Data Science – Homework Assignment

 

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I need help with the homework assignment which should be submitted by tomorrow 12 PM. Post me if you can do it within the due time. 
Assignment – Based on Python 

  

Question: 

Identify all questions that you attempted in this template

Q1 Textbook Theory Questions

http://faculty.marshall.usc.edu/gareth-james/ISL/

1. For each of parts (a) through (d), indicate whether we would generally expect the performance of a flexible statistical learning method to be better or worse than an inflexible method. Justify your answer.

(a) The sample size n is extremely large, and the number of predictors p is small.

(b) The number of predictors p is extremely large, and the number of observations n is small.

(c) The relationship between the predictors and response is highly non-linear.

(d) The variance of the error terms, i.e. σ2 = Var(), is extremely high

5. What are the advantages and disadvantages of a very flexible (versus a less flexible) approach for regression or classification? Under what circumstances might a more flexible approach be preferred to a less flexible approach? When might a less flexible approach be preferred?

6. Describe the differences between a parametric and a non-parametric statistical learning approach. What are the advantages of a parametric approach to regression or classification (as opposed to a nonparametric approach)? What are its disadvantages?

Q2 Textbook Applied Questions – Attempt with Python

8. Exploratory Data Analysis: College data set: College.csv. It contains a number of variables for 777 different universities and colleges in the US. Do all the exercises in Python:

8a. Read the csv file with pandas

8b.Fix the first row as row headers

8c.

1. produce a numerical summary of the variables in the data set. 

2. produce a scatterplot matrix of the first ten columns or variables of the data.

3. produce side-by-side boxplots of Outstate versus Private

4. Create a new qualitative variable, called Elite, by binning the Top10perc variable and divide universities into two groups based on whether or not the proportion of students coming from the top 10 % of their high school classes exceeds 50 %

5. Produce some histograms with differing numbers of bins for a few of the quantitative variables: Room.Board’,’Books’, ‘Personal’, ‘Expend’

6. Examine the elite schools more closely.

Q3 Textbook Applied Questions – Attempt with Python

9. Exploration with Auto.csv data.

Make sure that the missing values have been removed from the data.

(a) Which of the predictors are quantitative, and which are qualitative?

(b) What is the range of each quantitative predictor?

(c) What is the mean and standard deviation of each quantitative predictor?

(d) Now remove the 10th through 85th observations. What is the range, mean, and standard deviation of each predictor in the subset of the data that remains?

(e) Using the full data set, investigate the predictors graphically, using scatterplots or other tools of your choice. Create some plots highlighting the relationships among the predictors. Comment on your findings.

(f) Suppose that we wish to predict gas mileage (mpg) on the basis of the other variables. Do your plots suggest that any of the other variables might be useful in predicting mpg? Justify your answer.

Q4 Textbook Applied Questions – Attempt with Python

10. Exploration with Boston.csv data

a) How many rows and columns in the data set? What do the rows and columns represent?

(b) Make pairwise scatterplots of the predictors (columns) in this data set. Describe findings.

(c) Are any of the predictors associated with per capita crime rate? If so, explain relationship. (d) Do any of the suburbs of Boston appear to have particularly high crime rates? Tax rates? Pupil-teacher ratios? Comment on the range of each predictor.

(e) How many of the suburbs in this data set bound the Charles river?

(f) What is the median pupil-teacher ratio among the towns in this data set?

(g) Which suburb of Boston has lowest median value of owner occupied homes?

What are the values of the other predictors for that suburb, and how do those values compare to the overall ranges for those predictors? Comment on your findings.

(h) In this data set, how many of the suburbs average more than seven rooms per dwelling? More than eight rooms per dwelling? Comment on the suburbs that average more than eight rooms per dwelling.

Hint – several github sites have the complete solution in python e.g.

https://github.com/mscaudill/IntroStatLearn

https://botlnec.github.io/islp/

Thanks

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32.9

4 254 17.6 396.9 3.53

40 6.41 0 0.447

42.8

4 254 17.6 396.9 2.98 32

40 6.41 1 0.447

49

4 254 17.6

33.2

40 6.41 1 0.447

4 254 17.6

4.16 33.1

40 6.41 0 0.447

4 254 17.6 396.9 7.19 29.1

20

0

9

32.2

5 216

396.9

20 3.33 0 0.4429 7.82

5 216 14.9

3.76

5

20 3.33 0 0.4429

37.2

5 216 14.9

4.59 35.4

20 3.33 1 0.4429

5 216 14.9 377.07

46

90

1 0.401

24.8 5.885 1 198 13.6

3.16 50

90 2.97 0 0.4

20.8

1

15.3

7.85 32.2

55 2.25 0

31.9 7.3073 1 300 15.3 394.72

22

80 1.76 0

6.23 31.5

92

1

18.2 341.6

20.1

52.5

0

6

16.6 396.9

23.2

52.5 5.32 0 0.405 6.315

7.3172 6 293 16.6 396.9 7.6 22.3

52.5 5.32 0 0.405

22.9 7.3172 6 293 16.6

2

24.8

80 4.95 0

4 245 19.2 396.9 3.33

80 4.95 0 0.411

5.1167 4 245 19.2 396.9

80 4.95 0 0.411 6.63 23.4 5.1167 4 245 19.2 396.9 4.7 27.9

0

0 0.437 6.127 18.4

4 289 16 396.9

23.9

0 13.92 0 0.437 6.009 42.3 5.5027 4 289 16 396.9 10.4 21.7

0 13.92 0 0.437

31.1

4 289 16 396.9 6.27

0 13.92 0 0.437

51 5.9604 4 289 16

7.39 27.1

0 13.92 0 0.437 5.79 58 6.32 4 289 16 396.9

20.3

70 2.24 0 0.4

20.1

5 358 14.8

22.5

70 2.24 0 0.4

10 7.8278 5 358 14.8

29

70 2.24 0 0.4

7.8278 5 358 14.8

6.07 24.8

34 6.09 0

6.59

17

7 329 16.1

9.5 22

34 6.09 0 0.433 6.495 18.4 5.4917 7 329 16.1

26.4

0.1 34 6.09 0 0.433

5.4917 7 329 16.1

4.86 33.1

33 2.18 0

41.1

7 222 18.4

6.93

33 2.18 0 0.472

3.37 7 222 18.4

8.93 28.4

33 2.18 0 0.472

7 222 18.4 396.9 6.47

33 2.18 0 0.472

70.3

7 222 18.4 396.9

0 9.9 0 0.544

82.5 3.3175 4 304 18.4 396.9 4.54 22.8

0 9.9 0 0.544

76.7

4 304 18.4

20.3

0 9.9 0 0.544

4 304 18.4

16.1

0 9.9 0 0.544 6.122

4 304 18.4 396.9 5.98

0 9.9 0 0.544

90.4

4 304 18.4 396.3

2

19.4

0 9.9 0 0.544

28

4 304 18.4

7.9 21.6

0 9.9 0 0.544

87.3

4 304 18.4

23.8

0 9.9 0 0.544

77.7 3.945 4 304 18.4

2

16.2

0 9.9 0 0.544

83.2

4 304 18.4 390.7

17.8

0 9.9 0 0.544

71.7

4 304 18.4 396.9

19.8

0 9.9 0 0.544

4 304 18.4

23.1

0 9.9 0 0.544

4 304 18.4

21

0 7.38 0

5 287 19.6 396.9 7.2 23.8

0 7.38 0 0.493

54.3 4.5404 5 287 19.6 396.9 6.87 23.1

0 7.38 0 0.493

5 287 19.6 396.9 7.7 20.4

0 7.38 0 0.493

4.7211 5 287 19.6

3

18.5

0 7.38 0 0.493

40.1 4.7211 5 287 19.6 396.9 6.12 25

0 7.38 0 0.493 6.431 14.7

5 287 19.6 393.68

24.6

0 7.38 0 0.493

28.9 5.4159 5 287 19.6 396.9 6.15 23

0 7.38 0 0.493

5.4159 5 287 19.6 396.9

22.2

0 3.24 0 0.46

4

16.9

9.97 19.3

0 3.24 0 0.46

17.2 5.2146 4 430 16.9

22.6

0 3.24 0 0.46 6.144 32.2

4 430 16.9

19.8

35 6.06 0

28.4

1 304 16.9

17.1

35 6.06 0 0.4379

23.3 6.6407 1 304 16.9

7.83 19.4

0 5.19 0

5 224 20.2

5.68 22.2

0 5.19 0 0.515 6.31

6.4584 5 224 20.2

6.75 20.7

0 5.19 0 0.515

3

5 224 20.2 396.9 8.01 21.1

0 5.19 0 0.515

5 224 20.2 396.9 9.8 19.5

0 5.19 0 0.515

5 224 20.2

18.5

0 5.19 0 0.515

37.3

5 224 20.2

20.6

0 5.19 0 0.515 5.985 45.4 4.8122 5 224 20.2 396.9

19

0 5.19 0 0.515

4.8122 5 224 20.2 396.9 9.29 18.7

35 1.52 0 0.442

1 284 15.5

5.49

0 1.89 0

6.54

1 422 15.9

6

8.65

55 3.78 0

5 370 17.6 396.9 7.18 23.9

55 3.78 0 0.484

28.1

5 370 17.6

7

0 4.39 0 0.442

48.5

3 352 18.8

17.5

0 4.39 0 0.442

52.3 8.0136 3 352 18.8

17.2

85

0

27.7

4 351 17.9

6.36 23.1

0.01501 80 2.01 0 0.435 6.635

4 280 17 390.94 5.99 24.5

40 1.25 0 0.429

34.5

1 335 19.7

5.89 26.6

40 1.25 0 0.429 6.49

8.7921 1 335 19.7 396.9 5.98 22.9

60 1.69 0 0.411

4 411 18.3

5.49 24.1

60 1.69 0 0.411

18.5 10.7103 4 411 18.3

7.79 18.6

90

0 0.41

36.1

5 187 17

6

4.5 30.1

80

0 0.413

21.9

57

4

22

8.05 18.2

80 1.91 0 0.413

19.5 1

7 4 334 22

5.57 20.6

0 18.1 1 0.77

97.4

24 666 20.2

17.6 17.8

0 18.1 1 0.77

91

2

24 666 20.2 391.34

21.7

0 18.1 1 0.77 6.127

24 666 20.2

22.7

0 18.1 0 0.77

81.3

24 666 20.2

12.67 22.6

0 18.1 0 0.77

88

24 666 20.2

7.79 25

0 18.1 0 0.77

91.1

24 666 20.2

0 18.1 0 0.77

96.2

24 666 20.2

20.8

0 18.1 1 0.77

89

24 666 20.2

16.8

0 18.1 1

82.9 1.9047 24 666 20.2

5.29 21.9

0 18.1 0 0.718

87.9

24 666 20.2

27.5

0 18.1 0 0.718

24 666 20.2

14 21.9

0 18.1 0

100

24 666 20.2

23.1

0 18.1 0 0.631 4.97 100

24 666 20.2

3.26 50

0 18.1 1 0.631

24 666 20.2

3.73 50

0 18.1 1 0.631

24 666 20.2

50

0 18.1 0 0.631

100

24 666 20.2

9.53 50

0 18.1 1

5.875 89.6

24 666 20.2

50

0 18.1 0 0.668

100

24 666 20.2 396.9

13.8

0 18.1 0 0.668

100

24 666 20.2 396.9

13.8

0 18.1 0 0.671

97.9

24 666 20.2 396.9

15

0 18.1 0 0.671

93.3

24 666 20.2

13.9

0 18.1 0 0.671

98.8

24 666 20.2 396.9

13.3

0 18.1 0 0.671 6.38 96.2

24 666 20.2 396.9

13.1

0 18.1 0 0.671

100 1.3861 24 666 20.2 393.74

10.2

0 18.1 0 0.671 6.968 91.9

24 666 20.2 396.9

10.4

0 18.1 0 0.671

24 666 20.2 396.9

10.9

0 18.1 0 0.7

100

24 666 20.2 396.9 23.6 11.3

0 18.1 0 0.7 5.52 100

24 666 20.2 396.9

12.3

49

0 18.1 0 0.7

91.2

24 666 20.2

8.8

0 18.1 0 0.7

98.1

24 666 20.2 396.9 30.81 7.2

38

0 18.1 0 0.7

100

24 666 20.2 396.9

10.5

0 18.1 0 0.7 5

24 666 20.2 396.9

7.4

37

0 18.1 0 0.7

100

24 666 20.2

10.2

0 18.1 0 0.7 5.39 98.9

24 666 20.2 396.9

11.5

0 18.1 0 0.7 5.713 97

24 666 20.2

15.1

0 18.1 0 0.7

82.5

24 666 20.2

23.2

0 18.1 0 0.7

97

24 666 20.2 396.9

9.7

0 18.1 0

92.6

24 666 20.2 396.9

13.8

98

0 18.1 0 0.693

94.7

24 666 20.2 396.9

12.7

0 18.1 0 0.693

98.8

24 666 20.2

13.1

0 18.1 0 0.693 6.405 96

24 666 20.2 396.9

12.5

0 18.1 0 0.693

98.9

24 666 20.2

8.5

0 18.1 0 0.693

100

24 666 20.2 396.9

5

0 18.1 0 0.693

24 666 20.2

6.3

0 18.1 0 0.693

100

24 666 20.2 396.9

5.6

0 18.1 0 0.693

100

24 666 20.2 396.9

7.2

0 18.1 0 0.693

100

24 666 20.2

12.1

0 18.1 0 0.693

96

24 666 20.2 396.9

8.3

0 18.1 0 0.693

85.4

24 666 20.2

8.5

0 18.1 0 0.693

100

24 666 20.2

5

0 18.1 0

4.138 100

24 666 20.2

11.9

0 18.1 0 0.659

100

24 666 20.2

27.9

0 18.1 0

97.9

24 666 20.2

26.4 17.2

0 18.1 0 0.597

100

24 666 20.2

27.5

0 18.1 0 0.597 5.757 100 1.413 24 666 20.2 2.6 10.11 15

0 18.1 0 0.597

100

24 666 20.2

17.2

0 18.1 0 0.597

100

24 666 20.2

17.9

0 18.1 0 0.597

100

24 666 20.2

20.08 16.3

0 18.1 0 0.693

100

24 666 20.2

7

0 18.1 0

100

24 666 20.2

7.2

0 18.1 0 0.679 6.782 90.8

24 666 20.2

7.5

0 18.1 0 0.679

89.1

24 666 20.2

10.4

341

0 18.1 0 0.679

100

24 666 20.2

8.8

0 18.1 0 0.718

76.5

24 666 20.2

8.4

0 18.1 0 0.718

100

24 666 20.2

15.02

0 18.1 0 0.718

95.3

24 666 20.2

15.7 14.2

0 18.1 0 0.614 5.648 87.6

24 666 20.2

14.1 20.8

0 18.1 0 0.614

85.1

24 666 20.2 2.52

13.4

0 18.1 0

24 666 20.2 3.65

11.7

0 18.1 0 0.679

95.4

24 666 20.2 7.68 24.39 8.3

0 18.1 0 0.584

59.7

24 666 20.2

10.2

0 18.1 0 0.679

24 666 20.2

10.9

0 18.1 0 0.679 6.193

24 666 20.2

11

0 18.1 0 0.679 6.38 95.6

24 666 20.2

9.5

0 18.1 0 0.584

24 666 20.2

14.5

0 18.1 0 0.584

94.3

24 666 20.2

14.1

0 18.1 0 0.584

24 666 20.2

16.1

0 18.1 0

87.9

24 666 20.2

14.3

0 18.1 0 0.713

95

24 666 20.2

15.17 11.7

0 18.1 0 0.74

94.6

24 666 20.2

13.4

0 18.1 0 0.74

93.3

24 666 20.2

9.6

0 18.1 0 0.74 6.152 100

24 666 20.2

8.7

0 18.1 0 0.74

87.9

24 666 20.2

8.4

0 18.1 0 0.74

93.9

24 666 20.2 396.9

12.8

0 18.1 0 0.74

92.4

24 666 20.2

10.5

0 18.1 0 0.74

24 666 20.2

17.1

0 18.1 0 0.74 6.219 100

24 666 20.2 395.69

18.4

0 18.1 0 0.74

100

24 666 20.2

15.4

0 18.1 0 0.74 5.854

24 666 20.2

10.8

0 18.1 0 0.74

94.8

24 666 20.2

23.98 11.8

0 18.1 0 0.74

96.4

24 666 20.2

14.9

0 18.1 0 0.74 6.251 96.6

24 666 20.2

12.6

0 18.1 0 0.713

24 666 20.2 396.9

14.1

0 18.1 0 0.713 6.417

24 666 20.2

13

0 18.1 0 0.713

92.6

24 666 20.2 0.32

13.4

0 18.1 0 0.713

98.2

24 666 20.2

15.2

0 18.1 0 0.713

91.8

24 666 20.2

16.1

0 18.1 0 0.713

24 666 20.2

17.8

0 18.1 0 0.713 6.728 94.1

24 666 20.2 6.68

14.9

0 18.1 0 0.713

86.5

24 666 20.2

18.13 14.1

0 18.1 0 0.713

87.9

24 666 20.2

12.7

0 18.1 0 0.713 5.936 80.3

24 666 20.2 3.5

13.5

0 18.1 0 0.713

83.7

24 666 20.2

14.9

0 18.1 0 0.713

84.4

24 666 20.2 396.9 14.7 20

0 18.1 0 0.713

90

24 666 20.2

16.4

0 18.1 0 0.713 6.376 88.4

24 666 20.2

17.7

0 18.1 0 0.713

83

24 666 20.2 396.9

19.5

0 18.1 0 0.713

89.9

24 666 20.2

20.2

0 18.1 0

6.209

24 666 20.2 396.9

21.4

0 18.1 0 0.655

24 666 20.2

19.9

0 18.1 0 0.655

24 666 20.2

19

0 18.1 0 0.584

94.5

24 666 20.2

21.32 19.1

0 18.1 0 0.58

71

24 666 20.2

18.13 19.1

0 18.1 0 0.58 5.713

24 666 20.2 396.9

20.1

0 18.1 0 0.58 6.167 84

24 666 20.2 396.9

19.9

0 18.1 0

6.229 90.7

24 666 20.2

19.6

0 18.1 0 0.58

75

24 666 20.2 393.37

23.2

0 18.1 0 0.614 6.98

24 666 20.2

29.8

0 18.1 0 0.584

95.4

24 666 20.2

13.8

0 18.1 0 0.584 6.162 97.4

24 666 20.2

24.1 13.3

0 18.1 0 0.614

93.6

24 666 20.2

16.7

0 18.1 0 0.614 5.304 97.3

24 666 20.2

12

0 18.1 0 0.614 6.185 96.7

24 666 20.2

14.6

14.3337 0 18.1 0 0.614 6.229 88 1.9512 24 666 20.2

21.4

0 18.1 0 0.532

24 666 20.2 396.9

23

0 18.1 0 0.532 6.75

24 666 20.2

23.7

0 18.1 0 0.532

77

24 666 20.2

7.01 25

0 18.1 0 0.532

24 666 20.2

21.8

0 18.1 0

24 666 20.2

20.6

0 18.1 0 0.583 6.312

24 666 20.2

10.58 21.2

0 18.1 0 0.583

24 666 20.2

19.1

0 18.1 0 0.583

24 666 20.2

20.6

0

0

92.7

4 711 20.1

18.06 15.2

0 27.74 0 0.609

98.3

4 711 20.1

7

0 27.74 0 0.609

98

4 711 20.1

8.1

0 27.74 0 0.609

98.8

4 711 20.1

13.6

0 27.74 0 0.609 5.983

4 711 20.1 396.9 13.35 20.1

0 9.69 0 0.585

54

6 391 19.2 396.9

21.8

0 9.69 0 0.585 5.926

2.3817 6 391 19.2 396.9

24.5

0 9.69 0 0.585 5.67

6 391 19.2

17.6 23.1

0 9.69 0 0.585 5.39 72.9 2.7986 6 391 19.2 396.9

19.7

0 9.69 0 0.585

70.6

6 391 19.2 396.9 14.1 18.3

0 9.69 0 0.585

6 391 19.2 396.9

21.2

0 9.69 0 0.585

73.5

6 391 19.2

15.1 17.5

0 9.69 0 0.585

79.7

6 391 19.2 396.9 14.33 16.8

0

0

1 273 21

22.4

0 11.93 0 0.573 6.12 76.7

1 273 21 396.9 9.08 20.6

0 11.93 0 0.573

91

1 273 21 396.9 5.64 23.9

0 11.93 0 0.573 6.794 89.3

1 273 21 393.45 6.48 22

0 11.93 0 0.573 6.03 80.8 2.505 1 273 21 396.9 7.88 11.9

crim zn indus chas nox rm age dis rad tax ptratio black lstat medv
0 6 3 2 1 8 2.

31 0.

5 6.5 7 65.2 4 2

96 15 39 6.9 4.

98 24
0.0

27 7.07 0.

46 6.4

21 7

8.9 4.9

67 242 1

7.8 3

96.9 9.1 21.6
0.027

29 0.4 7.1

85 61.1 71 17 392.8 4.03 3

4.7
0.03

23 2.

18 0.

45 6.998 45.8 6.0

62 22 1

8.7 3

94 63 2.9 33
0.06

90 2.1 58 7.

14 54 6.06 222 396.9 5.33 3

6.2
0.02985 2.18 6.43 58.7 3

94.1 5.21 28
0.08

82 12 7.87 0.52 6.012 6

6.6 5.5 60 3

11 15.2 3

95 12.4 22.9
0.1 44 55 6.172 96.1 5.9 19 27.1
0.21124 5.6 10 6.0821 38

6.63 29.

93 16
0.1

70 6.004 85.9 6.59 386.71 17.1 18.9
0.22

48 6.

37 94.3 6.

34 39

2.52 20
0.11747 6.009 82.9 6.

226 13
0.09378 5.

88 5.4

50 390.5 1

5.7 21.7
0.629

76 8.1 0.538 5.9

49 61.8 4.70

75 30 8.2 20.4
0.63796 6.09 8

4.5 4.4619 3

80 10.2 18.2
0.6

273 5.

83 56 4.49 3

95.6 8.4 1

9.9
1.05393 5.9

35 29.3 38

6.8 6.58 23.1
0.7 84 5.99 81.7 4.

25 38

6.75 1

4.67 1

7.5
0.80271 5.456 36 3.7 288.99 1

1.69 20.2
0.7258 5.727 6

9.5 390.95 11.28
1.2

51 5.57 98.1 3.7

97 3

76.5 21.02 13.6
0.85204 5.96 89 4.0123 392.53 13.8 1

9.6
1.23

247 6.14 91 3.97 18.72
0.98843 5.81 100 4.0952 3

94.5 1

9.8 14.5
0.75026 5.92 4.39 394.33 1

6.3 15.6
0.8

40 5.599 85.7 4.45 303.42 1

6.51 13.9
0.671 90.3 4.682 376.88 14.8 16.6
0.955

77 6.047 8

8.8 4.4534 30

6.38 1

7.2
0.77 6.49 94.4 4.4547 38

7.9 12.8 18.4
1.00

245 6.674 87.3 4.239 380.23 1

1.98
1.13081 5.713 4.

233 360.17 2

2.6 12.7
1.35472 6.07 4.175 37

6.73 13.04
1.38 3.99 2

32 2

7.7
1.15172 5.701 3.78 35

8.77 1

8.3 13.1
1.61282 3.75 2

48.3 20.3 1

3.5
0.06417 0.499 5.933 68.2 3.3603 279 19.2 9.68
0.09744 5.841 61.4 3.37 37

7.56 11.41
0.08014 5.85 41.5 3.9342
0.17505 5.966 30.2 3.8473 3

93.4 10.13 24.7
0.0

276 2.95 0.428 6.595 21.8 5.4011 252 18.3 395.6 4.32 30.8
0.0

335 7.024 15.8 34.9
0.12744 6.91 0.448 6.77 5.7209 17.9 3

85.4 4.84 26.6
0.1415 6.169 3

83.3 25.3
0.15936 6.21 394.46 7.4
0.12269 6.069 3

89.3 9.55 21.2
0.17142 5.68 33.8 5.1 10.21 19.3
0.

188 5.786 33.3 14.1
0.22927 6.03 85.5 5.6894 3

92.7 18.8
0.25387 5.39 95.3 5.87 30.81 14.4
0.21977 5.602 6.0877 16.2 19.4
0.08873 5.64 0.439 5.963 45.7 6.8147 243 16.8 395.5 13.4 1

9.7
0.04

337 6.115 3

93.9 9.43 20.5
0.0536 6.511 21.1 5.28
0.04981 5.998 21.4 8.43 23.4
0.0136 0.41 5.88 4

7.6 7.3197
0.01311 1.22 0.

403 7.249 21.9 8.6966 395.93 4.81 35.4
0.02055 0.74 6.383 35.7 9.

187 313 17.3 5.77
0.01

432 1.32 0.

411 6.816 40.5 8.3248 256 15.1 3

92.9 3.95 31.6
0.15445 5.13 0.453 6.145 29.2 7.8148 284 19.7 390.68 6.86 23.3
0.10328 5.927 47.2 6.93 9.22 19.6
0.14932 5.741 66.2 7.22 395.11 13.15
0.17171 6.8185 378.08 14.44
0.11027 6.456 67.8 7.2

255 22.2
0.1

265 6.762 43.4 7.9809 395.58
0.01951 17.5 0.4161 7.104 59.5 9.2229 216 18.6 39

3.24 8.05
0.0

358 0.

398 6.29 17.8 6.6115 16.1 23.5
0.0

437 5.787 31.1 10.24
0.0578 0.409 5.878 6.498 345 3

96.2
0.13554 5.594 36.8 13.09 17.4
0.1

281 5.885 8.79 20.9
0.08826 10.8 0.413 6.41 5.

287 305 38

3.73 6.72 24.2
0.15876 5.961 3

76.9
0.09164 6.065 390.91 5.52 22.8
0.19539 6.24 377.17 7.54
0.07896 12.83 0.437 6.27 4.2515 3

94.9 6.78 24.1
0.09512 6.286 4.5026 3

83.2 8.94
0.10153 6.279 74.5 4.05 373.66 11.9
0.08707 4.0905 3

86.9 10.27 20.8
0.05646 6.23 53.7 5.0141 386.4 12.3
0.08387 5.874 396.06
0.04113 4.86 0.426 6.727 33.5 5.4007 5.29
0.04462 6.619 70.4 23.9
0.03659 6.302 32.2 24.8
0.03551 6.167 46.7 390.64 7.51
0.05059 0.449 6.389 4.7794 1

8.5 9.62
0.05735 56.1 4.4377 392.3 6.53
0.05188 6.015 45.1 4.4272 395.99 12.86 22.5
0.07151 6.12 56.8 3.7476 395.15 8.44
0.0566 3.41 0.489 7.007 86.3 3.4217 270 23.6
0.05302 7.079 63.1 3.4145 28.7
0.04684 6.417 66.1 3.0923 3

92.1 8.81
0.03932 6.405 73.9 3.0921 3

93.5
0.04203 1

5.04 0.46 6.442 53.6 3.665 395.01 8.16
0.02875 28.9 396.3
0.04294 6.249 77.3 3.615 10.5 20.6
0.12204 2.89 0.445 6.62 57.8 3.4952 357.98 6.65 28.4
0.11504 6.163 69.6 3

91.8 11.3
0.12083 8.069 4.21 38.7
0.08187 7.82 36.9 39

3.53 3.57 43.8
0.0686 7.416 62.5 6.19 33.2
0.14866 8.56 79.9 2.7778 384 3

94.7 9.42 27.5
0.11432 6.781 71.3 2.8561 7.67 26.5
0.22876 2.7147 70.8 10.63
0.21161 6.13 87.4 394.47 1

3.44
0.1396 2.421 3

92.6 12.33 20.1
0.13262 5.851 96.7 2.1069 394.05 16.4 19.5
0.1712 5.836 91.9 2.211 39

5.67 18.66
0.13117 6.127 85.2 2.1

224 3

87.6 14.09
0.1

280 6.47 97.1 2.4

329 3

95.2 12.27 19.8
0.26363 6.229 91.2 2.5451 391 15.5
0.10793 6.195 54.4 393.49
0.10084 10.01 0.547 6.715 81.6 2.6775 395.59 10.16
0.12329 5.91 2.3534 39

4.95 16.21
0.22212 6.092 95.4 2.548 17.09
0.14231 6.25 84.2 2.25 388.74 10.4
0.17134 5.928 88.2 2.46 344.91 15.7
0.1

315 6.176 72.5 2.7301 3

93.3 12.04
0.15098 6.02 82.6 2.7474 394.51 10.3
0.13058 5.872 73.1 2.47 338.63 15.3
0.14476 5.731 2.7592 3

91.5 13.61
0.06899 25.65 0.58 69.7 2.2577 19.1 3

89.1 14.3
0.07165 84.1 2.1974 377.67 14.2
0.09299 2.0869 378.09 17.93
0.15038 5.856 1.9444 3

70.3 25.41
0.09849 5.879 95.8 2.0063 37

9.38 17.58
0.16902 5.98 88.4 1.9929 385.02 14.81
0.38735 5.613 1.7572 35

9.29 2

7.26
0.25915 2

1.89 0.624 5.693 1.7883 392.11 1

7.19
0.3

254 6.431 98.8 1.8125 15.39
0.88125 5.637 1.9799 18.34
0.34006 6.458 98.9 2.1185 395.04 12.6
1.19294 6.32 97.7 2.271 12.26
0.59005 6.372 97.9 2.3274 385.76 11.1
0.32 5.822 2.4699 3

88.6 1

5.03
0.97617 5.757 98.4 2.346 262.76 17.31
0.55 6.335 98.2 2.1107 3

94.6 16.9 18.1
0.32

264 5.942 1.9669 378.25
0.

352 6.454 1.8498 39

4.08 1

4.59
0.2498 5.857 1.6686 392.04 21.32 13.3
0.544 6.15 1.6687 18.46
0.2909 6.174 93.6 1.6119 388.08 2

4.16
1.62864 5.019 1.4394 34.41
3.32 19.58 0.871 5.403 1.3216 14.7 26.82
4.0974 5.468 1.4118 26.4
2.77974 4.903 97.8 1.3459 29.29 11.8
2.37934 1.4191 1

72.9 27.8
2.15505 5.628 1.5166 169.27 16.65
2.36862 4.926 95.7 1.4608 391.7 2

9.53 14.6
2.

330 5.186 93.8 1.5

296 356.99 28.32
2.73397 5.597 1.52 3

51.8 21.45 15.4
1.6566 6.122 97.3 1.618 372.8 21.5
1.49632 5.404 1.5916 341.6 13.28
1.12658 5.012 1.6102 343.28 12.1
2.14918 5.709 98.5 1.6232 261.95 1

5.79
1.413 6.129 1.7494 321.02 1

5.12
3.53501 6.152 1.7455 8

8.01 15.02
2.44668 5.272 1.73 88.63 16.14
1.

223 0.605 6.943 97.4 1.8773 363.43 41.3
1.34284 6.066 1.7573 3

53.8 24.3
1.42502 1.76 364.31 7.39
1.27346 1.7984 3

38.9
1.46336 7.489 90.8 1.9709 3

74.4
1.83377 7.802 2.0407 3

89.6 1.92
1.51902 8.375 2.162 388.45
2.24 5.854 2.

422 11.64 22.7
2.924 6.101 2.2834 2

40.1 9.81
2.01 7.929 2.0459 369.3
1.80028 5.877 79.2 2.4259 22

7.61 12.14 23.8
2.

300 6.31 297.09
2.44953 6.

402 2.2625 330.04 11.32 22.3
1.20742 5.875 2

92.2 14.43
2.3139 2.3887 348 1

2.03
0.13914 0.51 5.572 88.5 2.5961 1

4.69
0.09178 6.416 2.6463 9.04
0.08447 5.859 68.7 2.7019 393.23 9.64
0.0

666 6.54 33.1 3.13 390.96 29.4
0.07022 3.5549 10.11 23.2
0.05425 6.315 73.4 3.3175 24.6
0.06642 2.9153 391.27 6.92 29.9
0.488 6.98 58.4 2.829 193 37.2
0.06588 7.765 2.741 39

5.56 39.8
0.06888 6.144 62.2 2.5979 9.45 36.2
0.09103 7.155 2.7006 394.12 4.82 37.9
0.10008 6.56 2.847 32.5
0.08308 5.604 89.8 2.98 13.98
0.06047 6.153 68.8 3.2797 387.11 29.6
0.05602 7.83 3.1992 392.63
0.07875 6.782 41.1 3.7886 393.87 6.68
0.12579 6.556 29.1 4.56 382 29.8
0.0837 7.18 4.5667
0.09068 6.951 6.4798 37

7.68
0.06911 6.739 38

9.71 30.5
0.08664 7.178 26.3 3

90.4 2.87 36.4
0.02187 2.93 0.401 6.219 393.37
0.01439 6.604 3

76.7 4.38
0.01381 0.422 7.875 5.648 394.23 2.97
0.04011 0.404 7.287 34.1 7.309
0.04666 7.107 3

54.3 8.61 30.3
0.03768 7.274 38.3 392.2 34.6
0.0315 1.47 0.403 6.975 7.6534
0.01778 7.135 384.3 32.9
0.03445 82.5 0.415 6.162 38.4 393.77 7.43
0.02177 395.38 3.11 42.3
0.0

351 2.68 7.85 5.118 392.78 3.81 48.5
0.02009 8.034 31.9 390.55 2.88
0.13642 5.89 3.945 277 10.87
0.22969 52.5 4.3549 3

94.8 10.9 24.4
0.25199 5.783 72.7 3

89.4 18.06
0.13587 6.064 59.1 4.2392 3

81.3 14.66
0.435 5.344 3.875 23.09
0.17446 3.8771 393.25 17.2
0.37578 395.24 23.98
0.21719 5.807 3.65 390.94 16.03 22.4
0.14052 6.375 32.3 385.81 28.1
0.

289 5.412 3.5875 34

8.93 29.55 23.7
0.

198 6.182 42.4 393.63 9.47
0.0456 13.89 5.888 3.1121 13.5
0.07013 6.642 85.1 3.4211 9.69
0.11069 5.951 2.8893 17.92
0.11425 6.373 92.4 3.3633 393.74
0.35809 0.507 2.8617 26.7
0.40771 6.164 91.3 3.048 21.46
0.62356 6.87 77.7 3.2721 390.3 9.93
0.614 6.618 80.8 30.1
0.31533 0.504 8.266 78.3 2.8944 385.05 4.14 44.8
0.52693 8.725 4.63
0.38214 8.04 86.5 3.2157 38

7.38 37.6
0.41238 7.163 372.08 6.36
0.29819 7.686 3.3751 377.51 3.92
0.44178 6.552 3

80.3 3.76 31.5
0.537 5.981 68.1 3.6715 378.35 11.65
0.46296 7.412 376.14 5.25 31.7
0.575 8.337 73.3 3.8384 385.91 41.7
0.33147 8.247 3.6519 378.95
0.447 6.726 66.5 360.2
0.3

304 6.086 61.5 376.75 10.88
0.52058 6.631 4.148 9.54 25.1
0.51183 7.358 71.6 390.07 4.73
0.08

244 4.93 6.48 6.1899 379.41
0.09252 6.606 42.2 3

83.7 7.37
0.11329 6.897 6.3361 39

1.25 11.38
0.10612 6.095 65.1 394.62
0.1029 6.358 52.9 7.0355 372.75 11.22
0.12757 6.393 374.71 5.19
0.20608 5.86 0.431 5.593 7.9549 372.49 17.6
0.19133 5.605 70.2 389.13
0.33983 6.108 8.0555 390.18 9.16
0.19657 6.226 10.15
0.16439 6.433 49.1 7.8265 9.52 24.5
0.19073 6.718 26.2
0.1403 6.487 7.3967 396.28
0.21409 6.438 377.07 3.59
0.08221 6.957 8.9067 386.09
0.36894 8.259 3.54 42.8
0.04819 3.64 0.392 9.2203 392.89 6.57
0.03548 5.876 395.18 9.25
0.01538 0.394 7.454 34.2 15.9 386.34
0.61154 0.647 8.704 1.801 389.7
0.66351 7.333 1.8946 383.29 7.79
0.65665 6.842 2.0107 391.93
0.54011 7.203 81.8 2.1121 9.59
0.53412 7.52 2.1398 388.37 43.1
0.52014 8.398 2.2885 386.86 48.8
0.82526 7.327 2.0788 393.42 11.25
0.55007 7.206 91.6 1.9301 387.89 36.5
0.76162 62.8 1.9865 392.4
0.7857 7.01 84.6 2.1329 384.07 14.79 30.7
0.57834 8.297 2.4216 38

4.54
0.5405 7.47 52.6 2.872 3.16 43.5
0.09065 6.96 3.9175 391.34 13.65 20.7
0.29916 42.1 4.429 38

8.65
0.16211 16.3 25.2
0.1146 6.538 394.96 7.73
0.22188 7.691 4.3665 3

90.7 35.2
0.05644 6.758 4.0776 32.4
0.09604 6.854 4.2673
0.10469 7.267 4.7872 389.25 6.05
0.06127 6.826 27.6 4.8628 393.45
0.07978 6.482 32.1 4.1403
0.21038 3.33 0.442 6.812 4.1007 14.9 4.85 35.1
0.03578 64.5 4.6947 387.31 45.4
0.0

370 6.968 5.2447 392.23
0.06129 7.645 49.7 5.2119 3.01
0.01501 1.21 7.923 395.52
0.00906 7.088 7.3073 285 394.72
0.01096 0.389 6.453 8.23
0.01965 0.385 9.08 241 12.93
0.03871 5.32 0.405 6.209 31.3 7.3172 293 7.14
0.0459 45.6
0.04297 6.565 3

71.7 9.51
0.03502 0.411 6.861 27.9 5.1167 28.5
0.07886 7.148 27.7 3.56 37.3
0.03615
0.08265 13.92 5.5027 8.58
0.08199
0.12932 6.678 5.9604 28.6
0.05372 6.549 392.85
0.14103 15.84
0.06466 6.345 7.8278 368.24 4.97
0.05561 7.041 371.58 4.74
0.04417 6.871 47.4 390.86
0.03537 0.433 40.4 5.49 395.75
0.09266 383.61 8.67
6.982 17.7 390.43
0.05515 0.472 7.236 4.022 393.68 36.1
0.05479 6.616 58.1 393.36
0.07503 7.42 71.9 3.0992 33.4
0.04932 6.849 3.1827 7.53 28.2
0.49298 6.635
0.3494 5.972 3.1025 396.24 9.97
2.63548 4.973 37.8 2.5194 350.45 12.64
0.79041 52.8 2.6403 22.1
0.26169 6.023 2.834 11.7
0.26938 6.266 82.8 3.26 393.39
0.3692 6.567 3.6023 395.69 9.28
0.25356 5.705 3

96.4 11.5
0.31827 5.914 3.9986 18.33
0.24522 5.782 4.0317 15.94
0.40202 6.382 67.2 3.5325 395.21 10.36
0.47547 6.113 58.8 4.0019 396.23 12.73
0.1676 0.493 6.426 52.3 4.5404
0.18159 6.376
0.35114 6.041 49.9 4.7211
0.28392 5.708 74.3 3

91.1 11.74
0.34109 6.415
0.19186 5.4159 5.08
0.30347 6.312
0.24103 6.083 43.7 12.79
0.06617 5.868 25.8 5.2146 430 382.44
0.06724 6.333 375.21 7.34
0.04544 5.8736 368.57 9.09
0.05023 0.4379 5.706 6.6407 394.02 12.43
0.03466 6.031 362.25
0.05083 0.515 6.316 38.1 6.4584 389.71
0.03738 38.5 389.4
0.03961 6.037 34.5 5.985
0.03427 5.869 46.3 5.2311
0.03041 5.895 59.6 5.615 394.81 10.56
0.03306 6.059 4.8122 396.14 8.51
0.05497 9.74
0.06151 5.968 58.5
0.01301 7.241 49.3 7.0379 394.74 32.7
0.02498 0.518 59.7 6.2669 3

89.9 16.5
0.02543 0.484 6.696 56.4 5.7321
0.03049 6.874 6.4654 3

87.9 4.61 31.2
0.03113 6.014 8.0136 385.64 10.53
0.06162 5.898 364.61 12.67
0.0187 4.15 0.429 6.516 8.5353 392.43
29.7 8.344
0.02899 6.939 8.7921 389.85
0.06211 44.4
0.0795 6.579 35.9 10.7103 370.78
0.07244 5.884 392.33
0.01709 2.02 6.728 12.1265 3

84.4
0.04301 1.91 5.663 10.58 334 382.8
0.10659 5.936 0.585 376.04
8.98296 6.212 2.1222 377.73
3.8497 6.395 2.505 13.27
5.20177 83.4 2.7227 395.43 11.48
4.26131 6.112 2.5091 390.74
4.54192 6.398 2.5182 374.56
3.83684 6.251 2.2955 350.65 14.19 19.9
3.67822 5.362 2.1036 380.79 10.19
4.22239 5.803 1.9047 353.04 14.64
3.47428 0.718 8.78 354.55
4.55587 3.561 1.6132 354.7 7.12
3.69695 4.963 91.4 1.7523 316.03
13.5222 0.631 3.863 1.5106 131.42 13.33
4.89822 1.3325 375.52
5.66998 6.683 96.8 1.3567 375.33
6.53876 7.016 97.5 1.2024 392.05 2.96
9.2323 6.216 1.1691 366.15
8.26725 0.668 1.1296 34

7.88 8.88
11.1081 4.906 1.1742 34.77
18.4982 4.138 1.137 37.97
19.6091 7.313 1.3163 13.44
15.288 6.649 1.3449 363.02 23.24
9.82349 6.794 1.358 21.24
23.6482 1.3861 23.69
17.8667 6.223 21.78
88.9762 1.4165 17.21
15.8744 6.545 99.1 1.5192 21.08
9.18702 5.536 1.5804
7.99248 1.5331 24.56
20.08 4.368 1.4395 285.83 30.63
16.8118 5.277 1.4261
24.39 4.652 1.4672 28.28
22.5971 89.5 1.5184 31.99
14.33 4.88 1.5895 372.92 30.62
8.15174 1.7281 20.85
6.96215 1.9265 394.43 17.11
5.29305 6.051 2.1678 378.38 18.76
11.5779 5.036 1.77 25.68
8.64476 0.693 6.193 1.7912 15.17
13.35 5.887 1.7821 16.35
8.71675 6.471 1.7257 391.98 17.12
5.87205 1.6768 19.37
7.67202 5.747 1.6334 393.1 19.92
38.3518 5.453 1.4896 30.59
9.91655 5.852 77.8 1.5004 338.16 29.97
25.0461 5.987 1.5888 26.77
14.2362 6.343 1.5741 20.32
9.59571 6.404 1.639 376.11 20.31
24.8017 5.349 1.7028 19.77
41.5292 5.531 1.6074 329.46 27.38
67.9208 5.683 1.4254 384.97 22.98
20.7162 0.659 1.1781 370.22 23.34
11.9511 5.608 1.2852 332.09 12.13
7.40389 0.597 5.617 1.4547 314.64
14.4383 6.852 1.4655 179.36 19.78
51.1358
14.0507 6.657 1.5275 35.05 21.22
18.811 4.628 1.5539 28.79 34.37
28.6558 5.155 1.5894 210.97
45.7461 4.519 1.6582 88.27 36.98
18.0846 0.679 6.434 1.8347 27.25 29.05
10.8342 1.8195 21.57 25.79
25.9406 5.304 1.6475 127.36 26.64
73.5 5.957 1.8026 16.45 20.62
11.8123 6.824 1.794 48.45 22.74
11.0874 6.411 1.8589 318.75 16.7
7.02259 6.006 1.8746 319.98
12.0482 1.9512 291.55
7.05042 6.103 2.0218 23.29
8.79212 0.584 5.565 70.6 2.0635 17.16
15.8603 5.896 1.9096
12.2472 5.837 1.9976 24.65 15.69
37.6619 6.202 78.7 1.8629 18.82 14.52
7.36

711 78.1 1.9356 96.73 21.52
9.33889 1.9682 60.72 24.08
8.49213 6.348 86.1 2.0527 83.45 17.64
10.0623 6.833 2.0882 81.33 19.69
6.44405 6.425 74.8 2.2004 97.95 12.03
5.58107 0.713 6.436 2.3158 100.19 16.22
13.9134 6.208 2.2222 100.63
11.1604 6.629 2.1247 109.85 23.27
14.4208 6.461 2.0026 27.49 18.05
15.1772 1.9142 9.32 26.45
13.6781 5.935 1.8206 68.95 34.02
9.39063 5.627 1.8172 22.88
22.0511 5.818 1.8662 391.45 22.11
9.72418 6.406 97.2 2.0651 385.96 19.52
5.66637 2.0048 16.59
9.96654 6.485 1.9784 386.73 18.85
12.8023 96.6 1.8956 240.52 23.79
10.6718 6.459 1.9879 43.06
6.28807 6.341 2.072 318.01 17.79
9.92485 2.198 388.52 16.44
9.32909 6.185 98.7 2.2616 18.13
7.52601 98.3 2.185 304.21 19.31
6.71772 6.749 2.3236 17.44
5.44114 6.655 2.3552 355.29 17.73
5.09017 6.297 2.3682 385.09 17.27
8.24809 7.393 99.3 2.4527 375.87 16.74
9.51363 2.4961 18.71
4.75237 6.525 2.4358 50.92
4.66883 5.976 2.5806 10.48 19.01
8.20058 2.7792 16.94
7.75223 6.301 2.7831 272.21 16.23
6.80117 6.081 2.7175
4.81213 6.701 2.5975 255.23 16.42
3.69311 2.5671 391.43 14.65
6.65492 6.317 2.7344 13.99
5.82115 6.513 2.8016 393.82 10.29
7.83932 0.655 65.4 2.9634 13.22
3.1636 5.759 48.2 3.0665 334.4 14.13
3.77498 5.952 84.7 2.8715 22.01 17.15
4.42228 6.003 2.5403 331.29
15.5757 5.926 2.9084 368.74
13.0751 56.7 2.8237 14.76
4.34879 3.0334 16.29
4.03841 0.532 3.0993 395.33 12.87
3.56868 6.437 2.8965 14.36
4.64689 67.6 2.5329 374.68 11.66
8.05579 5.427 2.4298 352.58 18.14
6.39312 2.206 302.76
4.87141 6.484 2.3053 396.21 18.68
15.0234 2.1007 349.48 24.91
10.233 2.1705 3

79.7 18.03
383.32 13.11
5.82401 6.242 64.7 3.4242 10.74
5.70818 74.9 3.3317 393.07 7.74
5.73116 7.061 3.4106 395.28
2.81838 5.762 40.3 4.0983 392.92 10.42
2.37857 0.583 5.871 41.9 3.724 370.73 13.34
3.67367 51.9 3.9917 388.62
5.69175 6.114 79.8 3.5459 392.68 14.98
4.83567 5.905 53.2 3.1523 388.22 11.45
0.15086 27.74 0.609 5.454 1.8209 395.09
0.18337 5.414 1.7554 344.05 23.97
0.20746 5.093 1.8226 318.43 29.68
0.10574 5.983 1.8681 390.11 18.07
0.11132 83.5 2.1099
0.17331 5.707 2.3817 12.01
0.27957 42.6 13.59
0.17899 28.8 2.7986 393.29
0.2896 21.14
0.26838 5.794 2.8927
0.23912 6.019 65.3 2.4091 12.92
0.17783 5.569 2.3999 395.77
0.22438 6.027 2.4982
0.06263 11.93 0.573 6.593 69.1 2.4786 391.99 9.67
0.04527 2.2875
0.06076 6.976 2.1675
0.10959 2.3889
0.04741

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HW02 Cover Sheet

Identify all questions that you attempted in this template

Q

1

Textbook Theory Questions

1. For each of parts (a) through (d), indicate whether we would generally expect the performance of a flexible statistical learning method to be better or worse than an inflexible method. Justify your answer.

(a) The sample size n is extremely large, and the number of predictors p is small.

(b) The number of predictors p is extremely large, and the number of observations n is small.

(c) The relationship between the predictors and response is highly non-linear.

(d) The variance of the error terms, i.e. σ2 = Var(), is extremely high

5. What are the advantages and disadvantages of a very flexible (versus a less flexible) approach for regression or classification? Under what circumstances might a more flexible approach be preferred to a less flexible approach? When might a less flexible approach be preferred?

6. Describe the differences between a parametric and a non-parametric statistical learning approach. What are the advantages of a parametric approach to regression or classification (as opposed to a nonparametric approach)? What are its disadvantages?

Q2 Textbook Applied Questions – Attempt with Python

8. Exploratory Data Analysis: College data set: College.csv. It contains a number of variables for 777 different universities and colleges in the US. Do all the exercises in Python:

8a. Read the csv file with pandas

8b.Fix the first row as row headers

8c.

i. produce a numerical summary of the variables in the data set.

ii. produce a scatterplot matrix of the first ten columns or variables of the data.

iii. produce side-by-side boxplots of Outstate versus Private

iv. Create a new qualitative variable, called Elite, by binning the Top10perc variable and divide universities into two groups based on whether or not the proportion of students coming from the top 10 % of their high school classes exceeds 50 %

v. Produce some histograms with differing numbers of bins for a few of the quantitative variables: Room.Board’,’Books’, ‘Personal’, ‘Expend’

vi. Examine the elite schools more closely.

Q3 Textbook Applied Questions – Attempt with Python

9. Exploration with Auto.csv data.

Make sure that the missing values have been removed from the data.

(a) Which of the predictors are quantitative, and which are qualitative?

(b) What is the range of each quantitative predictor?

(c) What is the mean and standard deviation of each quantitative predictor?

(d) Now remove the 10th through 85th observations. What is the range, mean, and standard deviation of each predictor in the subset of the data that remains?

(e) Using the full data set, investigate the predictors graphically, using scatterplots or other tools of your choice. Create some plots highlighting the relationships among the predictors. Comment on your findings.

(f) Suppose that we wish to predict gas mileage (mpg) on the basis of the other variables. Do your plots suggest that any of the other variables might be useful in predicting mpg? Justify your answer.

Q4 Textbook Applied Questions – Attempt with Python

10. Exploration with Boston.csv data

a) How many rows and columns in the data set? What do the rows and columns represent?

(b) Make pairwise scatterplots of the predictors (columns) in this data set. Describe findings.

(c) Are any of the predictors associated with per capita crime rate? If so, explain relationship. (d) Do any of the suburbs of Boston appear to have particularly high crime rates? Tax rates? Pupil-teacher ratios? Comment on the range of each predictor.

(e) How many of the suburbs in this data set bound the Charles river?

(f) What is the median pupil-teacher ratio among the towns in this data set?

(g) Which suburb of Boston has lowest median value of owner occupied homes?

What are the values of the other predictors for that suburb, and how do those values compare to the overall ranges for those predictors? Comment on your findings.

(h) In this data set, how many of the suburbs average more than seven rooms per dwelling? More than eight rooms per dwelling? Comment on the suburbs that average more than eight rooms per dwelling.

Hint – several github sites have the complete solution in python e.g.

https://github.com/mscaudill/IntroStatLearn

https://botlnec.github.io/islp/

1

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Yes 823 721 274 52 87

6

500 1200 82 99 13.1 26

63

Yes 920 745 347 35 66

42

400 750 80 80 12 31

9

79

Yes 922 729 244 37 66 1000 275

400 1000 75 95 10.6 34

5

79

s

Yes

500 25 53 1792 5

600 600 99 99 12.1 37

79

Yes

1349 25 63

1350

1000 1000 81 90 13.9 10

3

60

Yes 602 498 215 26 58 795 74

0

500 850 78 91 11.1 48

7

72

Yes

565 176 36 64 710 399

450 690 82 88 14.4 34

4

72

Yes

1483 624 37 69

208

5

465 1100 72 81 12.5 40

72

Yes 949 786 302 30 70 1210 26 9990

500 1500 85 90 15 24

67

Yes 608 520 127 26 47 538 126

3920 500 1100 63 72 11.4 9

44

Yes 450 430 125 20 46

43

3920 300 1300 76 76

25

47

Yes 600 197 124 3 9 392 69

3090 600

31 35 12.9 4

21

Yes 723

361 10 30 951 706 7800 4000 350 1500 36 44 22 4

84

Yes 607 558 269 22 47 1222 519

650 1500 81 91 11.6 29

4 75

Yes 894 787 262 28 63

28

3850 600 1000 75 75 15.6 30 7348 52

Yes

478 42 77

4620 500 700 80 88 12.3 26

56

No

10 35

9

537

77 84 21 16

54

Yes 3050 1342 471 55 86 1818 23

400 650 77 92 12.9 34

83

Yes 268 253 103 16 44 494

500 1000 56 64 11.2 33

69

Yes 1163 927 386 16 49

556

750

67 69 11.4 21 6095 95

No

10 31

600 2500 72 76

8

40

No

7

3

25 72

600 2000 77 88

24 8686 68

Yes 735 423 366 20 48

707

700 1000 49 51

15

34

Yes

913 13 33

0

570 1150 66 83 16 14

66

No

26 59

6

1715 7550 3224 640 2055 81 88 19.2 22 8420 65

Yes

23 52

166

4

634 1000 58 79 11.5 25

75

No

5285

32 72

742 7994

500 732 77 81

29

2

98

Yes 472 410 262 14 41 9950 71

3050 400 400 51 53 17 21

54

No 2957 1423 691 10 30 3817

4800 400 1500 63 67 14.9 10

26

Yes 605 405 284 24 53 961 99

400 1350 68 68 13.3 19

75

Yes

820 27 57

392

0

5550 600 450 89 90

28

89

Yes

911 75 94

1569

500 1040 96 97 3.3 38

90

No 833 669 279 3 13 1224 345

4690 500 624 80 91 14.4 15

36

Yes 313 228 137 10 30 552 67

500 1700 34 55 10.6 30

56

Yes

859 298 36 55 1075 43

0

450 420 97 97 12.7 37

7

80

No

25 55

600 2000 76 86 18.5 22

54

Yes 589 575 148 16 40 474 258 8400

500 1400 63 55 12.4 14

68

No

822 5 19

776

500 1150 73 73

13

61

Yes 584 497 175 20 49 662 121 8000

500 1300 57 65 11.3 32

62

Yes

1538 408 44 75

1

750 480 95 95 11.1 46 14067 88

Yes 461 381 174 10 43 738 55

4550 600 750 55 94 13.3 43

51

Yes

381 20 45 500

0

5160 400

66 72 15.6 37

87

Yes 355 300 142 34 65

44

600 3000 65 68 10.7 25

65

Yes 1040 845 286 48 77 967 24

7

400 800 88 95 12.7 33

79

Yes 361 321 185 10 41 650 819

600 1100 57 73 14.2 14

52

Yes

20 56

1662 1

450

90 90 15.1 9 9084 84

Yes

572 36 59

226

0

600 1000 93 96 10.5 38

92

Yes 544 399 177 15 35 600 363

750 1500 77 83 12.5 12

75

Yes 979 638 271 31 70 968 20

0

920 1320 91 94 10.7 19

77

Yes 497 452 231 24 47 887

9400

500 1000 49 65

25

57

No

1725

10 27

8

3040 508

48 82 18.4 12

26

Yes 831 538 224 15 35 840 325

600

61 61 16.1 10

60

No 1166 1009 510 9 33

341

528

67 77 17 11

9

51

Yes 1243 947 324 50 77

74

525 975 76 92 10.1 57

77

Yes 1470

425 21 76

558

4840 400 900 89 92 13.3 28 8118 94

Yes 1386

320 28 56 965 502

400 1125 84 84 12.3 30

85

Yes

1092 40 84 4298 132 18700

750 1130 96 99 12.5 43

91

Yes 979

259 25 46

166

4000 400 1000 88 92 12 20

66

Yes 244 198 82 12 33

336 11700 5300 550 805 71 88

18

58

Yes 477 417 204 29 54

77 8840

600 1400 58 70

23

56

Yes

482 35 64

59

450 950 97 98 12.3 21

69

Yes

1050 395 12 31

1423

500 1200 36 48 14.3 10

61

Yes 787 562 363 21 55 925 605 5950

600 1300 67 72 14.6 35

53

No

1091 326 15 41 1196 33

350 1400 71 72 12.6 8

45

Yes 810 484 356 6 33

191

4800 1000 4200 65 85

9 3480 100

Yes 1561 1188 458 48 72

840

0

500 900 89 91 17.8 34

81

Yes 900 473 217 22 47

11 4400 3400 800 900 53 93 10.4 16

92

No

651 17 41

325

225 500 47 55 16.1 14

63

No

1870

12 47 2874 118

550 2200 74 80 18.4 23

62

Yes

527 20 39

170

4000 500 1200 61 62 14.2 24

70

Yes

1053 212 33 61 912 158

500 1655 64 74 10.5 11

7

59

No

29 57

9

2980 600

83 87

11

37

No

1525 22 45

3957

618

66 77 20 13

45

Yes

738 25 54

184

6300 600 900 86 88 14.7 27

80

Yes

753 42 64

436

6

545

84 88 14.2 10

84

Yes

1698 719 24 80

761

600 750 77 88 11.7 14

53

Yes

868 25 55

700 2000 94 95 6.2 15

65

Yes

1392 587 38 72

85

600 400 73 85 13.8 38

77

Yes

1005 363 16 37 1363 74

4300 500 900 75 81 14 32

72

Yes 1756 1500 366 3 21 1524 280

5400 450 870 62 66 12.4 24

70

No 535 502 223 6 20 959 150

500 600 48 65 12.6 15

51

Yes

452 56 86

113

4772 500 700 85 91 11.9 37

77

Yes 740 558 177 12 29 628 63

3750 550 950 49 55

33

59

Yes 874 758 428 21 46

246

3700 450 1200 42 45 17.6 16

55

Yes 1004 802 239 23 63 909 51

3850 525 1450 63 72 11.8 20

0

64

Yes

1730 563 20 63

254

0

500 1800 92 92 13.6 25

79

Yes 962 750 212 21 54 830 150

450 400 97 97 11.3 24

70

No

1547 9 29

1792 4300

450 1660 57 68 19 11

68

Yes 824 670 337 15 41 1160 653 9400 3400 500 1100 37 37 8.4 21

59

Yes

960 342 27 60

210 13850 3920 470 810 80 97 13.2 30

96

Yes

3171 830 12 31

658

0

5925 550 1200 74 81 17.6 34

69

Yes

4600 1685 36 71

804

600 1950 86 94 13.5 25

77

Yes

14 60 7703

4010 700

77 86 16.6 10

50

Yes 499 441 199 26 52

377 11200

600 1300 66 79 6.8 50

90

No

756 39 78

736

650

75 80 17.6 30

84

Yes 478 327 117 9 34 731 370

575 1075 71 93 10.3 30

77

Yes 695 535 239 21 30 988 785

7000 350 1100 63 76 11.7 20

2

68

Marymount University Yes 941 772 214 10 30

776

500 750 77 82 10.6 17

5

55

Yes 1464 888 176 26 52 624 128 11200

500

80 90 11.1 43

51

Yes 549 397 169 26 51

1751

4550 425 1350 52 58 13.1 13 5925 61

Yes 1107 859 323 13 51

402 11040

600 700 65 76 11.8 30

66

Yes

2140

96 99

28

725 1600 99 99 10.1 35

94

No 233 233 153 5 12 658 58

600 1900 68 68 15.7 11

51

Yes

555 119 16 43 836

500 800 70 74 17.7 21

52

Yes 578 411 187 25 50 880 477

400 1525 57 64 11 11

32

Yes 420 293 93 11 32 336 80

3750 600 2740 54 54 9.8 45

48

Yes

564 37 70

1260

400 1500 93 95 9.2 15

91

Yes

1074 397 15 40

433

425 1000 45 63 16.7 29

78

Yes 857 772 376 25 58

470 6720 3250 450

77 82 13.9 33

82

Yes

514 18 36

12500 6200 375 1000 73 75

22

80

No

1456 891 6 18

911

540

48 48

12

59

Yes

1382 607 30 64

53

0

475 1200 68 75 14.1 30 7762 89

No

35 39

807

3960 500 1382 81 89 17.6 20

85

No

23 57

0

504 600 93 95 14 9

0

71

No

42 77

414

900 1200 82 82 17 25

65

Yes 331 331 225 15 36 1100 166

1100

33 33

20 5524 49

No

960 22 60

1532 7844

450

72 74 16.8 20

71

Yes 610 461 189 26 52 685 49 8200

550 1000 63 69 12 16

64

Yes

456 29 62

95

450 965 60 77 11.4 25

9

75

Yes 905 834 319 32 61

179

0

550 1350 82 89 12.7 38

58

Yes 1217 1088 496 36 69

884

1000

35 46 16.7 23

67

Yes

385 307 36 57

721 5580

600 700 77 79 16.5 18

61

No

18 57

480

77 77 15.9 20

53

No 480 405 380 19 46

1014

600 1500 49 54 15.8 8

63

No 1576

913 13 50 3689 2200 3840

200 400 52 54

9

100

Yes

983 316 5 35 1057 175

5050 400 900 35 67 17.4 16

27

IL

Yes 601 503 204 28 57 671 11 13000 4100 400 460 91 91 11.6 43

56

Monmouth College Yes

478 14 34 1893 847

0

530

70 85 14.2 15

54

No 572 544 320 45 72 1470 416

3400 550 1400 71 71

31

74

No 3500 2836

15 42 8730 993

3710 550

75 83 17.6 8

37

No

2128 865 19 53 6411 3186

700 950 82 87 21.5 9

58

Yes 263 223 103 10 24 316 20

500

42 50 11.1 4

15

No

12 37

1075

2664 600 1000 76 81 18.1 19

60

Yes 1232 955 303 23 58

485 1

550 1250 86 92 15.2 28

74

Yes

722 41 66 2852 153

250 600 71 74 17.8 10

83

Yes 586 533 239 16 36 950 228 10520

500 1000 48 68 13 32

56

Yes

730 330 2 13 926 12

5

2550 850 2100 53 60

34

60

Yes 1800

526 47 79 1891 40

750 750 79 91 9 51

84

Yes 279 276 126 17 37 600 435

2980 500 500 45 55 11.7 38

44

Yes 235 217 121 12 32 931 487 8950

550 1125 51 51 10.7 26 7016 78

Yes 368 317 159 20 49 806 542 10500

500

44 50 11.3 30 6695 64

Yes 325 284 95 16 33 364 88 9900 3650 500 1200 32 37 13.6 43

21

Yes 1321 1159 328 15 36 1243 79

6200 550 900 77 82 12.8 36

80

Yes 1170 695 238 14 48 1170 429

4600 250 1400 74 75 15.3 23 6898 88

Yes 657 537 113 37 90 1039 466

630

53 71 11.9 19

3

72

Yes 1310 1086 458 26 61 1365 144

3530 400 1150 85 87 16.7 35

81

Yes 510 485 334 18 36

94 7400 3346 600 600 57 57 19.8 7

58

Yes

462 30 61 1656 352

5

600 850 76 86 12.8 39

83

No

1910 1190 29 55

955

700 940 72 76

27

52

Yes 1109 922 375 24 46 1115 70 13240

600 800 73 85

27

73

Yes 513 347 279 23 48

505

4500 650 500 62 65

2

71

Yes 947 798 266 36 68

471 10850 5150 550 800 77 93 13.6 24

61

No

1216 483 27 62

1646 8832

700 1850 92 98 13.5 19

72

No 787 601 233 40 73

411 5376

600 1100 99 100 13.7 11

34

Yes

2505 70 86

450 1000 87 98 7.8 16

71

Yes 872 722 154 14 36 601 36

2600 500 1500 57 63 11.4 32

83

Yes

1796 467 65 99

334

450 650 68 100 14.2 20 7788 65

No

1005 240 1 19 1380 136

500 1000 65 71 14.2 17 6562 57

No

12 33

871 6806

600 1651 72 72 16.7 9

44

No

39 78

8400

600 1300 92 98 17.5 21

62

Yes 812 689 195 7 24 646 84

600 1295 77 77 12.7 11

52

Yes 1127 884 308 30 64 1310 766

450 1800 73 87 16.4 33

76

No

1610 13 47

600 2000 79 83 17 24

42

Yes 465 361 176 19 39 879 156

400 970 76 79 13.1 24

74

No 6040

1620 36 72

266

400 1100 69 72 15.7 13

76

Yes

2

16 42

0

13380

600 1750 73 82 12.9 17

46

No

23 48

620

78 83

7

41

No

7219 2397 12 37

7799

470 1750 73 78 17.3 11

56

No

1257 8 29

472

250 1630 62 65 21.7 23

54

Yes 616 514 385 29 52 1115 60

450 822 59 59 14.8 20

58

Yes 860 811 366 22 56 1040 52 9900 3075 300 1800 68 68 14.9 34

68

Yes

1902 85 98

45

5520 759

96 100 6.8 25

92

Yes

1625 626 8 29 1862 382

500 800 71 74 13.1 22

63

Yes 379 324 107 15 37 500 311 9990 4900 400 600 44 47 12.1 26

33

No

16 56

400 650 88 90 19.7 13

53

Yes

678 50 89

120

575

77 96 10.1 47

83

Yes

1319 370 52 81

35

558

91 93 10.5 30

79

Yes 792 649 186 56 87

377

4340 600

91 95 13.1 27

67

Yes

2342 669 35 62

66

4080 600 825 73 78 14.5 31

83

No

3

21 54

1310

550 2300 79 87

13

64

Yes

1700 458 36 65 1780 48

550 550 93 93 12.1 32

75

Yes 758 681 484 35 59

705

3140 515 1290 63 71 15.1 18

50

Yes 776 765 351 22 44 1419 228

3150 500 1900 58 64

8

45

No

29 57

800 3100 84 92 15.3 14

48

Yes

1205 428 26 57

936

4440 420 840 62 68 13.9 30

87

Yes 910 773 450 31 73 1310 61

2800 500 1500 63 67 13.3 10

65

Yes

295 22 46 1202 942

616 1576 56 64 14.9 25 7114 37

Yes

3750 1522 37 70

11000 5160 660 1115 90 95 13.8 10

62

Yes 1603 1392 504 31 68 2580 302

600

78 78 11 23

83

Yes 940 668 385 20 48

139

630 1926 48 87 12.3 12

69

Pacific University Yes 943 849 288 41 71

35

450 1100 76 76 10.9 22

42

No 944 774 440 14 34 2174 529

550

77 77 15 5

48

No

3450 48 93

512

77 96 18.1 19

63

Yes

680 86 96

625

500 700 95 98 11.6 13

5

66

No 701 501 458 10 40 959 457 2580

500 900 48 100 20.1 24

44

Yes 838 651 159 11 25 654 162

3700 400

62 62 12.2 13

48

Yes 1538

468 19 42

1042

5062 600 1664 48 80 12.9 15

68

Yes 692 576 174 19 50 597 83 10500

600 940 58 64 11.6 19

39

Yes 663 562 127 20 40 641 63 5640 3620 600 750 89 89 13.2 17 7309 31

Yes 404 400 169 28 48 797 100 6000 3000 500 500 48 57 13.4 14

61

Yes 1133 630 220 37 73 750 30

8

650 850 100 100 10.4 11

73

Yes 809 687 428 20 43 1889 217

4190 800 750 71 71 16.1 19

54

Yes 875 744 207 7 38 1173

9700

400 1200 45 90 14.5 10

66

Yes 1132 847 302 58 89

214

4200 436

90 90 10.4 14

62

No

1061 10 22

448

3500 598

55 93

1

35

Yes

832 302 34 63 1133 30

554 1429 80 85 13.4 42

85

Yes

90 98

146

675

91 96 8.4 54

99

Yes

3346 973 20 55

1358

0

6200 450 1100 66 74 18.4 35 8135 96

No

4

29 60

3990 570 1060 86 86

15 8604 67

Yes 516 392 154 32 62 630 549

610 1900 73 75 14 36 9315 58

Yes 1025 707 297 22 66 1070 72 10100 4140 450 1080 69 71

32 6880 80

Yes 3712 2153 806 17 45

714

1000 500 63 73 12 33

86

No

1742 15 37

472

4110 500 900 73 83 19.6 9

62

No

957 362 6 29

600 1655 74 95 17.8 8 7333 47

Yes

306 21 46 1071 27

3735 400 900 77 80 10.7 38

74

Yes 696 616 169 35 66 653 56

370 920 88 97 9.2 24

68

Yes

1436 327 47 80 1199 61

5490 500 450 90 90 11.8 37

68

Yes 427 385 143 18 38 581 533

0

5800 450 700 81 85 10.3 37

84

Yes

936 53 82

16

1230 1100 94 98 15.4 21

70

Yes

391 58 82 1345 59

550 1500 90 96 10.8 47

77

Yes

730 16 31

700 3100 84 92 12.3 23

70

Yes 587 501 211 28 52 735 28 15200 4100 350 650 87 90 9.4 49

64

Yes 484 386 141 6 28 590 1196

4860 600 1100 59 59 12.2 19

81

Yes

1790 437 27 54 1460 239

450 1200 85 89 13 26

72

Yes 935 858 345 22 50 1127 754

4100 500 1500 60 79 10.7 21

79

Yes 560 392 270 11 31 743 118

600 625 56 78 11.3 27

68

Yes

679 10 20

500 730 44 54 16.4 8

61

Yes 1777 1151 382 31 55 1668 1052

5220 955 750 81 85 13.3 23

90

Yes 434 321 141 28 53 624 269

4600 550 950 79 82 12.9 30

81

No

695 21 70

4830 800 800 76 81

6

51

No

4520 36 79

3712

690

90 95

19

77

No

232 27 79

1300

4748 690 2009 90 95 18.6 12

57

No

499 26 62 4005 1886 7410 4748 690 2009 90 95 17.4 16

58

Yes 2307

509 19 51 1707 1889

400 600 71 73 14.8 16

82

Yes 897 718 276 12 48 1345 390

500 1500 56 56 14.1 16

70

Yes

514 15 40 1873 94

5400 450 1120 70 82 14.5 29

97

No

3306

10 34

350

70 75 18.9 10

58

IN

Yes 213 166 85 13 36 513 247

3820 450 1000 43 78 12.5 4

48

Saint Francis College Yes

824 284 21 45

451

5050 400

64 64 19.3 24

69

Yes 933 800 444 18 45 1691 72

4081 500 600 76 85 12 38

70

IN

Yes 920 684 225 24 42 815 222 11200

600 950 55 60 14.8 19

67

Saint Joseph’s College Yes 833 682 217 12 33 716 2196

500 800 53 89

8

85

Yes 2519

776 39 71

1314

350 1690 84 90 17.4 13

83

Yes 292 241 96 20 52 543 712 12200 4600 650 950 87 90 11.2 32

76

Yes

956 44 67

1140 11690 4730 800 6800 84 94 4.6 19

67

Saint Mary’s College Yes 888 734 393 26 60 1433 27

500 1525 74 95 9.9 31

98

Yes 876 802 367 14 35 1263 118 10800 3600 400 820 68 74

19

78

Yes 150 130 88 23 50 341 768 10300 4130 500 1700 44 58 10.2 37

75

Yes 1910 1380 463 16 64 1715 106

5860 500 750 79 88 14.5 34

84

Yes

1673 745 38 73 2888 105

0

3750 550 550 82 88 10 31

83

Yes 1606 1413 530 23 38 1921 1154

5520 500 450 78 78 12.1 22

53

Yes 700 595 278 19 35 1035 182 10850

500 900 62 64 12.3 31

88

Yes 785 647 295 15 65

726

600 794 87 100 13.7 15

55

Yes 489 384 120 23 52 700 45

400 620 46 24 13 9

98

Yes 335 284 132 28 69 534 216

6300 500 2000 68 68 11.2 46

60

No

2290 736 20 52

1027

4690 600 1450 73 75 17.9 18

56

Yes 1680 1395 691 34 76 2959 402

3700 569 1650 74 75 14.7 17

61

No

20 70

5550

612 2400 87 93 19.5 7

41

Yes

888 40 73

128

630 1278 88 92 13.9 19

100

Yes 1380 768 263 57 82 1000 105 19300

600 700 89 93 6.1 18

9

83

Yes 1109 688 386 20 65 1897 208

5000 1200 1600 14 98 16.1 26

55

Yes 584 413 131 19 51 521 99

5900 500

51 56 11.8 23

52

Yes 855 632 139 60 83 569 7

600 800 95 100 8.2 41

73

Yes

1016 411 42 82

704

600 1250 83 85 16.8 20

8

66

Yes

494 28 72

347

500 1500 85 85 12.2 16

89

Yes 4576

1000 16 36

650 1000 81 84 14.4 15

64

Yes 936 794 197 24 56 752 210

4180 350 2000 71 71 11.2 37

71

No

1116 14 53

300 7844

450 1700 80 83 18.8 13 6719 72

Yes 540 445 165 23 70 1115 111

3600 500 2000 62 65 13.2 18

58

Yes 2961

628 24 68 2669 616 10800

575 1090 71 82 14.1 42 8189 100

Yes 464 419 183 10 31 686 287 9240

475 1090 29 49 7.2 17 9431 47

Yes

782 295 23 53

160

500 1200 74 81 8.9 33

6

79

Yes 1016 872 300 27 57 1116 602

550 1400 66 73 15.8 36 7411 70

Yes 437 400 211 13 35 614 271 8990

500 1700 73 73 14.8 7

48

Yes

591 25 62

263

500 700 87 92 12.7 29

81

Smith College Yes

632 51 88

95

500 1050 85 97 10.3 44

9

90

No

13 37 7000

2190 500

62 65 15 29

67

No 2281 1870 1408 18 43

1246

200

75 76 17.1 8

45

No 818 700 447 20 50

651

2619 450 1022 55 59 19.6 9 4444 53

Yes 385 340 193 18 38 784 127

630 1818 63 65 18.6 11

43

No

994 13 40

2550

221

76 81 16.5 8

43

Yes

1166 41 69 4892 387

576

74 88 13.5 17

72

Yes 1093 1093 642 12 32

967

2500 400 1000 52 54 15.9 13

71

No

15 37

500 1360 70 75

11

56

No 1047 938 511 13 33 2091 546

2750 600 1800 58 75 16.5 31

51

Yes 321 318 172 11 27 620 280

430 1651 44 77 13 12

36

Yes 213 155 75 28 66 504 147

550 1500 56 56 11.8 12

52

Yes

912 352 44 77

43

600 1050 83 89 11.3 35

67

Yes 283 201 97 10 45 589 263 8400 2800 600 900 50 56 10.6 40

89

Yes

1237 443 47 83

107 7000

660 2400 73 80 12.5 18

65

Yes 372 362 181 15 32

353

3550 385 665 48 48 15.4 9 10938 49

Yes 1489 1313 375 13 45

131

500 1050 91 91 17.7 32

78

Yes 323 278 122 31 51 393 4

275 800 63 72 7.2 26

64

Yes 1368 1064 354 19 51 1687 677

400 800 86 81 14.5 29

66

Yes

1820 505 31 56 1801 45

650 825 90 94 11.5 38

85

Yes 191 165 63 5 25 494 574

4270 300 500 43 77 14.5 8 9209 40

Yes 2643 1611 465 36 80

248

630 1584 88 89 16.1 17

78

No 1340 695 285 42 73

209 6800 4730 675 1250 84 89 11.6 23

63

Yes 1243 1020 414 33 60

418

700

82 83 16.2 7

72

Yes

1243 568 30 56

95

425 1100 74 78 15.1 36

88

Yes 651 581 243 8 17 617 34 5000 3650 600 600 45 45 14 8

45

Yes 861 609 215 10 27 1117 815

5700 500 1750 69 73 16.1 13 6534 67

Yes 450 405 194 17 34 614 388 13900 5200 450 2150 46 63 10.9 17

59

Yes 1557 1227 489 37 69 1964 81

5

4565 600 1365 85 90 12.5 24

73

Yes 1768 1249 380 51 93 1263 11

450 750 89 89 19 33

79

No 4019 1579 710 23 65

765 3040

711 1125 78 92 19.5 7

64

Yes

2300 585 25 69

926

480 800 79 79 13 30

97

No

1843 16 61

1231 6550

700 1560 93 96 17.4 16

74

No

60 94

671 6550

700 1000 83 100 18 15

80

No

9649

36 100

6550 4731 708 957 90 97 13.6 15

56

No

27 66

6550

600 1200 91 96 10.5 7

57

No

7 34

1363 6550 4460 500 705 79 83 19 14

49

No 8000

1464 17 70

869 6550

500 1500 69 85 22 21 5280 63

No

1025 8 29

2091 6550 4040 550 1230 71 78

12

42

No

1036 6 40

346 6550 4680 630 1274 82 85 17.8 17

53

No

814 13 48

298 6550

620

82 90 16.3 10

66

No

56 93

146 6550

600 650 79 84 19.1 25

76

No

656 19 53

6550 4240 550 1500 85 93 15.3 8

53

No

853 9 40

475 6550

600 1380 80 90 17.9 16 6174 65

No 3150 2289 650 16 51 3598 234 6840

500 1000 71 75 15.1 17

59

No 2119

390 5 33

6550 4760 1125 1362 80 100 14.9 8

46

Yes

465 27 59 1442 166

400 800 83 86 13.9 37

90

Yes 462 402 146 36 68 527 41

6000 500 600 91 99 6.5 48

61

Yes

7260 2442 28 67

117

0

635 960 73 84 11.3 13

67

Yes 257 183 109 19 41 396 38 7850

400 1500 55 70 10 15

53

Yes

1500 335 30 60 908 119 5666

1000 1400 56 58

7 5970 46

Yes

1092 437 41 80 1757 81

4000 450 1250 60 61 14.2 32 8294 98

Yes 232 182 99 7 29 402 237 7070

400

59 65 8.9 16

36

No

49 85

2798 5130

600 2144 89 91 23.1 29

69

No 529 481 243 22 47 1206 134 4860

600 650 103 88 17.4 16

43

Yes 4095 3079

33 64

660

3320 650 2400 81 93 14.8 23

64

Yes 497 423 215 27 57 895 429 7850 3410 490 1700 54 58 13.8 24

50

No 4345

15 85

7860

600 1700 65 75 18.2 21

10

Yes 592 501 279 19 44 1204 392 6400

600 1800 80 83 14.5 10

43

No 1500 1242 611 12 36

292 7070

400 779 95 94 17.1 17

84

Yes 1154 951 253 15 31 791 140

700 1350 68 76 11.6 16

60

Yes 845 734 254 5 21 662 351

3800 600 1200 59 74 19 40 5096 39

Yes 759 729 244 57 81 867 51 10900 4450 500 1000 81 91 12.1 41

70

No

944 55 94

902

700 1000 81 87 14.4 6

81

Yes

1102 276 14 40 978 98 9456 4350 468 1323 53 53 12.8 24

65

Yes

478 46 84

244

500 680 91 96 10.4 48

4

91

Yes 247 189 100 19 49 309 639

2

6430 500 900 89 93 8.3 37

96

Yes 222 185 91 16 41 484 541

550 500 58 78 10.4 26

78

Yes

1818 601 62 93

95

5150 500 490 94 96 9.6 20

93

Yes

5125 1223 47 75

0

5950 350 800 98 98 9.1 21

74

Yes 626 372 145 12 34 983 40

3400 450 800 70 70

28

52

Yes

611 20 59 2825 144

600

70 74 12.2 7 10872 65

Yes 484 384 177 9 45 634 78 7800 2950 500 600 60 88 14.1 9

64

Yes

1712 528 49 84 1915 123

450 1024 94 96 11.5 49

88

No 4800 2900 1515 14 48

1472 6874 2394 518 1890 73 78 19.2 14

56

No

1260 938 24 35

4440

750 2200 96 96 6.7 16

33

No

25 65

1530

3300 500 2000 73 89 14.8 10

39

No

95 100

636

93 97 15.8 10

78

No

2478 85 100

864

790 1818 96 96 16.1 11

66

No

2959

25 60

700 1600 80 98 22.2 9

46

Yes 682 535 204 22 43 771 611

3540 400 750 26 58 2.5 10

57

Yes

2999 922 68 94 3340 39

500 1254 99 99 5.3 36

90

No

5553 2408 26 57

2011

556

89 95 10.8 6

54

No

23 63

1660

700 2300 89 95 16 16 10178 71

Yes 681 588 246 44 74

73

6230 500 1200 85 93 13.4 26

63

Yes

26 51

665

500 900 81 85 14.8 25

93

Yes

22 57

4522

4230 530 1300 82 87 18.3 15

75

Yes

580 29 60

554

400 1350 84 91 15.9 21

67

Yes 927 731 415 24 50 2149 2217

600

72 79 13.5 14

51

Yes 576 558 137 11 39 662 131

3620 400 1500 85 98 16.5 18

45

Yes 2096 1626 694 35 67

407 11800 4340 700 960 60 81 15.8 26

77

No

54 85

7090 4180 630 1530 88 97 13.4 20

66

No 11220

3320 43 79

2748

3600 525 1755 88 95 14.7 22 7881 63

Yes 5081 4040

11 26

1415

6000 500 1440 61 76 10.7 9

66

No 3580

36 69

4460

687

85 87 11.8 6

54

No

52 88

911

500

87 90 17.4 13

81

No 8384

22 50

630

82 84 10 6

34

Yes

388 26 51

1646

4080 525

55 56 11.1 23 6735 69

No

25 50

1673

700

88 94 13.7 17

57

Yes

969 226 16 38 1431 1522

5050 630

66 68 14.1 23

47

No

1823 16 33

6198 6540 3600 530

84 92 11.1 24

31

No

803 438 20 48

344

3970 450

67 75 15.9 26

59

No 441 369 172 17 45 633 317

600 400 46 46 15.1 4

64

No 461 381 235 10 40 974 503 6600

400 1675 67 67 15.2 11 6408 35

No

985 27 57

4408 494

82 88 18.4 6

55

No

22 53

5146 550 1550 89 92 18.1 12

63

No

12 39

500 1400 88 92 16.7 15

68

No

1006 10 37 4664 1630

4500 500 1250 74 90 15 20

56

Yes

1643 42 69

876

630 1985 82 94 5.9 17

59

No

12940

66 92

1339

476 1600 90 98 11.5 26

87

No

1656 15 45

1254

753

79 91 19 11

53

No

874 588 56 86

154

600 1500 74 78 14.6 16 6716 51

No

6397

26 55

8949

714 2910 88 90 12.2 37

45

No

26 47

804

600 550 81 86 20.3 14 6971 53

No

2940 32 62

1583

3485 600 1983 87 87 12.7 15

58

No

823 49 77

561 9057 3600 700 1435 88 88 14.4 23

49

No 1618 1141 479 18 54

500

71 73 13.4 15 6433 48

Yes 452 331 269 17 54 1417 301 6150 3680 550 1200 59 63 16.6 4

52

No 1351 892 570 18 78

331 4440 3030 300 600 72 72 18.9 8

51

No

3526 33 63

3171

500

86 92 15.1 48

53

Yes

750 265 19 54 820 159

0

900 2500 72 75 11.4 13

64

No

2529 24 62

1338 11180

650 2450 89 87 17.5 16

75

No 1757 979 394 32 74

1078 5972

600 750 77 83 13 11

37

No

75 92

1100 8400 4200 550 1200 88 93 8.9 23

83

No

1730 19 62

3255

600 1900 79 91 16.8 7

62

No

4134 1500 15 44

600 1300 75 94 15.5 17

53

No

15 67

1145

3680 500 1500 82 85 19.1 15

55

No

1652 20 54

1435

450 1200 97 97 15.9 16

49

No 1800

560 44 85

4360 600 2604 82 85 17.8 14

47

No

23 51

3579 450 1700 86 94

6

35

No

1697 12 37

1498

540 2286 75 75 21.5 8

40

No

18 52

595

78 82 16.3 26

77

Yes 7700 3700 1906 79 96

30

4400 600 1350 96 92 13.1 46

97

No

3970

32 63

3526 765 3176 86 90 11.5 11

44

No

6732

25 61

1605

3660 570 1530 79 87 19.7 13

54

University of Pennsylvania Yes

4

2464 85 100

531

500

95 96 6.3 38

93

No

6383

25 59

4560 400 900 93 93 7.8 10 13789 66

Yes 1758 1485 419 27 58

174

4100 600 1100 92 96 13.2 17

72

Yes

688 51 83 2738 138

0

4500 630 1800 79 86 15 17

63

No

12 40 8894

500 1250 84 89 16.6 7 9158 63

Yes

756 46 72

594 14500

700 1125 75 89 11.7 32

100

Yes

1243 56 75

438

500 882 93 99 5.9 23

80

Yes

886 40 70

217

630 1820 93 96 15.6 13

66

Yes

1721 538 23 48

549

750 2450 86 86 13.6 8

62

No 285 280 208 21 43 1140 473

1920 600 1800 67 77 23.6 3

43

Yes 4471

910 29 60

493

650 800 83 83 14.1 41

92

No 848 560 377 14 24

1412 5800 3066 500 1500 62 62 14.8 3

48

No

30 66

495

84 88 16.9 18

63

No

29 63

500 2180 84 89 17 7 11020 47

Yes

45 71

1429

600

90 94 11.4 10

68

No 1401 1239 605 10 34

675

540

63 88 19.4 0

36

No

2133

8 25

500 1425 56 65 22 21

38

No 2850

1046 20 50

500 500 78 99 18.7 23

45

Yes

828 26 53

982

2

500 800 80 80 13.8 13

89

Yes 374 280 185 45 77 995 408 8550 4050 500 1344 75 75 12.6 17

62

No 7473

27 53

750 3300 86 92 16.5 22

53

No 3281

1448 19 43

2780 500 2850 73 73 21 4

29

No

48 85

5130

650 3140 91 99 19.7 11

65

No

3100 1686 17 46

4104 5376 452 1200 94 100

3 4329 50

Yes 974 704 290 5 22 1145 39 12520 3860 1300 700 16 59 7.5 9

57

Yes

582 36 66 2664 299

646 1171 87 94 11.2 14

65

Yes 1445 966 326 46 83 1129 24

4080 450 810 89 93 10.3 52

82

Yes 1712 1557 696 41 68 2936 433 11750

1200

94 96 11.5 10

47

No

2400 27 53

858

89 93 12.8 9

37

No

18 51

500 990 87 90 9.9 10

79

No

74 95

114

500 1000 90 92 9.5 22

95

No

40 81

708 2172 96 94 9 10

65

No 1558 1254 472 20 57

2477 6172 3994 541 1387 83 87

12

53

No

1030 9 32

579

2592 376 1750 78 78 21 17

65

No 910 910 342 14 53

417

2780 550

75 81 15.2 15 6490 36

No 4400

1472 12 38

6950 2500 300 1200 90 95 23.1 16

67

No

759 17 50

1347 6900 2800 475 1200 81 89 22.2 1 5968 46

No

36 80

2200

4290 535

93 96 11.5 20

72

No 5244

1930 12 37 11561

2964 570

79 87 15.9 8 8094 38

No

1516 1073 23 46

1488

600 1500 91 94 15.1 13

45

Yes 663 452 192 10 35 1481 1160 8840

500 1000 69 75 17.4 19

78

Yes

1026 308 44 77

17

5160 500 800 82 85 11.6 40

79

Yes 325 260 86 21 47 699 717 9600

450 750 39 69 10.5 15

68

No 368 344 212 5 27 863 189

600 2000 39 41 14.9 25 4958 40

Yes 2075 1727 520 49 81

198 11800 3260 500 800 87 89 14.2 23

95

Yes

4690 1499 71 92 5500 90

6525 630 952 93 98 5.8 26

83

Yes 3550 1877 653 53 87 2164 77

5950 600 800 90 98 9.7 39

90

Yes

1477 30 68

1292

6507 400 300 89 90 13.4 24

96

No

18 45

500 3630 81 87 8.7 11

45

No

2440 704 2 30

338

500 600 61 63 16 11

31

No

29 53

604

3176 740 2200 85 89 13.8 20

73

Yes 1847 1610 453 19 59

67

500 1763 51 67 13.7 8

30

Yes 1470 900 287 20 49 1130 417 10900 5100 500 550 70 81 15.7 14 7804 68

Yes 647 518 271 17 43 1014 387

3365 500

51 65 10.7 31 8050 73

Yes 1465 1006 188 10 30 703 20 4450

500 1200 43 43

3

58

Yes 800 623 256 41 76 801 5

500 635 78 85 9.9 55

72

Yes

417 10 44 1324 117

5800 585 1700 67 78 13.2 23

75

Yes

903 75 88

172 13850 4360 500 1250 95 97 4.3 37

89

Yes 1092 890 477 27 92 847 497 8670 4180 500 1450 42 58 11.3 33

68

Yes 440 311 112 25 49 466 7 10000

400 1100 65 75 11.4 20

63

Yes 1231 1074 345 34 66 1295 105 11600

400 850 66 91 12.4 37

67

Yes 1305 1100 334 42 64

151

4005 300 500 91 91 12.1 40

86

Yes

1096 425 68 93 1584 3

680 1115 81 96 9.6 45

90

Washington College Yes 1209 942 214 31 60 822 46

5318 500 300 79 86 11.2 37

65

No 6540

2440 31 70

1344 8200 4210 800

84 87 16.9 30

56

Washington University Yes

1254 62 93

1274

768 1512 91 98 3.9 31

90

No

1373 724 6 21

474 2700

540 1660 60 68 20.3 29 4550 52

Yes 1190 978 324 12 30

61 8840 3620 500 1200 57 58 16.2 26

63

Yes 280 143 79 5 27 327 110

2900 650

53 63 15.1 4

90

Yes 665 462 226 17 44

1550

4340 500 500 68 68 20.6 14

48

Yes

1249 579 80 96 2195 156

500 700 94 98 10.6 51

91

Yes 318 240 130 40 85 416 19 14900 5550 600 500 93 98 8.3 42

69

Yes

1257 452 6 25 2961 572

6050 850 920 10 68 15.4 8

64

Yes 980 807 350 10 25 872 448

500 1350 52 57 14.4 15

84

Wesleyan University Yes 4772 1973 712 60 86

27

5600 1400 1400 90 94 12.1 39

92

No 6502

11 51

1904 7844

400 2000 76 79 15.3 16

52

No 1164 1062 478 12 25 2138 227 4470 2890 600 1210 33 33 16.3 10

60

Yes

1400 483 28 55

170

450 1100 58 81 16.4 42 8080 67

No 3224 2519 1057 11 31 5000 706 6390 2380 110

67 78 14.6 9

55

Yes 1205 984 278 31 50 1071 98

500 1400 84 91 12.5 39

60

No

2738 24 53

4100 500 1700 80 84

11 5983 55

Yes 1650

409 7 21

1116

5500 498

74 97 15.4 15

59

No

1623 604 7 24

146

3755 500

76 79 19.4 4

52

No

1549 30 71

506

4144 639 2385 83 89

10

61

No 3100 2150 825 3 20

941 5542

500 1300 75 79 15.7 20

65

MO

Yes 662 553 184 20 43 665 37

4050 600 1650 66 70 12.5 20

62

Westminster College Yes 996 866 377 29 58

72

430 685 62 78 12.5 41 8596 80

Yes 917 720 213 21 60 979 743 8820 4050 600 2025 68 83 10.5 34

50

No 950 713 351 42 72 1276 9

490 1410 77 77 14.9 17

87

Yes 1432 920 548 56 84 2200 56

4200 530 1400 81 83 12.7 40

85

Yes

1373 417 21 55

30

5970 700 850 92 96 13.2 41

71

Yes 903 755 213 15 49 971 305 10500

600 600 66 71 14.1 27

72

Yes

998 359 45 77 1220 46

4900 750 800 80 83 10.5 51

72

Yes

1069 344 35 63 1235 30

500

84 92 13.6 29

52

Yes 1121 926 372 43 70 1270 160

4500 678 2424 80 80 16.9 20

80

Yes

1492 502 24 64

500 1350 88 86 12.6 19

63

Yes

1431 434 15 36 1803 603

5130 550 1260 78 92 13.3 24

67

Yes 1658

395 49 80

159

4620 400 790 91 94 13.3 37

68

Yes 663 547 315 32 67

75

500 2600 74 80 11.2 19

59

Yes 469 435 227 17 39 851 120

4365 550 3700 39 66 12.9 16

52

Yes

526 81 96

29

500 1200 94 99 9 64

99

Wilson College Yes 167 130 46 16 50 199 676

5084 450 475 67 76 8.3 43

67

Yes 1239 1017 383 10 34

157

3400 550 1550 69 81 13.9 8

91

No

1301 20 45 5800 872 4200 2700 300 1200 53 60 20.2 18 5318 58

No

1805 769 24 61 3395 670 6400

580 2150 71 80 12.8 26

59

Yes 152 128 75 17 41 282 22 9100 3700 500 1400 48 48 8.5 26

50

Yes 1979 1739 575 42 68 1980 144

400 800 82 95 12.8 29

78

Yes 1501 935 273 51 83 1059 34

4150 605 1440 91 92 15.3 42

75

Yes 2768

682 49 86

86

5370 530 730 92 94 15.2 34

82

No

1515 543 4 26 3089 2029

3900 500 1200 60 60 21 14

40

Xavier University Yes

1805 695 24 47

1107

600 1250 73 75 13.3 31

83

Yes

1915 695 34 61

166 6900 4200 617 781 67 75 14.4 20

49

Yes

95 99

83

630 2115 96 96 5.8 49

99

Yes

1855 691 28 63

4990 3560 500 1250 75 75 18.1 28

99

Private Apps Accept Enroll Top

1 0 Top

2 5 F.Undergrad P.Undergrad Outstate Room.Board Books Personal PhD Terminal S.F.Ratio perc.alumni Expend Grad.Rate
Abilene Christian University Yes 1

6 60 1

2

3 7 23 52 2

8 53 7

4 3

30 4

50 22 70 78 18 12 70

41
Adelphi University 21 86 1

9 51 16 29 26 83 1

2

27 122 80 6

45 75 15 12.2 10 527 56
Adrian College 14 28 10

97 3

36 103 99 11 25 37 40 11

65 66 1

2.9 8

73 54
Agnes Scott College 4

17 34 13 89 510 63 12

96 5

450 87 92 7.7 1

90 59
Alaska

Pacific University 1

93 1

46 55 44 24 8

69 7

560 41

20 800 500 76 72 11.9 10

922
Albertson College 58 4

79 158 38 62 67 1

35 33 675 9.4 9

727
Albertus Magnus College 353 340 416 230 1

32 57 150 11.5 88 61
Albion College 189 172 48 68 15

94 13

868 4

82 85 100 13.7 114
Albright College 1038 8

39 227 973 306 155 95 4

400 300 84 11.3 11

64
Alderson-Broaddus College 582 4

98 799 104 3

380 660 1800 89

91
Alfred University 173 1

42 47 1

830 110 1

654 540 600 31 109
Allegheny College 265 19 484 77 1

707 1

708 444 9.9 11

71
Allentown Coll. of St. Francis de Sales 117 780 290 113 638 9

690 4

785 1000 1

3.3 7

940 74
Alma College 126 108 385 130 1

257 4

552 1

5.3 930
Alverno College 49 313 157 131 1

235 8

352 3

640 650 2

449 11.1 81
American International College 1

420 220 101 287 8

700 478 140 1

4.7 7

355
Amherst College 43 992 418 159 19

760 530 1

598 8.4 21

424
Anderson University 1

216 908 423 181 281 1010 3

520 550 1100 12.1 7

994
Andrews University 1130 704 322 1

586 326 9

996 309 900 132 1090
Angelo State University No 354 200 1016 419 151 513 359 2000 23.1 401
Antioch University 713 661 252 712 154 3

336 4

292
Appalachian State University 731 466 1

910 9940 1035 680 254 1

8.3 585
Aquinas College 619 516 219 125 767 112 412 350 1615 12.7 6

584
Arizona State University Main campus 12

809 10

308 3

761 2

259 758 7

434 4

850 210 1

8.9 4

602
Arkansas College (Lyon College) 334 166 182 864 392 12.6 1

457
Arkansas Tech University 1

734 1

729 951 360 939 3

460 2650 1

9.6 473
Assumption College 213 170 491 1708 689 120 5

920 13.8 710
Auburn University-Main Campus 7

548 6

791 307 16

262 1

716 630 3

933 1908 1

6.7 664
Augsburg College 662 207 726 11

902 437 950 12.8 7

836
Augustana College 187 165 497 195 1

335 417 821 9220
725 1

337 10

990 3

244 102 10.4 6

871
Austin College 948 798 295 1120 11

280 4

342 1150 1

136
Averett College 627 556 777 538 9

925 413 750 1350 22.4 6

523
Baker University 483 206 958 8

620 410 2

250 6136
Baldwin-Wallace College 169 1

366 271 146 10

995 441 1

7.6 8086
Barat College 261 192 111 453 266 969 430 9.7 9337
Bard College 191 838 285 1004 1

926 6206 13

894
Barnard College 249 1

402 531 212 179 8

124 10.3 12

580
Barry University 784 279 1

811 314 1

129 536 9084
Baylor University 607 5

349 2

367 991 645 3920 134 1

8.5 7

503
Beaver College 1163 348 878 519 128 5400 895
Bellarmine College 807 1

198 605 8

840 2950 1290 13.1 666
Belmont Abbey College 632 494 709 9000 485 2

480 13.2 755
Belmont University 1220 974 481 1964 623 7800 3664 7

614
Beloit College 1

320 923 284 1085 1630 3

616 715 1

2

957
Bemidji State University 1

208 877 546 379 824 442 270 19.6 375
Benedictine College 222 702 501 955 3850 14.1 592
Bennington College 327 217 4100 10.1 16

364
Bentley College 346 2

330 3095 153 1

3800 5510 1

7.5 10

941
Berry College 185 1

221 162 805 394 237 1

6.3 10

511
Bethany College 816 706 8

740 3

363 1700 11.6 771
Bethel College 202 184 537 8540 358 1400 8.8 8

324
502 384 347 6200 2900 11.7 7623
Bethune Cookman College 1

646 542 2128 518 3

396 2500 6

817
Birmingham-Southern College 588 137 1166 432 8

649
Blackburn College 156 421 6500 2700 1

4.3 8

377
Bloomsburg Univ. of Pennsylvania 6

773 302 1025 5

847 946 7844 294 1680 7041
Bluefield College 653 7150 435 1500 1

7.8 625
Bluffton College 692 514 209 9900 399 13.3 9073
Boston University 201 1300 3

810 149 311 1

8420 681 475 1

683
Bowdoin College 3

356 1019 1

490 1

903 5885 1

495 875 11.2 20

447
Bowling Green State University 9251 7333 3076 1

369 121 7

452 3352 21.1 691
Bradford College 443 1

408 6270 10.2 1538
Bradley University 376 341 106 4531 643 1087 4

440 152 14.4 7

671
Brandeis University 4

186 274 2

819 1

938 6750 9.8 1715
Brenau University 917 479 959 587 5

935
Brewton-Parker College 1

436 1

228 1202 1320 822 4371 2

370 4900
Briar Cliff College 351 738 1026 3

597 8355
Bridgewater College 673 881 10265 472 865
Brigham Young University at Provo 736 5402 461 2

737 1

253 234 3580 860 20.5 7916
Brown University 1

258 3

239 1

462 564 19

528 5926 720 204
Bryn Mawr College 1

465 1088 18165 1200 12.3 174
Bucknell University 3

813 862 331 1

855 4750 14.2 13675
Buena Vista College 688 1928 1

3306 3

797 633
Butler University 2

362 203 260 148 1313 4650 160 10.9 9511
Cabrini College 599 224 446 105 6250 1

6.5 711
Caldwell College 1011 604 693 890 4600 425 1

3.9 792
California Lutheran University 563 247 142 1295 5300 612 576 12.4 8

985
California Polytechnic-San Luis 781 381 1650 1

291 1

404 7380 487 2091 19.8 845
California State University at Fresno 454 329 1483 1349 1254 770 4

368 1926 21.2 7

268
Calvin College 178 1

512 913 3401 10230 3710 1210 14.8 7

786
Campbell University 2087 1339 657 319 1204 2

790 21.8 3739
Campbellsville College 848 298 6060 17.7 5

391
Canisius College 2

853 2

193 753 297 107 534 1

4.6 7972
Capital University 1747 1

382 1662 960 1

305 4000 9

557
Capitol College 282 8400 2

812 2134 7976
Carleton College 269 1

579 489 1

870 19292 395 1796
Carnegie Mellon University 872 5201 119 426 1790 569 1250 9.2 2

438
Carroll College 1160 1357 1

2200 3

880 17.8 766
Carson-Newman College 1096 464 1

776 815 315 13.6 6716
Carthage College 1616 427 1

405 1

312 3

775 1

5.9 7364
Case Western Reserve University 387 3156 3051 1

570 4

730 525 1460 197
Castleton State College 1257 547 765 469 14.7 6

318
Catawba College 1083 915 927 1860 13.5 8425
Catholic University of America 175 1465 505 215 211 1

3712 6408 526 9.3 1

275
Cazenovia College 3847 3

433 9384 4840 7

697 118
Cedar Crest College 764 1

4340 5285 10

961
Cedarville College 1307 2196 7

344 15.3 6

897
Centenary College 1140 9.5 9583
Centenary College of Louisiana 8950 3490 1900 968
Center for Creative Studies 601 323 1

123 6643 6.8 13025
Central College 1

283 1113 1355 10938 3660 8444
Central Connecticut State University 415 2

532 639 388 596 4444 16.7
Central Missouri State University 468 4101 143 8094 1596 4620 3

288 225 19.7 5501
Central

Washington University 278 2011 1007 6507 898 7

242 3

603 141 18.1 641
Central Wesleyan College 1047 8300 3080 15.2 3365
Centre College 1013 888 943 1

1850 4270 11.4 13118
Chapman University 16

624 589 12692
Chatham College 471 1

3500 5230 1

609
Chestnut Hill College 232 10335 5015 772
Christendom College 139 873 3600 1092
Christian Brothers University 1068 9300 3260 8129
Christopher Newport University 883 428 2910 1749 7860 188 463
Claflin College 1196 499 4412 246 16.9 7083
Claremont McKenna College 887 1

7000 6010 18443
Clark University 2887 205 296 1750 4200 10.5 1

1951
Clarke College 167 1074 3

676 7

963
Clarkson University 2174 1953 233 15960 558 1

5.8 1165
Clemson University 806 5257 2

301 1

1755 8116 361 1

618 759
Clinch Valley Coll. of the Univ. of Virginia 561 1125 422 7168 3689 4417
Coe College 1006 742 1

127 1392 4

390 1014
Coker College 988 4502 874
Colby College 2848 1319 456 1720 1893 5

590 1

595
Colgate University 4

856 2492 264 19510 5

565 1

549
College Misericordia 1432 317 1121 493 1086 5760 12.9 8604
College of Charleston 477 3140 1265 685 6120 3460 231 1

7.2 4776
College of Mount St. Joseph 238 1232 980 4430 6889
College of Mount St. Vincent 648 177 11790 5770 10015
College of Notre Dame 1260 5520 9773
College of Notre Dame of Maryland 667 1

983 11180 562 7477
College of Saint Benedict 1224 4221 884
College of Saint Catherine 411 1692 1222 4440 7315
College of Saint Elizabeth 10900 5250 944
College of Saint Rose 1698 9990 5666 608
College of Santa Fe 11

138 4138 8

820
College of St. Joseph 6

936
College of St. Scholastica 672 11844 3

696 1146 8996
College of the Holy Cross 299 1691 659 2675 1

8000 6300 1

2138
College of William and Mary 3106 1217 5186 11720 429 9534
College of Wooster 2100 1883 553 1704 16

240 1

414
Colorado College 3207 1577 1

892 1

714 1

4664
Colorado State University 947 6312 2

194 15646 1

829 8412 4180 470 19.2 7850
Columbia College 5346 8294 3700
1042 3

975 869
Columbia University 6

756 1930 3376 1862 6664 30639
Concordia College at St. Paul 1049 1050 3750 695
Concordia Lutheran College 6900 1

825 687
Concordia University 144 1080 1

515 8415
403 1168 145 9216 4191 7309
Connecticut College 303 1546 18740 10.7 1

4773
Converse College 407 1205 10

965
Cornell College 1329 383 1524 4323 10340
Creighton University 2

967 2836 876 345 644 10

628 372 2055 2290
Culver-Stockton College 1576 1110 5807
Cumberland College 789 398 6230 3526 818
D’Youville College 866 8920 4310 14.6 6898
Dana College 504 482 9130 332 1450 8

686
Daniel Webster College 508 12292 4934 22.2 8643
Dartmouth College 858 2

273 3918 19

545 6070 2961
Davidson College 2373 956 1601 17295 5070 17

581
Defiance College 571 10850 3

670 1159 7505
Delta State University 945 459 2806 4528 1880 17.1 5113
Denison University 276 2279 533 183 1690 4720 1242
DePauw University 199 1

656 1983 1

4300 5020 1

1525
Dickinson College 3014 2539 1870 5000 1

386
Dickinson State University 4

486 214 16.5 4525
Dillard University 1

998 651 1539 6700 3650 2307 7566
Doane College 793 1022 9570 3000 15.1 6852
Dominican College of Blauvelt 863 831 5500 5480
Dordt College 328 1048 2800 1

2.5 732
Dowling College 1059 2

458 3100 1413 1117
Drake University 2799 2

573 839 1342 4770 1675 9473
Drew University 2153 1580 321 1192 1843 5616 14907
Drury College 1065 8730 3523 9303
Duke University 13789 3893 1583 6188 1

859 5950 1162 27206
Earlham College 1358 1028 15036 4056 10.6 14

634
East Carolina University 9274 636 243 1

3171 1687 7

248 3240 9002
East Tennessee State University 3330 2730 1303 6706 2640 5800 982
East Texas Baptist University 4950 2780 15.7 5619
Eastern College 1057 1

1190 4800 8135
Eastern Connecticut State University 2172 1493 2766 1531 5

962 4

316 5

719
Eastern Illinois University 5597 4253 1565 9161 5710 3066 1730 1

6.2 5

682
Eastern Mennonite College 9650 10188
Eastern Nazarene College 409 1238 8770 17.3 6430
Eckerd College 1422 1109 1363 15360 4080 15003
Elizabethtown College 241 147 1419 4400 981
Elmira College 1457 1045 1499 498 21.5 7502
Elms College 245 544 11800 476 8

952
Elon College 3624 2786 293 9100 3883 1777 18.9 6329
Embry Riddle Aeronautical University 3151 2584 4772 3020 12878
Emory & Henry College 226 8

578 4408 1600 13.9 8061
Emory University 8

506 4168 1236 554 176 6000 28457
Emporia State University 1

256 3957 5401 3144 1888 19.3 5527
Erskine College 10485 3840 1246 752
Eureka College 1095 3450 9552
Evergreen State College 1

801 1101 3065 6297 1323
Fairfield University 4784 3346 2

984 1037 15000 11220
Fayetteville State University 1455 1064 263 617 6806 2550 6972
Ferrum College 1107 9400 12.5 7967
Flagler College 1415 338 1345 5120 3200 2140 393
Florida Institute of Technology 1947 1863 1390 4140 8923
Florida International University 2079 1071 1020 931 6597 2494 6

722
Florida Southern College 1381 1040 374 1506 970 802 4865 17.4 6339
Florida State University 1

1651 8683 3023 1890 3242 668 406 7250
Fontbonne College 8390 4607
Fordham University 2874 942 474 1646 1423 6965 1

735 10864
Fort Lewis College 3440 2

823 1123 3793 6198 3320 1

9.1 4362
Francis Marion University 1655 3224 5840 3138 2430 19.1 5039
Franciscan University of Steubenville 1301 14.9 6336
Franklin College 804 1039 4040 1

1751
Franklin Pierce College 5187 4471 1818 1197 13320 4630 17.6 6418
Freed-Hardeman University 1174 3340 1

6.1 6078
Fresno Pacific College 3670 8095
Furman University 2161 2371 1344 4048 1

2940
Gannon University 2464 678 2693 10970 4280 1380 7711
Gardner Webb University 1603 8180 5664
Geneva College 9476 4820 20.1 6786
George Fox College 1271 12500 4130 7136
George Mason University 5653 4326 1727 9528 3822 10800 6751
George Washington University 787 5062 1492 5471 1470 1

745 6328 14745
Georgetown College 286 1063 8100 3950 7508
Georgetown University 1

1115 2881 5881 18300 7131 19

635
Georgia Institute of Technology 7

837 4527 2276 8528 6489 4438 795 1164 1127
Georgia State University 2341 7732 905 674 2655 7762
Georgian Court College 9150 7348
Gettysburg College 3596 2466 575 1944 19964 4328 1472
Goldey Beacom College 2985 27.6 6081
Gonzaga University 1

886 2523 13000 445 2400 9553
Gordon College 1151 12200 4070 9226
Goshen College 9420 3730 1027
Goucher College 1558 6174 16623
Grace College and Seminary 8958 979
Graceland College 555 2281 23.6 5609
Grand Valley State University 5165 3887 1561 8234 2619 610 20.6 5063
Green Mountain College 11750 647
Greensboro College 833 3770 7

949
Greenville College 10310 4530 8222
Grinnell College 2039 1389 1333 1

568 4618 1897
Grove City College 2491 2213 5224 3048 18.4 4957
Guilford College 1054 1410 1340 5160 15.6 911
Gustavus Adolphus College 1709 1385 1412 9907
Gwynedd Mercy College 1108 11000 5550 7483
Hamilton College 1783 1

9700 5050 17761
Hamline University 1362 1

325 4194 10296
Hampden – Sydney College 1321 12263
Hampton University 717 3755 1433 4623 7161 3518 679
Hanover College 1024 8200 3485 9248
Hardin-Simmons University 467 1365 2980 705
Harding University 1

721 3128 5504 3528 6466
Hartwick College 2083 1725 1464 17480 1

1625
Harvard University 1386 2165 1606 6862 18485 6410 1920 3

7219
Harvey Mudd College 1377 572 1

723 669 8.2 2

1569
Hastings College 9376 3272 1902 7335
Hendrix College 954 8800 3195 8588
Hillsdale College 1133 11090 4700 1263
Hiram College 14067 4560 1216
Hobart and William

Smith College 2688 2081 19029 5841 1

3040
Hofstra University 7428 5860 6534 11600 5920 1009
Hollins College 1347 5515 1395
Hood College 699 1

3960 6040 1243
Hope College 1712 2505 1227 4341 9284
Houghton College 3550 8187
Huntingdon College 8080 7

703
Huntington College 488 9950 11.8 9466
Huron University 7260 1840 9249
Husson College 652 4923
Illinois Benedictine College 10500 4348 832
Illinois College 909 8050
Illinois Institute of Technology 1756 1360 1911 626 1

4550 12

851
Illinois State University 8681 6695 2408 15

701 1823 779 3403 2605 5569
Illinois

Wesleyan University 1

4360 4090 9605
Immaculata College 1305 10000 5364 7305
Incarnate Word College 1685 8840 4689 2775
Indiana State University 5659 4761 3147 8596 1949 6892 3706 16.6 6996
Indiana University at Bloomington 1

658 1324 5873 24763 2717 9766 3990 21.3
Indiana Wesleyan University 2

448 9210 3

782 39.8 6562
Iona College 4892 3530 3906 1446 1069 6790 8107
Iowa State University 8427 7424 3441 1

867
Ithaca College 7259 5526 1368 5612 1442 6192 9812
James Madison University 11

223 2082 9652 4544 17.9 521
Jamestown College 7620 3186
Jersey City State College 1394 3946 8367
John Brown University 6398 3672 8118
John Carroll University 2421 2109 3168 1170 14.5 7738
Johns Hopkins University 8474 3446 3566 18800 6740 56233
Johnson State College 7656 6564
Judson College 9414 4554 7840
Juniata College 1005 1485 4460 1206
Kansas State University 5880 4075 2833 14914 2246 6995 3120 6122
Kansas Wesleyan University 3250 6

535
Keene State College 3121 2446 3480 7870 4157 16.1 6195
Kentucky Wesleyan College 4150 7058
Kenyon College 2212 1445 1

9240 3690
Keuka College 9600 7863
King’s College 1456 1053 541 1091 1795 7649
King College 509 8664 3350 8954
Knox College 1

574 4062 13224
La Roche College 8842 4782 7022
La Salle University 2929 1

834 622 2738 2600 5610 3160
Lafayette College 4010 2402 2018 1873 5740 15365
LaGrange College 6987 3585 9067
Lake Forest College 1

6880 397 15687
Lakeland College 1957 4005 17.2 4054
Lamar University 2336 1043 543 4058 4752 1463 5

879
Lambuth University 5170 3430 1590 5531
Lander University 2074 4938 2987 1702 611
Lawrence University 1129 17163 3

891 13965
Le Moyne College 1199 1820 11040
Lebanon Valley College 1060 13850 4755 8196
Lehigh University 6397 4304 5580 14

665
Lenoir-Rhyne College 743 1188 10100 8539
Lesley College 1134 27.8 8

694
LeTourneau University 1532 4240 20.8 6863
Lewis and Clark College 2

774 2092 1763 15800 4790 1

2999
Lewis University 1154 2192 10560 4520 7701
Lincoln Memorial University 2890 5177
Lincoln University 1660 4818 3400 10

912
Lindenwood College 2155 9200 24.1
Linfield College 1548 1338 4210 8747
Livingstone College 621 9268
Lock Haven

University of Pennsylvania 3570 2215 3390 7352 3620 6374
Longwood College 2747 724 7920 3962 5553
Loras College 1641 1283 1

663 11200 7578
Louisiana College 2013 5150 3036 754
Louisiana State University at Baton Rouge 5996 4

993 3079 1626 3757 5925 2242 15.9 6741
Louisiana Tech University 2397 2144 6720 1822 2325 1656 4546
Loyola College 4076 3137 3010 12990 9448
Loyola

Marymount University 3

768 2662 3558 13592 591 1328 11

677
Loyola University 1891 2740 11100 5870 9456
Loyola University Chicago 3579 2959 5244 3417 11500 5330 13009
Luther College 1549 2269 13240 3560 8949
Lycoming College 1286 1

3900 8024
Lynchburg College 1

2450 8832
Lyndon State College 7320 4640 7114
Macalester College 2939 1

496 1723 15909 14213
MacMurray College 9620 10.8 10

642
Malone College 1605 9858 4796
Manchester College 10440 794
Manhattan College 2432 2578 1237 6800 10062
Manhattanville College 14700 6550 11291
Mankato State University 3073 2672 9649 2643 5801
Marian College of Fond du Lac 5352
Marietta College 1611 1089 10223
Marist College 4731 3557 1070 8408
Marquette University 5152 7016 1

1610 4760 9982
Marshall University 4226 3666 2007 2339 5094 1560 6203
Mary Baldwin College 846 7400 10819
Mary

Washington College 4350 2178 2997 6490 4942 2102 5358
Marymount College Tarrytown 11510 6450 10502
Marymount Manhattan College 10200 1062
1247 11390 5280 857
Maryville College 4208 1642 8317
Maryville University 1343 9250
Marywood College 1452 4500 9034
Massachusetts Institute of Technology 6411 1078 4481 20100 5975 33541
Mayville State University 4486 2516 6

971
McKendree College 1002 684 7680 3740 6652
McMurry University 6930 3452 6383
McPherson College 7950 9754
Mercer University 2286 1668 2943 1

1985 4081 8995
Mercyhurst College 1557 1805 9813 4050 7307
Meredith College 1721 1520 6881
Merrimack College 1981 1541 1927 1084 16.8 8707
Mesa State College 1584 3471 5016 3798 2256 28.8 3871
Messiah College 1742 2258 1030 5080
Miami University at Oxford 9239 7788 3290 13606 8856 7846
Michigan State University 18114 1

5096 6180 2664 4120 10658 3734 1052
Michigan Technological University 2618 2288 1032 5524 8127 3

978 7473
MidAmerica Nazarene College 6840 3720 4913 15.4
Millersville University of Penn. 6011 3075 5146 3830 1258 7832
Milligan College 3300 8128
Millikin University 1444 1261 1788 1

1910 4378 814
Millsaps College 1073 1132 4402 11218
Milwaukee School of Engineering 1773 11505 3255 2075 7140
Mississippi College 594 1695 2830 6170
Mississippi State University 4255 3277 1609 10094 1621 9866 3084 1479 6223
Mississippi University for Women 1673 4386 2217 5704
Missouri Southern State College 1326 2852 20.3 4172
Missouri Valley College 1310 8550 4333
Monmouth College 11087
2707 1881 12480 529 1740 9492
Montana College of Mineral Sci. & Tech. 6073 16.4 6112
Montana State University 1779 5552 2300 6324
Montclair State University 5220 3648 4834 6717
Montreat-Anderson College 8438 3372 2958 11989
Moorhead State University 2442 2164 1189 5983 4426 4795
Moravian College 1241 4990 4730 9566
Morehouse College 3708 1678 7050 5490 8122
Morningside College 3678 8111
Morris College 882 451 18.6 6990
Mount Holyoke College 1314 19300 5700 18359
Mount Marty College 6844 5073
Mount Mary College 3119
Mount Mercy College 3555 2285
Mount Saint Clare College 6525
Mount

Saint Mary’s College 1

2850 8536
Mount Saint Mary College 7470
Mount St. Mary’s College 12474 5678 1278 1061
Mount Union College 12250 7215
Mount Vernon Nazarene College 1114 6869
Muhlenberg College 2519 1836 1697 4565 10888
Murray State University 2225 5968 4738 3110 20.2 5972
Muskingum College 3914 13.4 9333
National-Louis University 2508 9090 18.3 7905
Nazareth College of Rochester 1274 8797
New Jersey Institute of Technology 1879 3311 5376 1

2529
New Mexico Institute of Mining and Tech. 1017 3214 9241
New York University 13594 7244 12408 2814 17748 7262 21227
Newberry College 10194 5788
Niagara University 2220 1919 10320 4762
North Adams State College 1563 5542 4330
North Carolina A. & T. State University 4809 3089 1429 6162 1780 7090
North Carolina State University at Raleigh 10634 7064 3176 16505 5481 6540 9670
North Carolina Wesleyan College 8242 4230 10090
North Central College 11

718 7398 8871
North Dakota State University 2968 2297 7368 1128 5834 2

744 6310
North Park College 1

2580 4345 10889
Northeast Missouri State University 4577 5640 4856 3416 6601
Northeastern University 11901 849 2517 1116 10221 7425 9563
Northern Arizona University 5891 4931 1973 1

1249 2682 6746 3728 2342 21.7 6157
Northern Illinois University 10706 14826 1979 3296 6086
Northwest Missouri State University 2729 2535 4787 3735 3136 5284
Northwest Nazarene College 9840 2820 6261
Northwestern College 6357
Northwestern University 1

2289 5200 7450 16404 1585 26385
Norwich University 1743 1

4134 5270 9209
Notre Dame College 4948
Oakland University 3041 2581 1173 6441 3982 9114 4030 6637
Oberlin College 4778 2767 2587 19670 5820 1119 16593
Occidental College 2324 1686 16560 5140 1152 16196
Oglethorpe University 769 12900 4110 8568
Ohio Northern University 2936 2502 15990 9979
Ohio University 1102 8298 3183 14

861 7629 4095 20.4 8811
Ohio Wesleyan University 2190 1

6732 5650 12011
Oklahoma Baptist University 1707 5390 5511
Oklahoma Christian University 6400 16.2 6578
Oklahoma State University 4522 3913 2181 12830 1658 5336 3344 6433
Otterbein College 1496 1648 1

2888 8802
Ouachita Baptist University 6530 6413
Our Lady of the Lake University 2308 1336 8530 3644
Pace University 8256 5809 4379 10059
Pacific Lutheran University 13312 4488 1516 9431
Pacific Union College 1316 11925 3825 9157
1041 14210 3994 11216
Pembroke State University 6360 2760 1498 6443
Pennsylvania State Univ. Main Campus 1

9315 10344 28938 2025 10645 4060 2394 8992
Pepperdine University 3821 2037 2488 18200 6770 1618
Peru State College 2624 4870
Pfeiffer College 8640 1915 7634
Philadelphia Coll. of Textiles and Sci. 1259 1664 11690 8028
Phillips University 3860 8990
Piedmont College
Pikeville College 5557
Pitzer College 1768 5900 14820
Point Loma Nazarene College 10178 7895
Point Park College 1402 4830 7652
Polytechnic University 1379 16200 2486 1

4329
Prairie View A. and M. University 2405 2234 4564 4290 1582 19.4 5967
Presbyterian College 1082 11859 3635 8354
Princeton University 13218 2042 1153 4540 19900 5910 1575 28320
Providence College 5139 3717 1440
Purdue University at West Lafayette 2180 18744 5874 26213 4065 9556 18.2
Queens College 11020 4970
Quincy University 16.3
Quinnipiac College 2677 12030 6140 8847
Radford University 5702 4894 8077 6684 4519
Ramapo College of New Jersey 2088 2745 1938 4449 4860
Randolph-Macon College 1771 1325 13840 11080
Randolph-Macon Woman’s College 1

3970 6110 16358
Reed College 1

966 19960 15886
Regis College 1270 1

1758
Rensselaer Polytechnic Institute 4996 4165 4291 17475 5976 15605
Rhodes College 2302 1831 15200 4768 13388
Rider University 3586 2424 2748 1309 13250 5420 11299
Ripon College 12472
Rivier College 9870 6744
Roanoke College 2227 13425 4425 9405
Rockhurst College 9490 7519
Rocky Mountain College 8734 3362 6422
Roger Williams University 3304 2804 2111 1489 12520 6050 7957
Rollins College 16425 11561
Rosary College 10950 9264
Rowan College of New Jersey 3820 1431 5303 3942 4356 22.1 7252
Rutgers at New Brunswick 48094 26330 2

1401 7410 4748 2009 19.5 10474
Rutgers State University at Camden 3366 1752 2585 7411 10134
Rutgers State University at Newark 5785 2690 11878
Sacred Heart University 1896 11070 5780 7120
Saint Ambrose University 10450 4020 7444
Saint Anselm College 2095 1553 12950 6719
Saint Cloud State University 3971 1921 11493 2206 4259 2625 1884 4629
Saint Francis College 8670 7440
1046 1223 10880 1235 7344
Saint John’s University 12247 9853
Saint Joseph’s College 4250 7360
9985 5180 27.2 4322
Saint Joseph’s University 2003 2473 1

2750 6350 8243
Saint Joseph College 8680
Saint Louis University 3294 2855 4576 18367
12730 4514 11165
Saint Mary’s College of Minnesota 18.8 5081
Saint Mary-of-the-Woods College 9678
Saint Michael’s College 1

3030 10190
Saint Olaf College 2248 1435 12502
Saint Peter’s College 9408 7669
Saint Vincent College 3936 8534
Saint

Xavier University 1670 10860 4624 8953
Salem-Teikyo University 10575 3952 8946
Salem College 10475 9599
Salisbury State University 4216 4296 5130 5125
Samford University 8236 9533
San Diego State University 9402 7020 2151 16407 8384 5110 7930
Santa Clara University 4019 2779 3891 13584 5928 10872
Sarah Lawrence College 6694 1477
Savannah Coll. of Art and Design 8325 6874
Schreiner College 8955 1488 8545
Scripps College 17238 7350 18372
Seattle Pacific University 1183 1922 1

2669 4875 1036
Seattle University 2115 1540 2993 1

2825 4375 10175
Seton Hall University 3565 4384 1530 12000 6484 10080
Seton Hill College 11240 10065
Shippensburg University of Penn. 5818 3281 5268 3504
Shorter College 7210 7356
Siena College 1932 5100
Siena Heights College 3880
Simmons College 1003 1144 16160 6950 1408
Simpson College 11250 4980
Sioux Falls College 3064 7881
Skidmore College 4293 2728 2322 18710 5970 14837
2925 1598 2479 1

8820 6390 2119
South Dakota State University 2807 2589 1701 1103 3811 1970 5084
Southeast Missouri State University 6553 4680 3540 2150 5916
Southeastern Oklahoma State Univ. 2962 3738
Southern California College 9520 4124 8219
Southern Illinois University at Edwardsville 2540 2195 6063 5472 3598 2216 7498
Southern Methodist University 4301 3455 12772 5078 1802 12726
Southwest Baptist University 1770 7070 4718
Southwest Missouri State University 6118 5254 3204 13131 3374 4740 2590 19.9 4632
Southwest State University 4285 6591
Southwestern Adventist College 7536 3736 5309
Southwestern College 7200 3532 7818
Southwestern University 1244 1177 11850 4675 12995
Spalding University 6860
Spelman College 3713 1971 5565 9988
Spring Arbor College 1501 8600
St. Bonaventure University 1688 10456 4927 9

828
St. John’s College 1

6150 5450 15622
St. John Fisher College 10570 5600 7908
St. Lawrence University 2753 18720 5730 14980
St. Martin’s College 1

1550
St. Mary’s College of California 2615 13332 6354 9619
St. Mary’s College of Maryland 1315 10357
St. Mary’s University of San Antonio 2149 8678 3858 1736 7651
St. Norbert College 1334 1946 12140 4450 8595
St. Paul’s College 8426
St. Thomas Aquinas College 8650
Stephens College 9995
Stetson University 1231 10307
Stevens Institute of Technology 16900 5680 12837
Stockton College of New Jersey 4365 4351 5599
Stonehill College 3646 2022 12170 6172 7495
SUNY at Albany 13528 9198 10168 4355 9075
SUNY at Binghamton 14463 6166 1757 8544 4598 8055
SUNY at Buffalo 15039 3087 13963 3124 11177
SUNY at Stony Brook 12512 6969 1724 9744 1351 4712 13705
SUNY College at Brockport 7294 3564 904 5758 6632
SUNY College at Oswego 4556 6943 4810
SUNY College at Buffalo 5318 3515 7626 1

8.7 7511
SUNY College at Cortland 7888 3519 5011 5563
SUNY College at Fredonia 4877 2798 4123 4420 1481 6442
SUNY College at Geneseo 8598 4562 1143 5060 4170 5716
SUNY College at New Paltz 8399 3609 4658 1478 6608
SUNY College at Plattsburgh 5549 3583 5004 4176
SUNY College at Potsdam 4660 6436
SUNY College at Purchase 1264 2478 1441 8170
Susquehanna University 2096 1512 16130 4710 10554
Sweet Briar College 14500 18953
Syracuse University 10477 10142 1515 6870 14231
Tabor College 3410 7233
Talladega College 4414 2964 15.5
Taylor University 1769 10965
Tennessee Wesleyan College 3640 3158 6286
Texas A&M Univ. at College Station 14474 10519 6392 3

1643 3412 8471
Texas A&M University at Galveston 3122 6415
Texas Christian University 1195 5064 8490 9158
Texas Lutheran College 7002
Texas Southern University 3245 2604 5584 3101 3360 3605
Texas Wesleyan University 3484 7936
The Citadel 2024 2439 7744
Thiel College 11172 4958 9186
Tiffin University 7600
Transylvania University 10219
Trenton State College 5042 2312 5167 5391 5411 8504
Tri-State University 1262 7603
Trinity College CT 3058 1798 1737 18810 5690 1

803
Trinity College DC 1141 11806
Trinity College VT 11010 5208 9586
Trinity University 2425 2110 12240 14703
Tulane University 7033 4941 1534 1904 16920
Tusculum College 7700 21.9 4933
Tuskegee University 2267 1827 6735 3395 1425
Union College KY 6864
Union College NY 3495 18732 6204 15411
Univ. of Wisconsin at OshKosh 7764 5901
University of Alabama at Birmingham 1797 6960 4698 5175 16352
University of Arkansas at Fayetteville 3235 3108 2133 9978 5028 6820
University of California at Berkeley 19873 8252 3215 19532 2061 11648 6246 1933 13919
University of California at Irvine 15698 10775 12677 12024 5302 15934
University of Central Florida 6986 1918 12330 7152 6618 4234 6742
University of Charleston 9500 7683
University of Chicago 6348 18930 6380 36854
University of Cincinnati 6855 11036 8907 4697 1851 13889
University of Connecticut at Storrs 9735 7187 2064 12478 11656 5072
University of Dallas 1058 10760 8731
University of Dayton 6361 5293 1507 5889 11380 4220 8894
University of Delaware 14446 10516 3252 14130 10220 10650
University of Denver 2974 2001 2666 15192 4695 11762
University of Detroit Mercy 11130 3996 2166 10891
University of Dubuque 10430 8767
University of Evansville 2551 7780
University of Florida 12445 8836 3623 2

4470 3286 14737
University of Georgia 7871 19553 5697
University of Hartford 1194 3768 14220 10625
University of Hawaii at Manoa 2603 1627 11028 2411 3038 1281 12833
University of Illinois – Urbana 14939 1

1652 5705 25422 7560 4574 1982 8559
University of Illinois at Chicago 5727 2710 13518 2916 7230 5088 3228 13883
University of Indianapolis 1487 1276 1417 11120 1405
University of Kansas 8579 5561 3681 17880 6994 3384 2681 9657
University of La Verne 1597 13540 2298 10139
University of Louisville 4777 3057 9844 2440 10207
University of Maine at Farmington 1208 1906 6810 1647 5712
University of Maine at Machias 6600 3680 5935
University of Maine at Presque Isle 3630
University of Maryland at Baltimore County 4269 2594 6476 2592 8594 2768 7618
University of Maryland at College Park 14292 10315 3409 19340 3991 8723 9021
University of Massachusetts at Amherst 14438 12414 3816 16282 1940 8566 3897 10276
University of Massachusetts at Dartmouth 3347 2597 6919 7462
University of Miami 7122 5386 7760 16500 6526 17500
University of Michigan at Ann Arbor 19152 4893 22045 15732 4659 14847
University of Minnesota at Duluth 4192 3126 5887 8828 3474 2610 6393
University of Minnesota at Morris 1458 1846 9843 3180
University of Minnesota Twin Cities 11054 3524 1

6502 21836 3744 16122
University of Mississippi 3844 3383 1669 7524 4916 3810
University of Missouri at Columbia 6574 4637 14782 9057 10145
University of Missouri at Rolla 1877 1826 3926 9699
University of Missouri at Saint Louis 4793 4552 7246 3964 4288
University of Mobile 5412
University of Montevallo 2385 5883
University of Nebraska at Lincoln 6277 6003 16454 5595 3145 2070 6813
University of New England 1209 1145 5045 9718
University of New Hampshire 9750 7640 10358 3862 7855
University of North Carolina at Asheville 2033 3420 7011
University of North Carolina at Chapel Hill 14596 5985 3331 14609 15893
University of North Carolina at Charlotte 5803 4441 10099 7248 3109 6227
University of North Carolina at Greensboro 5191 7532 1847 8677 3505 7392
University of North Carolina at Wilmington 6071 3856 1449 6635 7558 6005
University of North Dakota 2777 2249 8334 5634 2703 9424
University of North Florida 1253 3876 3588 6634 6104
University of North Texas 4418 2737 2049 14047 5134 4104 22.6 5657
University of Northern Colorado 5530 4007 8463 7731 4128 6309
University of Northern Iowa 4144 3379 1853 10135 1448 6197 2930 2380 6333
University of Notre Dame 7671 16850 13936
University of Oklahoma 4743 2233 13436 2582 5173 10244
University of Oregon 8631 2546 11669 10602 8020
1239 5232 9205 17020 7270 1544 25765
University of Pittsburgh-Main Campus 8586 2503 13138 4289 10786
University of Portland 2041 12040 9060
University of Puget Sound 4044 2826 1623 11217
University of Rhode Island 9643 7751 1968 2456 10330 5558
University of Richmond 5892 2718 2854 3285 11984
University of Rochester 8766 5498 5071 17840 6582 26037
University of San Diego 3934 2735 3698 13600 5940 10813
University of San Francisco 2306 4309 13226 6452 10074
University of Sci. and Arts of Oklahoma 3687 3864
University of Scranton 2942 3674 11584 5986 9131
University of South Carolina at Aiken 1855 5035
University of South Carolina at Columbia 7693 5815 2328 12594 3661 8074 3522 2941 8246
University of South Florida 7589 4676 1876 14770 10962 6760 3776
University of Southern California 12229 8498 2477 13259 17230 6482 2210 17007
University of Southern Colorado 3716 7100 4380 2948 5389
University of Southern Indiana 2379 1292 4283 2973 4973 3192 4078
University of Southern Mississippi 2044 9260 1387 4652 2470 5917
University of St. Thomas MN 2057 1807 4106 1171 4037 8546
University of St. Thomas TX 7237
University of Tennessee at Knoxville 5372 3013 15749 3237 5764 3262 8612
University of Texas at Arlington 2559 10975 8431 4422 4696
University of Texas at Austin 14752 9572 5329 30017 5189 3309 7837
University of Texas at San Antonio 4217 9375 5457 25.3
University of the Arts 11641
University of the Pacific 2459 1997 16320 5326 13706
University of the South 15350 18784
University of Tulsa 4160 2350 11743
University of Utah 5095 4491 13894 8374 6857 3975 3093 9275
University of Vermont 7663 6008 1735 7353 1674 15516 4928 12646
University of Virginia 15849 5384 2678 11278 12212 3792 13597
University of Washington 12749 7025 3343 20356 4582 8199 4218 16527
University of West Florida 3754 23.4 8488
University of Wisconsin-Stout 2593 1966 6038 6704 6254
University of Wisconsin-Superior 1434 7032 1960
University of Wisconsin-Whitewater 3719 7804 1552 5559
University of Wisconsin at Green Bay 2409 1939 3819
University of Wisconsin at Madison 14901 10932 4631 23945 9096 1545 11006
University of Wisconsin at Milwaukee 3782 7443 8786 1980
University of Wyoming 2029 7535 5988 3422 8745
Upper Iowa University 3060 3733
Ursinus College 1399 1131 14900 12082
Ursuline College 4202 7164
Valley City State University 4286 2570
Valparaiso University 2501 9681
Vanderbilt University 7791 17865 23850
Vassar College 18920 17089
Villanova University 7759 5588 6362 15925 10458
Virginia Commonwealth University 4963 3497 1567 10262 5065 10217 4182 11183
Virginia State University 2996 3006 5587 4845 5733
Virginia Tech 15712 11719 4277 18511 10260 8944
Virginia Union University 1298 7384 3494 6757
Virginia Wesleyan College
Viterbo College 9140 2245
Voorhees College 2522 22.9 5861
Wabash College 12925 4195 14904
Wagner College 1416 1015 13500 9006
Wake Forest University 5661 2392 3499 41766
Walsh University 5738
Warren

Wilson College 3052 9430
Wartburg College 3610 7735
Washington and Jefferson College 1098 16260 10162
Washington and Lee University 3315 13750 4619 15736
15276 10830
Washington State University 5839 14445 2719 10912
7654 5259 4879 18350 5775 45702
Wayne State College 1373 2754 2660
Waynesburg College 1280 6563
Webber College 5590 1952 4839
Webster University 1739 9160 6951
Wellesley College 2895 18345 5995 21409
Wells College 13935
Wentworth Institute of Technology 1480 9850 17858
Wesley College 9890 4674 6243
2714 19130 16262
West Chester University of Penn. 3539 1372 7484 4108 6773
West Liberty State College 4249
West Virginia Wesleyan College 1566 1509 14200 3775
Western Carolina University 1622 6554
Western Maryland College 14510 5340 10026
Western Michigan University 9167 7191 15739 4278 6940 24.7
Western New England College 1471 1803 8994 2065 8409
Western State College of Colorado 2702 2315 5918 2050 4599
Western Washington University 5548 3563 8909 8124 22.7 7203
Westfield State College 3234 3788 4222
Westminster College 10720 7925
1411 12065 3615
Westminster College of Salt Lake City 7170
Westmont College 14320 5304 8837
Wheaton College IL 11480 11916
Westminster College PA 1738 1335 18460 22704
Wheeling Jesuit College 4545 7494
Whitman College 1861 16670 13198
Whittier College 1681 16249 5699 1998 11778
Whitworth College 12660 8328
Widener University 2139 2186 2171 12350 5370 9603
Wilkes University 1631 11150 8543
Willamette University 1327 1595 14800 10779
William Jewell College 1279 10060 2970 7885
William Woods University 10535 7438
Williams College 4186 1245 1988 19629 5790 22014
11428 10291
Wingate College 1207 7820 7264
Winona State University 3325 2047
Winthrop University 2320 3392 6729
Wisconsin Lutheran College 8960
Wittenberg University 15948 4404 10414
Wofford College 12680 7875
Worcester Polytechnic Institute 2314 2802 15884 10774
Worcester State College 2197 6797 4469
1959 2849 11520 4960 9189
Xavier University of Louisiana 2097 2793 8323
Yale University 10705 2453 1317 5217 19840 6510 40386
York College of Pennsylvania 2989 2988 1726 4509

8

07

0

0

1

8

0

5

3

.5

70 1

3

8

8

36

11 70 1

8

4

150

70 1

8

0

.5

70 1

15 8

10 70 1

14 8

0

9 70 1

14 8

0

5

70 1

iii

14 8

10 70 1

15 8

0

0

8.5 70 1

15 8

10 70 1

14 8

9

8 70 1

15 8

150

1

70 1

14 8 455

10 70 1

4

15 70 3

mark ii

22 6

95

33

70 1

18 6

15.5 70 1

21 6

85

16 70 1

27 4 97

70 3

4 97

5

70 2

deluxe sedan

25 4

87

2

70 2

24 4

90

14.5 70 2

ls

25 4

95

17.5 70 2

26 4

113

70 2

21 6 199 90

15 70 1

10 8 360

5

14 70 1

10 8

200

6

15 70 1

11 8

70 1

9 8

2

70 1

0d

27 4 97 88

14.5

3 datsun pl510

28 4

90

15.5 71 1

0

25 4 113 95

14 71 3 toyota corona

25 4 98

19 71 1

19 6

100

13 71 1 amc gremlin

16 6 225

15.5 71 1

17 6 250 100

15.5 71 1 chevrolet chevelle malibu

19 6 250 88

15.5 71 1

18 6

100

15.5 71 1

14 8

12 71 1 chevrolet impala

14 8 400

71 1

14 8

13.5 71 1 ford galaxie 500

14 8 318 150

13 71 1 plymouth fury iii

12 8

3

11.5 71 1

13 8 400 170

12 71 1

squire (sw)

13 8 400 175

12 71 1

18 6

110

13.5 71 1

22 4 140 72

19 71 1

19 6 250 100

15 71 1

18 6 250 88

14.5 71 1

23 4

86

14 71 1

28 4

90

14 71 2

0

30 4

70

71 2

30 4 88 76

14.5 71 2

31 4 71 65

3

19 71 3

1200

35 4 72

18 71 3

27 4 97 60

19 71 2

26 4

70

20.5 71 1

24 4 113 95

15.5 72 3

25 4

80

17 72 1

hardtop

23 4 97 54

72 2

20 4 140 90 2408 19.5 72 1 chevrolet vega
21 4 122 86

72 1

13 8 350

12 72 1 chevrolet impala

14 8 400 175

12 72 1 pontiac catalina

15 8 318 150

13.5 72 1 plymouth fury iii

14 8 351 153

13 72 1 ford galaxie 500

17 8 304 150

11.5 72 1

11 8 429

11 72 1

13 8 350

13.5 72 1

12 8 350

13.5 72 1

13 8 400 190

12.5 72 1

19 3 70 97

13.5 72 3

15 8 304 150

12.5 72 1

13 8 307 130

14 72 1

13 8 302 140

16 72 1

(sw)

14 8 318 150

14 72 1

18 4 121

14.5 72 2

e (sw)

22 4 121 76

18 72 2

21 4 120 87

19.5 72 2

26 4 96 69

18 72 2

22 4 122 86

16 72 1

28 4 97 92

17 72 3

(sw)

23 4 120 97

14.5 72 3

28 4 98 80

15 72 1

27 4 97 88

16.5 72 3

13 8 350 175

13 73 1

350

14 8 304 150 3672 11.5 73 1 amc matador
13 8 350 145

13 73 1

14 8 302

14.5 73 1 ford gran torino

15 8 318 150

12.5 73 1

12 8 429 198

11.5 73 1

13 8 400 150 4464 12 73 1

13 8 351

13 73 1

14 8 318 150

14.5 73 1

13 8 440 215

11 73 1

12 8 455 225

11 73 1

13 8 360 175

11 73 1

18 6 225 105

16.5 73 1

16 6 250 100

18 73 1

custom

18 6 232 100

16 73 1 amc hornet

18 6 250 88

16.5 73 1 ford maverick

23 6 198 95

16 73 1 plymouth duster

26 4 97 46

21 73 2

11 8 400 150

14 73 1 chevrolet impala

12 8 400

12.5 73 1 ford country

13 8 360 170

13 73 1

12 8 350

12.5 73 1

18 6 232 100

15 73 1 amc gremlin

20 4 97 88

19 73 3

21 4 140 72

19.5 73 1 chevrolet vega

22 4

94

16.5 73 3

18 3 70 90

13.5 73 3

19 4 122 85

0

18.5 73 1 ford pinto

21 6 155 107

14 73 1

26 4 98 90

15.5 73 2

15 8 350 145

13 73 1

16 8 400 230

9.5 73 1

29 4

49

19.5 73 2

24 4 116 75

15.5 73 2

20 4

91

2

14 73 2

19 4 121 112

15.5 73 2

ea

15 8 318 150

11 73 1

24 4 121 110

0

14 73 2

20 6

122

13.5 73 3

11 8 350 180

11 73 1

20 6 198 95

16.5 74 1 plymouth duster

21 6 200 ?

17 74 1 ford maverick

19 6 232 100

16 74 1 amc hornet

15 6 250 100

17 74 1 chevrolet nova

31 4 79 67 1950 19 74 3

26 4 122 80

16.5 74 1 ford pinto

32 4 71 65

21 74 3 toyota corolla 1200

25 4 140 75

17 74 1 chevrolet vega

16 6 250 100

17 74 1

16 6 258 110

18 74 1 amc matador

18 6 225 105

16.5 74 1

16 8 302 140

14 74 1 ford gran torino

13 8 350 150

14.5 74 1

14 8 318 150

13.5 74 1

14 8 302 140

16 74 1

14 8 304 150

15.5 74 1 amc matador (sw)

29 4 98 83

16.5 74 2

26 4 79 67

15.5 74 2

26 4 97 78

14.5 74 2 opel manta

31 4 76 52

16.5 74 3 toyota corona

32 4 83 61

19 74 3

28 4 90 75

14.5 74 1 dodge colt

24 4 90 75

15.5 74 2 fiat 128

26 4 116 75

14 74 2

24 4 120 97

15 74 3

26 4 108 93

15.5 74 3

31 4 79 67 2000 16 74 2

19 6 225 95

16 75 1

18 6 250 105

16 75 1 chevrolet nova

15 6 250 72

21 75 1

15 6 250 72

19.5 75 1 ford maverick

16 8 400 170

11.5 75 1 pontiac catalina

15 8 350 145

14 75 1

16 8 318 150

14.5 75 1

14 8 351

13.5 75 1 ford ltd

17 6 231 110

21 75 1 buick century

16 6 250 105

18.5 75 1

15 6 258 110

19 75 1 amc matador

18 6 225 95

19 75 1 plymouth fury

21 6 231 110

15 75 1

20 8

110

13.5 75 1

13 8 302 129

12 75 1

29 4 97 75

16 75 3 toyota corolla

23 4 140 83

17 75 1 ford pinto

20 6 232 100

16 75 1 amc gremlin

23 4 140 78

18.5 75 1

24 4

96

13.5 75 3 toyota corona

25 4 90 71

16.5 75 2 volkswagen dasher

24 4

97

17 75 3 datsun 710

18 6 171 97

14.5 75 1 ford pinto

29 4 90 70

14 75 2

19 6 232 90

17 75 1

23 4

95

15 75 2 audi 100ls

23 4 120 88

17 75 2 peugeot 504

22 4 121 98 2945 14.5 75 2

25 4 121 115

1

13.5 75 2 saab 99le

33 4 91 53

17.5 75 3

28 4 107 86

15.5 76 2

25 4 116 81 2220

76 2

25 4 140 92

76 1

26 4 98 79

76 1 dodge colt

27 4

83

76 2

17.5 8

140

13 76 1 chevrolet chevelle malibu classic

16 8 318 150

13 76 1

15.5 8 304 120

76 1 amc matador

14.5 8 351

4215

76 1 ford gran torino

22 6 225 100

76 1 plymouth valiant

22 6 250 105

14.5 76 1 chevrolet nova

24 6 200 81

76 1 ford maverick

6 232 90

17.6 76 1 amc hornet

29 4 85 52

76 1

4 98 60 2164

76 1

29 4 90 70 1937

76 2

33 4 91 53 1795

76 3 honda civic

20 6 225 100

17.7 76 1

se

18 6 250 78

21 76 1

ghia

18.5 6 250 110

76 1

17.5 6 258 95

76 1

4 97 71

76 2 volkswagen rabbit

32 4 85 70

17 76 3

28 4 97 75

76 3 toyota corolla

4 140 72

76 1 ford pinto

20 4 130 102

76 2

13 8 318 150

76 1

premier v8

19 4 120 88

76 2 peugeot 504

19 6 156 108

15.5 76 3 toyota mark ii

16.5 6

120

76 2

16.5 8 350 180

76 1

13 8 350 145

12 76 1

13 8 302 130

15 76 1

13 8 318 150

14 76 1

4 98 68

18.5 77 3

cvcc

30 4 111 80 2155

77 1

36 4 79 58 1825

77 2

4 122 96 2300 15.5 77 1

4 85 70

77 3

17.5 8 305 145

12.5 77 1 chevrolet caprice classic

17 8

110

19 77 1

15.5 8 318 145

77 1

15 8 302 130

14.9 77 1

17.5 6 250 110

16.4 77 1

20.5 6 231 105

16.9 77 1 buick skylark

19 6 225 100

17.7 77 1

18.5 6 250 98

19 77 1 ford granada

16 8 400 180

77 1

15.5 8 350 170

77 1

15.5 8 400 190

12.2 77 1

16 8 351

14.5 77 1

29 4 97 78

14.5 77 2

24.5 4

88

16 77 1

26 4 97 75 2265

77 3

25.5 4 140 89

77 1

4 98 63

17 77 1 chevrolet chevette

33.5 4 98 83

77 1

30 4 97 67

16.4 77 3

30.5 4 97 78

77 2 volkswagen dasher

22 6

97

14.5 77 3

4 121 110

12.8 77 2

21.5 3 80 110

13.5 77 3

4 90 48 1985 21.5 78 2

4 98 66

78 1

4 78 52 1985

78 3

deluxe

4 85 70

18.6 78 3

36.1 4 91 60 1800 16.4 78 3 honda civic cvcc

8 260 110

15.5 78 1

19.4 8 318 140

13.2 78 1

8 302 139

12.8 78 1

6 231 105

19.2 78 1

lj

20.5 6 200 95

18.2 78 1 chevrolet malibu

20.2 6 200 85

15.8 78 1

(auto)

4 140 88 2720 15.4 78 1

20.5 6 225 100

78 1 plymouth volare

19.4 6 232 90

17.2 78 1

6 231 105

15.8 78 1

6 200 85

16.7 78 1

18.6 6 225 110

78 1 dodge aspen

6 258 120

78 1

19.2 8 305 145 3425 13.2 78 1 chevrolet monte carlo landau
17.7 6 231 165

78 1

18.1 8 302 139

78 1

17.5 8 318 140

13.7 78 1

30 4 98 68 2155 16.5 78 1 chevrolet chevette

4 134 95

14.2 78 3 toyota corona

4 119 97 2300

78 3 datsun 510

4 105 75

14.5 78 1

4 134 95

14.8 78 3

liftback

4 156 105

16.7 78 1

4 151 85

17.6 78 1

4 119 97

14.9 78 3

5 131

15.9 78 2

17 6

125

13.6 78 2

4 121 115

15.7 78 2

16.2 6 163

3410 15.8 78 2

31.5 4 89 71 1990 14.9 78 2

29.5 4 98 68

78 3

21.5 6 231 115

15.4 79 1

6 200 85

18.2 79 1

4 140 88

79 1

20.2 6 232 90

18.2 79 1

20.6 6 225 110

16.6 79 1

17 8 305 130

15.4 79 1 chevrolet caprice classic

17.6 8 302 129

13.4 79 1

16.5 8 351

13.2 79 1

18.2 8 318 135

79 1

16.9 8 350 155

14.9 79 1 buick estate wagon (sw)

15.5 8 351

79 1

19.2 8 267 125

15 79 1

18.5 8 360 150 3940 13 79 1

4 89 71

14 79 2

4 86 65

15.2 79 3

4 98 80

14.4 79 1

4 121 80

15 79 1

5 183 77

79 2

23 8 350 125

17.4 79 1

27.2 4 141 71

79 2 peugeot 504

23.9 8 260 90

22.2 79 1 oldsmobile cutlass salon brougham

4 105 70

13.2 79 1

4 105 70

14.9 79 1

4 85 65

19.2 79 3

4 91 69 2130 14.7 79 2

4 151 90 2670 16 79 1

6

115

79 1

6 173 115

79 1

33.5 4 151 90

13.2 79 1 pontiac phoenix

4 98 76

14.7 80 2 vw rabbit

4 89 60

80 3

4 98 70

15.5 80 1 chevrolet chevette

4 86 65

16.4 80 3

28 4 151 90

16.5 80 1 chevrolet citation

4 140 88

18.1 80 1 ford fairmont

4 151 90

20.1 80 1 amc concord

6 225 90

18.7 80 1 dodge aspen

4 97 78

15.8 80 2

4 134 90

15.5 80 3

4 120 75 2542 17.5 80 3

37 4 119 92

15 80 3

4 108 75 2265 15.2 80 3 toyota corolla

4 86 65

80 3 mazda glc

4 156 105

14.4 80 1 dodge colt

4 85 65 2110 19.2 80 3 datsun 210

4 90 48

80 2

4 90 48

80 2

5 121 67

19.9 80 2

30 4 146 67

80 2

4 91 67

80 3

4 85 ?

17.3 80 2

4 97 67

18 80 3 subaru dl

29.8 4 89 62

15.3 80 2

6 168

11.4 80 3

23.7 3 70 100

12.5 80 3

35 4 122 88

15.1 80 2

4 140 ?

14.3 80 1

4 107 72

17 80 3 honda accord

27.2 4 135 84

15.7 81 1

4 151 84

16.4 81 1 buick skylark

4 156 92

14.4 81 1

23.5 6 173 110

81 1 chevrolet citation

30 4 135 84

12.9 81 1 plymouth reliant

4 79 58

16.9 81 3

39 4 86 64

16.4 81 1

4 81 60

81 3

4 97 67 2065 17.8 81 3 subaru

37 4 85 65 1975 19.4 81 3

4 89 62

17.3 81 3

34.1 4 91 68 1985 16 81 3

4 105 63

14.9 81 1

4 98 65 2045 16.2 81 1

4 98 65

81 1

33 4 105 74 2190 14.2 81 2

34.5 4 100 ?

15.8 81 2

4 107 75

14.4 81 3

32.4 4 108 75

16.8 81 3 toyota corolla

4 119 100

14.8 81 3

4 120 74 2635

81 3 mazda 626

4 141 80

81 2

6 145 76

81 2

25.4 6 168 116

12.6 81 3

6 146 120 2930 13.8 81 3

6 231 110

15.8 81 1 buick century

26.6 8 350 105 3725 19 81 1

20.2 6 200 88

81 1

17.6 6 225 85

16.6 81 1

28 4 112 88

19.6 82 1

27 4 112 88

18.6 82 1

34 4 112 88 2395 18 82 1

31 4 112 85

16.2 82 1

29 4 135 84

16 82 1

27 4 151 90

18 82 1 pontiac phoenix

24 4 140 92

16.4 82 1

36 4 105 74

15.3 82 2

37 4 91 68

18.2 82 3

l

31 4 91 68

17.6 82 3 mazda glc custom

38 4 105 63

14.7 82 1

36 4 98 70 2125 17.3 82 1

36 4 120 88

14.5 82 3

36 4 107 75

14.5 82 3 honda accord

34 4 108 70

16.9 82 3 toyota corolla

38 4 91 67

15 82 3 honda civic

32 4 91 67 1965 15.7 82 3

38 4 91 67

16.2 82 3

25 6

110 2945 16.4 82 1

38 6 262 85

17 82 1

26 4 156 92

14.5 82 1

22 6 232 112

14.7 82 1

32 4 144 96

13.9 82 3 toyota celica gt

36 4 135 84

13 82 1

27 4 151 90 2950 17.3 82 1

27 4 140 86

82 1

44 4 97 52 2130

82 2

32 4 135 84

82 1

28 4 120 79

18.6 82 1

31 4 119 82 2720 19.4 82 1

mpg cylinders displacement horsepower weight acceleration year origin name
1 8 3 13 3

5 4 1

2 70 chevrolet chevelle malibu
15 35 1

6 36 9 11 buick skylark 20
18 31 150 34 plymouth satellite
16 30 34

33 12 amc rebel sst
17 302 14 34

49 10 ford torino
4

29 1

98 4341 ford galaxie 500
4

54 22 4354 chevrolet impala
44 21 4312 8.5 plymouth fury
455 2

25 4425 pontiac catalina
3

90 19 3

85 amc ambassador dpl
3

83 170 35

63 dodge challenger se
340 1

60 360 plymouth ‘cuda 340
400 3

76 9.5 chevrolet monte carlo
225 30

86 buick estate wagon (sw)
24 113 95 23 72 toyota corona
198 28 15.5 plymouth duster
199 97 27 74 amc hornet
200 25

87 ford maverick
88 2

130 14.5 datsun pl510
26 46 183 20.5 volkswagen 1

131
110 2

67 17.5 peugeot 504
107 2430 audi

100
104 23

75 saab 99e
121 2234 12.5 bmw 2002
26

48 amc gremlin
215 4

61 ford f

250
307 4

37 chevy c20
318 210 43

82 13.5 dodge d200
304 1

93 4

73 18.5 hi

120
2130 71
140 22

64 chevrolet vega 230
2228
? 2046 ford pinto
2

32 2634
105 34

39 plymouth satellite custom
3329
3302 ford torino 500
232 3288 amc matador
350 1

65 4209
175 4464 11.5 pontiac catalina brougham
351 1

53 4154
40

96
38 1

80 4955 dodge monaco (sw)
4746 ford country
5140 pontiac safari (sw)
2

58 29

62 amc hornet sportabout (sw)
2408 chevrolet vega (sw)
3282 pontiac firebird
3

139 ford mustang
122 2220 mercury capri

2000
116 2123 opel

190
79 2074 19.5 peugeot 304
2065 fiat 124b
1

77 toyota corolla
69 1613 datsun 1200
1834 volkswagen model

111
91 1955 plymouth cricket
22

78 toyota corona hardtop
97.5 2126 dodge colt
2254 23.5 volkswagen type 3
2226 16.5 ford pinto runabout
165 4274
4385
4

135
4

129
3672 amc ambassador sst
208 4633 mercury marquis
155 4502 buick lesabre custom
160 4456 oldsmobile delta 88 royale
4422 chrysler newport royal
2330 mazda rx2 coupe
38

92 amc matador (sw)
4098 chevrolet chevelle concours (sw)
42

94 ford gran torino
4077 plymouth satellite custom (sw)
112 2933 volvo

145
2511 volkswagen 411 (sw)
2979 peugeot 504 (sw)
21

89 renault 12 (sw)
2395 ford pinto (sw)
2288 datsun 510
2506 toyouta corona mark ii (sw)
2164 dodge colt (sw)
2100 toyota corolla 1600 (sw)
4100 buick century
3988 chevrolet malibu
137 4042
3777 dodge coronet custom
49

52 mercury marquis brougham
chevrolet caprice classic
158 4363 ford ltd
4237 plymouth fury gran sedan
4735 chrysler new yorker brougham
4951 buick electra 225 custom
3821 amc ambassador brougham
3121 plymouth valiant
3278 chevrolet nova
2945
3021
2904
1950 volkswagen super beetle
4997
167 4906
4654 plymouth custom suburb
180 4499 oldsmobile vista cruiser
2789
2279 toyota carina
2401
108 2379 datsun 610
2124 maxda rx3
231
2472 mercury capri v6
2265 fiat 124 sport coupe
4082 chevrolet monte carlo s
4278 pontiac grand prix
68 1867 fiat 128
2158 opel manta
114 258 audi 100ls
2868 volvo

144
3399 dodge dart custom
2

66 saab 99le
156 2807 toyota mark ii
3664 oldsmobile omega
3

102
2875
2901
3336
datsun b210
2451
1836
2542
37

81 chevrolet chevelle malibu classic
3632
3613 plymouth satellite sebring
4

141
4699 buick century luxus (sw)
4457 dodge coronet custom (sw)
4638 ford gran torino (sw)
4257
2219 audi fox
1963 volkswagen dasher
2300
1649
2003 datsun 710
2

125
2108
2246 fiat 124 tc
2489 honda civic
2391 subaru
fiat x1.9
3264 plymouth valiant custom
3459
3432 mercury monarch
3158
4668
4440 chevrolet bel air
4498 plymouth grand fury
148 4657
3907
3897 chevroelt chevelle malibu
3730
3785
3039 buick skyhawk
262 3221 chevrolet monza 2+2
3169 ford mustang ii
2

171
2639
2914
2592 pontiac astro
134 2702
2223
119 2545
29

84
1937 volkswagen rabbit
3211 amc pacer
115 2694
2957
volvo 244dl
267
1795 honda civic cvcc
2464 fiat 131
16.9 opel 1900
2572 14.9 capri ii
2255 17.7
101 2202 15.3 renault 12tl
305 4215
4190 dodge coronet brougham
3962 13.9
152 12.8
3233 15.4
3353
3012 17.6
22.5 3085
2035 22.2 chevrolet chevette
24.5 22.1 chevrolet woody
14.2 vw rabbit
17.4
3651 dodge aspen
3574 ford granada
3645 16.2 pontiac ventura sj
3193 17.8 amc pacer d/l
29.5 1825 12.2
1990 datsun b-210
2155 16.4
26.5 2565 13.6
3150 15.7 volvo 245
3940 13.2 plymouth volare
3270 21.9
2930
168 3820 16.7 mercedes-benz 280s
4380 12.1 cadillac seville
4055 chevy c10
3870 ford f108
3755 dodge d100
31.5 2045 honda accord
14.8 buick opel isuzu deluxe
18.6 renault 5 gtl
25.5 plymouth arrow gs
33.5 1945 16.8 datsun f-10 hatchback
3880
260 4060 oldsmobile cutlass supreme
4140 13.7 dodge monaco brougham
4295 mercury cougar brougham
3520 chevrolet concours
3425
3630 plymouth volare custom
3525
4220 11.1 pontiac grand prix lj
4165 11.4 chevrolet monte carlo landau
4325 chrysler cordoba
149 4335 ford thunderbird
1940 volkswagen rabbit custom
151 2740 pontiac sunbird coupe
18.2 toyota corolla liftback
2755 15.8 ford mustang ii 2+2
30.5 2051
2075 15.9 dodge colt m/m
1985 subaru dl
2190 14.1
146 2815 datsun 810
21.5 2600 bmw 320i
2720 mazda rx-4
43.1 volkswagen rabbit custom diesel
36.1 1800 14.4 ford fiesta
32.8 19.4 mazda glc
39.4 2070 datsun b210 gx
19.9 3365 oldsmobile cutlass salon brougham
3735 dodge diplomat
20.2 3570 mercury monarch ghia
19.2 3535 pontiac phoenix
3155
2965 ford fairmont
25.1 ford fairmont (man)
3430 17.2
3210 amc concord
20.6 3380 buick century special
20.8 3070 mercury zephyr
3620 18.7
18.1 3410 15.1 amc concord d/l
3445 13.4 buick regal sport coupe (turbo)
3205 11.2 ford futura
4080 dodge magnum xe
27.5 2560
27.2 14.7
30.9 2230 dodge omni
21.1 2515 toyota celica gt
23.2 2745 plymouth sapporo
23.8 2855 oldsmobile starfire sx
23.9 2405 datsun 200-sx
20.3 103 2830 audi 5000
163 3140 volvo 264gl
21.6 2795 saab 99gle
133 peugeot 604sl
volkswagen scirocco
2135 16.6 honda accord lx
3245 pontiac lemans v6
19.8 2990 mercury zephyr 6
22.3 2890 17.3 ford fairmont 4
3265 amc concord dl 6
3360 dodge aspen 6
3840
3725 ford ltd landau
138 3955 mercury grand marquis
3830 15.2 dodge st. regis
4360
142 4054 14.3 ford country squire (sw)
3605 chevrolet malibu classic (sw)
chrysler lebaron town @ country (sw)
31.9 1925 vw rabbit custom
34.1 1975 maxda glc deluxe
35.7 1915 dodge colt hatchback custom
27.4 2670 amc spirit dl
25.4 3530 20.1 mercedes benz 300d
3900 cadillac eldorado
3190 24.8
3420
34.2 2200 plymouth horizon
34.5 2150 plymouth horizon tc3
31.8 2020 datsun 210
37.3 fiat strada custom
28.4 buick skylark limited
28.8 173 2595 11.3 chevrolet citation
26.8 2700 12.9 oldsmobile omega brougham
2556
41.5 2144
38.1 1968 18.8 toyota corolla tercel
32.1 2120
37.2 2019 datsun 310
2678
26.4 2870
24.3 3003
19.1 3381
34.3 2188 audi 4000
29.8 2711 toyota corona liftback
31.3 mazda 626
2434 datsun 510 hatchback
32.2
46.6 2110 17.9
27.9 2800
40.8
44.3 2085 21.7 vw rabbit c (diesel)
43.4 2335 23.7 vw dasher (diesel)
36.4 2950 audi 5000s (diesel)
3250 21.8 mercedes-benz 240d
44.6 1850 13.8 honda civic 1500 gl
40.9 1835 renault lecar deluxe
33.8 2145
1845 vokswagen rabbit
32.7 132 2910 datsun 280-zx
2420 mazda rx-7 gs
2500 triumph tr7 coupe
23.6 2905 ford mustang cobra
32.4 2290
2490 plymouth reliant
26.6 2635
25.8 2620 dodge aries wagon (sw)
2725 12.6
2385
39.1 1755 toyota starlet
1875 plymouth champ
35.1 1760 16.1 honda civic 1300
32.3
datsun 210 mpg
37.7 2050 toyota tercel
mazda glc 4
34.7 2215 plymouth horizon 4
34.4 ford escort 4w
29.9 2380 20.7 ford escort 2h
volkswagen jetta
2320 renault 18i
33.7 2210 honda prelude
2350
32.9 2615 datsun 200sx
31.6 18.3
28.1 3230 20.4 peugeot 505s turbo diesel
30.7 3160 19.6 volvo diesel
2900 toyota cressida
24.2 datsun 810 maxima
22.4 3415
oldsmobile cutlass ls
3060 17.1 ford granada gl
3465 chrysler lebaron salon
2605 chevrolet cavalier
2640 chevrolet cavalier wagon
chevrolet cavalier 2-door
2575 pontiac j2000 se hatchback
2525 dodge aries se
2735
2865 ford fairmont futura
1980 volkswagen rabbit l
2025 mazda glc custom
1970
2125 plymouth horizon miser
mercury lynx l
2160 nissan stanza xe
2205
2245
1965
honda civic (auto)
1995 datsun 310 gx
181 buick century limited
3015 oldsmobile cutlass ciera (diesel)
2585 chrysler lebaron medallion
2835 ford granada l
2665
2370 dodge charger 2.2
chevrolet camaro
2790 15.6 ford mustang gl
24.6 vw pickup
2295 11.6 dodge rampage
2625 ford ranger
chevy s-10

Question:

Identify all questions that you attempted in this template

Q1 Textbook Theory Questions 

http://faculty.marshall.usc.edu/gareth-james/ISL/

1. For each of parts (a) through (d), indicate whether we would generally expect the performance of a flexible statistical learning method to be better or worse than an inflexible method. Justify your answer.

(a) The sample size n is extremely large, and the number of predictors p is small.

(b) The number of predictors p is extremely large, and the number of observations n is small.

(c) The relationship between the predictors and response is highly non-linear.

(d) The variance of the error terms, i.e. σ2 = Var(), is extremely high

5. What are the advantages and disadvantages of a very flexible (versus a less flexible) approach for regression or classification? Under what circumstances might a more flexible approach be preferred to a less flexible approach? When might a less flexible approach be preferred?

6. Describe the differences between a parametric and a non-parametric statistical learning approach. What are the advantages of a parametric approach to regression or classification (as opposed to a nonparametric approach)? What are its disadvantages?

Q2 Textbook Applied Questions – Attempt with Python

8. Exploratory Data Analysis: College data set: College.csv. It contains a number of variables for 777 different universities and colleges in the US. Do all the exercises in Python:

8a. Read the csv file with pandas

8b.Fix the first row as row headers

8c.

1. produce a numerical summary of the variables in the data set. 

2. produce a scatterplot matrix of the first ten columns or variables of the data.

3. produce side-by-side boxplots of Outstate versus Private

4. Create a new qualitative variable, called Elite, by binning the Top10perc variable and divide universities into two groups based on whether or not the proportion of students coming from the top 10 % of their high school classes exceeds 50 %

5. Produce some histograms with differing numbers of bins for a few of the quantitative variables: Room.Board’,’Books’, ‘Personal’, ‘Expend’

6. Examine the elite schools more closely.

Q3 Textbook Applied Questions – Attempt with Python

9. Exploration with Auto.csv data.

Make sure that the missing values have been removed from the data.

(a) Which of the predictors are quantitative, and which are qualitative?

(b) What is the range of each quantitative predictor?

(c) What is the mean and standard deviation of each quantitative predictor?

(d) Now remove the 10th through 85th observations. What is the range, mean, and standard deviation of each predictor in the subset of the data that remains?

(e) Using the full data set, investigate the predictors graphically, using scatterplots or other tools of your choice. Create some plots highlighting the relationships among the predictors. Comment on your findings.

(f) Suppose that we wish to predict gas mileage (mpg) on the basis of the other variables. Do your plots suggest that any of the other variables might be useful in predicting mpg? Justify your answer.

Q4 Textbook Applied Questions – Attempt with Python

10. Exploration with Boston.csv data

a) How many rows and columns in the data set? What do the rows and columns represent?

(b) Make pairwise scatterplots of the predictors (columns) in this data set. Describe findings.

(c) Are any of the predictors associated with per capita crime rate? If so, explain relationship. (d) Do any of the suburbs of Boston appear to have particularly high crime rates? Tax rates? Pupil-teacher ratios? Comment on the range of each predictor.

(e) How many of the suburbs in this data set bound the Charles river?

 (f) What is the median pupil-teacher ratio among the towns in this data set?

(g) Which suburb of Boston has lowest median value of owner occupied homes?

What are the values of the other predictors for that suburb, and how do those values compare to the overall ranges for those predictors? Comment on your findings.

(h) In this data set, how many of the suburbs average more than seven rooms per dwelling? More than eight rooms per dwelling? Comment on the suburbs that average more than eight rooms per dwelling.

Hint – several github sites have the complete solution in python e.g.

https://github.com/mscaudill/IntroStatLearn

https://botlnec.github.io/islp/

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