Exercises 1
In Australia, researchers investigated whether ``Chronic Kidney Disease" is linked to ``Hearing Loss". The participants in this study consist of a sample of 2564 adults. Kidney function was measured by a quantity called ``eGFR", which measures the kidney filtration and can be determined from a blood test. Hearing loss can be measured by an audio metric exam. Here are the results organized in a two-way table.
Hearing Loss |
eGFR |
||||
< 45 |
45 - 60 |
|
|
> 90 |
|
Yes |
76 |
203 |
363 |
147 |
71 |
No |
27 |
207 |
717 |
458 |
295 |
Please answer the following questions underneath each question.
1. Find the marginal distributions of “eGFR” (in percents)
(write your answers in the table below)
Answer:
eGFR |
<45 |
45-60 |
60.-75 |
75. -90 |
>90 |
Distribution |
2. Find the conditional distributions of “Hearing Loss”, given each value of “eGFR”
(write your answers in the table below)
Answer:
Hearing Loss |
eGFR |
||||
< 45 |
45 - 60 |
|
|
> 90 |
|
Yes |
|||||
No |
3. Are “Hearing Loss” and “Chronic Kidney Disease” associated? explain your answer
Answer:
< 45 | 45 - 60 | 60-75 | 75-90 | > 90 | total | |
Yes | 76 | 203 | 363 | 147 | 71 | 860 |
No | 27 | 207 | 717 | 458 | 295 | 1704 |
total | 103 | 410 | 1080 | 605 | 366 | 2564 |
1)
dividing row total with total 2564 , below is marginal distributions of “eGFR” :
< 45 | 45 - 60 | 60-75 | 75-90 | > 90 |
4.02% | 15.99% | 42.12% | 23.60% | 14.27% |
2)
dividing cell value with column total:
< 45 | 45 - 60 | 60-75 | 75-90 | > 90 | |
Yes | 0.7379 | 0.4951 | 0.3361 | 0.2430 | 0.1940 |
No | 0.2621 | 0.5049 | 0.6639 | 0.7570 | 0.8060 |
(please multiply above values with 100 if required in percentage)
3)
Yes, since conditional probability for Hearing Loss is not all the same for different category in part B for a given eGFR , this indicate that Hearing Loss” and “Chronic Kidney Disease” are associated
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