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10.30.Refer to the Prostate cancer data set in Appendix C.5 and Case Study 9.30. For the best subset model developed in Case Study 9.30, perform

10.30.Refer to the Prostate cancer data set in Appendix C.5 and Case Study 9.30. For the best subset model developed in Case Study 9.30, perform appropriate diagnostic checks to evaluate outliers and assess their influence. Do any serious multicollinearity problems exist here?

This is the Prostate cancer data set

1 0.651 0.5599 15.959 50 0.0000 0 0.0000 6
2 0.852 0.3716 27.660 58 0.0000 0 0.0000 7
3 0.852 0.6005 14.732 74 0.0000 0 0.0000 7
4 0.852 0.3012 26.576 58 0.0000 0 0.0000 6
5 1.448 2.1170 30.877 62 0.0000 0 0.0000 6
6 2.160 0.3499 25.280 50 0.0000 0 0.0000 6
7 2.160 2.0959 32.137 64 1.8589 0 0.0000 6
8 2.340 1.9937 34.467 58 4.6646 0 0.0000 6
9 2.858 0.4584 34.467 47 0.0000 0 0.0000 7
10 2.858 1.2461 25.534 63 0.0000 0 0.0000 6
11 3.561 1.2840 36.598 65 0.0000 0 0.0000 6
12 3.561 0.2592 36.598 63 3.5609 0 0.0000 6
13 3.561 5.0028 20.491 63 0.0000 0 0.5488 7
14 3.857 4.3929 20.086 67 0.0000 0 0.0000 7
15 4.055 3.3535 31.187 57 0.0000 0 0.6505 7
16 4.263 4.6646 21.328 66 0.0000 0 0.0000 6
17 4.349 0.6570 33.784 70 3.4556 0 0.5488 7
18 4.437 9.8749 38.475 66 0.0000 0 1.4477 6
19 4.759 0.5712 26.311 41 0.0000 0 0.0000 6
20 4.953 1.1972 46.063 70 5.2593 0 0.0000 7
21 5.155 3.1582 30.569 59 0.0000 0 0.0000 6
22 5.259 7.8460 33.115 60 4.3492 0 3.8574 7
23 5.474 0.5827 29.371 59 0.4493 0 0.0000 6
24 5.529 5.9299 31.500 63 1.5527 0 3.2544 7
25 5.641 1.4770 39.252 69 4.9530 0 0.0000 6
26 5.871 4.2631 22.646 68 1.3499 0 0.0000 6
27 6.050 1.6653 41.264 65 0.0000 0 0.4493 7
28 6.172 0.6703 47.942 67 6.1719 0 0.0000 7
29 6.360 2.8292 22.874 67 1.2461 0 1.0513 7
30 6.619 11.1340 29.371 65 0.0000 0 5.0531 6
31 6.821 1.3364 59.740 65 7.0993 0 0.4493 6
32 7.463 1.1972 450.339 65 5.4739 0 0.0000 6
33 7.463 3.5966 20.905 71 3.5609 0 0.0000 6
34 7.538 1.0101 26.311 54 0.0000 0 0.0000 6
35 7.768 0.9900 25.028 63 0.0000 0 0.4493 6
36 8.085 3.7062 61.559 64 8.7583 0 0.0000 7
37 8.671 4.1371 38.861 73 0.5599 0 5.2593 8
38 8.935 1.5841 10.697 64 0.0000 0 0.0000 7
39 9.116 14.2963 59.740 68 3.9354 1 6.2339 7
40 9.777 2.2255 20.287 56 2.5600 0 0.8521 7
41 9.974 1.8589 23.104 60 0.0000 0 0.0000 8
42 10.074 4.2207 39.646 68 0.0000 0 0.0000 7
43 10.278 1.7860 47.942 62 5.5290 0 0.6505 6
44 10.697 5.8709 49.402 61 0.0000 0 2.2479 7
45 12.429 4.4371 30.265 66 5.7546 0 0.6505 7
46 12.807 5.2593 29.666 61 1.8589 0 0.0000 7
47 13.066 15.3329 54.598 79 6.5535 1 14.2963 8
48 13.066 3.1899 56.826 68 5.5290 0 0.6505 7
49 13.330 5.7546 33.115 43 0.0000 0 0.0000 6
50 13.330 3.3872 35.517 70 3.9354 0 0.4493 6
51 14.296 2.9743 54.055 68 0.0000 0 0.0000 7
52 14.585 5.2593 68.717 64 7.9248 0 0.0000 6
53 14.585 1.6653 37.713 64 4.4371 0 1.0513 7
54 14.732 8.4149 61.559 68 5.8709 0 4.2631 7
55 14.880 23.3361 33.784 59 0.0000 0 0.0000 8
56 15.180 3.5609 72.240 66 8.3311 0 0.0000 7
57 16.281 2.6379 17.637 47 0.0000 0 1.6487 7
58 16.281 1.5841 42.948 49 4.1371 0 0.0000 6
59 16.610 1.7160 65.366 70 1.5527 0 0.0000 8
60 16.610 2.8864 46.993 61 3.6328 0 0.0000 7
61 17.116 1.5841 91.836 73 10.2779 0 0.0000 6
62 17.288 7.3891 41.264 63 5.0531 1 6.7531 7
63 17.288 16.1190 33.784 72 0.0000 0 4.7588 8
64 17.814 7.6141 50.400 66 7.4633 1 8.2482 7
65 17.814 7.9248 37.338 64 0.0000 0 0.0000 6
66 17.993 4.3060 46.525 61 3.7434 0 0.6505 7
67 18.541 7.5383 48.424 68 5.9299 0 3.7434 7
68 19.298 9.0250 57.397 72 10.0744 0 0.6505 7
69 19.298 0.6376 82.269 69 0.0000 0 0.0000 6
70 19.492 3.2871 119.104 72 10.2779 0 0.4493 7
71 20.287 6.4237 36.234 60 0.0000 1 3.7434 7
72 20.905 3.1899 28.219 77 5.7546 0 0.0000 7
73 21.328 3.3535 46.063 69 0.0000 1 1.2461 7
74 21.758 6.2965 25.534 60 1.5527 1 3.2544 8
75 26.576 20.0855 46.993 69 0.0000 1 6.7531 8
76 28.219 23.1039 26.050 68 0.9512 1 11.2459 6
77 29.666 7.4633 83.931 72 8.3311 0 1.6487 8
78 31.187 12.6797 77.478 78 10.2779 0 0.0000 8
79 31.817 14.1540 35.874 69 0.0000 1 13.1971 7
80 33.448 16.1190 45.604 63 0.0000 0 1.4477 8
81 33.784 4.3492 21.542 66 1.7507 0 1.2461 7
82 34.124 12.3049 32.137 57 1.5527 0 10.2779 7
83 35.517 13.5991 48.911 77 0.5886 1 1.7507 7
84 35.517 14.5851 46.525 65 3.0649 0 5.7546 8
85 36.234 4.7588 40.854 60 5.4739 0 2.2479 8
86 37.713 27.1126 33.784 64 0.0000 1 10.2779 8
87 39.646 7.5383 41.679 58 5.1552 0 0.0000 6
88 40.854 5.6407 29.079 62 0.0000 1 1.3499 7
89 53.517 16.6099 112.168 65 0.0000 1 11.7048 8
90 54.055 4.7588 40.447 76 2.5600 1 2.2479 8
91 56.261 25.7903 60.340 68 0.0000 0 0.0000 6
92 62.178 12.5535 39.646 61 3.8574 1 0.0000 7
93 80.640 16.9455 48.424 68 0.0000 1 3.7434 8
94 107.770 45.6042 49.402 44 0.0000 1 8.7583 8
95 170.716 18.3568 29.964 52 0.0000 1 11.7048 8
96 239.847 17.8143 43.380 68 4.7588 1 4.7588 8
97 265.072 32.1367 52.985 68 1.5527 1 18.1741 8

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