Data Interview Qs - Survival time of heart patients

InterviewQs

Survival time of heart patients

Python Pandas Data Visualization Probability Distribution Goodness of Fit Maximum Likelihood Estimate

Forward this email to a friend or colleague and challenge them to solve it.

Hi, 

Suppose you're given the following dataset showing survival information for a group of patients with heart disease. A preview of the data is below:

survival censors age
0 15.0 1.0 54.3
1 3.0 1.0 40.4
2 624.0 1.0 51.0
3 46.0 1.0 42.5
4 127.0 1.0 48.0

As shown, the dataset contains the following attributes:

  • survival - how long the patient survived (in days)
  • censors - whether or not the patient is still alive (0 indicates they are alive, 1 indicates they have passed away
  • age - the age of the patient (in years)

Using this data, visualize the survival time (for patients who have passed away) and try fitting the data against an exponential probability distribution using the Maximum Likelihood Method. Assess the goodness of fit of the distribution.

This is of course an example of a more open-ended question, so note that while there isn't a single correct approach, interviewers would be most interested in your thought process/reasoning here. Our solution to this problem will be written using Python for premium users.



 

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