary Heart Disease total
Low Anger 530 3,057 3587
Moderate Anger 1,100 4,621 5721
High Anger 270 606 876
total 1900 8284 10184

the marginal distribution in percent

      #Individuals Coronary Heart Disease NO Coronary Heart Disease
Low Anger 0.0520 0.3002 0.3522
Moderate Anger 0.1080 0.4538 0.5618
High Anger 0.0265 0.0595 0.0860
0.1866 0.8134 1.0000

2) (3 Points)In the two-way table below, report the conditional distributions of coronary heart disease in percents. Note that the conditional distributions of coronary heart disease refer to marginal the distributions of coronary heart disease given each anger level.

the conditional distribution is given as

      #Individuals Coronary Heart Disease NO Coronary Heart Disease
Low Anger 0.1478 0.8522
Moderate Anger 0.1923 0.8077
High Anger 0.3082 0.6918

3) (2 Points)With reference to your calculations above as well as our discussions in class (on how to detect association between two categorical variables), explainwhether there is potential association between anger and Coronary Heart Disease. (Note: An answer of only “Yes” or “No” without any explanation will receive no credit.)

here we use chi-square test and chi-square=sum((O-E)2/E=122.2564 with (r-1)(c-1)=(3-1)(2-1)=2 df

critical chi-square(0.05,2)=5.99 is less than calcuated chi-square=122.2564, so we fail to accept null hypothesis of independence between the anger and coronary heart disease and conclude that there is potential association between anger and Coronary Heart Disease.

Observed(O) Expected E (O-E) (O-E)2/E
530 3587*1900/10184 669.2164 -139.216 28.96105
1100 5721*1900/10184 1067.351 32.64925 0.99871
270 876*1900/10184 163.4328 106.5672 69.48763
3057 3587*8284/10184 2917.784 139.2164 6.642443
4621 5721*8284/10184 4653.649 -32.6493 0.229062
606 876*8284/10184 712.5672 -106.567 15.93753
10184 0 10184 2.56E-13 122.2564

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