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Provide the summary statistic as well as histograms for the variables balance and income for the whole dataset. Explain some of the key characteristics of

  1. Provide the summary statistic as well as histograms for the variables balance and income for the whole dataset. Explain some of the key characteristics of the dataset.
  2. Using conditional statements on the variables default and student, provide the summary statistics (as well as histograms) for the variables balance and income for the different combinations of groups. That is, (1) default = Yes and student = Yes; (2) default = Yes, student = No; (3) default = No, student = Yes; and (4) default = No, student =No. Explain some of the key characteristics of the dataset.
  3. Using the variable default as the response variable, fit a logistic regression model with the predictor variables student, balance, and income. Comment on the output. What can you say about the significance of the predictor variables? How good is the model fit?
  4. Let's assume a credit card applicant is a student with a balance of $621 and an income of $1850. How likely will he/she default according to the fitted logistic regression model? Explain and show calculations.

default student balance income
Yes Yes 2205.8 14271.49
Yes Yes 1774.694 20359.51
Yes No 1889.599 48956.17
Yes No 1763.579 46227.07
Yes No 1531.716 43930.4
Yes No 780.1726 51656.87
No No 825.5133 24905.23
No No 1161.058 37468.53
No No 0 29275.27
No Yes 0 13760.3
No Yes 927.8877 22473.38
No Yes 1390.031 21299.1
No Yes 712.2764 23341.95
No Yes 1290.62 18408.05
No Yes 1802.903 21411.42
No Yes 770.0157 13684.79
No Yes 401.3327 15332.02
No Yes 999.2811 20013.35
No Yes 172.413 14955.94
No Yes 200.9222 16862.95

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