Select the data for one of the three colleges. Reduce the dimensionality of the data by converting
Question:
Select the data for one of the three colleges. Reduce the dimensionality of the data by converting numerical variables such as high school GPAs, college GPAs, SAT scores, and ACT scores into a smaller set of principal components that retain at least 90% of the information in the original data.
Applicant | Edu_Parent1 | Edu_Parent2 | Gender | White | Asian | HSGPA | SAT/ACT | College | Admitted | Enrolled | College_GPA |
1 | 4 | 4 | M | 0 | 1 | 4.08 | 1460 | Business & Economics | Yes | No | |
2 | 3 | 3 | F | 0 | 0 | 3.59 | 1180 | Math & Science | No | No | |
3 | 7 | 7 | M | 1 | 0 | 4.25 | 1340 | Arts & Letters | Yes | No | |
4 | 6 | 6 | M | 0 | 1 | 3.00 | 1190 | Business & Economics | No | No | |
5 | 6 | 7 | F | 1 | 0 | 3.90 | 1290 | Business & Economics | No | No | |
6 | 1 | 2 | F | 0 | 0 | 3.36 | 1090 | Arts & Letters | No | No | |
7 | 6 | 6 | F | 1 | 0 | 4.26 | 1430 | Math & Science | Yes | Yes | 3.956 |
8 | 7 | 6 | F | 1 | 0 | 4.32 | 1240 | Math & Science | Yes | No | |
9 | 7 | 6 | F | 1 | 0 | 3.41 | 1230 | Arts & Letters | No | No | |
10 | 6 | 6 | M | 0 | 1 | 3.75 | 1510 | Arts & Letters | Yes | No | |
11 | 7 | 7 | M | 1 | 0 | 2.62 | 1330 | Arts & Letters | No | No | |
12 | 7 | 7 | M | 1 | 0 | 2.46 | 1170 | Arts & Letters | No | No | |
13 | 4 | 6 | F | 1 | 0 | 3.83 | 1210 | Business & Economics | No | No | |
14 | 6 | 6 | M | 0 | 0 | 3.88 | 1340 | Business & Economics | Yes | No | |
15 | 7 | 6 | M | 1 | 0 | 3.21 | 1190 | Math & Science | No | No | |
16 | 7 | 7 | M | 1 | 0 | 3.62 | 1460 | Business & Economics | Yes | No | |
17 | 7 | 7 | M | 0 | 0 | 3.72 | 1270 | Arts & Letters | No | No | |
18 | 7 | 7 | M | 1 | 0 | 4.12 | 1460 | Math & Science | Yes | No | |
19 | 6 | 6 | F | 0 | 0 | 3.11 | 930 | Arts & Letters | No | No | |
20 | 1 | 1 | M | 0 | 0 | 3.11 | 880 | Math & Science | No | No | |
21 | 7 | 6 | M | 1 | 0 | 4.25 | 1560 | Business & Economics | Yes | No | |
22 | 7 | 7 | M | 1 | 0 | 3.23 | 1510 | Math & Science | No | No | |
23 | 3 | 3 | M | 0 | 0 | 3.67 | 1430 | Math & Science | Yes | No | |
24 | 6 | 6 | M | 1 | 0 | 3.52 | 1450 | Math & Science | Yes | No | |
25 | 4 | 7 | M | 0 | 0 | 3.60 | 1040 | Arts & Letters | No | No | |
26 | 5 | 5 | F | 1 | 0 | 3.88 | 1220 | Arts & Letters | No | No | |
27 | 6 | 7 | F | 0 | 1 | 4.05 | 1360 | Arts & Letters | Yes | No | |
28 | 6 | 7 | M | 1 | 0 | 4.06 | 1220 | Business & Economics | No | No | |
29 | 7 | 6 | M | 1 | 0 | 3.95 | 1340 | Math & Science | Yes | Yes | 3.361 |
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Related Book For
Business Analytics
ISBN: 9781265897109
2nd Edition
Authors: Sanjiv Jaggia, Alison Kelly, Kevin Lertwachara, Leida Chen
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