Python – 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

,Private,Apps,Accept,Enroll,Top10perc,Top25perc,F.Undergrad,P.Undergrad,Outstate,Room.Board,Books,Personal,PhD,Terminal,S.F.Ratio,perc.alumni,Expend,Grad.Rate
Abilene Christian University,Yes,1660,1232,721,23,52,2885,537,7440,3300,450,2200,70,78,18.1,12,7041,60
Adelphi University,Yes,2186,1924,512,16,29,2683,1227,12280,6450,750,1500,29,30,12.2,16,10527,56
Adrian College,Yes,1428,1097,336,22,50,1036,99,11250,3750,400,1165,53,66,12.9,30,8735,54
Agnes Scott College,Yes,417,349,137,60,89,510,63,12960,5450,450,875,92,97,7.7,37,19016,59
Alaska Pacific University,Yes,193,146,55,16,44,249,869,7560,4120,800,1500,76,72,11.9,2,10922,15
Albertson College,Yes,587,479,158,38,62,678,41,13500,3335,500,675,67,73,9.4,11,9727,55
Albertus Magnus College,Yes,353,340,103,17,45,416,230,13290,5720,500,1500,90,93,11.5,26,8861,63
Albion College,Yes,1899,1720,489,37,68,1594,32,13868,4826,450,850,89,100,13.7,37,11487,73
Albright College,Yes,1038,839,227,30,63,973,306,15595,4400,300,500,79,84,11.3,23,11644,80
Alderson-Broaddus College,Yes,582,498,172,21,44,799,78,10468,3380,660,1800,40,41,11.5,15,8991,52
Alfred University,Yes,1732,1425,472,37,75,1830,110,16548,5406,500,600,82,88,11.3,31,10932,73
Allegheny College,Yes,2652,1900,484,44,77,1707,44,17080,4440,400,600,73,91,9.9,41,11711,76
Allentown Coll. of St. Francis de Sales,Yes,1179,780,290,38,64,1130,638,9690,4785,600,1000,60,84,13.3,21,7940,74
Alma College,Yes,1267,1080,385,44,73,1306,28,12572,4552,400,400,79,87,15.3,32,9305,68
Alverno College,Yes,494,313,157,23,46,1317,1235,8352,3640,650,2449,36,69,11.1,26,8127,55
American International College,Yes,1420,1093,220,9,22,1018,287,8700,4780,450,1400,78,84,14.7,19,7355,69
Amherst College,Yes,4302,992,418,83,96,1593,5,19760,5300,660,1598,93,98,8.4,63,21424,100
Anderson University,Yes,1216,908,423,19,40,1819,281,10100,3520,550,1100,48,61,12.1,14,7994,59
Andrews University,Yes,1130,704,322,14,23,1586,326,9996,3090,900,1320,62,66,11.5,18,10908,46
Angelo State University,No,3540,2001,1016,24,54,4190,1512,5130,3592,500,2000,60,62,23.1,5,4010,34
Antioch University,Yes,713,661,252,25,44,712,23,15476,3336,400,1100,69,82,11.3,35,42926,48
Appalachian State University,No,7313,4664,1910,20,63,9940,1035,6806,2540,96,2000,83,96,18.3,14,5854,70
Aquinas College,Yes,619,516,219,20,51,1251,767,11208,4124,350,1615,55,65,12.7,25,6584,65
Arizona State University Main campus,No,12809,10308,3761,24,49,22593,7585,7434,4850,700,2100,88,93,18.9,5,4602,48
Arkansas College (Lyon College),Yes,708,334,166,46,74,530,182,8644,3922,500,800,79,88,12.6,24,14579,54
Arkansas Tech University,No,1734,1729,951,12,52,3602,939,3460,2650,450,1000,57,60,19.6,5,4739,48
Assumption College,Yes,2135,1700,491,23,59,1708,689,12000,5920,500,500,93,93,13.8,30,7100,88
Auburn University-Main Campus,No,7548,6791,3070,25,57,16262,1716,6300,3933,600,1908,85,91,16.7,18,6642,69
Augsburg College,Yes,662,513,257,12,30,2074,726,11902,4372,540,950,65,65,12.8,31,7836,58
Augustana College IL,Yes,1879,1658,497,36,69,1950,38,13353,4173,540,821,78,83,12.7,40,9220,71
Augustana College,Yes,761,725,306,21,58,1337,300,10990,3244,600,1021,66,70,10.4,30,6871,69
Austin College,Yes,948,798,295,42,74,1120,15,11280,4342,400,1150,81,95,13,33,11361,71
Averett College,Yes,627,556,172,16,40,777,538,9925,4135,750,1350,59,67,22.4,11,6523,48
Baker University,Yes,602,483,206,21,47,958,466,8620,4100,400,2250,58,68,11,21,6136,65
Baldwin-Wallace College,Yes,1690,1366,662,30,61,2718,1460,10995,4410,1000,1000,68,74,17.6,20,8086,85
Barat College,Yes,261,192,111,15,36,453,266,9690,4300,500,500,57,77,9.7,35,9337,71
Bard College,Yes,1910,838,285,50,85,1004,15,19264,6206,750,750,98,98,10.4,30,13894,79
Barnard College,Yes,2496,1402,531,53,95,2121,69,17926,8124,600,850,83,93,10.3,33,12580,91
Barry University,Yes,990,784,279,18,45,1811,3144,11290,5360,600,1800,76,78,12.6,11,9084,72
Baylor University,Yes,6075,5349,2367,34,66,9919,484,6450,3920,600,1346,71,76,18.5,38,7503,72
Beaver College,Yes,1163,850,348,23,56,878,519,12850,5400,400,800,78,89,12.2,30,8954,73
Bellarmine College,Yes,807,707,308,39,63,1198,605,8840,2950,750,1290,74,82,13.1,31,6668,84
Belmont Abbey College,Yes,632,494,129,17,36,709,131,9000,4850,300,2480,78,85,13.2,10,7550,52
Belmont University,Yes,1220,974,481,28,67,1964,623,7800,3664,650,900,61,61,11.1,19,7614,49
Beloit College,Yes,1320,923,284,26,54,1085,81,16304,3616,355,715,87,95,11.1,26,12957,69
Bemidji State University,No,1208,877,546,12,36,3796,824,4425,2700,660,1800,57,62,19.6,16,3752,46
Benedictine College,Yes,632,620,222,14,24,702,501,9550,3850,350,250,64,84,14.1,18,5922,58
Bennington College,Yes,519,327,114,25,53,457,2,21700,4100,600,500,35,59,10.1,33,16364,55
Bentley College,Yes,3466,2330,640,20,60,3095,1533,13800,5510,630,850,87,87,17.5,20,10941,82
Berry College,Yes,1858,1221,480,37,68,1620,49,8050,3940,350,2375,80,80,16.3,17,10511,63
Bethany College,Yes,878,816,200,16,41,706,62,8740,3363,550,1700,62,68,11.6,29,7718,48
Bethel College KS,Yes,202,184,122,19,42,537,101,8540,3580,500,1400,61,80,8.8,32,8324,56
Bethel College,Yes,502,384,104,11,28,347,74,6200,2900,600,800,63,63,11.7,13,7623,35
Bethune Cookman College,Yes,1646,1150,542,12,30,2128,82,5188,3396,650,2500,48,48,13.8,9,6817,58
Birmingham-Southern College,Yes,805,588,287,67,88,1376,207,11660,4325,400,900,74,79,14,34,8649,72
Blackburn College,Yes,500,336,156,25,55,421,27,6500,2700,500,1000,76,76,14.3,53,8377,51
Bloomsburg Univ. of Pennsylvania,No,6773,3028,1025,15,55,5847,946,7844,2948,500,1680,66,68,18,19,7041,75
Bluefield College,Yes,377,358,181,15,30,653,129,7150,4350,450,1500,61,67,17.8,3,6259,53
Bluffton College,Yes,692,514,209,20,50,760,81,9900,3990,400,900,76,71,13.3,19,9073,58
Boston University,Yes,20192,13007,3810,45,80,14971,3113,18420,6810,475,1025,80,81,11.9,16,16836,72
Bowdoin College,Yes,3356,1019,418,76,100,1490,8,19030,5885,1495,875,93,96,11.2,52,20447,96
Bowling Green State University,No,9251,7333,3076,14,45,13699,1213,7452,3352,600,1700,81,89,21.1,14,6918,67
Bradford College,Yes,443,330,151,5,36,453,42,14080,6270,500,900,57,80,10.2,21,15387,46
Bradley University,Yes,3767,3414,1061,30,58,4531,643,10870,4440,2000,1522,75,81,14.4,21,7671,85
Brandeis University,Yes,4186,2743,740,48,77,2819,62,19380,6750,410,1000,90,97,9.8,24,17150,84
Brenau University,Yes,367,274,158,12,41,917,479,9592,5879,500,700,71,80,13.7,12,5935,49
Brewton-Parker College,Yes,1436,1228,1202,10,26,1320,822,4371,2370,500,2000,62,62,12.6,10,4900,18
Briar Cliff College,Yes,392,351,155,16,44,738,430,10260,3597,600,1500,39,66,13.1,26,8355,58
Bridgewater College,Yes,838,673,292,22,53,881,55,10265,4725,560,875,68,73,13.2,24,8655,82
Brigham Young University at Provo,Yes,7365,5402,4615,48,82,27378,1253,2340,3580,860,1220,76,76,20.5,40,7916,33
Brown University,Yes,12586,3239,1462,87,95,5643,349,19528,5926,720,1100,99,100,7.6,39,20440,97
Bryn Mawr College,Yes,1465,810,313,71,95,1088,16,18165,6750,500,1200,100,100,12.3,49,17449,89
Bucknell University,Yes,6548,3813,862,49,85,3316,31,18550,4750,800,1200,95,97,14.2,36,13675,93
Buena Vista College,Yes,860,688,285,32,70,1928,442,13306,3797,450,950,62,69,8.8,10,6333,78
Butler University,Yes,2362,2037,700,40,68,2607,148,13130,4650,500,1600,77,81,10.9,29,9511,83
Cabrini College,Yes,599,494,224,8,28,1035,446,10518,6250,300,300,59,76,16.5,36,7117,71
Caldwell College,Yes,1011,604,213,17,42,693,868,8900,4600,425,1000,87,96,13.9,25,7922,55
California Lutheran University,Yes,563,247,247,23,52,1427,432,12950,5300,612,576,72,74,12.4,17,8985,60
California Polytechnic-San Luis,No,7811,3817,1650,47,73,12911,1404,7380,4877,612,2091,72,81,19.8,13,8453,59
California State University at Fresno,No,4540,3294,1483,5,60,13494,1254,7706,4368,600,1926,90,90,21.2,8,7268,61
Calvin College,Yes,1784,1512,913,29,56,3401,136,10230,3710,400,1210,75,81,14.8,41,7786,81
Campbell University,Yes,2087,1339,657,20,54,3191,1204,7550,2790,600,500,77,77,21.8,34,3739,63
Campbellsville College,Yes,848,587,298,25,55,935,184,6060,3070,600,1300,62,66,17.7,13,5391,49
Canisius College,Yes,2853,2193,753,16,34,2978,434,10750,5340,400,1130,90,92,14.6,26,7972,64
Capital University,Yes,1747,1382,449,34,66,1662,960,13050,4000,500,800,64,69,12.1,27,9557,83
Capitol College,Yes,100,90,35,10,52,282,331,8400,2812,300,2134,10,50,12.1,24,7976,52
Carleton College,Yes,2694,1579,489,75,93,1870,12,19292,3957,550,550,81,93,10.4,60,17960,91
Carnegie Mellon University,Yes,8728,5201,1191,60,89,4265,291,17900,5690,450,1250,86,93,9.2,31,24386,74
Carroll College,Yes,1160,991,352,19,55,1357,737,12200,3880,480,930,74,81,17.8,25,7666,79
Carson-Newman College,Yes,1096,951,464,27,62,1776,239,8150,3150,400,500,61,62,13.6,16,6716,67
Carthage College,Yes,1616,1427,434,20,43,1405,580,13125,3775,500,1300,74,89,15.9,22,7364,62
Case Western Reserve University,Yes,3877,3156,713,71,93,3051,513,15700,4730,525,1460,95,95,2.9,29,19733,67
Castleton State College,No,1257,940,363,9,22,1547,294,7656,4690,400,700,89,91,14.7,8,6318,79
Catawba College,Yes,1083,880,291,13,34,915,80,9270,4100,600,1860,75,82,13.5,27,8425,55
Catholic University of America,Yes,1754,1465,505,24,49,2159,211,13712,6408,526,1100,90,96,9.3,18,12751,75
Cazenovia College,Yes,3847,3433,527,9,35,1010,12,9384,4840,600,500,22,47,14.3,20,7697,118
Cedar Crest College,Yes,776,607,198,25,58,791,764,14340,5285,500,1000,58,83,11.7,39,10961,74
Cedarville College,Yes,1307,1090,616,25,55,2196,82,7344,4410,570,1000,50,52,15.3,34,6897,64
Centenary College,Yes,369,312,90,12,46,396,526,11400,5400,500,760,41,85,9.5,20,9583,24
Centenary College of Louisiana,Yes,495,434,210,35,55,775,44,8950,3490,600,1900,86,92,11.3,25,9685,66
Center for Creative Studies,Yes,601,396,203,1,20,525,323,11230,6643,2340,620,8,58,6.8,4,13025,47
Central College,Yes,1283,1113,401,31,65,1355,40,10938,3660,650,600,76,90,13.5,29,8444,67
Central Connecticut State University,No,4158,2532,902,6,24,6394,3881,5962,4444,500,985,69,73,16.7,4,4900,49
Central Missouri State University,No,4681,4101,1436,10,35,8094,1596,4620,3288,300,2250,69,80,19.7,4,5501,50
Central Washington University,No,2785,2011,1007,8,65,6507,898,7242,3603,654,1416,67,89,18.1,0,6413,51
Central Wesleyan College,Yes,174,146,88,8,29,1047,33,8300,3080,600,600,62,62,15.2,18,3365,58
Centre College,Yes,1013,888,288,55,82,943,7,11850,4270,600,900,95,99,11.4,60,13118,74
Chapman University,Yes,959,771,351,23,48,1662,209,16624,5895,600,1100,72,80,12.8,6,12692,47
Chatham College,Yes,212,197,91,28,56,471,148,13500,5230,400,850,95,98,9.3,37,16095,52
Chestnut Hill College,Yes,342,254,126,25,64,518,232,10335,5015,700,850,71,71,8.3,29,7729,73
Christendom College,Yes,81,72,51,33,71,139,3,8730,3600,400,800,92,92,9.3,17,10922,58
Christian Brothers University,Yes,880,520,224,16,42,1068,364,9300,3260,600,900,81,81,11.1,24,8129,63
Christopher Newport University,No,883,766,428,3,37,2910,1749,7860,4750,525,1889,80,82,21.2,16,4639,48
Claflin College,Yes,1196,697,499,21,47,959,13,4412,2460,500,1000,69,69,16.9,31,7083,21
Claremont McKenna College,Yes,1860,767,227,71,93,887,1,17000,6010,500,850,99,99,9.6,52,18443,87
Clark University,Yes,2887,2059,457,30,61,1928,296,17500,4200,500,950,94,95,10.5,35,11951,79
Clarke College,Yes,460,340,167,14,45,604,350,10740,3676,350,900,67,71,11,27,7963,74
Clarkson University,Yes,2174,1953,557,35,68,2332,53,15960,5580,700,1300,95,95,15.8,32,11659,77
Clemson University,No,8065,5257,2301,37,65,11755,770,8116,3610,800,1618,82,88,18,17,7597,73
Clinch Valley Coll. of the Univ. of Virginia,No,689,561,250,15,30,1125,422,7168,3689,600,1900,67,67,18.1,9,4417,46
Coe College,Yes,1006,742,275,29,60,1127,205,13925,4390,500,2200,73,86,12.7,32,10141,67
Coker College,Yes,604,452,295,15,47,690,222,9888,4502,400,1000,64,77,12.1,39,8741,75
Colby College,Yes,2848,1319,456,58,84,1720,35,18930,5590,500,1000,83,94,10.2,41,15954,91
Colgate University,Yes,4856,2492,727,46,75,2649,25,19510,5565,500,750,95,98,10.5,45,15494,93
College Misericordia,Yes,1432,888,317,29,58,1121,493,10860,5760,550,900,56,62,12.9,23,8604,96
College of Charleston,No,4772,3140,1265,22,55,6851,1200,6120,3460,666,2316,73,78,17.2,18,4776,51
College of Mount St. Joseph,Yes,798,620,238,14,41,1165,1232,9800,4430,400,1150,46,46,11.1,35,6889,100
College of Mount St. Vincent,Yes,946,648,177,23,46,707,432,11790,5770,500,1000,75,77,11.9,35,10015,83
College of Notre Dame,Yes,344,264,97,11,42,500,331,12600,5520,630,2250,77,80,10.4,7,9773,43
College of Notre Dame of Maryland,Yes,457,356,177,35,61,667,1983,11180,5620,600,700,64,64,11.5,32,7477,75
College of Saint Benedict,Yes,938,864,511,29,62,1715,103,12247,4221,500,600,70,88,13.1,26,8847,72
College of Saint Catherine,Yes,511,411,186,23,51,1692,562,12224,4440,450,1000,63,87,11.5,32,7315,77
College of Saint Elizabeth,Yes,444,359,122,34,53,493,968,10900,5250,380,1000,68,70,11.4,23,9447,78
College of Saint Rose,Yes,983,664,249,23,57,1698,894,9990,5666,800,1500,66,71,14.3,28,6084,64
College of Santa Fe,Yes,546,447,189,16,42,873,683,11138,4138,600,1200,40,74,14,7,8820,80
College of St. Joseph,Yes,141,118,55,12,21,201,173,8300,4850,450,1300,53,53,9.5,19,6936,76
College of St. Scholastica,Yes,672,596,278,29,60,1350,275,11844,3696,450,1146,54,76,11.6,33,8996,72
College of the Holy Cross,Yes,2994,1691,659,70,95,2675,22,18000,6300,400,900,92,96,11.3,55,12138,95
College of William and Mary,No,7117,3106,1217,68,88,5186,134,11720,4298,600,800,89,92,12.1,31,9534,93
College of Wooster,Yes,2100,1883,553,29,65,1704,1,16240,4690,500,500,84,96,11.1,43,14140,69
Colorado College,Yes,3207,1577,490,56,87,1892,7,17142,4190,450,1200,85,97,11.3,51,14664,84
Colorado State University,No,9478,6312,2194,29,65,15646,1829,8412,4180,470,1800,87,89,19.2,10,7850,59
Columbia College MO,Yes,314,158,132,10,28,690,5346,8294,3700,400,900,87,87,15.3,2,5015,37
Columbia College,Yes,737,614,242,21,67,968,237,10425,3975,500,1500,61,77,14.7,34,8693,76
Columbia University,Yes,6756,1930,871,78,96,3376,55,18624,6664,550,300,97,98,5.9,21,30639,99
Concordia College at St. Paul,Yes,281,266,139,13,29,1049,181,10500,3750,450,950,69,75,12.8,18,6955,45
Concordia Lutheran College,Yes,232,216,106,16,34,534,172,6900,3800,450,1825,67,76,12.1,9,6875,42
Concordia University CA,Yes,688,497,144,30,75,641,101,10800,4440,570,1515,55,60,13.1,13,8415,55
Concordia University,Yes,528,403,186,22,56,1168,145,9216,4191,400,1000,56,64,12.1,13,7309,75
Connecticut College,Yes,3035,1546,438,42,93,1630,232,18740,6300,600,500,86,95,10.7,40,14773,91
Converse College,Yes,440,407,149,35,70,643,80,12050,3700,500,900,63,76,10.2,31,10965,75
Cornell College,Yes,1538,1329,383,33,68,1140,10,15248,4323,550,800,71,76,12.2,31,10340,64
Creighton University,Yes,2967,2836,876,30,60,3450,644,10628,4372,650,2055,85,90,6.5,32,22906,85
Culver-Stockton College,Yes,1576,1110,274,24,55,992,112,8000,3700,400,500,51,52,14.1,28,5807,51
Cumberland College,Yes,995,789,398,26,47,1306,122,6230,3526,400,600,42,44,13,4,8189,63
D’Youville College,Yes,866,619,157,18,47,1074,336,8920,4310,680,1320,68,68,14.6,42,6898,46
Dana College,Yes,504,482,185,10,36,550,84,9130,3322,450,1450,46,51,12.6,25,8686,54
Daniel Webster College,Yes,585,508,153,12,30,460,536,12292,4934,500,500,61,61,22.2,10,8643,72
Dartmouth College,Yes,8587,2273,1087,87,99,3918,32,19545,6070,550,1100,95,99,4.7,49,29619,98
Davidson College,Yes,2373,956,452,77,96,1601,6,17295,5070,600,1011,95,97,12,46,17581,94
Defiance College,Yes,571,461,174,10,26,645,283,10850,3670,400,1159,58,60,12.8,19,7505,56
Delta State University,No,967,945,459,15,48,2806,538,4528,1880,500,1200,49,63,17.1,16,5113,58
Denison University,Yes,2762,2279,533,32,60,1835,14,16900,4720,500,600,88,97,11.6,45,12423,81
DePauw University,Yes,1994,1656,495,50,80,1983,36,14300,5020,550,950,78,94,11.1,31,11525,82
Dickinson College,Yes,3014,2539,487,31,68,1889,62,18700,5000,595,1250,87,94,11.2,39,13861,87
Dickinson State University,No,434,412,319,10,30,1376,237,4486,2146,600,2000,50,64,16.5,28,4525,46
Dillard University,Yes,1998,1376,651,41,88,1539,45,6700,3650,500,2307,52,52,14.1,12,7566,61
Doane College,Yes,793,709,244,20,47,1022,411,9570,3000,400,1000,67,72,15.1,42,6852,60
Dominican College of Blauvelt,Yes,360,329,108,4,19,756,863,8310,5500,600,1800,43,43,12.7,5,5480,54
Dordt College,Yes,604,562,328,25,50,1048,56,9800,2650,450,2800,61,60,12.5,17,7325,87
Dowling College,Yes,1011,829,410,9,33,1059,2458,9000,3100,450,1413,77,78,12.4,7,11178,42
Drake University,Yes,2799,2573,839,34,65,3322,726,13420,4770,560,1675,88,93,15,24,9473,77
Drew University,Yes,2153,1580,321,56,84,1192,87,18432,5616,520,660,93,97,10.2,28,14907,83
Drury College,Yes,700,650,314,33,66,1065,48,8730,3523,500,750,82,92,13.2,35,9303,67
Duke University,Yes,13789,3893,1583,90,98,6188,53,18590,5950,625,1162,95,96,5,44,27206,97
Earlham College,Yes,1358,1006,274,35,63,1028,13,15036,4056,600,600,90,94,10.6,46,14634,78
East Carolina University,No,9274,6362,2435,14,44,13171,1687,7248,3240,500,1700,74,78,13.2,18,9002,58
East Tennessee State University,No,3330,2730,1303,15,36,6706,2640,5800,3000,600,2200,73,75,14,9,9825,42
East Texas Baptist University,Yes,379,341,265,10,36,1050,151,4950,2780,530,1500,62,62,15.7,7,5619,38
Eastern College,Yes,458,369,165,16,42,1057,355,11190,4800,450,1230,60,60,13.6,22,8135,54
Eastern Connecticut State University,No,2172,1493,564,14,50,2766,1531,5962,4316,650,500,71,76,16.9,14,5719,50
Eastern Illinois University,No,5597,4253,1565,12,38,9161,845,5710,3066,120,1730,62,71,16.2,5,5682,76
Eastern Mennonite College,Yes,486,440,227,19,48,903,59,9650,3800,600,1300,46,65,11.4,29,10188,82
Eastern Nazarene College,Yes,516,409,200,17,40,1238,30,8770,3500,450,700,58,58,17.3,17,6430,70
Eckerd College,Yes,1422,1109,366,33,65,1363,23,15360,4080,600,1000,82,89,12.8,26,15003,59
Elizabethtown College,Yes,2417,1843,426,36,70,1476,299,14190,4400,500,750,65,68,12.8,25,9815,81
Elmira College,Yes,1457,1045,345,27,50,1109,502,14990,4980,450,550,77,98,21.5,21,7502,64
Elms College,Yes,245,208,125,23,46,544,436,11800,4765,450,1700,71,71,11.3,21,8952,86
Elon College,Yes,3624,2786,858,11,39,2933,334,9100,3883,490,1777,70,74,18.9,34,6329,63
Embry Riddle Aeronautical University,Yes,3151,2584,958,14,40,4772,856,7800,3750,570,3020,37,43,16.5,4,12878,44
Emory & Henry College,Yes,765,646,226,30,60,809,32,8578,4408,700,1600,79,88,13.9,51,8061,82
Emory University,Yes,8506,4168,1236,76,97,5544,192,17600,6000,600,870,97,98,5,28,28457,96
Emporia State University,No,1256,1256,853,43,79,3957,588,5401,3144,450,1888,72,75,19.3,4,5527,50
Erskine College,Yes,659,557,167,47,74,532,35,10485,3840,475,1246,76,80,13.5,47,7527,67
Eureka College,Yes,560,454,113,36,56,484,16,10955,3450,330,670,62,87,10.6,31,9552,53
Evergreen State College,No,1801,1101,438,14,50,3065,363,6297,4600,600,1323,75,78,18.1,14,8355,68
Fairfield University,Yes,4784,3346,781,30,66,2984,1037,15000,6200,700,1100,86,90,15.1,30,11220,94
Fayetteville State University,No,1455,1064,452,1,16,2632,617,6806,2550,350,766,75,75,15.1,10,6972,24
Ferrum College,Yes,1339,1107,336,12,36,1051,82,9400,4200,500,1600,53,58,12.5,9,7967,22
Flagler College,Yes,1415,714,338,18,52,1345,44,5120,3200,500,2140,52,60,18.1,9,3930,69
Florida Institute of Technology,Yes,1947,1580,523,39,74,1863,233,13900,4140,750,1500,90,90,10.6,7,8923,57
Florida International University,No,3306,2079,1071,42,89,10208,9310,6597,2494,800,3028,81,96,13.9,20,6722,66
Florida Southern College,Yes,1381,1040,374,20,44,1506,970,8025,4865,400,650,65,74,17.4,10,6339,68
Florida State University,No,11651,8683,3023,50,90,18906,3242,6680,4060,600,1020,80,89,23.1,15,7250,58
Fontbonne College,Yes,291,245,126,16,49,981,337,8390,4100,350,1500,45,55,21.5,24,4607,62
Fordham University,Yes,4200,2874,942,30,55,4740,1646,14235,6965,600,1735,86,97,14.4,14,10864,80
Fort Lewis College,No,3440,2823,1123,16,35,3793,486,6198,3320,500,2500,89,97,19.1,6,4362,46
Francis Marion University,No,1801,1655,819,13,38,3224,436,5840,3138,400,2430,76,76,19.1,8,5039,43
Franciscan University of Steubenville,Yes,553,452,228,22,49,1301,242,9650,4400,600,1000,57,69,14.9,8,6336,83
Franklin College,Yes,804,632,281,29,72,840,68,10390,4040,525,1345,54,78,12.5,37,11751,60
Franklin Pierce College,Yes,5187,4471,446,3,14,1818,1197,13320,4630,500,800,50,56,17.6,16,6418,51
Freed-Hardeman University,Yes,895,548,314,20,54,1174,50,5500,3340,600,1600,68,76,16.1,13,6078,62
Fresno Pacific College,Yes,346,274,146,51,87,704,63,9900,3670,630,1818,59,59,10.5,14,8095,54
Furman University,Yes,2161,1951,685,56,82,2371,175,13440,4048,600,1250,92,95,13.5,28,12940,82
Gannon University,Yes,2464,1908,678,24,57,2693,691,10970,4280,500,1380,47,51,13.3,18,7711,65
Gardner Webb University,Yes,1110,930,332,18,36,1603,374,8180,4270,500,500,65,58,15.2,12,5664,29
Geneva College,Yes,668,534,237,19,39,1306,258,9476,4820,500,1100,67,67,20.1,26,6786,74
George Fox College,Yes,809,726,294,27,52,1271,43,12500,4130,400,1050,53,53,13.5,22,7136,52
George Mason University,No,5653,4326,1727,17,29,9528,3822,10800,4840,580,1050,93,96,19.3,7,6751,46
George Washington University,Yes,7875,5062,1492,38,71,5471,1470,17450,6328,700,950,92,93,7.6,15,14745,72
Georgetown College,Yes,727,693,286,30,55,1063,48,8100,3950,550,550,73,76,13.3,28,7508,55
Georgetown University,Yes,11115,2881,1390,71,93,5881,406,18300,7131,670,1700,91,92,7.2,27,19635,95
Georgia Institute of Technology,No,7837,4527,2276,89,99,8528,654,6489,4438,795,1164,92,92,19.3,33,11271,70
Georgia State University,No,3793,2341,1238,9,24,7732,9054,6744,2655,720,3450,87,89,19,10,7762,34
Georgian Court College,Yes,348,281,127,12,52,1095,785,9150,3950,500,800,56,59,12.2,27,7348,76
Gettysburg College,Yes,3596,2466,575,42,78,1944,46,19964,4328,500,500,94,95,12.1,32,14720,83
Goldey Beacom College,Yes,633,468,284,10,27,823,963,6120,2985,531,1830,25,25,27.6,4,6081,36
Gonzaga University,Yes,1886,1524,526,31,67,2523,296,13000,4450,600,2400,78,90,14.7,32,9553,69
Gordon College,Yes,674,565,282,25,54,1151,39,12200,4070,400,1200,73,82,14.2,32,9226,66
Goshen College,Yes,440,396,221,26,51,910,166,9420,3730,600,1230,51,56,9.9,46,10270,72
Goucher College,Yes,1151,813,248,40,64,850,80,15588,6174,500,1200,78,90,9.2,34,16623,77
Grace College and Seminary,Yes,548,428,167,18,46,618,113,8958,3670,300,1000,53,59,15.3,26,9798,64
Graceland College,Yes,555,414,242,14,41,996,2281,9100,3100,550,880,51,61,23.6,24,5609,47
Grand Valley State University,No,5165,3887,1561,20,60,8234,2619,6108,3800,500,1000,64,66,20.6,9,5063,57
Green Mountain College,Yes,780,628,198,7,20,545,42,11750,2700,400,850,77,83,14,24,6475,76
Greensboro College,Yes,608,494,176,10,31,649,314,8330,3770,550,1300,64,80,13,31,7949,39
Greenville College,Yes,510,387,194,20,46,771,53,10310,4530,400,800,57,61,14.3,16,8222,60
Grinnell College,Yes,2039,1389,432,56,91,1333,30,15688,4618,400,400,88,92,9.5,54,18979,83
Grove City College,Yes,2491,1110,573,57,88,2213,35,5224,3048,525,350,65,65,18.4,18,4957,100
Guilford College,Yes,1202,1054,326,18,44,1410,299,13404,5160,450,1050,78,86,15.6,30,9114,65
Gustavus Adolphus College,Yes,1709,1385,634,36,72,2281,50,14125,3600,400,700,79,89,12.5,58,9907,80
Gwynedd Mercy College,Yes,380,237,104,30,56,716,1108,11000,5550,500,500,36,41,7.8,22,7483,96
Hamilton College,Yes,3140,1783,454,40,82,1646,24,19700,5050,300,800,91,96,9.6,60,17761,91
Hamline University,Yes,1006,825,328,34,73,1362,102,13252,4194,450,550,89,93,13,33,10296,65
Hampden – Sydney College,Yes,817,644,307,20,40,945,1,13218,4773,660,600,95,97,13.3,53,12263,69
Hampton University,Yes,7178,3755,1433,25,63,4623,740,7161,3518,600,2000,60,64,14,9,6791,70
Hanover College,Yes,1006,837,317,33,65,1024,15,8200,3485,500,1200,84,84,10.6,26,9248,64
Hardin-Simmons University,Yes,467,424,350,16,40,1365,334,6300,2980,700,2140,75,79,13.7,10,7054,38
Harding University,Yes,1721,1068,806,35,75,3128,213,5504,3528,700,910,71,77,17.7,37,6466,73
Hartwick College,Yes,2083,1725,430,22,49,1464,67,17480,4780,500,700,75,87,12.3,32,11625,73
Harvard University,Yes,13865,2165,1606,90,100,6862,320,18485,6410,500,1920,97,97,9.9,52,37219,100
Harvey Mudd College,Yes,1377,572,178,95,100,654,5,17230,6690,700,900,100,100,8.2,46,21569,100
Hastings College,Yes,817,708,262,22,52,935,37,9376,3272,500,1902,57,63,13,17,7335,52
Hendrix College,Yes,823,721,274,52,87,954,6,8800,3195,500,1200,82,99,13.1,26,8588,63
Hillsdale College,Yes,920,745,347,35,66,1133,42,11090,4700,400,750,80,80,12,31,12639,79
Hiram College,Yes,922,729,244,37,66,1000,275,14067,4560,400,1000,75,95,10.6,34,12165,79
Hobart and William Smith Colleges,Yes,2688,2081,500,25,53,1792,5,19029,5841,600,600,99,99,12.1,37,13040,79
Hofstra University,Yes,7428,5860,1349,25,63,6534,1350,11600,5920,1000,1000,81,90,13.9,10,10093,60
Hollins College,Yes,602,498,215,26,58,795,74,13470,5515,500,850,78,91,11.1,48,13957,72
Hood College,Yes,699,565,176,36,64,710,399,13960,6040,450,690,82,88,14.4,34,12434,72
Hope College,Yes,1712,1483,624,37,69,2505,208,12275,4341,465,1100,72,81,12.5,40,9284,72
Houghton College,Yes,949,786,302,30,70,1210,26,9990,3550,500,1500,85,90,15,24,8187,67
Huntingdon College,Yes,608,520,127,26,47,538,126,8080,3920,500,1100,63,72,11.4,9,7703,44
Huntington College,Yes,450,430,125,20,46,488,43,9950,3920,300,1300,76,76,11.8,25,9466,47
Huron University,Yes,600,197,124,3,9,392,69,7260,3090,600,1840,31,35,12.9,4,9249,21
Husson College,Yes,723,652,361,10,30,951,706,7800,4000,350,1500,36,44,22,4,4923,84
Illinois Benedictine College,Yes,607,558,269,22,47,1222,519,10500,4348,650,1500,81,91,11.6,29,8324,75
Illinois College,Yes,894,787,262,28,63,909,28,8050,3850,600,1000,75,75,15.6,30,7348,52
Illinois Institute of Technology,Yes,1756,1360,478,42,77,1911,626,14550,4620,500,700,80,88,12.3,26,12851,56
Illinois State University,No,8681,6695,2408,10,35,15701,1823,7799,3403,537,2605,77,84,21,16,5569,54
Illinois Wesleyan University,Yes,3050,1342,471,55,86,1818,23,14360,4090,400,650,77,92,12.9,34,9605,83
Immaculata College,Yes,268,253,103,16,44,494,1305,10000,5364,500,1000,56,64,11.2,33,7305,69
Incarnate Word College,Yes,1163,927,386,16,49,1685,556,8840,4689,750,2775,67,69,11.4,21,6095,95
Indiana State University,No,5659,4761,3147,10,31,8596,1949,6892,3706,600,2500,72,76,16.6,8,6996,40
Indiana University at Bloomington,No,16587,13243,5873,25,72,24763,2717,9766,3990,600,2000,77,88,21.3,24,8686,68
Indiana Wesleyan University,Yes,735,423,366,20,48,2448,707,9210,3782,700,1000,49,51,39.8,15,6562,34
Iona College,Yes,4892,3530,913,13,33,3906,1446,10690,6790,570,1150,66,83,16,14,8107,66
Iowa State University,No,8427,7424,3441,26,59,18676,1715,7550,3224,640,2055,81,88,19.2,22,8420,65
Ithaca College,Yes,7259,5526,1368,23,52,5612,166,14424,6192,634,1000,58,79,11.5,25,9812,75
James Madison University,No,11223,5285,2082,32,72,9652,742,7994,4544,500,732,77,81,17.9,29,5212,98
Jamestown College,Yes,472,410,262,14,41,9950,71,7620,3050,400,400,51,53,17,21,3186,54
Jersey City State College,No,2957,1423,691,10,30,3817,1394,3946,4800,400,1500,63,67,14.9,10,8367,26
John Brown University,Yes,605,405,284,24,53,961,99,6398,3672,400,1350,68,68,13.3,19,8118,75
John Carroll University,Yes,2421,2109,820,27,57,3168,392,11700,5550,600,450,89,90,14.5,28,7738,89
Johns Hopkins University,Yes,8474,3446,911,75,94,3566,1569,18800,6740,500,1040,96,97,3.3,38,56233,90
Johnson State College,No,833,669,279,3,13,1224,345,7656,4690,500,624,80,91,14.4,15,6564,36
Judson College,Yes,313,228,137,10,30,552,67,9414,4554,500,1700,34,55,10.6,30,7840,56
Juniata College,Yes,1005,859,298,36,55,1075,43,14850,4460,450,420,97,97,12.7,37,12067,80
Kansas State University,No,5880,4075,2833,25,55,14914,2246,6995,3120,600,2000,76,86,18.5,22,6122,54
Kansas Wesleyan University,Yes,589,575,148,16,40,474,258,8400,3250,500,1400,63,55,12.4,14,6535,68
Keene State College,No,3121,2446,822,5,19,3480,776,7870,4157,500,1150,73,73,16.1,13,6195,61
Kentucky Wesleyan College,Yes,584,497,175,20,49,662,121,8000,4150,500,1300,57,65,11.3,32,7058,62
Kenyon College,Yes,2212,1538,408,44,75,1445,1,19240,3690,750,480,95,95,11.1,46,14067,88
Keuka College,Yes,461,381,174,10,43,738,55,9600,4550,600,750,55,94,13.3,43,7863,51
King’s College,Yes,1456,1053,381,20,45,500,541,10910,5160,400,1795,66,72,15.6,37,7649,87
King College,Yes,355,300,142,34,65,509,44,8664,3350,600,3000,65,68,10.7,25,8954,65
Knox College,Yes,1040,845,286,48,77,967,24,15747,4062,400,800,88,95,12.7,33,13224,79
La Roche College,Yes,361,321,185,10,41,650,819,8842,4782,600,1100,57,73,14.2,14,7022,52
La Salle University,Yes,2929,1834,622,20,56,2738,1662,12600,5610,450,3160,90,90,15.1,9,9084,84
Lafayette College,Yes,4010,2402,572,36,59,2018,226,18730,5740,600,1000,93,96,10.5,38,15365,92
LaGrange College,Yes,544,399,177,15,35,600,363,6987,3585,750,1500,77,83,12.5,12,9067,75
Lake Forest College,Yes,979,638,271,31,70,968,20,16880,3970,920,1320,91,94,10.7,19,15687,77
Lakeland College,Yes,497,452,231,24,47,887,1957,9400,4005,500,1000,49,65,17.2,25,4054,57
Lamar University,No,2336,1725,1043,10,27,5438,4058,4752,3040,508,1463,48,82,18.4,12,5879,26
Lambuth University,Yes,831,538,224,15,35,840,325,5170,3430,600,1590,61,61,16.1,10,5531,60
Lander University,No,1166,1009,510,9,33,2074,341,4938,2987,528,1702,67,77,17,11,6119,51
Lawrence University,Yes,1243,947,324,50,77,1129,74,17163,3891,525,975,76,92,10.1,57,13965,77
Le Moyne College,Yes,1470,1199,425,21,76,1820,558,11040,4840,400,900,89,92,13.3,28,8118,94
Lebanon Valley College,Yes,1386,1060,320,28,56,965,502,13850,4755,400,1125,84,84,12.3,30,8196,85
Lehigh University,Yes,6397,4304,1092,40,84,4298,132,18700,5580,750,1130,96,99,12.5,43,14665,91
Lenoir-Rhyne College,Yes,979,743,259,25,46,1188,166,10100,4000,400,1000,88,92,12,20,8539,66
Lesley College,Yes,244,198,82,12,33,1134,336,11700,5300,550,805,71,88,27.8,18,8694,58
LeTourneau University,Yes,477,417,204,29,54,1532,77,8840,4240,600,1400,58,70,20.8,23,6863,56
Lewis and Clark College,Yes,2774,2092,482,35,64,1763,59,15800,4790,450,950,97,98,12.3,21,12999,69
Lewis University,Yes,1154,1050,395,12,31,2192,1423,10560,4520,500,1200,36,48,14.3,10,7701,61
Lincoln Memorial University,Yes,787,562,363,21,55,925,605,5950,2890,600,1300,67,72,14.6,35,5177,53
Lincoln University,No,1660,1091,326,15,41,1196,33,4818,3400,350,1400,71,72,12.6,8,10912,45
Lindenwood College,Yes,810,484,356,6,33,2155,191,9200,4800,1000,4200,65,85,24.1,9,3480,100
Linfield College,Yes,1561,1188,458,48,72,1548,840,13380,4210,500,900,89,91,17.8,34,8747,81
Livingstone College,Yes,900,473,217,22,47,621,11,4400,3400,800,900,53,93,10.4,16,9268,92
Lock Haven University of Pennsylvania,No,3570,2215,651,17,41,3390,325,7352,3620,225,500,47,55,16.1,14,6374,63
Longwood College,No,2747,1870,724,12,47,2874,118,7920,3962,550,2200,74,80,18.4,23,5553,62
Loras College,Yes,1641,1283,527,20,39,1663,170,11200,4000,500,1200,61,62,14.2,24,7578,70
Louisiana College,Yes,2013,1053,212,33,61,912,158,5150,3036,500,1655,64,74,10.5,11,7547,59
Louisiana State University at Baton Rouge,No,5996,4993,3079,29,57,16269,3757,5925,2980,600,2242,83,87,15.9,11,6741,37
Louisiana Tech University,No,2397,2144,1525,22,45,6720,1822,3957,2325,618,1656,66,77,20,13,4546,45
Loyola College,Yes,4076,3137,738,25,54,3010,184,12990,6300,600,900,86,88,14.7,27,9448,80
Loyola Marymount University,Yes,3768,2662,753,42,64,3558,436,13592,5916,545,1328,84,88,14.2,10,11677,84
Loyola University,Yes,1891,1698,719,24,80,2740,761,11100,5870,600,750,77,88,11.7,14,9456,53
Loyola University Chicago,Yes,3579,2959,868,25,55,5244,3417,11500,5330,700,2000,94,95,6.2,15,13009,65
Luther College,Yes,1549,1392,587,38,72,2269,85,13240,3560,600,400,73,85,13.8,38,8949,77
Lycoming College,Yes,1286,1005,363,16,37,1363,74,13900,4300,500,900,75,81,14,32,8024,72
Lynchburg College,Yes,1756,1500,366,3,21,1524,280,12450,5400,450,870,62,66,12.4,24,8832,70
Lyndon State College,No,535,502,223,6,20,959,150,7320,4640,500,600,48,65,12.6,15,7114,51
Macalester College,Yes,2939,1496,452,56,86,1723,113,15909,4772,500,700,85,91,11.9,37,14213,77
MacMurray College,Yes,740,558,177,12,29,628,63,9620,3750,550,950,49,55,10.8,33,10642,59
Malone College,Yes,874,758,428,21,46,1605,246,9858,3700,450,1200,42,45,17.6,16,4796,55
Manchester College,Yes,1004,802,239,23,63,909,51,10440,3850,525,1450,63,72,11.8,20,7940,64
Manhattan College,Yes,2432,1730,563,20,63,2578,254,12370,6800,500,1800,92,92,13.6,25,10062,79
Manhattanville College,Yes,962,750,212,21,54,830,150,14700,6550,450,400,97,97,11.3,24,11291,70
Mankato State University,No,3073,2672,1547,9,29,9649,1792,4300,2643,450,1660,57,68,19,11,5801,68
Marian College of Fond du Lac,Yes,824,670,337,15,41,1160,653,9400,3400,500,1100,37,37,8.4,21,5352,59
Marietta College,Yes,1611,960,342,27,60,1089,210,13850,3920,470,810,80,97,13.2,30,10223,96
Marist College,Yes,4731,3171,830,12,31,3557,658,10700,5925,550,1200,74,81,17.6,34,8408,69
Marquette University,Yes,5152,4600,1685,36,71,7016,804,11610,4760,600,1950,86,94,13.5,25,9982,77
Marshall University,Yes,4226,3666,2007,14,60,7703,2339,5094,4010,700,1560,77,86,16.6,10,6203,50
Mary Baldwin College,Yes,499,441,199,26,52,846,377,11200,7400,600,1300,66,79,6.8,50,10819,90
Mary Washington College,No,4350,2178,756,39,78,2997,736,6490,4942,650,2102,75,80,17.6,30,5358,84
Marymount College Tarrytown,Yes,478,327,117,9,34,731,370,11510,6450,575,1075,71,93,10.3,30,10502,77
Marymount Manhattan College,Yes,695,535,239,21,30,988,785,10200,7000,350,1100,63,76,11.7,20,10622,68
Marymount University,Yes,941,772,214,10,30,1247,776,11390,5280,500,750,77,82,10.6,17,8575,55
Maryville College,Yes,1464,888,176,26,52,624,128,11200,4208,500,1642,80,90,11.1,43,8317,51
Maryville University,Yes,549,397,169,26,51,1343,1751,9250,4550,425,1350,52,58,13.1,13,5925,61
Marywood College,Yes,1107,859,323,13,51,1452,402,11040,4500,600,700,65,76,11.8,30,9034,66
Massachusetts Institute of Technology,Yes,6411,2140,1078,96,99,4481,28,20100,5975,725,1600,99,99,10.1,35,33541,94
Mayville State University,No,233,233,153,5,12,658,58,4486,2516,600,1900,68,68,15.7,11,6971,51
McKendree College,Yes,1002,555,119,16,43,836,684,7680,3740,500,800,70,74,17.7,21,6652,52
McMurry University,Yes,578,411,187,25,50,880,477,6930,3452,400,1525,57,64,11,11,6383,32
McPherson College,Yes,420,293,93,11,32,336,80,7950,3750,600,2740,54,54,9.8,45,9754,48
Mercer University,Yes,2286,1668,564,37,70,2943,1260,11985,4081,400,1500,93,95,9.2,15,8995,91
Mercyhurst College,Yes,1557,1074,397,15,40,1805,433,9813,4050,425,1000,45,63,16.7,29,7307,78
Meredith College,Yes,857,772,376,25,58,1721,470,6720,3250,450,1520,77,82,13.9,33,6881,82
Merrimack College,Yes,1981,1541,514,18,36,1927,1084,12500,6200,375,1000,73,75,16.8,22,8707,80
Mesa State College,No,1584,1456,891,6,18,3471,911,5016,3798,540,2256,48,48,28.8,12,3871,59
Messiah College,Yes,1742,1382,607,30,64,2258,53,10300,5080,475,1200,68,75,14.1,30,7762,89
Miami University at Oxford,No,9239,7788,3290,35,39,13606,807,8856,3960,500,1382,81,89,17.6,20,7846,85
Michigan State University,No,18114,15096,6180,23,57,26640,4120,10658,3734,504,600,93,95,14,9,10520,71
Michigan Technological University,No,2618,2288,1032,42,77,5524,414,8127,3978,900,1200,82,82,17,25,7473,65
MidAmerica Nazarene College,Yes,331,331,225,15,36,1100,166,6840,3720,1100,4913,33,33,15.4,20,5524,49
Millersville University of Penn.,No,6011,3075,960,22,60,5146,1532,7844,3830,450,1258,72,74,16.8,20,7832,71
Milligan College,Yes,610,461,189,26,52,685,49,8200,3300,550,1000,63,69,12,16,8128,64
Millikin University,Yes,1444,1261,456,29,62,1788,95,11910,4378,450,965,60,77,11.4,25,8149,75
Millsaps College,Yes,905,834,319,32,61,1073,179,11320,4402,550,1350,82,89,12.7,38,11218,58
Milwaukee School of Engineering,Yes,1217,1088,496,36,69,1773,884,11505,3255,1000,2075,35,46,16.7,23,7140,67
Mississippi College,Yes,594,385,307,36,57,1695,721,5580,2830,600,700,77,79,16.5,18,6170,61
Mississippi State University,No,4255,3277,1609,18,57,10094,1621,9866,3084,480,1479,77,77,15.9,20,6223,53
Mississippi University for Women,No,480,405,380,19,46,1673,1014,4386,2217,600,1500,49,54,15.8,8,5704,63
Missouri Southern State College,No,1576,1326,913,13,50,3689,2200,3840,2852,200,400,52,54,20.3,9,4172,100
Missouri Valley College,Yes,1310,983,316,5,35,1057,175,8550,5050,400,900,35,67,17.4,16,4333,27
Monmouth College IL,Yes,601,503,204,28,57,671,11,13000,4100,400,460,91,91,11.6,43,11087,56
Monmouth College,Yes,2707,1881,478,14,34,1893,847,12480,5290,530,1740,70,85,14.2,15,9492,54
Montana College of Mineral Sci. & Tech.,No,572,544,320,45,72,1470,416,6073,3400,550,1400,71,71,16.4,31,6112,74
Montana State University,No,3500,2836,1779,15,42,8730,993,5552,3710,550,2300,75,83,17.6,8,6324,37
Montclair State University,No,5220,2128,865,19,53,6411,3186,3648,4834,700,950,82,87,21.5,9,6717,58
Montreat-Anderson College,Yes,263,223,103,10,24,316,20,8438,3372,500,2958,42,50,11.1,4,11989,15
Moorhead State University,No,2442,2164,1189,12,37,5983,1075,4426,2664,600,1000,76,81,18.1,19,4795,60
Moravian College,Yes,1232,955,303,23,58,1241,485,14990,4730,550,1250,86,92,15.2,28,9566,74
Morehouse College,Yes,3708,1678,722,41,66,2852,153,7050,5490,250,600,71,74,17.8,10,8122,83
Morningside College,Yes,586,533,239,16,36,950,228,10520,3678,500,1000,48,68,13,32,8111,56
Morris College,Yes,882,730,330,2,13,926,12,4515,2550,850,2100,53,60,18.6,34,6990,60
Mount Holyoke College,Yes,1800,1314,526,47,79,1891,40,19300,5700,750,750,79,91,9,51,18359,84
Mount Marty College,Yes,279,276,126,17,37,600,435,6844,2980,500,500,45,55,11.7,38,5073,44
Mount Mary College,Yes,235,217,121,12,32,931,487,8950,3119,550,1125,51,51,10.7,26,7016,78
Mount Mercy College,Yes,368,317,159,20,49,806,542,10500,3555,500,2285,44,50,11.3,30,6695,64
Mount Saint Clare College,Yes,325,284,95,16,33,364,88,9900,3650,500,1200,32,37,13.6,43,6525,21
Mount Saint Mary’s College,Yes,1321,1159,328,15,36,1243,79,12850,6200,550,900,77,82,12.8,36,8536,80
Mount Saint Mary College,Yes,1170,695,238,14,48,1170,429,7470,4600,250,1400,74,75,15.3,23,6898,88
Mount St. Mary’s College,Yes,657,537,113,37,90,1039,466,12474,5678,630,1278,53,71,11.9,19,10613,72
Mount Union College,Yes,1310,1086,458,26,61,1365,144,12250,3530,400,1150,85,87,16.7,35,7215,81
Mount Vernon Nazarene College,Yes,510,485,334,18,36,1114,94,7400,3346,600,600,57,57,19.8,7,6869,58
Muhlenberg College,Yes,2519,1836,462,30,61,1656,352,16975,4565,600,850,76,86,12.8,39,10888,83
Murray State University,No,2225,1910,1190,29,55,5968,955,4738,3110,700,940,72,76,20.2,27,5972,52
Muskingum College,Yes,1109,922,375,24,46,1115,70,13240,3914,600,800,73,85,13.4,27,9333,73
National-Louis University,Yes,513,347,279,23,48,2508,505,9090,4500,650,500,62,65,18.3,2,7905,71
Nazareth College of Rochester,Yes,947,798,266,36,68,1274,471,10850,5150,550,800,77,93,13.6,24,8797,61
New Jersey Institute of Technology,No,1879,1216,483,27,62,3311,1646,8832,5376,700,1850,92,98,13.5,19,12529,72
New Mexico Institute of Mining and Tech.,No,787,601,233,40,73,1017,411,5376,3214,600,1100,99,100,13.7,11,9241,34
New York University,Yes,13594,7244,2505,70,86,12408,2814,17748,7262,450,1000,87,98,7.8,16,21227,71
Newberry College,Yes,872,722,154,14,36,601,36,10194,2600,500,1500,57,63,11.4,32,5788,83
Niagara University,Yes,2220,1796,467,65,99,1919,334,10320,4762,450,650,68,100,14.2,20,7788,65
North Adams State College,No,1563,1005,240,1,19,1380,136,5542,4330,500,1000,65,71,14.2,17,6562,57
North Carolina A. & T. State University,No,4809,3089,1429,12,33,6162,871,6806,1780,600,1651,72,72,16.7,9,7090,44
North Carolina State University at Raleigh,No,10634,7064,3176,39,78,16505,5481,8400,6540,600,1300,92,98,17.5,21,9670,62
North Carolina Wesleyan College,Yes,812,689,195,7,24,646,84,8242,4230,600,1295,77,77,12.7,11,10090,52
North Central College,Yes,1127,884,308,30,64,1310,766,11718,7398,450,1800,73,87,16.4,33,8871,76
North Dakota State University,No,2968,2297,1610,13,47,7368,1128,5834,2744,600,2000,79,83,17,24,6310,42
North Park College,Yes,465,361,176,19,39,879,156,12580,4345,400,970,76,79,13.1,24,10889,74
Northeast Missouri State University,No,6040,4577,1620,36,72,5640,266,4856,3416,400,1100,69,72,15.7,13,6601,76
Northeastern University,Yes,11901,8492,2517,16,42,11160,10221,13380,7425,600,1750,73,82,12.9,17,9563,46
Northern Arizona University,No,5891,4931,1973,23,48,11249,2682,6746,3728,620,2342,78,83,21.7,7,6157,41
Northern Illinois University,No,10706,7219,2397,12,37,14826,1979,7799,3296,470,1750,73,78,17.3,11,6086,56
Northwest Missouri State University,No,2729,2535,1257,8,29,4787,472,3735,3136,250,1630,62,65,21.7,23,5284,54
Northwest Nazarene College,Yes,616,514,385,29,52,1115,60,9840,2820,450,822,59,59,14.8,20,6261,58
Northwestern College,Yes,860,811,366,22,56,1040,52,9900,3075,300,1800,68,68,14.9,34,6357,68
Northwestern University,Yes,12289,5200,1902,85,98,7450,45,16404,5520,759,1585,96,100,6.8,25,26385,92
Norwich University,Yes,1743,1625,626,8,29,1862,382,14134,5270,500,800,71,74,13.1,22,9209,63
Notre Dame College,Yes,379,324,107,15,37,500,311,9990,4900,400,600,44,47,12.1,26,4948,33
Oakland University,No,3041,2581,1173,16,56,6441,3982,9114,4030,400,650,88,90,19.7,13,6637,53
Oberlin College,Yes,4778,2767,678,50,89,2587,120,19670,5820,575,1119,77,96,10.1,47,16593,83
Occidental College,Yes,2324,1319,370,52,81,1686,35,16560,5140,558,1152,91,93,10.5,30,16196,79
Oglethorpe University,Yes,792,649,186,56,87,769,377,12900,4340,600,4110,91,95,13.1,27,8568,67
Ohio Northern University,Yes,2936,2342,669,35,62,2502,66,15990,4080,600,825,73,78,14.5,31,9979,83
Ohio University,No,11023,8298,3183,21,54,14861,1310,7629,4095,550,2300,79,87,20.4,13,8811,64
Ohio Wesleyan University,Yes,2190,1700,458,36,65,1780,48,16732,5650,550,550,93,93,12.1,32,12011,75
Oklahoma Baptist University,Yes,758,681,484,35,59,1707,705,5390,3140,515,1290,63,71,15.1,18,5511,50
Oklahoma Christian University,Yes,776,765,351,22,44,1419,228,6400,3150,500,1900,58,64,16.2,8,6578,45
Oklahoma State University,No,4522,3913,2181,29,57,12830,1658,5336,3344,800,3100,84,92,15.3,14,6433,48
Otterbein College,Yes,1496,1205,428,26,57,1648,936,12888,4440,420,840,62,68,13.9,30,8802,87
Ouachita Baptist University,Yes,910,773,450,31,73,1310,61,6530,2800,500,1500,63,67,13.3,10,6413,65
Our Lady of the Lake University,Yes,2308,1336,295,22,46,1202,942,8530,3644,616,1576,56,64,14.9,25,7114,37
Pace University,Yes,8256,3750,1522,37,70,5809,4379,11000,5160,660,1115,90,95,13.8,10,10059,62
Pacific Lutheran University,Yes,1603,1392,504,31,68,2580,302,13312,4488,600,1516,78,78,11,23,9431,83
Pacific Union College,Yes,940,668,385,20,48,1316,139,11925,3825,630,1926,48,87,12.3,12,9157,69
Pacific University,Yes,943,849,288,41,71,1041,35,14210,3994,450,1100,76,76,10.9,22,11216,42
Pembroke State University,No,944,774,440,14,34,2174,529,6360,2760,550,1498,77,77,15,5,6443,48
Pennsylvania State Univ. Main Campus,No,19315,10344,3450,48,93,28938,2025,10645,4060,512,2394,77,96,18.1,19,8992,63
Pepperdine University,Yes,3821,2037,680,86,96,2488,625,18200,6770,500,700,95,98,11.6,13,16185,66
Peru State College,No,701,501,458,10,40,959,457,2580,2624,500,900,48,100,20.1,24,4870,44
Pfeiffer College,Yes,838,651,159,11,25,654,162,8640,3700,400,1915,62,62,12.2,13,7634,48
Philadelphia Coll. of Textiles and Sci.,Yes,1538,1259,468,19,42,1664,1042,11690,5062,600,1664,48,80,12.9,15,8028,68
Phillips University,Yes,692,576,174,19,50,597,83,10500,3860,600,940,58,64,11.6,19,8990,39
Piedmont College,Yes,663,562,127,20,40,641,63,5640,3620,600,750,89,89,13.2,17,7309,31
Pikeville College,Yes,404,400,169,28,48,797,100,6000,3000,500,500,48,57,13.4,14,5557,61
Pitzer College,Yes,1133,630,220,37,73,750,30,17688,5900,650,850,100,100,10.4,11,14820,73
Point Loma Nazarene College,Yes,809,687,428,20,43,1889,217,10178,4190,800,750,71,71,16.1,19,7895,54
Point Park College,Yes,875,744,207,7,38,1173,1402,9700,4830,400,1200,45,90,14.5,10,7652,66
Polytechnic University,Yes,1132,847,302,58,89,1379,214,16200,4200,436,2486,90,90,10.4,14,14329,62
Prairie View A. and M. University,No,2405,2234,1061,10,22,4564,448,4290,3500,598,1582,55,93,19.4,1,5967,35
Presbyterian College,Yes,1082,832,302,34,63,1133,30,11859,3635,554,1429,80,85,13.4,42,8354,85
Princeton University,Yes,13218,2042,1153,90,98,4540,146,19900,5910,675,1575,91,96,8.4,54,28320,99
Providence College,Yes,5139,3346,973,20,55,3717,1358,14400,6200,450,1100,66,74,18.4,35,8135,96
Purdue University at West Lafayette,No,21804,18744,5874,29,60,26213,4065,9556,3990,570,1060,86,86,18.2,15,8604,67
Queens College,Yes,516,392,154,32,62,630,549,11020,4970,610,1900,73,75,14,36,9315,58
Quincy University,Yes,1025,707,297,22,66,1070,72,10100,4140,450,1080,69,71,16.3,32,6880,80
Quinnipiac College,Yes,3712,2153,806,17,45,2677,714,12030,6140,1000,500,63,73,12,33,8847,86
Radford University,No,5702,4894,1742,15,37,8077,472,6684,4110,500,900,73,83,19.6,9,4519,62
Ramapo College of New Jersey,No,2088,957,362,6,29,2745,1938,4449,4860,600,1655,74,95,17.8,8,7333,47
Randolph-Macon College,Yes,1771,1325,306,21,46,1071,27,13840,3735,400,900,77,80,10.7,38,11080,74
Randolph-Macon Woman’s College,Yes,696,616,169,35,66,653,56,13970,6110,370,920,88,97,9.2,24,16358,68
Reed College,Yes,1966,1436,327,47,80,1199,61,19960,5490,500,450,90,90,11.8,37,15886,68
Regis College,Yes,427,385,143,18,38,581,533,12700,5800,450,700,81,85,10.3,37,11758,84
Rensselaer Polytechnic Institute,Yes,4996,4165,936,53,82,4291,16,17475,5976,1230,1100,94,98,15.4,21,15605,70
Rhodes College,Yes,2302,1831,391,58,82,1345,59,15200,4768,550,1500,90,96,10.8,47,13388,77
Rider University,Yes,3586,2424,730,16,31,2748,1309,13250,5420,700,3100,84,92,12.3,23,11299,70
Ripon College,Yes,587,501,211,28,52,735,28,15200,4100,350,650,87,90,9.4,49,12472,64
Rivier College,Yes,484,386,141,6,28,590,1196,9870,4860,600,1100,59,59,12.2,19,6744,81
Roanoke College,Yes,2227,1790,437,27,54,1460,239,13425,4425,450,1200,85,89,13,26,9405,72
Rockhurst College,Yes,935,858,345,22,50,1127,754,9490,4100,500,1500,60,79,10.7,21,7519,79
Rocky Mountain College,Yes,560,392,270,11,31,743,118,8734,3362,600,625,56,78,11.3,27,6422,68
Roger Williams University,Yes,3304,2804,679,10,20,2111,1489,12520,6050,500,730,44,54,16.4,8,7957,61
Rollins College,Yes,1777,1151,382,31,55,1668,1052,16425,5220,955,750,81,85,13.3,23,11561,90
Rosary College,Yes,434,321,141,28,53,624,269,10950,4600,550,950,79,82,12.9,30,9264,81
Rowan College of New Jersey,No,3820,1431,695,21,70,5303,3942,4356,4830,800,800,76,81,22.1,6,7252,51
Rutgers at New Brunswick,No,48094,26330,4520,36,79,21401,3712,7410,4748,690,2009,90,95,19.5,19,10474,77
Rutgers State University at Camden,No,3366,1752,232,27,79,2585,1300,7411,4748,690,2009,90,95,18.6,12,10134,57
Rutgers State University at Newark,No,5785,2690,499,26,62,4005,1886,7410,4748,690,2009,90,95,17.4,16,11878,58
Sacred Heart University,Yes,2307,1896,509,19,51,1707,1889,11070,5780,400,600,71,73,14.8,16,7120,82
Saint Ambrose University,Yes,897,718,276,12,48,1345,390,10450,4020,500,1500,56,56,14.1,16,7444,70
Saint Anselm College,Yes,2095,1553,514,15,40,1873,94,12950,5400,450,1120,70,82,14.5,29,6719,97
Saint Cloud State University,No,3971,3306,1921,10,34,11493,2206,4259,2625,350,1884,70,75,18.9,10,4629,58
Saint Francis College IN,Yes,213,166,85,13,36,513,247,8670,3820,450,1000,43,78,12.5,4,7440,48
Saint Francis College,Yes,1046,824,284,21,45,1223,451,10880,5050,400,1235,64,64,19.3,24,7344,69
Saint John’s University,Yes,933,800,444,18,45,1691,72,12247,4081,500,600,76,85,12,38,9853,70
Saint Joseph’s College IN,Yes,920,684,225,24,42,815,222,11200,4250,600,950,55,60,14.8,19,7360,67
Saint Joseph’s College,Yes,833,682,217,12,33,716,2196,9985,5180,500,800,53,89,27.2,8,4322,85
Saint Joseph’s University,Yes,2519,2003,776,39,71,2473,1314,12750,6350,350,1690,84,90,17.4,13,8243,83
Saint Joseph College,Yes,292,241,96,20,52,543,712,12200,4600,650,950,87,90,11.2,32,8680,76
Saint Louis University,Yes,3294,2855,956,44,67,4576,1140,11690,4730,800,6800,84,94,4.6,19,18367,67
Saint Mary’s College,Yes,888,734,393,26,60,1433,27,12730,4514,500,1525,74,95,9.9,31,11165,98
Saint Mary’s College of Minnesota,Yes,876,802,367,14,35,1263,118,10800,3600,400,820,68,74,18.8,19,5081,78
Saint Mary-of-the-Woods College,Yes,150,130,88,23,50,341,768,10300,4130,500,1700,44,58,10.2,37,9678,75
Saint Michael’s College,Yes,1910,1380,463,16,64,1715,106,13030,5860,500,750,79,88,14.5,34,10190,84
Saint Olaf College,Yes,2248,1673,745,38,73,2888,105,14350,3750,550,550,82,88,10,31,12502,83
Saint Peter’s College,Yes,1606,1413,530,23,38,1921,1154,9408,5520,500,450,78,78,12.1,22,7669,53
Saint Vincent College,Yes,700,595,278,19,35,1035,182,10850,3936,500,900,62,64,12.3,31,8534,88
Saint Xavier University,Yes,785,647,295,15,65,1670,726,10860,4624,600,794,87,100,13.7,15,8953,55
Salem-Teikyo University,Yes,489,384,120,23,52,700,45,10575,3952,400,620,46,24,13,9,8946,98
Salem College,Yes,335,284,132,28,69,534,216,10475,6300,500,2000,68,68,11.2,46,9599,60
Salisbury State University,No,4216,2290,736,20,52,4296,1027,5130,4690,600,1450,73,75,17.9,18,5125,56
Samford University,Yes,1680,1395,691,34,76,2959,402,8236,3700,569,1650,74,75,14.7,17,9533,61
San Diego State University,No,9402,7020,2151,20,70,16407,5550,8384,5110,612,2400,87,93,19.5,7,7930,41
Santa Clara University,Yes,4019,2779,888,40,73,3891,128,13584,5928,630,1278,88,92,13.9,19,10872,100
Sarah Lawrence College,Yes,1380,768,263,57,82,1000,105,19300,6694,600,700,89,93,6.1,18,14779,83
Savannah Coll. of Art and Design,Yes,1109,688,386,20,65,1897,208,8325,5000,1200,1600,14,98,16.1,26,6874,55
Schreiner College,Yes,584,413,131,19,51,521,99,8955,5900,500,1488,51,56,11.8,23,8545,52
Scripps College,Yes,855,632,139,60,83,569,7,17238,7350,600,800,95,100,8.2,41,18372,73
Seattle Pacific University,Yes,1183,1016,411,42,82,1922,704,12669,4875,600,1250,83,85,16.8,20,10368,66
Seattle University,Yes,2115,1540,494,28,72,2993,347,12825,4375,500,1500,85,85,12.2,16,10175,89
Seton Hall University,Yes,4576,3565,1000,16,36,4384,1530,12000,6484,650,1000,81,84,14.4,15,10080,64
Seton Hill College,Yes,936,794,197,24,56,752,210,11240,4180,350,2000,71,71,11.2,37,10065,71
Shippensburg University of Penn.,No,5818,3281,1116,14,53,5268,300,7844,3504,450,1700,80,83,18.8,13,6719,72
Shorter College,Yes,540,445,165,23,70,1115,111,7210,3600,500,2000,62,65,13.2,18,7356,58
Siena College,Yes,2961,1932,628,24,68,2669,616,10800,5100,575,1090,71,82,14.1,42,8189,100
Siena Heights College,Yes,464,419,183,10,31,686,287,9240,3880,475,1090,29,49,7.2,17,9431,47
Simmons College,Yes,1003,782,295,23,53,1144,160,16160,6950,500,1200,74,81,8.9,33,14086,79
Simpson College,Yes,1016,872,300,27,57,1116,602,11250,4980,550,1400,66,73,15.8,36,7411,70
Sioux Falls College,Yes,437,400,211,13,35,614,271,8990,3064,500,1700,73,73,14.8,7,7881,48
Skidmore College,Yes,4293,2728,591,25,62,2322,263,18710,5970,500,700,87,92,12.7,29,14837,81
Smith College,Yes,2925,1598,632,51,88,2479,95,18820,6390,500,1050,85,97,10.3,44,21199,90
South Dakota State University,No,2807,2589,1701,13,37,7000,1103,3811,2190,500,1970,62,65,15,29,5084,67
Southeast Missouri State University,No,2281,1870,1408,18,43,6553,1246,4680,3540,200,2150,75,76,17.1,8,5916,45
Southeastern Oklahoma State Univ.,No,818,700,447,20,50,2962,651,3738,2619,450,1022,55,59,19.6,9,4444,53
Southern California College,Yes,385,340,193,18,38,784,127,9520,4124,630,1818,63,65,18.6,11,8219,43
Southern Illinois University at Edwardsville,No,2540,2195,994,13,40,6063,2550,5472,3598,221,2216,76,81,16.5,8,7498,43
Southern Methodist University,Yes,4301,3455,1166,41,69,4892,387,12772,5078,576,1802,74,88,13.5,17,12726,72
Southwest Baptist University,Yes,1093,1093,642,12,32,1770,967,7070,2500,400,1000,52,54,15.9,13,4718,71
Southwest Missouri State University,No,6118,5254,3204,15,37,13131,3374,4740,2590,500,1360,70,75,19.9,11,4632,56
Southwest State University,No,1047,938,511,13,33,2091,546,4285,2750,600,1800,58,75,16.5,31,6591,51
Southwestern Adventist College,Yes,321,318,172,11,27,620,280,7536,3736,430,1651,44,77,13,12,5309,36
Southwestern College,Yes,213,155,75,28,66,504,147,7200,3532,550,1500,56,56,11.8,12,7818,52
Southwestern University,Yes,1244,912,352,44,77,1177,43,11850,4675,600,1050,83,89,11.3,35,12995,67
Spalding University,Yes,283,201,97,10,45,589,263,8400,2800,600,900,50,56,10.6,40,6860,89
Spelman College,Yes,3713,1237,443,47,83,1971,107,7000,5565,660,2400,73,80,12.5,18,9988,65
Spring Arbor College,Yes,372,362,181,15,32,1501,353,8600,3550,385,665,48,48,15.4,9,10938,49
St. Bonaventure University,Yes,1489,1313,375,13,45,1688,131,10456,4927,500,1050,91,91,17.7,32,9828,78
St. John’s College,Yes,323,278,122,31,51,393,4,16150,5450,275,800,63,72,7.2,26,15622,64
St. John Fisher College,Yes,1368,1064,354,19,51,1687,677,10570,5600,400,800,86,81,14.5,29,7908,66
St. Lawrence University,Yes,2753,1820,505,31,56,1801,45,18720,5730,650,825,90,94,11.5,38,14980,85
St. Martin’s College,Yes,191,165,63,5,25,494,574,11550,4270,300,500,43,77,14.5,8,9209,40
St. Mary’s College of California,Yes,2643,1611,465,36,80,2615,248,13332,6354,630,1584,88,89,16.1,17,9619,78
St. Mary’s College of Maryland,No,1340,695,285,42,73,1315,209,6800,4730,675,1250,84,89,11.6,23,10357,63
St. Mary’s University of San Antonio,Yes,1243,1020,414,33,60,2149,418,8678,3858,700,1736,82,83,16.2,7,7651,72
St. Norbert College,Yes,1334,1243,568,30,56,1946,95,12140,4450,425,1100,74,78,15.1,36,8595,88
St. Paul’s College,Yes,651,581,243,8,17,617,34,5000,3650,600,600,45,45,14,8,8426,45
St. Thomas Aquinas College,Yes,861,609,215,10,27,1117,815,8650,5700,500,1750,69,73,16.1,13,6534,67
Stephens College,Yes,450,405,194,17,34,614,388,13900,5200,450,2150,46,63,10.9,17,9995,59
Stetson University,Yes,1557,1227,489,37,69,1964,81,12315,4565,600,1365,85,90,12.5,24,10307,73
Stevens Institute of Technology,Yes,1768,1249,380,51,93,1263,11,16900,5680,450,750,89,89,19,33,12837,79
Stockton College of New Jersey,No,4019,1579,710,23,65,4365,765,3040,4351,711,1125,78,92,19.5,7,5599,64
Stonehill College,Yes,3646,2300,585,25,69,2022,926,12170,6172,480,800,79,79,13,30,7495,97
SUNY at Albany,No,13528,9198,1843,16,61,10168,1231,6550,4355,700,1560,93,96,17.4,16,9075,74
SUNY at Binghamton,No,14463,6166,1757,60,94,8544,671,6550,4598,700,1000,83,100,18,15,8055,80
SUNY at Buffalo,No,15039,9649,3087,36,100,13963,3124,6550,4731,708,957,90,97,13.6,15,11177,56
SUNY at Stony Brook,No,12512,6969,1724,27,66,9744,1351,6550,4712,600,1200,91,96,10.5,7,13705,57
SUNY College at Brockport,No,7294,3564,904,7,34,5758,1363,6550,4460,500,705,79,83,19,14,6632,49
SUNY College at Oswego,No,8000,4556,1464,17,70,6943,869,6550,4810,500,1500,69,85,22,21,5280,63
SUNY College at Buffalo,No,5318,3515,1025,8,29,7626,2091,6550,4040,550,1230,71,78,18.7,12,7511,42
SUNY College at Cortland,No,7888,3519,1036,6,40,5011,346,6550,4680,630,1274,82,85,17.8,17,5563,53
SUNY College at Fredonia,No,4877,2798,814,13,48,4123,298,6550,4420,620,1481,82,90,16.3,10,6442,66
SUNY College at Geneseo,No,8598,4562,1143,56,93,5060,146,6550,4170,600,650,79,84,19.1,25,5716,76
SUNY College at New Paltz,No,8399,3609,656,19,53,4658,1478,6550,4240,550,1500,85,93,15.3,8,6608,53
SUNY College at Plattsburgh,No,5549,3583,853,9,40,5004,475,6550,4176,600,1380,80,90,17.9,16,6174,65
SUNY College at Potsdam,No,3150,2289,650,16,51,3598,234,6840,4660,500,1000,71,75,15.1,17,6436,59
SUNY College at Purchase,No,2119,1264,390,5,33,2478,1441,6550,4760,1125,1362,80,100,14.9,8,8170,46
Susquehanna University,Yes,2096,1512,465,27,59,1442,166,16130,4710,400,800,83,86,13.9,37,10554,90
Sweet Briar College,Yes,462,402,146,36,68,527,41,14500,6000,500,600,91,99,6.5,48,18953,61
Syracuse University,Yes,10477,7260,2442,28,67,10142,117,15150,6870,635,960,73,84,11.3,13,14231,67
Tabor College,Yes,257,183,109,19,41,396,38,7850,3410,400,1500,55,70,10,15,7233,53
Talladega College,Yes,4414,1500,335,30,60,908,119,5666,2964,1000,1400,56,58,15.5,7,5970,46
Taylor University,Yes,1769,1092,437,41,80,1757,81,10965,4000,450,1250,60,61,14.2,32,8294,98
Tennessee Wesleyan College,Yes,232,182,99,7,29,402,237,7070,3640,400,3158,59,65,8.9,16,6286,36
Texas A&M Univ. at College Station,No,14474,10519,6392,49,85,31643,2798,5130,3412,600,2144,89,91,23.1,29,8471,69
Texas A&M University at Galveston,No,529,481,243,22,47,1206,134,4860,3122,600,650,103,88,17.4,16,6415,43
Texas Christian University,Yes,4095,3079,1195,33,64,5064,660,8490,3320,650,2400,81,93,14.8,23,9158,64
Texas Lutheran College,Yes,497,423,215,27,57,895,429,7850,3410,490,1700,54,58,13.8,24,7002,50
Texas Southern University,No,4345,3245,2604,15,85,5584,3101,7860,3360,600,1700,65,75,18.2,21,3605,10
Texas Wesleyan University,Yes,592,501,279,19,44,1204,392,6400,3484,600,1800,80,83,14.5,10,7936,43
The Citadel,No,1500,1242,611,12,36,2024,292,7070,2439,400,779,95,94,17.1,17,7744,84
Thiel College,Yes,1154,951,253,15,31,791,140,11172,4958,700,1350,68,76,11.6,16,9186,60
Tiffin University,Yes,845,734,254,5,21,662,351,7600,3800,600,1200,59,74,19,40,5096,39
Transylvania University,Yes,759,729,244,57,81,867,51,10900,4450,500,1000,81,91,12.1,41,10219,70
Trenton State College,No,5042,2312,944,55,94,5167,902,5391,5411,700,1000,81,87,14.4,6,8504,81
Tri-State University,Yes,1262,1102,276,14,40,978,98,9456,4350,468,1323,53,53,12.8,24,7603,65
Trinity College CT,Yes,3058,1798,478,46,84,1737,244,18810,5690,500,680,91,96,10.4,48,18034,91
Trinity College DC,Yes,247,189,100,19,49,309,639,11412,6430,500,900,89,93,8.3,37,11806,96
Trinity College VT,Yes,222,185,91,16,41,484,541,11010,5208,550,500,58,78,10.4,26,9586,78
Trinity University,Yes,2425,1818,601,62,93,2110,95,12240,5150,500,490,94,96,9.6,20,14703,93
Tulane University,Yes,7033,5125,1223,47,75,4941,1534,19040,5950,350,800,98,98,9.1,21,16920,74
Tusculum College,Yes,626,372,145,12,34,983,40,7700,3400,450,800,70,70,21.9,28,4933,52
Tuskegee University,Yes,2267,1827,611,20,59,2825,144,6735,3395,600,1425,70,74,12.2,7,10872,65
Union College KY,Yes,484,384,177,9,45,634,78,7800,2950,500,600,60,88,14.1,9,6864,64
Union College NY,Yes,3495,1712,528,49,84,1915,123,18732,6204,450,1024,94,96,11.5,49,15411,88
Univ. of Wisconsin at OshKosh,No,4800,2900,1515,14,48,7764,1472,6874,2394,518,1890,73,78,19.2,14,5901,56
University of Alabama at Birmingham,No,1797,1260,938,24,35,6960,4698,4440,5175,750,2200,96,96,6.7,16,16352,33
University of Arkansas at Fayetteville,No,3235,3108,2133,25,65,9978,1530,5028,3300,500,2000,73,89,14.8,10,6820,39
University of California at Berkeley,No,19873,8252,3215,95,100,19532,2061,11648,6246,636,1933,93,97,15.8,10,13919,78
University of California at Irvine,No,15698,10775,2478,85,100,12677,864,12024,5302,790,1818,96,96,16.1,11,15934,66
University of Central Florida,No,6986,2959,1918,25,60,12330,7152,6618,4234,700,1600,80,98,22.2,9,6742,46
University of Charleston,Yes,682,535,204,22,43,771,611,9500,3540,400,750,26,58,2.5,10,7683,57
University of Chicago,Yes,6348,2999,922,68,94,3340,39,18930,6380,500,1254,99,99,5.3,36,36854,90
University of Cincinnati,No,6855,5553,2408,26,57,11036,2011,8907,4697,556,1851,89,95,10.8,6,13889,54
University of Connecticut at Storrs,No,9735,7187,2064,23,63,12478,1660,11656,5072,700,2300,89,95,16,16,10178,71
University of Dallas,Yes,681,588,246,44,74,1058,73,10760,6230,500,1200,85,93,13.4,26,8731,63
University of Dayton,Yes,6361,5293,1507,26,51,5889,665,11380,4220,500,900,81,85,14.8,25,8894,93
University of Delaware,Yes,14446,10516,3252,22,57,14130,4522,10220,4230,530,1300,82,87,18.3,15,10650,75
University of Denver,Yes,2974,2001,580,29,60,2666,554,15192,4695,400,1350,84,91,15.9,21,11762,67
University of Detroit Mercy,Yes,927,731,415,24,50,2149,2217,11130,3996,600,2166,72,79,13.5,14,10891,51
University of Dubuque,Yes,576,558,137,11,39,662,131,10430,3620,400,1500,85,98,16.5,18,8767,45
University of Evansville,Yes,2096,1626,694,35,67,2551,407,11800,4340,700,960,60,81,15.8,26,7780,77
University of Florida,No,12445,8836,3623,54,85,24470,3286,7090,4180,630,1530,88,97,13.4,20,14737,66
University of Georgia,No,11220,7871,3320,43,79,19553,2748,5697,3600,525,1755,88,95,14.7,22,7881,63
University of Hartford,Yes,5081,4040,1194,11,26,3768,1415,14220,6000,500,1440,61,76,10.7,9,10625,66
University of Hawaii at Manoa,No,3580,2603,1627,36,69,11028,2411,4460,3038,687,1281,85,87,11.8,6,12833,54
University of Illinois – Urbana,No,14939,11652,5705,52,88,25422,911,7560,4574,500,1982,87,90,17.4,13,8559,81
University of Illinois at Chicago,No,8384,5727,2710,22,50,13518,2916,7230,5088,630,3228,82,84,10,6,13883,34
University of Indianapolis,Yes,1487,1276,388,26,51,1417,1646,11120,4080,525,1405,55,56,11.1,23,6735,69
University of Kansas,No,8579,5561,3681,25,50,17880,1673,6994,3384,700,2681,88,94,13.7,17,9657,57
University of La Verne,Yes,1597,969,226,16,38,1431,1522,13540,5050,630,2298,66,68,14.1,23,10139,47
University of Louisville,No,4777,3057,1823,16,33,9844,6198,6540,3600,530,2440,84,92,11.1,24,10207,31
University of Maine at Farmington,No,1208,803,438,20,48,1906,344,6810,3970,450,1647,67,75,15.9,26,5712,59
University of Maine at Machias,No,441,369,172,17,45,633,317,6600,3680,600,400,46,46,15.1,4,5935,64
University of Maine at Presque Isle,No,461,381,235,10,40,974,503,6600,3630,400,1675,67,67,15.2,11,6408,35
University of Maryland at Baltimore County,No,4269,2594,985,27,57,6476,2592,8594,4408,494,2768,82,88,18.4,6,7618,55
University of Maryland at College Park,No,14292,10315,3409,22,53,19340,3991,8723,5146,550,1550,89,92,18.1,12,9021,63
University of Massachusetts at Amherst,No,14438,12414,3816,12,39,16282,1940,8566,3897,500,1400,88,92,16.7,15,10276,68
University of Massachusetts at Dartmouth,No,3347,2597,1006,10,37,4664,1630,6919,4500,500,1250,74,90,15,20,7462,56
University of Miami,Yes,7122,5386,1643,42,69,7760,876,16500,6526,630,1985,82,94,5.9,17,17500,59
University of Michigan at Ann Arbor,No,19152,12940,4893,66,92,22045,1339,15732,4659,476,1600,90,98,11.5,26,14847,87
University of Minnesota at Duluth,No,4192,3126,1656,15,45,5887,1254,8828,3474,753,2610,79,91,19,11,6393,53
University of Minnesota at Morris,No,1458,874,588,56,86,1846,154,9843,3180,600,1500,74,78,14.6,16,6716,51
University of Minnesota Twin Cities,No,11054,6397,3524,26,55,16502,21836,8949,3744,714,2910,88,90,12.2,37,16122,45
University of Mississippi,No,3844,3383,1669,26,47,7524,804,4916,3810,600,550,81,86,20.3,14,6971,53
University of Missouri at Columbia,No,6574,4637,2940,32,62,14782,1583,9057,3485,600,1983,87,87,12.7,15,10145,58
University of Missouri at Rolla,No,1877,1826,823,49,77,3926,561,9057,3600,700,1435,88,88,14.4,23,9699,49
University of Missouri at Saint Louis,No,1618,1141,479,18,54,4793,4552,7246,3964,500,4288,71,73,13.4,15,6433,48
University of Mobile,Yes,452,331,269,17,54,1417,301,6150,3680,550,1200,59,63,16.6,4,5412,52
University of Montevallo,No,1351,892,570,18,78,2385,331,4440,3030,300,600,72,72,18.9,8,5883,51
University of Nebraska at Lincoln,No,6277,6003,3526,33,63,16454,3171,5595,3145,500,2070,86,92,15.1,48,6813,53
University of New England,Yes,1209,750,265,19,54,820,159,11450,5045,900,2500,72,75,11.4,13,9718,64
University of New Hampshire,No,9750,7640,2529,24,62,10358,1338,11180,3862,650,2450,89,87,17.5,16,7855,75
University of North Carolina at Asheville,No,1757,979,394,32,74,2033,1078,5972,3420,600,750,77,83,13,11,7011,37
University of North Carolina at Chapel Hill,No,14596,5985,3331,75,92,14609,1100,8400,4200,550,1200,88,93,8.9,23,15893,83
University of North Carolina at Charlotte,No,5803,4441,1730,19,62,10099,3255,7248,3109,600,1900,79,91,16.8,7,6227,62
University of North Carolina at Greensboro,No,5191,4134,1500,15,44,7532,1847,8677,3505,600,1300,75,94,15.5,17,7392,53
University of North Carolina at Wilmington,No,6071,3856,1449,15,67,6635,1145,7558,3680,500,1500,82,85,19.1,15,6005,55
University of North Dakota,No,2777,2249,1652,20,54,8334,1435,5634,2703,450,1200,97,97,15.9,16,9424,49
University of North Florida,No,1800,1253,560,44,85,3876,3588,6634,4360,600,2604,82,85,17.8,14,6104,47
University of North Texas,No,4418,2737,2049,23,51,14047,5134,4104,3579,450,1700,86,94,22.6,6,5657,35
University of Northern Colorado,No,5530,4007,1697,12,37,8463,1498,7731,4128,540,2286,75,75,21.5,8,6309,40
University of Northern Iowa,No,4144,3379,1853,18,52,10135,1448,6197,2930,595,2380,78,82,16.3,26,6333,77
University of Notre Dame,Yes,7700,3700,1906,79,96,7671,30,16850,4400,600,1350,96,92,13.1,46,13936,97
University of Oklahoma,No,4743,3970,2233,32,63,13436,2582,5173,3526,765,3176,86,90,11.5,11,10244,44
University of Oregon,No,8631,6732,2546,25,61,11669,1605,10602,3660,570,1530,79,87,19.7,13,8020,54
University of Pennsylvania,Yes,12394,5232,2464,85,100,9205,531,17020,7270,500,1544,95,96,6.3,38,25765,93
University of Pittsburgh-Main Campus,No,8586,6383,2503,25,59,13138,4289,10786,4560,400,900,93,93,7.8,10,13789,66
University of Portland,Yes,1758,1485,419,27,58,2041,174,12040,4100,600,1100,92,96,13.2,17,9060,72
University of Puget Sound,Yes,4044,2826,688,51,83,2738,138,16230,4500,630,1800,79,86,15,17,11217,63
University of Rhode Island,No,9643,7751,1968,12,40,8894,2456,10330,5558,500,1250,84,89,16.6,7,9158,63
University of Richmond,Yes,5892,2718,756,46,72,2854,594,14500,3285,700,1125,75,89,11.7,32,11984,100
University of Rochester,Yes,8766,5498,1243,56,75,5071,438,17840,6582,500,882,93,99,5.9,23,26037,80
University of San Diego,Yes,3934,2735,886,40,70,3698,217,13600,5940,630,1820,93,96,15.6,13,10813,66
University of San Francisco,Yes,2306,1721,538,23,48,4309,549,13226,6452,750,2450,86,86,13.6,8,10074,62
University of Sci. and Arts of Oklahoma,No,285,280,208,21,43,1140,473,3687,1920,600,1800,67,77,23.6,3,3864,43
University of Scranton,Yes,4471,2942,910,29,60,3674,493,11584,5986,650,800,83,83,14.1,41,9131,92
University of South Carolina at Aiken,No,848,560,377,14,24,1855,1412,5800,3066,500,1500,62,62,14.8,3,5035,48
University of South Carolina at Columbia,No,7693,5815,2328,30,66,12594,3661,8074,3522,495,2941,84,88,16.9,18,8246,63
University of South Florida,No,7589,4676,1876,29,63,14770,10962,6760,3776,500,2180,84,89,17,7,11020,47
University of Southern California,Yes,12229,8498,2477,45,71,13259,1429,17230,6482,600,2210,90,94,11.4,10,17007,68
University of Southern Colorado,No,1401,1239,605,10,34,3716,675,7100,4380,540,2948,63,88,19.4,0,5389,36
University of Southern Indiana,No,2379,2133,1292,8,25,4283,2973,4973,3192,500,1425,56,65,22,21,4078,38
University of Southern Mississippi,No,2850,2044,1046,20,50,9260,1387,4652,2470,500,500,78,99,18.7,23,5917,45
University of St. Thomas MN,Yes,2057,1807,828,26,53,4106,982,11712,4037,500,800,80,80,13.8,13,8546,89
University of St. Thomas TX,Yes,374,280,185,45,77,995,408,8550,4050,500,1344,75,75,12.6,17,7237,62
University of Tennessee at Knoxville,No,7473,5372,3013,27,53,15749,3237,5764,3262,750,3300,86,92,16.5,22,8612,53
University of Texas at Arlington,No,3281,2559,1448,19,43,10975,8431,4422,2780,500,2850,73,73,21,4,4696,29
University of Texas at Austin,No,14752,9572,5329,48,85,30017,5189,5130,3309,650,3140,91,99,19.7,11,7837,65
University of Texas at San Antonio,No,4217,3100,1686,17,46,9375,5457,4104,5376,452,1200,94,100,25.3,3,4329,50
University of the Arts,Yes,974,704,290,5,22,1145,39,12520,3860,1300,700,16,59,7.5,9,11641,57
University of the Pacific,Yes,2459,1997,582,36,66,2664,299,16320,5326,646,1171,87,94,11.2,14,13706,65
University of the South,Yes,1445,966,326,46,83,1129,24,15350,4080,450,810,89,93,10.3,52,18784,82
University of Tulsa,Yes,1712,1557,696,41,68,2936,433,11750,4160,1200,2350,94,96,11.5,10,11743,47
University of Utah,No,5095,4491,2400,27,53,13894,8374,6857,3975,858,3093,89,93,12.8,9,9275,37
University of Vermont,No,7663,6008,1735,18,51,7353,1674,15516,4928,500,990,87,90,9.9,10,12646,79
University of Virginia,No,15849,5384,2678,74,95,11278,114,12212,3792,500,1000,90,92,9.5,22,13597,95
University of Washington,No,12749,7025,3343,40,81,20356,4582,8199,4218,708,2172,96,94,9,10,16527,65
University of West Florida,No,1558,1254,472,20,57,3754,2477,6172,3994,541,1387,83,87,23.4,12,8488,53
University of Wisconsin-Stout,No,2593,1966,1030,9,32,6038,579,6704,2592,376,1750,78,78,21,17,6254,65
University of Wisconsin-Superior,No,910,910,342,14,53,1434,417,7032,2780,550,1960,75,81,15.2,15,6490,36
University of Wisconsin-Whitewater,No,4400,3719,1472,12,38,7804,1552,6950,2500,300,1200,90,95,23.1,16,5559,67
University of Wisconsin at Green Bay,No,2409,1939,759,17,50,3819,1347,6900,2800,475,1200,81,89,22.2,1,5968,46
University of Wisconsin at Madison,No,14901,10932,4631,36,80,23945,2200,9096,4290,535,1545,93,96,11.5,20,11006,72
University of Wisconsin at Milwaukee,No,5244,3782,1930,12,37,11561,7443,8786,2964,570,1980,79,87,15.9,8,8094,38
University of Wyoming,No,2029,1516,1073,23,46,7535,1488,5988,3422,600,1500,91,94,15.1,13,8745,45
Upper Iowa University,Yes,663,452,192,10,35,1481,1160,8840,3060,500,1000,69,75,17.4,19,3733,78
Ursinus College,Yes,1399,1026,308,44,77,1131,17,14900,5160,500,800,82,85,11.6,40,12082,79
Ursuline College,Yes,325,260,86,21,47,699,717,9600,4202,450,750,39,69,10.5,15,7164,68
Valley City State University,No,368,344,212,5,27,863,189,4286,2570,600,2000,39,41,14.9,25,4958,40
Valparaiso University,Yes,2075,1727,520,49,81,2501,198,11800,3260,500,800,87,89,14.2,23,9681,95
Vanderbilt University,Yes,7791,4690,1499,71,92,5500,90,17865,6525,630,952,93,98,5.8,26,23850,83
Vassar College,Yes,3550,1877,653,53,87,2164,77,18920,5950,600,800,90,98,9.7,39,17089,90
Villanova University,Yes,7759,5588,1477,30,68,6362,1292,15925,6507,400,300,89,90,13.4,24,10458,96
Virginia Commonwealth University,No,4963,3497,1567,18,45,10262,5065,10217,4182,500,3630,81,87,8.7,11,11183,45
Virginia State University,No,2996,2440,704,2,30,3006,338,5587,4845,500,600,61,63,16,11,5733,31
Virginia Tech,No,15712,11719,4277,29,53,18511,604,10260,3176,740,2200,85,89,13.8,20,8944,73
Virginia Union University,Yes,1847,1610,453,19,59,1298,67,7384,3494,500,1763,51,67,13.7,8,6757,30
Virginia Wesleyan College,Yes,1470,900,287,20,49,1130,417,10900,5100,500,550,70,81,15.7,14,7804,68
Viterbo College,Yes,647,518,271,17,43,1014,387,9140,3365,500,2245,51,65,10.7,31,8050,73
Voorhees College,Yes,1465,1006,188,10,30,703,20,4450,2522,500,1200,43,43,22.9,3,5861,58
Wabash College,Yes,800,623,256,41,76,801,5,12925,4195,500,635,78,85,9.9,55,14904,72
Wagner College,Yes,1416,1015,417,10,44,1324,117,13500,5800,585,1700,67,78,13.2,23,9006,75
Wake Forest University,Yes,5661,2392,903,75,88,3499,172,13850,4360,500,1250,95,97,4.3,37,41766,89
Walsh University,Yes,1092,890,477,27,92,847,497,8670,4180,500,1450,42,58,11.3,33,5738,68
Warren Wilson College,Yes,440,311,112,25,49,466,7,10000,3052,400,1100,65,75,11.4,20,9430,63
Wartburg College,Yes,1231,1074,345,34,66,1295,105,11600,3610,400,850,66,91,12.4,37,7735,67
Washington and Jefferson College,Yes,1305,1100,334,42,64,1098,151,16260,4005,300,500,91,91,12.1,40,10162,86
Washington and Lee University,Yes,3315,1096,425,68,93,1584,3,13750,4619,680,1115,81,96,9.6,45,15736,90
Washington College,Yes,1209,942,214,31,60,822,46,15276,5318,500,300,79,86,11.2,37,10830,65
Washington State University,No,6540,5839,2440,31,70,14445,1344,8200,4210,800,2719,84,87,16.9,30,10912,56
Washington University,Yes,7654,5259,1254,62,93,4879,1274,18350,5775,768,1512,91,98,3.9,31,45702,90
Wayne State College,No,1373,1373,724,6,21,2754,474,2700,2660,540,1660,60,68,20.3,29,4550,52
Waynesburg College,Yes,1190,978,324,12,30,1280,61,8840,3620,500,1200,57,58,16.2,26,6563,63
Webber College,Yes,280,143,79,5,27,327,110,5590,2900,650,1952,53,63,15.1,4,4839,90
Webster University,Yes,665,462,226,17,44,1739,1550,9160,4340,500,500,68,68,20.6,14,6951,48
Wellesley College,Yes,2895,1249,579,80,96,2195,156,18345,5995,500,700,94,98,10.6,51,21409,91
Wells College,Yes,318,240,130,40,85,416,19,14900,5550,600,500,93,98,8.3,42,13935,69
Wentworth Institute of Technology,Yes,1480,1257,452,6,25,2961,572,9850,6050,850,920,10,68,15.4,8,17858,64
Wesley College,Yes,980,807,350,10,25,872,448,9890,4674,500,1350,52,57,14.4,15,6243,84
Wesleyan University,Yes,4772,1973,712,60,86,2714,27,19130,5600,1400,1400,90,94,12.1,39,16262,92
West Chester University of Penn.,No,6502,3539,1372,11,51,7484,1904,7844,4108,400,2000,76,79,15.3,16,6773,52
West Liberty State College,No,1164,1062,478,12,25,2138,227,4470,2890,600,1210,33,33,16.3,10,4249,60
West Virginia Wesleyan College,Yes,1566,1400,483,28,55,1509,170,14200,3775,450,1100,58,81,16.4,42,8080,67
Western Carolina University,No,3224,2519,1057,11,31,5000,706,6390,2380,110,1622,67,78,14.6,9,6554,55
Western Maryland College,Yes,1205,984,278,31,50,1071,98,14510,5340,500,1400,84,91,12.5,39,10026,60
Western Michigan University,No,9167,7191,2738,24,53,15739,4278,6940,4100,500,1700,80,84,24.7,11,5983,55
Western New England College,Yes,1650,1471,409,7,21,1803,1116,8994,5500,498,2065,74,97,15.4,15,8409,59
Western State College of Colorado,No,2702,1623,604,7,24,2315,146,5918,3755,500,2050,76,79,19.4,4,4599,52
Western Washington University,No,5548,3563,1549,30,71,8909,506,8124,4144,639,2385,83,89,22.7,10,7203,61
Westfield State College,No,3100,2150,825,3,20,3234,941,5542,3788,500,1300,75,79,15.7,20,4222,65
Westminster College MO,Yes,662,553,184,20,43,665,37,10720,4050,600,1650,66,70,12.5,20,7925,62
Westminster College,Yes,996,866,377,29,58,1411,72,12065,3615,430,685,62,78,12.5,41,8596,80
Westminster College of Salt Lake City,Yes,917,720,213,21,60,979,743,8820,4050,600,2025,68,83,10.5,34,7170,50
Westmont College,No,950,713,351,42,72,1276,9,14320,5304,490,1410,77,77,14.9,17,8837,87
Wheaton College IL,Yes,1432,920,548,56,84,2200,56,11480,4200,530,1400,81,83,12.7,40,11916,85
Westminster College PA,Yes,1738,1373,417,21,55,1335,30,18460,5970,700,850,92,96,13.2,41,22704,71
Wheeling Jesuit College,Yes,903,755,213,15,49,971,305,10500,4545,600,600,66,71,14.1,27,7494,72
Whitman College,Yes,1861,998,359,45,77,1220,46,16670,4900,750,800,80,83,10.5,51,13198,72
Whittier College,Yes,1681,1069,344,35,63,1235,30,16249,5699,500,1998,84,92,13.6,29,11778,52
Whitworth College,Yes,1121,926,372,43,70,1270,160,12660,4500,678,2424,80,80,16.9,20,8328,80
Widener University,Yes,2139,1492,502,24,64,2186,2171,12350,5370,500,1350,88,86,12.6,19,9603,63
Wilkes University,Yes,1631,1431,434,15,36,1803,603,11150,5130,550,1260,78,92,13.3,24,8543,67
Willamette University,Yes,1658,1327,395,49,80,1595,159,14800,4620,400,790,91,94,13.3,37,10779,68
William Jewell College,Yes,663,547,315,32,67,1279,75,10060,2970,500,2600,74,80,11.2,19,7885,59
William Woods University,Yes,469,435,227,17,39,851,120,10535,4365,550,3700,39,66,12.9,16,7438,52
Williams College,Yes,4186,1245,526,81,96,1988,29,19629,5790,500,1200,94,99,9,64,22014,99
Wilson College,Yes,167,130,46,16,50,199,676,11428,5084,450,475,67,76,8.3,43,10291,67
Wingate College,Yes,1239,1017,383,10,34,1207,157,7820,3400,550,1550,69,81,13.9,8,7264,91
Winona State University,No,3325,2047,1301,20,45,5800,872,4200,2700,300,1200,53,60,20.2,18,5318,58
Winthrop University,No,2320,1805,769,24,61,3395,670,6400,3392,580,2150,71,80,12.8,26,6729,59
Wisconsin Lutheran College,Yes,152,128,75,17,41,282,22,9100,3700,500,1400,48,48,8.5,26,8960,50
Wittenberg University,Yes,1979,1739,575,42,68,1980,144,15948,4404,400,800,82,95,12.8,29,10414,78
Wofford College,Yes,1501,935,273,51,83,1059,34,12680,4150,605,1440,91,92,15.3,42,7875,75
Worcester Polytechnic Institute,Yes,2768,2314,682,49,86,2802,86,15884,5370,530,730,92,94,15.2,34,10774,82
Worcester State College,No,2197,1515,543,4,26,3089,2029,6797,3900,500,1200,60,60,21,14,4469,40
Xavier University,Yes,1959,1805,695,24,47,2849,1107,11520,4960,600,1250,73,75,13.3,31,9189,83
Xavier University of Louisiana,Yes,2097,1915,695,34,61,2793,166,6900,4200,617,781,67,75,14.4,20,8323,49
Yale University,Yes,10705,2453,1317,95,99,5217,83,19840,6510,630,2115,96,96,5.8,49,40386,99
York College of Pennsylvania,Yes,2989,1855,691,28,63,2988,1726,4990,3560,500,1250,75,75,18.1,28,4509,99

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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

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0

38

5

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31

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7

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5

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4 307 21

3

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15.2

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8

14.8

299

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5

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4

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21

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4 307 21

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100

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14.5

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18.9

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3

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7

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9

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36

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21

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5

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7

20

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6

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0

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28

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22.9

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48

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0

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5

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19.3

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1

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59

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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

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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/

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4/30/19

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