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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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| 1 |
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| 8 |
8
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| 3 |
07
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| 13 |
0
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| 3
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| 5 |
0
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| 4 |
| 1
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| 2 |
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| 70 |
1
| chevrolet chevelle malibu |
|
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| 15 |
8
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| 35 |
0
| 1
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| 6 |
5
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| 36 |
| 9 |
3
|
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| 11 |
.5
70 1
|
| buick skylark |
3
|
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| 20 |
|
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| 18 |
8
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| 31 |
8
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| 150 |
|
| 34 |
36
11 70 1
plymouth satellite |
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| 16 |
8
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| 30 |
4
150
34
|
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| 33 |
|
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| 12 |
70 1
amc rebel sst |
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| 17 |
8
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| 302 |
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| 14 |
0
34
| 49 |
|
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| 10 |
.5
70 1
ford torino |
15 8
|
|
| 4
|
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| 29 |
| 1
|
|
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|
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| 98 |
4341 |
10 70 1
|
| ford galaxie 500 |
14 8
| 4
| 54 |
|
|
|
|
|
|
|
|
|
| 22 |
0
4354 |
9 70 1
|
|
| chevrolet impala |
14 8
|
|
| 44 |
0
|
|
|
|
|
|
|
|
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|
|
|
| 21 |
5
4312 |
| 8.5 |
70 1
|
|
| plymouth fury |
iii
14 8
|
|
| 455 |
| 2
|
|
|
|
|
|
|
|
|
|
| 25 |
4425 |
10 70 1
|
| pontiac catalina |
15 8
| 3
|
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| 90 |
|
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| 19 |
0
3
|
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|
|
| 85 |
0
8.5 70 1
amc ambassador dpl |
15 8
|
| 3
|
|
|
|
| 83 |
|
|
|
| 170 |
35
|
|
| 63 |
10 70 1
dodge challenger se |
14 8
| 340 |
1
|
|
|
|
| 60 |
|
|
|
| 360 |
9
8 70 1
plymouth ‘cuda 340 |
15 8
|
|
|
|
|
|
|
|
|
|
|
|
| 400 |
150
3
|
|
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| 76 |
1
| 9.5 |
70 1
chevrolet monte carlo |
14 8 455
|
|
|
|
|
|
|
|
|
|
|
|
|
| 225 |
30
|
|
|
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|
|
| 86 |
10 70 1
| buick estate wagon (sw) |
|
|
|
|
|
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|
|
| 24 |
4
|
|
| 113 |
|
|
|
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| 95 |
|
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| 23 |
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|
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| 72 |
15 70 3
|
|
|
| toyota corona |
mark ii
22 6
|
|
| 198 |
95
|
|
|
|
|
|
|
|
|
| 28 |
33
|
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|
|
| 15.5 |
70 1
|
| plymouth duster |
18 6
|
| 199 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
| 97 |
|
|
|
|
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|
|
| 27 |
|
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|
|
| 74 |
15.5 70 1
|
|
| amc hornet |
21 6
|
|
|
|
|
|
|
|
| 200 |
85
25
|
| 87 |
16 70 1
|
|
|
| ford maverick |
27 4 97
|
|
|
|
|
|
|
|
|
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|
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|
|
| 88 |
| 2
|
|
|
|
| 130 |
|
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|
|
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|
|
| 14.5 |
70 3
| datsun pl510 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 26 |
4 97
| 46 |
| 183 |
5
|
|
|
| 20.5 |
70 2
volkswagen 1
| 131 |
deluxe sedan
25 4
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 110 |
87
2
|
|
|
|
|
|
|
|
|
|
|
| 67 |
2
|
|
|
|
|
|
|
| 17.5 |
70 2
|
|
| peugeot 504 |
24 4
|
|
|
|
|
| 107 |
90
2430 |
14.5 70 2
audi
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 100 |
ls
25 4
| 104 |
95
23
|
|
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|
|
| 75 |
17.5 70 2
saab 99e |
26 4
|
|
|
|
|
|
|
|
|
|
| 121 |
113
2234 |
|
|
|
|
|
|
| 12.5 |
70 2
bmw 2002 |
21 6 199 90
| 26
|
|
| 48 |
15 70 1
|
|
| amc gremlin |
10 8 360
|
| 215 |
4
| 61 |
5
14 70 1
ford f
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 250 |
10 8
|
| 307 |
200
4
|
|
| 37 |
6
15 70 1
chevy c20 |
11 8
|
|
|
|
|
|
|
|
|
|
|
|
|
| 318 |
210 |
43
|
|
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|
|
| 82 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13.5 |
70 1
dodge d200 |
9 8
|
|
|
|
| 304 |
1
| 93 |
4
|
|
|
|
|
|
|
|
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|
|
| 73 |
2
|
|
|
|
|
|
| 18.5 |
70 1
hi
|
|
|
|
|
|
|
|
|
|
|
|
| 120 |
0d
27 4 97 88
|
| 2130 |
14.5
|
|
|
|
|
|
|
|
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|
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| 71 |
3 datsun pl510
28 4
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 140 |
90
22
| 64 |
15.5 71 1
|
|
| chevrolet vega |
230 |
0
25 4 113 95
| 2228 |
14 71 3 toyota corona
25 4 98
|
|
|
|
| ? |
2046 |
19 71 1
|
|
|
|
| ford pinto |
19 6
|
|
|
|
| 2
|
|
|
|
|
| 32 |
100
2634 |
13 71 1 amc gremlin
16 6 225
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 105 |
34
| 39 |
15.5 71 1
plymouth satellite custom |
17 6 250 100
| 3329 |
15.5 71 1 chevrolet chevelle malibu
19 6 250 88
| 3302 |
15.5 71 1
ford torino 500 |
18 6
|
|
|
|
|
| 232 |
100
3288 |
15.5 71 1
|
|
|
| amc matador |
14 8
| 350 |
1
|
|
|
|
|
|
|
|
|
| 65 |
4209 |
12 71 1 chevrolet impala
14 8 400
|
|
|
|
| 175 |
| 4464 |
|
|
|
|
| 11.5 |
71 1
pontiac catalina brougham |
14 8
|
|
|
|
|
|
|
| 351 |
| 1
|
| 53 |
4154 |
13.5 71 1 ford galaxie 500
14 8 318 150
| 40
|
|
|
| 96 |
13 71 1 plymouth fury iii
12 8
|
|
|
| 38 |
3
1
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 80 |
4955 |
11.5 71 1
dodge monaco (sw) |
13 8 400 170
| 4746 |
12 71 1
| ford country |
squire (sw)
13 8 400 175
| 5140 |
12 71 1
pontiac safari (sw) |
18 6
|
|
|
| 2
|
| 58 |
110
29
|
| 62 |
13.5 71 1
amc hornet sportabout (sw) |
22 4 140 72
|
| 2408 |
19 71 1
chevrolet vega (sw) |
19 6 250 100
| 3282 |
15 71 1
pontiac firebird |
18 6 250 88
| 3
|
| 139 |
14.5 71 1
ford mustang |
23 4
|
|
|
|
|
|
|
| 122 |
86
| 2220 |
14 71 1
mercury capri
| 2000 |
28 4
|
|
|
|
| 116 |
90
2123 |
14 71 2
opel
|
| 190 |
0
30 4
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 79 |
70
2074 |
|
|
|
|
| 19.5 |
71 2
peugeot 304 |
30 4 88 76
|
| 2065 |
14.5 71 2
fiat 124b |
31 4 71 65
| 1
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 77 |
3
19 71 3
|
|
|
|
|
| toyota corolla |
1200
35 4 72
|
|
| 69 |
1613 |
18 71 3
datsun 1200 |
27 4 97 60
| 1834 |
19 71 2
volkswagen model
| 111 |
26 4
|
|
|
|
|
|
|
|
|
|
|
|
| 91 |
70
1955 |
20.5 71 1
plymouth cricket |
24 4 113 95
| 22
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
15.5 72 3
toyota corona hardtop |
25 4
| 97.5 |
80
2126 |
17 72 1
|
|
| dodge colt |
hardtop
23 4 97 54
| 2254 |
| 23.5 |
72 2
volkswagen type 3 |
20 4 140 90 2408 19.5 72 1 chevrolet vega
21 4 122 86
| 2226 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16.5 |
72 1
ford pinto runabout |
13 8 350
|
| 165 |
4274 |
12 72 1 chevrolet impala
14 8 400 175
| 4385 |
12 72 1 pontiac catalina
15 8 318 150
| 4
|
|
|
|
|
| 135 |
13.5 72 1 plymouth fury iii
14 8 351 153
| 4
|
| 129 |
13 72 1 ford galaxie 500
17 8 304 150
|
| 3672 |
11.5 72 1
amc ambassador sst |
11 8 429
| 208 |
4633 |
11 72 1
mercury marquis |
13 8 350
|
|
| 155 |
4502 |
13.5 72 1
buick lesabre custom |
12 8 350
| 160 |
4456 |
13.5 72 1
oldsmobile delta 88 royale |
13 8 400 190
| 4422 |
12.5 72 1
chrysler newport royal |
19 3 70 97
| 2330 |
13.5 72 3
mazda rx2 coupe |
15 8 304 150
| 38
|
|
|
|
|
| 92 |
12.5 72 1
| amc matador (sw) |
13 8 307 130
| 4098 |
14 72 1
chevrolet chevelle concours (sw) |
13 8 302 140
| 42
| 94 |
16 72 1
|
|
| ford gran torino |
(sw)
14 8 318 150
| 4077 |
14 72 1
plymouth satellite custom (sw) |
18 4 121
|
|
|
|
|
|
| 112 |
2933 |
14.5 72 2
volvo
|
|
|
|
|
|
|
| 145 |
e (sw)
22 4 121 76
| 2511 |
18 72 2
volkswagen 411 (sw) |
21 4 120 87
| 2979 |
19.5 72 2
peugeot 504 (sw) |
26 4 96 69
| 21
|
|
|
|
|
| 89 |
18 72 2
renault 12 (sw) |
22 4 122 86
|
| 2395 |
16 72 1
ford pinto (sw) |
28 4 97 92
| 2288 |
17 72 3
| datsun 510 |
(sw)
23 4 120 97
| 2506 |
14.5 72 3
toyouta corona mark ii (sw) |
28 4 98 80
|
| 2164 |
15 72 1
dodge colt (sw) |
27 4 97 88
| 2100 |
16.5 72 3
toyota corolla 1600 (sw) |
13 8 350 175
| 4100 |
13 73 1
|
| buick century |
350
14 8 304 150 3672 11.5 73 1 amc matador
13 8 350 145
| 3988 |
13 73 1
| chevrolet malibu |
14 8 302
| 137 |
4042 |
14.5 73 1 ford gran torino
15 8 318 150
| 3777 |
12.5 73 1
dodge coronet custom |
12 8 429 198
| 49
|
|
|
| 52 |
11.5 73 1
mercury marquis brougham |
13 8 400 150 4464 12 73 1
|
|
| chevrolet caprice classic |
13 8 351
| 158 |
4363 |
13 73 1
| ford ltd |
14 8 318 150
| 4237 |
14.5 73 1
plymouth fury gran sedan |
13 8 440 215
| 4735 |
11 73 1
chrysler new yorker brougham |
12 8 455 225
| 4951 |
11 73 1
buick electra 225 custom |
13 8 360 175
| 3821 |
11 73 1
amc ambassador brougham |
18 6 225 105
| 3121 |
16.5 73 1
| plymouth valiant |
16 6 250 100
| 3278 |
18 73 1
|
|
| chevrolet nova |
custom
18 6 232 100
|
|
| 2945 |
16 73 1 amc hornet
18 6 250 88
| 3021 |
16.5 73 1 ford maverick
23 6 198 95
| 2904 |
16 73 1 plymouth duster
26 4 97 46
|
| 1950 |
21 73 2
volkswagen super beetle |
11 8 400 150
| 4997 |
14 73 1 chevrolet impala
12 8 400
| 167 |
4906 |
12.5 73 1 ford country
13 8 360 170
| 4654 |
13 73 1
plymouth custom suburb |
12 8 350
|
|
|
| 180 |
4499 |
12.5 73 1
oldsmobile vista cruiser |
18 6 232 100
| 2789 |
15 73 1 amc gremlin
20 4 97 88
| 2279 |
19 73 3
toyota carina |
21 4 140 72
| 2401 |
19.5 73 1 chevrolet vega
22 4
|
|
|
|
|
| 108 |
94
2379 |
16.5 73 3
datsun 610 |
18 3 70 90
| 2124 |
13.5 73 3
maxda rx3 |
19 4 122 85
|
|
|
|
|
|
|
|
| 231 |
0
18.5 73 1 ford pinto
21 6 155 107
| 2472 |
14 73 1
mercury capri v6 |
26 4 98 90
|
|
| 2265 |
15.5 73 2
fiat 124 sport coupe |
15 8 350 145
| 4082 |
13 73 1
chevrolet monte carlo s |
16 8 400 230
| 4278 |
9.5 73 1
pontiac grand prix |
29 4
|
|
|
|
|
|
| 68 |
49
1867 |
19.5 73 2
| fiat 128 |
24 4 116 75
| 2158 |
15.5 73 2
| opel manta |
20 4
| 114 |
91
| 258 |
2
14 73 2
| audi 100ls |
19 4 121 112
| 2868 |
15.5 73 2
volvo
| 144 |
ea
15 8 318 150
| 3399 |
11 73 1
dodge dart custom |
24 4 121 110
| 2
| 66 |
0
14 73 2
| saab 99le |
20 6
|
|
|
|
|
| 156 |
122
2807 |
13.5 73 3
| toyota mark ii |
11 8 350 180
| 3664 |
11 73 1
oldsmobile omega |
20 6 198 95
| 3
| 102 |
16.5 74 1 plymouth duster
21 6 200 ?
| 2875 |
17 74 1 ford maverick
19 6 232 100
| 2901 |
16 74 1 amc hornet
15 6 250 100
| 3336 |
17 74 1 chevrolet nova
31 4 79 67 1950 19 74 3
| datsun b210 |
26 4 122 80
| 2451 |
16.5 74 1 ford pinto
32 4 71 65
| 1836 |
21 74 3 toyota corolla 1200
25 4 140 75
|
| 2542 |
17 74 1 chevrolet vega
16 6 250 100
| 37
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 81 |
17 74 1
| chevrolet chevelle malibu classic |
16 6 258 110
| 3632 |
18 74 1 amc matador
18 6 225 105
| 3613 |
16.5 74 1
plymouth satellite sebring |
16 8 302 140
| 4
|
| 141 |
14 74 1 ford gran torino
13 8 350 150
| 4699 |
14.5 74 1
buick century luxus (sw) |
14 8 318 150
| 4457 |
13.5 74 1
dodge coronet custom (sw) |
14 8 302 140
| 4638 |
16 74 1
ford gran torino (sw) |
14 8 304 150
| 4257 |
15.5 74 1 amc matador (sw)
29 4 98 83
| 2219 |
16.5 74 2
audi fox |
26 4 79 67
| 1963 |
15.5 74 2
|
| volkswagen dasher |
26 4 97 78
|
|
| 2300 |
14.5 74 2 opel manta
31 4 76 52
| 1649 |
16.5 74 3 toyota corona
32 4 83 61
| 2003 |
19 74 3
| datsun 710 |
28 4 90 75
| 2
|
|
| 125 |
14.5 74 1 dodge colt
24 4 90 75
| 2108 |
15.5 74 2 fiat 128
26 4 116 75
| 2246 |
14 74 2
fiat 124 tc |
24 4 120 97
| 2489 |
15 74 3
|
| honda civic |
26 4 108 93
| 2391 |
15.5 74 3
| subaru |
31 4 79 67 2000 16 74 2
| fiat x1.9 |
19 6 225 95
| 3264 |
16 75 1
plymouth valiant custom |
18 6 250 105
| 3459 |
16 75 1 chevrolet nova
15 6 250 72
| 3432 |
21 75 1
mercury monarch |
15 6 250 72
| 3158 |
19.5 75 1 ford maverick
16 8 400 170
| 4668 |
11.5 75 1 pontiac catalina
15 8 350 145
| 4440 |
14 75 1
chevrolet bel air |
16 8 318 150
| 4498 |
14.5 75 1
plymouth grand fury |
14 8 351
| 148 |
4657 |
13.5 75 1 ford ltd
17 6 231 110
| 3907 |
21 75 1 buick century
16 6 250 105
| 3897 |
18.5 75 1
chevroelt chevelle malibu |
15 6 258 110
| 3730 |
19 75 1 amc matador
18 6 225 95
| 3785 |
19 75 1 plymouth fury
21 6 231 110
| 3039 |
15 75 1
buick skyhawk |
20 8
|
| 262 |
110
3221 |
13.5 75 1
chevrolet monza 2+2 |
13 8 302 129
| 3169 |
12 75 1
ford mustang ii |
29 4 97 75
| 2
| 171 |
16 75 3 toyota corolla
23 4 140 83
| 2639 |
17 75 1 ford pinto
20 6 232 100
| 2914 |
16 75 1 amc gremlin
23 4 140 78
| 2592 |
18.5 75 1
pontiac astro |
24 4
|
|
|
| 134 |
96
2702 |
13.5 75 3 toyota corona
25 4 90 71
| 2223 |
16.5 75 2 volkswagen dasher
24 4
|
|
|
|
|
| 119 |
97
2545 |
17 75 3 datsun 710
18 6 171 97
| 29
|
|
|
|
|
| 84 |
14.5 75 1 ford pinto
29 4 90 70
|
| 1937 |
14 75 2
| volkswagen rabbit |
19 6 232 90
| 3211 |
17 75 1
amc pacer |
23 4
|
|
|
|
|
| 115 |
95
2694 |
15 75 2 audi 100ls
23 4 120 88
| 2957 |
17 75 2 peugeot 504
22 4 121 98 2945 14.5 75 2
| volvo 244dl |
25 4 121 115
|
| 267 |
1
13.5 75 2 saab 99le
33 4 91 53
|
| 1795 |
17.5 75 3
| honda civic cvcc |
28 4 107 86
| 2464 |
15.5 76 2
fiat 131 |
25 4 116 81 2220
|
|
|
|
| 16.9 |
76 2
opel 1900 |
25 4 140 92
| 2572 |
|
|
|
|
|
| 14.9 |
76 1
capri ii |
26 4 98 79
| 2255 |
|
|
| 17.7 |
76 1 dodge colt
27 4
| 101 |
83
2202 |
|
| 15.3 |
76 2
renault 12tl |
17.5 8
|
|
|
| 305 |
140
| 4215 |
13 76 1 chevrolet chevelle malibu classic
16 8 318 150
| 4190 |
13 76 1
dodge coronet brougham |
15.5 8 304 120
| 3962 |
| 13.9 |
76 1 amc matador
14.5 8 351
| 152 |
4215
|
| 12.8 |
76 1 ford gran torino
22 6 225 100
| 3233 |
|
|
| 15.4 |
76 1 plymouth valiant
22 6 250 105
| 3353 |
14.5 76 1 chevrolet nova
24 6 200 81
| 3012 |
|
|
|
|
| 17.6 |
76 1 ford maverick
| 22.5 |
6 232 90
3085 |
17.6 76 1 amc hornet
29 4 85 52
| 2035 |
| 22.2 |
76 1
|
|
| chevrolet chevette |
|
| 24.5 |
4 98 60 2164
22.1 |
76 1
chevrolet woody |
29 4 90 70 1937
|
|
| 14.2 |
76 2
| vw rabbit |
33 4 91 53 1795
|
| 17.4 |
76 3 honda civic
20 6 225 100
| 3651 |
17.7 76 1
|
| dodge aspen |
se
18 6 250 78
| 3574 |
21 76 1
| ford granada |
ghia
18.5 6 250 110
| 3645 |
|
|
|
| 16.2 |
76 1
pontiac ventura sj |
17.5 6 258 95
| 3193 |
| 17.8 |
76 1
amc pacer d/l |
|
| 29.5 |
4 97 71
| 1825 |
| 12.2 |
76 2 volkswagen rabbit
32 4 85 70
|
| 1990 |
17 76 3
datsun b-210 |
28 4 97 75
|
|
| 2155 |
|
|
|
|
|
|
|
| 16.4 |
76 3 toyota corolla
| 26.5 |
4 140 72
2565 |
| 13.6 |
76 1 ford pinto
20 4 130 102
| 3150 |
|
|
| 15.7 |
76 2
volvo 245 |
13 8 318 150
|
| 3940 |
|
|
|
|
| 13.2 |
76 1
| plymouth volare |
premier v8
19 4 120 88
| 3270 |
21.9 |
76 2 peugeot 504
19 6 156 108
|
| 2930 |
15.5 76 3 toyota mark ii
16.5 6
|
|
| 168 |
120
3820 |
|
| 16.7 |
76 2
mercedes-benz 280s |
16.5 8 350 180
| 4380 |
12.1 |
76 1
cadillac seville |
13 8 350 145
| 4055 |
12 76 1
chevy c10 |
13 8 302 130
| 3870 |
15 76 1
ford f108 |
13 8 318 150
| 3755 |
14 76 1
dodge d100 |
|
| 31.5 |
4 98 68
| 2045 |
18.5 77 3
|
| honda accord |
cvcc
30 4 111 80 2155
|
|
| 14.8 |
77 1
buick opel isuzu deluxe |
36 4 79 58 1825
|
|
|
|
| 18.6 |
77 2
renault 5 gtl |
|
| 25.5 |
4 122 96 2300 15.5 77 1
plymouth arrow gs |
|
|
| 33.5 |
4 85 70
1945 |
| 16.8 |
77 3
datsun f-10 hatchback |
17.5 8 305 145
| 3880 |
12.5 77 1 chevrolet caprice classic
17 8
|
|
| 260 |
110
4060 |
19 77 1
oldsmobile cutlass supreme |
15.5 8 318 145
| 4140 |
| 13.7 |
77 1
dodge monaco brougham |
15 8 302 130
| 4295 |
14.9 77 1
mercury cougar brougham |
17.5 6 250 110
| 3520 |
16.4 77 1
chevrolet concours |
20.5 6 231 105
|
| 3425 |
16.9 77 1 buick skylark
19 6 225 100
| 3630 |
17.7 77 1
plymouth volare custom |
18.5 6 250 98
| 3525 |
19 77 1 ford granada
16 8 400 180
| 4220 |
11.1 |
77 1
pontiac grand prix lj |
15.5 8 350 170
| 4165 |
| 11.4 |
77 1
| chevrolet monte carlo landau |
15.5 8 400 190
| 4325 |
12.2 77 1
chrysler cordoba |
16 8 351
| 149 |
4335 |
14.5 77 1
ford thunderbird |
29 4 97 78
| 1940 |
14.5 77 2
volkswagen rabbit custom |
24.5 4
|
|
|
|
|
|
|
|
| 151 |
88
2740 |
16 77 1
pontiac sunbird coupe |
26 4 97 75 2265
|
|
|
|
|
| 18.2 |
77 3
toyota corolla liftback |
25.5 4 140 89
| 2755 |
|
|
|
|
|
| 15.8 |
77 1
ford mustang ii 2+2 |
|
| 30.5 |
4 98 63
2051 |
17 77 1 chevrolet chevette
33.5 4 98 83
| 2075 |
| 15.9 |
77 1
dodge colt m/m |
30 4 97 67
|
|
|
| 1985 |
16.4 77 3
| subaru dl |
30.5 4 97 78
|
| 2190 |
14.1 |
77 2 volkswagen dasher
22 6
|
|
| 146 |
97
2815 |
14.5 77 3
datsun 810 |
|
|
|
| 21.5 |
4 121 110
2600 |
12.8 77 2
bmw 320i |
21.5 3 80 110
|
|
| 2720 |
13.5 77 3
mazda rx-4 |
| 43.1 |
4 90 48 1985 21.5 78 2
volkswagen rabbit custom diesel |
|
| 36.1 |
4 98 66
| 1800 |
|
|
|
| 14.4 |
78 1
ford fiesta |
| 32.8 |
4 78 52 1985
|
|
|
| 19.4 |
78 3
| mazda glc |
deluxe
| 39.4 |
4 85 70
2070 |
18.6 78 3
datsun b210 gx |
36.1 4 91 60 1800 16.4 78 3 honda civic cvcc
|
| 19.9 |
8 260 110
3365 |
15.5 78 1
| oldsmobile cutlass salon brougham |
19.4 8 318 140
| 3735 |
13.2 78 1
dodge diplomat |
|
|
|
| 20.2 |
8 302 139
3570 |
12.8 78 1
mercury monarch ghia |
|
|
|
|
|
| 19.2 |
6 231 105
3535 |
19.2 78 1
|
| pontiac phoenix |
lj
20.5 6 200 95
| 3155 |
18.2 78 1 chevrolet malibu
20.2 6 200 85
| 2965 |
15.8 78 1
| ford fairmont |
(auto)
| 25.1 |
4 140 88 2720 15.4 78 1
ford fairmont (man) |
20.5 6 225 100
| 3430 |
| 17.2 |
78 1 plymouth volare
19.4 6 232 90
| 3210 |
17.2 78 1
| amc concord |
|
| 20.6 |
6 231 105
3380 |
15.8 78 1
buick century special |
| 20.8 |
6 200 85
3070 |
16.7 78 1
mercury zephyr |
18.6 6 225 110
| 3620 |
| 18.7 |
78 1 dodge aspen
|
|
| 18.1 |
6 258 120
| 3410 |
| 15.1 |
78 1
amc concord d/l |
19.2 8 305 145 3425 13.2 78 1 chevrolet monte carlo landau
17.7 6 231 165
| 3445 |
| 13.4 |
78 1
buick regal sport coupe (turbo) |
18.1 8 302 139
| 3205 |
11.2 |
78 1
ford futura |
17.5 8 318 140
| 4080 |
13.7 78 1
dodge magnum xe |
30 4 98 68 2155 16.5 78 1 chevrolet chevette
| 27.5 |
4 134 95
2560 |
14.2 78 3 toyota corona
|
|
| 27.2 |
4 119 97 2300
|
|
|
| 14.7 |
78 3 datsun 510
| 30.9 |
4 105 75
2230 |
14.5 78 1
dodge omni |
| 21.1 |
4 134 95
2515 |
14.8 78 3
| toyota celica gt |
liftback
| 23.2 |
4 156 105
2745 |
16.7 78 1
plymouth sapporo |
| 23.8 |
4 151 85
2855 |
17.6 78 1
oldsmobile starfire sx |
|
| 23.9 |
4 119 97
2405 |
14.9 78 3
datsun 200-sx |
| 20.3 |
5 131
103 |
2830 |
15.9 78 2
audi 5000 |
17 6
|
| 163 |
125
3140 |
13.6 78 2
volvo 264gl |
| 21.6 |
4 121 115
2795 |
15.7 78 2
saab 99gle |
16.2 6 163
| 133 |
3410 15.8 78 2
peugeot 604sl |
31.5 4 89 71 1990 14.9 78 2
| volkswagen scirocco |
29.5 4 98 68
| 2135 |
|
| 16.6 |
78 3
honda accord lx |
21.5 6 231 115
| 3245 |
15.4 79 1
pontiac lemans v6 |
| 19.8 |
6 200 85
2990 |
18.2 79 1
mercury zephyr 6 |
| 22.3 |
4 140 88
2890 |
|
|
|
| 17.3 |
79 1
ford fairmont 4 |
20.2 6 232 90
| 3265 |
18.2 79 1
amc concord dl 6 |
20.6 6 225 110
| 3360 |
16.6 79 1
dodge aspen 6 |
17 8 305 130
| 3840 |
15.4 79 1 chevrolet caprice classic
17.6 8 302 129
|
| 3725 |
13.4 79 1
ford ltd landau |
16.5 8 351
| 138 |
3955 |
13.2 79 1
mercury grand marquis |
18.2 8 318 135
| 3830 |
|
| 15.2 |
79 1
dodge st. regis |
16.9 8 350 155
| 4360 |
14.9 79 1 buick estate wagon (sw)
15.5 8 351
| 142 |
4054 |
| 14.3 |
79 1
ford country squire (sw) |
19.2 8 267 125
| 3605 |
15 79 1
chevrolet malibu classic (sw) |
18.5 8 360 150 3940 13 79 1
| chrysler lebaron town @ country (sw) |
| 31.9 |
4 89 71
1925 |
14 79 2
vw rabbit custom |
|
| 34.1 |
4 86 65
| 1975 |
15.2 79 3
maxda glc deluxe |
| 35.7 |
4 98 80
1915 |
14.4 79 1
dodge colt hatchback custom |
| 27.4 |
4 121 80
| 2670 |
15 79 1
amc spirit dl |
|
| 25.4 |
5 183 77
3530 |
| 20.1 |
79 2
mercedes benz 300d |
23 8 350 125
| 3900 |
17.4 79 1
cadillac eldorado |
27.2 4 141 71
| 3190 |
24.8 |
79 2 peugeot 504
23.9 8 260 90
| 3420 |
22.2 79 1 oldsmobile cutlass salon brougham
| 34.2 |
4 105 70
2200 |
13.2 79 1
plymouth horizon |
|
| 34.5 |
4 105 70
2150 |
14.9 79 1
plymouth horizon tc3 |
| 31.8 |
4 85 65
2020 |
19.2 79 3
| datsun 210 |
| 37.3 |
4 91 69 2130 14.7 79 2
fiat strada custom |
| 28.4 |
4 151 90 2670 16 79 1
buick skylark limited |
| 28.8 |
6
|
| 173 |
115
2595 |
11.3 |
79 1
|
| chevrolet citation |
| 26.8 |
6 173 115
2700 |
| 12.9 |
79 1
oldsmobile omega brougham |
33.5 4 151 90
| 2556 |
13.2 79 1 pontiac phoenix
| 41.5 |
4 98 76
2144 |
14.7 80 2 vw rabbit
| 38.1 |
4 89 60
1968 |
18.8 |
80 3
toyota corolla tercel |
| 32.1 |
4 98 70
2120 |
15.5 80 1 chevrolet chevette
| 37.2 |
4 86 65
2019 |
16.4 80 3
datsun 310 |
28 4 151 90
| 2678 |
16.5 80 1 chevrolet citation
| 26.4 |
4 140 88
2870 |
18.1 80 1 ford fairmont
| 24.3 |
4 151 90
3003 |
20.1 80 1 amc concord
| 19.1 |
6 225 90
3381 |
18.7 80 1 dodge aspen
| 34.3 |
4 97 78
2188 |
15.8 80 2
audi 4000 |
|
| 29.8 |
4 134 90
2711 |
15.5 80 3
toyota corona liftback |
| 31.3 |
4 120 75 2542 17.5 80 3
| mazda 626 |
37 4 119 92
| 2434 |
15 80 3
datsun 510 hatchback |
| 32.2 |
4 108 75 2265 15.2 80 3 toyota corolla
| 46.6 |
4 86 65
| 2110 |
17.9 |
80 3 mazda glc
| 27.9 |
4 156 105
2800 |
14.4 80 1 dodge colt
| 40.8 |
4 85 65 2110 19.2 80 3 datsun 210
| 44.3 |
4 90 48
2085 |
21.7 |
80 2
vw rabbit c (diesel) |
| 43.4 |
4 90 48
2335 |
| 23.7 |
80 2
vw dasher (diesel) |
| 36.4 |
5 121 67
| 2950 |
19.9 80 2
audi 5000s (diesel) |
30 4 146 67
| 3250 |
21.8 |
80 2
mercedes-benz 240d |
| 44.6 |
4 91 67
1850 |
| 13.8 |
80 3
honda civic 1500 gl |
| 40.9 |
4 85 ?
1835 |
17.3 80 2
renault lecar deluxe |
| 33.8 |
4 97 67
2145 |
18 80 3 subaru dl
29.8 4 89 62
| 1845 |
15.3 80 2
vokswagen rabbit |
| 32.7 |
6 168
132 |
2910 |
11.4 80 3
datsun 280-zx |
23.7 3 70 100
| 2420 |
12.5 80 3
mazda rx-7 gs |
35 4 122 88
| 2500 |
15.1 80 2
triumph tr7 coupe |
| 23.6 |
4 140 ?
2905 |
14.3 80 1
ford mustang cobra |
|
| 32.4 |
4 107 72
2290 |
17 80 3 honda accord
27.2 4 135 84
| 2490 |
15.7 81 1
| plymouth reliant |
|
| 26.6 |
4 151 84
| 2635 |
16.4 81 1 buick skylark
| 25.8 |
4 156 92
2620 |
14.4 81 1
dodge aries wagon (sw) |
23.5 6 173 110
| 2725 |
| 12.6 |
81 1 chevrolet citation
30 4 135 84
| 2385 |
12.9 81 1 plymouth reliant
| 39.1 |
4 79 58
1755 |
16.9 81 3
toyota starlet |
39 4 86 64
| 1875 |
16.4 81 1
plymouth champ |
| 35.1 |
4 81 60
1760 |
16.1 |
81 3
honda civic 1300 |
| 32.3 |
4 97 67 2065 17.8 81 3 subaru
37 4 85 65 1975 19.4 81 3
| datsun 210 mpg |
| 37.7 |
4 89 62
2050 |
17.3 81 3
toyota tercel |
34.1 4 91 68 1985 16 81 3
| mazda glc 4 |
| 34.7 |
4 105 63
2215 |
14.9 81 1
plymouth horizon 4 |
| 34.4 |
4 98 65 2045 16.2 81 1
ford escort 4w |
| 29.9 |
4 98 65
2380 |
20.7 |
81 1
ford escort 2h |
33 4 105 74 2190 14.2 81 2
| volkswagen jetta |
34.5 4 100 ?
| 2320 |
15.8 81 2
renault 18i |
| 33.7 |
4 107 75
2210 |
14.4 81 3
honda prelude |
32.4 4 108 75
| 2350 |
16.8 81 3 toyota corolla
| 32.9 |
4 119 100
2615 |
14.8 81 3
datsun 200sx |
| 31.6 |
4 120 74 2635
18.3 |
81 3 mazda 626
| 28.1 |
4 141 80
3230 |
20.4 |
81 2
peugeot 505s turbo diesel |
| 30.7 |
6 145 76
3160 |
| 19.6 |
81 2
volvo diesel |
25.4 6 168 116
| 2900 |
12.6 81 3
toyota cressida |
| 24.2 |
6 146 120 2930 13.8 81 3
datsun 810 maxima |
| 22.4 |
6 231 110
3415 |
15.8 81 1 buick century
26.6 8 350 105 3725 19 81 1
| oldsmobile cutlass ls |
20.2 6 200 88
| 3060 |
17.1 |
81 1
ford granada gl |
17.6 6 225 85
| 3465 |
16.6 81 1
chrysler lebaron salon |
28 4 112 88
| 2605 |
19.6 82 1
chevrolet cavalier |
27 4 112 88
| 2640 |
18.6 82 1
chevrolet cavalier wagon |
34 4 112 88 2395 18 82 1
| chevrolet cavalier 2-door |
31 4 112 85
| 2575 |
16.2 82 1
pontiac j2000 se hatchback |
29 4 135 84
| 2525 |
16 82 1
dodge aries se |
27 4 151 90
| 2735 |
18 82 1 pontiac phoenix
24 4 140 92
| 2865 |
16.4 82 1
ford fairmont futura |
36 4 105 74
| 1980 |
15.3 82 2
volkswagen rabbit l |
37 4 91 68
| 2025 |
18.2 82 3
| mazda glc custom |
l
31 4 91 68
| 1970 |
17.6 82 3 mazda glc custom
38 4 105 63
|
| 2125 |
14.7 82 1
plymouth horizon miser |
36 4 98 70 2125 17.3 82 1
| mercury lynx l |
36 4 120 88
| 2160 |
14.5 82 3
nissan stanza xe |
36 4 107 75
| 2205 |
14.5 82 3 honda accord
34 4 108 70
| 2245 |
16.9 82 3 toyota corolla
38 4 91 67
|
| 1965 |
15 82 3 honda civic
32 4 91 67 1965 15.7 82 3
| honda civic (auto) |
38 4 91 67
| 1995 |
16.2 82 3
datsun 310 gx |
25 6
| 181 |
110 2945 16.4 82 1
buick century limited |
38 6 262 85
| 3015 |
17 82 1
oldsmobile cutlass ciera (diesel) |
26 4 156 92
| 2585 |
14.5 82 1
chrysler lebaron medallion |
22 6 232 112
| 2835 |
14.7 82 1
ford granada l |
32 4 144 96
| 2665 |
13.9 82 3 toyota celica gt
36 4 135 84
| 2370 |
13 82 1
dodge charger 2.2 |
27 4 151 90 2950 17.3 82 1
| chevrolet camaro |
27 4 140 86
| 2790 |
15.6 |
82 1
ford mustang gl |
44 4 97 52 2130
| 24.6 |
82 2
vw pickup |
32 4 135 84
| 2295 |
11.6 |
82 1
dodge rampage |
28 4 120 79
| 2625 |
18.6 82 1
ford ranger |
31 4 119 82 2720 19.4 82 1
| chevy s-10 |
| crim |
zn |
indus |
chas |
nox |
rm |
age |
dis |
rad |
tax |
ptratio |
black |
lstat |
medv |
|
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| 0 |
.00
|
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| 6 |
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| 3 |
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| 2 |
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| 1 |
|
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|
|
|
|
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|
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| 8 |
2.
| 31 |
0
0.
|
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| 5 |
38
| 6.5 |
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7 |
5
| 65.2 |
|
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| 4 |
.09
1
2
|
|
|
| 96 |
|
|
| 15 |
.3
|
|
|
|
| 39 |
6.9 |
4.
| 98 |
|
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|
|
| 24 |
| 0.0
| 27 |
31
0
| 7.07 |
0
| 0.
|
| 46 |
9
6.4
|
|
|
|
|
|
|
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|
|
|
|
| 21 |
7
| 8.9 |
| 4.9
| 67 |
1
2
| 242 |
|
| 1
|
| 7.8 |
| 3
| 96.9 |
| 9.1 |
4
| 21.6 |
| 0.027
|
| 29 |
0 7.07 0
|
|
|
| 0.4 |
6
9
7.1
|
| 85 |
61.1 |
4.96
71 |
2 242
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 17 |
.8
|
| 392.8 |
3
4.03 |
3
| 4.7 |
| 0.03
|
|
|
| 23 |
7
0
|
| 2.
|
|
|
|
|
| 18 |
0
|
| 0.
|
|
|
|
|
|
| 45 |
8
6.998 |
| 45.8 |
|
| 6.0
| 62 |
2
3
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 22 |
2
|
|
|
|
|
|
|
|
|
|
| 1
| 8.7 |
3
| 94 |
.
63 |
| 2.9 |
4
|
|
|
|
|
| 33 |
.4
| 0.06
|
|
|
|
|
|
| 90 |
5
0
2.1 |
8 0 0.4
58 |
7.
|
| 14 |
7
| 54 |
.2
| 6.06 |
22 3
|
|
| 222 |
18.7
|
|
|
|
|
|
|
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|
|
| 396.9 |
| 5.33 |
3
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6.2 |
| 0.02985 |
0
|
|
| 2.18 |
0 0.458
| 6.43 |
| 58.7 |
6.0622 3 222 18.7
3
|
|
| 94.1 |
2
5.21 |
|
|
|
| 28 |
.7
| 0.08
| 82 |
9
|
|
|
|
|
|
|
|
|
|
|
| 12 |
.5
|
|
|
|
|
| 7.87 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 0.52 |
4
6.012 |
6
|
| 6.6 |
|
| 5.5 |
|
|
| 60 |
5
5
|
|
|
|
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3.9342 |
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3.8473 |
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20
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5.6894 |
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62
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45.7 |
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7.249 |
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8.6966 |
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4.81 |
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313 |
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6.816 |
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8.3248 |
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256 |
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6.145 |
29.2 |
7.8148 |
8
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19.7 |
390.68 |
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2
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19.6 |
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66.2 |
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8 284 19.7
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18.7
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14.44 |
16
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67.8 |
7.2
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8 284 19.7 396.9 6.73
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7.9809 |
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9.2229 |
3
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4 337
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19.4
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9
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21.4
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18.9
3
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1
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36.8 |
6.498 4 345 18.9 396.9
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6
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8.79 |
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0
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3
4
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38
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24.2 |
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17.5 5.2873 4 305 19.2
3
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4
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7.8 5.2873 4 305 19.2
390.91 |
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|
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0 10.81 0 0.413
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5
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377.17 |
7.54 |
23.4
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0
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6
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5 398 18.7
3
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2
6.78 |
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45
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5 398 18.7
3
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3
8.94 |
21.4
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74.5 |
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22
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373.66 |
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7
20
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4.0905 |
5 398 18.7
3
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6
10.27 |
|
|
| 20.8 |
| 0.05646 |
0 12.83 0 0.437
| 6.23 |
2
53.7 |
5.0141 |
5 398 18.7
386.4 |
| 12.3 |
4
21.2
| 0.08387 |
0 12.83 0 0.437
5.874 |
36.6 4.5026 5 398 18.7
| 396.06 |
9.1 20.3
| 0.04113 |
25
|
|
|
| 4.86 |
0
|
|
| 0.426 |
| 6.727 |
33.5 |
|
|
| 5.4007 |
4 281 19 396.9
| 5.29 |
28
| 0.04462 |
25 4.86 0 0.426
6.619 |
| 70.4 |
5.4007 4 281 19 395.63 7.22
|
|
|
| 23.9 |
| 0.03659 |
25 4.86 0 0.426
6.302 |
|
|
| 32.2 |
5.4007 4 281 19 396.9 6.72
|
|
|
| 24.8 |
| 0.03551 |
25 4.86 0 0.426
|
| 6.167 |
| 46.7 |
5.4007 4 281 19
390.64 |
7.51 |
22.9
| 0.05059 |
0 4.49 0
|
|
| 0.449 |
6.389 |
48
4.7794 |
3 247
|
|
|
|
|
|
|
|
| 1
|
| 8.5 |
396.9
9.62 |
23.9
| 0.05735 |
0 4.49 0 0.449 6.63
56.1 |
4.4377 |
3 247 18.5
392.3 |
6.53 |
26.6
| 0.05188 |
0 4.49 0 0.449
6.015 |
45.1 |
4.4272 |
3 247 18.5
395.99 |
12.86 |
|
| 22.5 |
| 0.07151 |
0 4.49 0 0.449
|
| 6.12 |
1
56.8 |
3.7476 |
3 247 18.5
395.15 |
8.44 |
22.2
| 0.0566 |
0
|
|
| 3.41 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 0.489 |
7.007 |
86.3 |
3.4217 |
2
|
|
|
|
|
| 270 |
17.8 396.9 5.5
|
| 23.6 |
| 0.05302 |
0 3.41 0 0.489
7.079 |
63.1 |
3.4145 |
2 270 17.8 396.06 5.7
| 28.7 |
| 0.04684 |
0 3.41 0 0.489
6.417 |
66.1 |
3.0923 |
2 270 17.8
3
| 92.1 |
8
8.81 |
22.6
| 0.03932 |
0 3.41 0 0.489
|
| 6.405 |
73.9 |
3.0921 |
2 270 17.8
3
| 93.5 |
5
8.2 22
| 0.04203 |
28
|
| 1
| 5.04 |
0
|
|
|
|
|
|
|
|
|
| 0.46 |
4
6.442 |
| 53.6 |
|
| 3.665 |
9
4 270 18.2
395.01 |
8.16 |
22.9
| 0.02875 |
28 15.04 0 0.464 6.211
| 28.9 |
3.6659 4 270 18.2
| 396.3 |
3
6.21 25
| 0.04294 |
28 15.04 0 0.464
6.249 |
77.3 |
3.615 |
4 270 18.2 396.9
|
|
|
|
|
|
|
|
|
|
|
|
|
| 10.5 |
9
|
|
|
|
| 20.6 |
| 0.12204 |
0
|
|
|
| 2.89 |
0
|
|
|
| 0.445 |
| 6.62 |
5
57.8 |
|
|
|
| 3.4952 |
2 276 18
357.98 |
6.65 |
|
| 28.4 |
| 0.11504 |
0 2.89 0 0.445
6.163 |
69.6 |
3.4952 2 276 18
3
|
| 91.8 |
3
| 11.3 |
4
21.4
| 0.12083 |
0 2.89 0 0.445
8.069 |
76 3.4952 2 276 18 396.9
4.21 |
38.7 |
| 0.08187 |
0 2.89 0 0.445
| 7.82 |
36.9 |
3.4952 2 276 18
39
|
| 3.53 |
3.57 |
43.8 |
| 0.0686 |
0 2.89 0 0.445
7.416 |
62.5 |
3.4952 2 276 18 396.9
6.19 |
|
| 33.2 |
| 0.14866 |
0
|
|
|
|
|
|
|
|
|
| 8.56 |
0 0.52 6.727
| 79.9 |
| 2.7778 |
5
|
|
|
|
|
|
|
|
|
| 384 |
20.9
3
|
| 94.7 |
6
9.42 |
|
|
| 27.5 |
| 0.11432 |
0 8.56 0 0.52
6.781 |
71.3 |
2.8561 |
5 384 20.9 395.58
7.67 |
26.5 |
| 0.22876 |
0 8.56 0 0.52 6.405 85.4
| 2.7147 |
5 384 20.9
70.8 |
10.63 |
18.6
| 0.21161 |
0 8.56 0 0.52
| 6.13 |
7
87.4 |
2.7147 5 384 20.9
394.47 |
1
|
|
|
|
|
| 3.44 |
19.3
| 0.1396 |
0 8.56 0 0.52 6.167 90
2.421 |
5 384 20.9
3
|
|
| 92.6 |
9
12.33 |
|
|
|
|
|
|
|
|
|
| 20.1 |
| 0.13262 |
0 8.56 0 0.52
5.851 |
| 96.7 |
2.1069 |
5 384 20.9
394.05 |
|
|
|
|
|
|
| 16.4 |
7
|
|
|
| 19.5 |
| 0.1712 |
0 8.56 0 0.52
5.836 |
| 91.9 |
2.211 |
5 384 20.9
39
| 5.67 |
18.66 |
19.5
| 0.13117 |
0 8.56 0 0.52
|
| 6.127 |
85.2 |
2.1
|
|
|
|
|
|
|
|
|
| 224 |
5 384 20.9
3
| 87.6 |
9
14.09 |
20.4
| 0.1
| 280 |
2
0 8.56 0 0.52
| 6.47 |
4
97.1 |
2.4
|
|
|
|
|
| 329 |
5 384 20.9
3
| 95.2 |
4
12.27 |
|
| 19.8 |
| 0.26363 |
0 8.56 0 0.52
|
| 6.229 |
| 91.2 |
2.5451 |
5 384 20.9
|
|
|
|
|
|
|
|
| 391 |
.23
| 15.5 |
5
19.4
| 0.10793 |
0 8.56 0 0.52
6.195 |
54.4 |
2.7778 5 384 20.9
393.49 |
13 21.7
| 0.10084 |
0
|
|
|
|
|
|
|
| 10.01 |
0
|
|
|
|
|
|
|
| 0.547 |
6.715 |
81.6 |
2.6775 |
6 432 17.8
395.59 |
10.16 |
22.8
| 0.12329 |
0 10.01 0 0.547
| 5.91 |
3
92.9
2.3534 |
6 432 17.8
39
|
|
| 4.95 |
16.21 |
18.8
| 0.22212 |
0 10.01 0 0.547
6.092 |
|
|
| 95.4 |
2.548 |
6 432 17.8 396.9
17.09 |
18.7
| 0.14231 |
0 10.01 0 0.547
| 6.25 |
4
84.2 |
| 2.25 |
65
6 432 17.8
388.74 |
|
|
|
| 10.4 |
5
18.5
| 0.17134 |
0 10.01 0 0.547
5.928 |
88.2 |
|
|
|
|
|
|
|
| 2.46 |
31
6 432 17.8
344.91 |
|
|
| 15.7 |
6
18.3
| 0.1
|
| 315 |
8
0 10.01 0 0.547
6.176 |
72.5 |
2.7301 |
6 432 17.8
3
|
| 93.3 |
12.04 |
21.2
| 0.15098 |
0 10.01 0 0.547
| 6.02 |
1
| 82.6 |
2.7474 |
6 432 17.8
394.51 |
10.3 |
19.2
| 0.13058 |
0 10.01 0 0.547
5.872 |
73.1 |
| 2.47 |
75
6 432 17.8
338.63 |
|
|
|
| 15.3 |
7
20.4
| 0.14476 |
0 10.01 0 0.547
5.731 |
65.2
2.7592 |
6 432 17.8
3
| 91.5 |
13.61 |
19.3
| 0.06899 |
0
|
|
|
|
|
| 25.65 |
0
|
|
|
|
|
|
|
|
|
| 0.58 |
1
5.87
69.7 |
2.2577 |
2 188
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19.1 |
3
| 89.1 |
5
|
| 14.3 |
7
22
| 0.07165 |
0 25.65 0 0.581 6.004
| 84.1 |
2.1974 |
2 188 19.1
377.67 |
| 14.2 |
7
20.3
| 0.09299 |
0 25.65 0 0.581 5.961 92.9
2.0869 |
2 188 19.1
378.09 |
17.93 |
20.5
| 0.15038 |
0 25.65 0 0.581
| 5.856 |
97
1.9444 |
2 188 19.1
3
| 70.3 |
1
25.41 |
17.3
| 0.09849 |
0 25.65 0 0.581
5.879 |
95.8 |
2.0063 |
2 188 19.1
37
| 9.38 |
17.58 |
18.8
| 0.16902 |
0 25.65 0 0.581
|
| 5.98 |
6
| 88.4 |
1.9929 |
2 188 19.1
385.02 |
14.81 |
21.4
| 0.38735 |
0 25.65 0 0.581
5.613 |
95.6
1.7572 |
2 188 19.1
35
| 9.29 |
2
| 7.26 |
15.7
| 0.25915 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2
| 1.89 |
0
|
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|
|
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|
| 0.624 |
5.693 |
96
1.7883 |
4 437 21.2
392.11 |
1
| 7.19 |
16.2
| 0.3
|
|
|
|
| 254 |
3
0 21.89 0 0.624
| 6.431 |
|
|
| 98.8 |
1.8125 |
4 437 21.2 396.9
15.39 |
18
| 0.88125 |
0 21.89 0 0.624
5.637 |
94.7
1.9799 |
4 437 21.2 396.9
18.34 |
14.3
| 0.34006 |
0 21.89 0 0.624
6.458 |
|
| 98.9 |
2.1185 |
4 437 21.2
395.04 |
|
|
|
| 12.6 |
19.2
| 1.19294 |
0 21.89 0 0.624
|
| 6.32 |
6
97.7 |
2.271 |
4 437 21.2 396.9
12.26 |
19.6
| 0.59005 |
0 21.89 0 0.624
6.372 |
|
|
| 97.9 |
2.3274 |
4 437 21.2
385.76 |
| 11.1 |
2
23
|
| 0.32 |
982
0 21.89 0 0.624
5.822 |
95.4
2.4699 |
4 437 21.2
3
| 88.6 |
9
1
| 5.03 |
18.4
| 0.97617 |
0 21.89 0 0.624
| 5.757 |
| 98.4 |
2.346 |
4 437 21.2
262.76 |
17.31 |
15.6
|
|
|
|
| 0.55 |
778
0 21.89 0 0.624
6.335 |
|
|
| 98.2 |
2.1107 |
4 437 21.2
3
|
| 94.6 |
7
|
|
|
|
|
| 16.9 |
6
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 18.1 |
| 0.32
|
|
|
|
|
|
|
|
|
|
|
| 264 |
0 21.89 0 0.624
5.942 |
93.5
1.9669 |
4 437 21.2
378.25 |
16.9 17.4
| 0.
|
| 352 |
33
0 21.89 0 0.624
6.454 |
98.4
1.8498 |
4 437 21.2
39
| 4.08 |
1
|
| 4.59 |
17.1
| 0.2498 |
0 21.89 0 0.624
5.857 |
98.2
1.6686 |
4 437 21.2
392.04 |
| 21.32 |
|
| 13.3 |
|
|
|
|
|
|
|
|
|
|
|
|
| 0.544 |
52
0 21.89 0 0.624
| 6.15 |
1
97.9
1.6687 |
4 437 21.2 396.9
| 18.46 |
17.8
| 0.2909 |
0 21.89 0 0.624
6.174 |
| 93.6 |
1.6119 |
4 437 21.2
388.08 |
2
| 4.16 |
14
| 1.62864 |
0 21.89 0 0.624
5.019 |
100
1.4394 |
4 437 21.2 396.9
34.41 |
14.4
|
| 3.32 |
105
0
|
|
|
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|
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|
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| 19.58 |
1
|
|
|
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|
|
|
|
| 0.871 |
5.403 |
100
1.3216 |
5 403
|
|
|
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|
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|
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|
|
|
|
|
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| 14.7 |
396.9
26.82 |
13.4
| 4.0974 |
0 19.58 0 0.871
5.468 |
100
1.4118 |
5 403 14.7 396.9
|
|
| 26.4 |
2
15.6
| 2.77974 |
0 19.58 0 0.871
4.903 |
97.8 |
1.3459 |
5 403 14.7 396.9
29.29 |
| 11.8 |
| 2.37934 |
0 19.58 0 0.871 6.13 100
1.4191 |
5 403 14.7
1
| 72.9 |
1
27.8 |
13.8
| 2.15505 |
0 19.58 0 0.871
5.628 |
100
1.5166 |
5 403 14.7
169.27 |
16.65 |
15.6
| 2.36862 |
0 19.58 0 0.871
4.926 |
95.7 |
1.4608 |
5 403 14.7
| 391.7 |
1
2
| 9.53 |
| 14.6 |
| 2.
|
|
|
|
|
|
|
|
|
| 330 |
99
0 19.58 0 0.871
5.186 |
| 93.8 |
1.5
|
|
|
|
|
|
| 296 |
5 403 14.7
356.99 |
28.32 |
17.8
| 2.73397 |
0 19.58 0 0.871
5.597 |
94.9
|
|
|
| 1.52 |
57
5 403 14.7
3
| 51.8 |
5
21.45 |
| 15.4 |
| 1.6566 |
0 19.58 0 0.871
| 6.122 |
|
| 97.3 |
1.618 |
5 403 14.7
372.8 |
14.1
|
| 21.5 |
| 1.49632 |
0 19.58 0 0.871
| 5.404 |
100
1.5916 |
5 403 14.7
| 341.6 |
13.28 |
19.6
| 1.12658 |
0 19.58 1 0.871
5.012 |
88
1.6102 |
5 403 14.7
343.28 |
| 12.1 |
2
15.3
| 2.14918 |
0 19.58 0 0.871
5.709 |
98.5 |
1.6232 |
5 403 14.7
261.95 |
1
| 5.79 |
19.4
|
| 1.413 |
85
0 19.58 1 0.871
6.129 |
96
1.7494 |
5 403 14.7
321.02 |
1
| 5.12 |
17
| 3.53501 |
0 19.58 1 0.871
| 6.152 |
82.6
1.7455 |
5 403 14.7
8
| 8.01 |
| 15.02 |
15.6
| 2.44668 |
0 19.58 0 0.871
5.272 |
94
| 1.73 |
64
5 403 14.7
88.63 |
16.14 |
13.1
| 1.
|
|
|
|
| 223 |
58
0 19.58 0
|
|
|
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|
|
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|
|
|
| 0.605 |
6.943 |
|
| 97.4 |
1.8773 |
5 403 14.7
363.43 |
4.59
41.3 |
| 1.34284 |
0 19.58 0 0.605
6.066 |
100
1.7573 |
5 403 14.7
3
| 53.8 |
9
6.43
|
| 24.3 |
| 1.42502 |
0 19.58 0 0.871 6.51 100
| 1.76 |
59
5 403 14.7
364.31 |
| 7.39 |
23.3
| 1.27346 |
0 19.58 1 0.605 6.25 92.6
1.7984 |
5 403 14.7
3
| 38.9 |
2
5.5 27
| 1.46336 |
0 19.58 0 0.605
7.489 |
| 90.8 |
1.9709 |
5 403 14.7
3
| 74.4 |
3
1.73 50
| 1.83377 |
0 19.58 1 0.605
7.802 |
98.2
2.0407 |
5 403 14.7
3
| 89.6 |
1
1.92 |
50
| 1.51902 |
0 19.58 1 0.605
8.375 |
93.9
2.162 |
5 403 14.7
| 388.45 |
3.32 50
|
|
|
| 2.24 |
236
0 19.58 0 0.605
| 5.854 |
91.8
2.
| 422 |
5 403 14.7 395.11
11.64 |
| 22.7 |
| 2.924 |
0 19.58 0 0.605
6.101 |
93
2.2834 |
5 403 14.7
2
| 40.1 |
6
9.81 |
25
|
| 2.01 |
019
0 19.58 0 0.605
7.929 |
96.2
2.0459 |
5 403 14.7
369.3 |
3.7 50
| 1.80028 |
0 19.58 0 0.605
5.877 |
| 79.2 |
| 2.4259 |
5 403 14.7
22
| 7.61 |
12.14 |
|
|
| 23.8 |
| 2.
|
|
|
|
|
|
| 300 |
4
0 19.58 0 0.605
| 6.31 |
9
96.1 2.1 5 403 14.7
297.09 |
11.1 23.8
| 2.44953 |
0 19.58 0 0.605
6.
|
| 402 |
95.2
2.2625 |
5 403 14.7
330.04 |
11.32 |
|
| 22.3 |
| 1.20742 |
0 19.58 0 0.605
| 5.875 |
94.6 2.4259 5 403 14.7
2
| 92.2 |
9
14.43 |
17.4
| 2.3139 |
0 19.58 0 0.605 5.88 97.3
2.3887 |
5 403 14.7
|
| 348 |
.13
1
|
| 2.03 |
19.1
| 0.13914 |
0 4.05 0
|
|
|
|
|
| 0.51 |
5.572 |
| 88.5 |
2.5961 |
5 296 16.6 396.9
1
| 4.69 |
23.1
| 0.09178 |
0 4.05 0 0.51
6.416 |
84.1
2.6463 |
5 296 16.6 395.5
9.04 |
23.6
| 0.08447 |
0 4.05 0 0.51
5.859 |
68.7 |
2.7019 |
5 296 16.6
| 393.23 |
9.64 |
22.6
| 0.0
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 666 |
4
0 4.05 0 0.51
| 6.54 |
6
|
| 33.1 |
| 3.13 |
23
5 296 16.6
390.96 |
5.33
29.4 |
| 0.07022 |
0 4.05 0 0.51 6.02 47.2
3.5549 |
5 296 16.6 393.23
| 10.11 |
|
|
| 23.2 |
| 0.05425 |
0 4.05 0 0.51
| 6.315 |
73.4 |
| 3.3175 |
5 296 16.6 395.6 6.29
| 24.6 |
| 0.06642 |
0 4.05 0 0.51 6.86 74.4
2.9153 |
5 296 16.6
391.27 |
6.92 |
29.9 |
0.0578 0 2.46 0
|
|
|
|
|
|
|
| 0.488 |
| 6.98 |
58.4 |
2.829 |
3
|
|
|
|
|
|
| 193 |
17.8 396.9 5.04
| 37.2 |
| 0.06588 |
0 2.46 0 0.488
7.765 |
83.3
2.741 |
3 193 17.8
39
| 5.56 |
7.56
39.8 |
| 0.06888 |
0 2.46 0 0.488
| 6.144 |
62.2 |
2.5979 |
3 193 17.8 396.9
9.45 |
36.2 |
| 0.09103 |
0 2.46 0 0.488
7.155 |
92.2
2.7006 |
3 193 17.8
394.12 |
4.82 |
37.9 |
| 0.10008 |
0 2.46 0 0.488
| 6.56 |
3
95.6
2.847 |
3 193 17.8 396.9 5.68
32.5 |
| 0.08308 |
0 2.46 0 0.488
5.604 |
89.8 |
| 2.98 |
79
3 193 17.8 391
13.98 |
26.4
| 0.06047 |
0 2.46 0 0.488
6.153 |
68.8 |
3.2797 |
3 193 17.8
387.11 |
13.15
| 29.6 |
| 0.05602 |
0 2.46 0 0.488
| 7.83 |
1
53.6
3.1992 |
3 193 17.8
392.63 |
4.45 50
| 0.07875 |
45 3.44 0 0.437
| 6.782 |
| 41.1 |
3.7886 |
5 398 15.2
393.87 |
| 6.68 |
32
| 0.12579 |
45 3.44 0 0.437
6.556 |
|
| 29.1 |
|
| 4.56 |
67
5 398 15.2
| 382 |
.84
4.56
| 29.8 |
| 0.0837 |
45 3.44 0 0.437
| 7.18 |
5
38.9
4.5667 |
5 398 15.2 396.9 5.39 34.9
| 0.09068 |
45 3.44 0 0.437
| 6.951 |
21.5
|
| 6.4798 |
5 398 15.2
37
| 7.68 |
5.1 37
| 0.06911 |
45 3.44 0 0.437
6.739 |
30.8 6.4798 5 398 15.2
38
| 9.71 |
4.69
30.5 |
| 0.08664 |
45 3.44 0 0.437
7.178 |
26.3 |
6.4798 5 398 15.2
3
| 90.4 |
9
2.87 |
36.4 |
| 0.02187 |
60
| 2.93 |
0
|
| 0.401 |
6.8 9.9
|
| 6.219 |
6
1 265 15.6
| 393.37 |
5.03 31.1
| 0.01439 |
60 2.93 0 0.401
6.604 |
18.8 6.2196 1 265 15.6
3
|
| 76.7 |
4.38 |
29.1
| 0.01381 |
80 0.46 0
0.422 |
7.875 |
32
| 5.648 |
4
4 255 14.4
394.23 |
| 2.97 |
50
| 0.04011 |
80 1.52 0
|
| 0.404 |
7.287 |
34.1 |
|
| 7.309 |
2 329 12.6 396.9 4.08 33.3
| 0.04666 |
80 1.52 0 0.404
7.107 |
36.6 7.309 2 329 12.6
3
|
| 54.3 |
1
8.61 |
30.3 |
| 0.03768 |
80 1.52 0 0.404
7.274 |
38.3 |
7.309 2 329 12.6
392.2 |
6.62
34.6 |
| 0.0315 |
95
| 1.47 |
0
| 0.403 |
6.975 |
15.3
| 7.6534 |
3 402 17 396.9 4.56 34.9
| 0.01778 |
95 1.47 0 0.403
7.135 |
13.9 7.6534 3 402 17
384.3 |
4.45
| 32.9 |
| 0.03445 |
|
|
| 82.5 |
2.03 0
| 0.415 |
| 6.162 |
38.4 |
6.27 2 348 14.7
393.77 |
7.43 |
24.1
| 0.02177 |
82.5 2.03 0 0.415 7.61 15.7 6.27 2 348 14.7
395.38 |
| 3.11 |
| 42.3 |
| 0.0
| 351 |
95
| 2.68 |
0 0.4161
| 7.85 |
3
33.2
| 5.118 |
4 224 14.7
| 392.78 |
3.81 |
| 48.5 |
| 0.02009 |
95 2.68 0 0.4161
8.034 |
| 31.9 |
5.118 4 224 14.7
390.55 |
2.88 |
50
| 0.13642 |
0 10.59 0 0.489
| 5.89 |
1
22.3
|
|
| 3.945 |
4
4
|
|
|
|
|
|
|
|
|
| 277 |
18.6 396.9
10.87 |
22.6
| 0.22969 |
0 10.59 0 0.489 6.326
|
|
| 52.5 |
| 4.3549 |
4 277 18.6
3
| 94.8 |
7
|
| 10.9 |
7
|
|
| 24.4 |
| 0.25199 |
0 10.59 0 0.489
5.783 |
72.7 |
4.3549 4 277 18.6
3
| 89.4 |
3
| 18.06 |
22.5
| 0.13587 |
0 10.59 1 0.489
6.064 |
59.1 |
4.2392 |
4 277 18.6
3
| 81.3 |
2
14.66 |
24.4
|
| 0.435 |
71
0 10.59 1 0.489
5.344 |
100
3.875 |
4 277 18.6 396.9
23.09 |
20
| 0.17446 |
0 10.59 1 0.489 5.96 92.1
3.8771 |
4 277 18.6
393.25 |
|
|
|
| 17.2 |
7
21.7
| 0.37578 |
0 10.59 1 0.489 5.404 88.6 3.665 4 277 18.6
| 395.24 |
| 23.98 |
19.3
| 0.21719 |
0 10.59 1 0.489
5.807 |
53.8
| 3.65 |
26
4 277 18.6
| 390.94 |
16.03 |
| 22.4 |
| 0.14052 |
0 10.59 0 0.489
6.375 |
32.3 |
3.9454 4 277 18.6
385.81 |
9.38
| 28.1 |
| 0.
|
|
|
|
| 289 |
55
0 10.59 0 0.489
5.412 |
9.8
3.5875 |
4 277 18.6
34
| 8.93 |
29.55 |
|
|
| 23.7 |
| 0.
| 198 |
02
0 10.59 0 0.489
6.182 |
42.4 |
3.9454 4 277 18.6
393.63 |
9.47 |
25
| 0.0456 |
0
|
|
| 13.89 |
1 0.55
5.888 |
56
3.1121 |
5 276 16.4 392.8
| 13.5 |
1
23.3
| 0.07013 |
0 13.89 0 0.55
6.642 |
| 85.1 |
3.4211 |
5 276 16.4 392.78
|
|
|
|
|
|
|
| 9.69 |
28.7
| 0.11069 |
0 13.89 1 0.55
5.951 |
93.8
2.8893 |
5 276 16.4 396.9
17.92 |
21.5
| 0.11425 |
0 13.89 1 0.55
6.373 |
| 92.4 |
3.3633 |
5 276 16.4
|
| 393.74 |
10.5 23
| 0.35809 |
0 6.2 1
|
|
|
|
|
|
|
|
| 0.507 |
6.951 88.5
2.8617 |
8 307 17.4 391.7 9.71
26.7 |
| 0.40771 |
0 6.2 1 0.507
6.164 |
91.3 |
3.048 |
8 307 17.4 395.24
21.46 |
21.7
| 0.62356 |
0 6.2 1 0.507
| 6.87 |
9
| 77.7 |
| 3.2721 |
8 307 17.4
| 390.3 |
9
9.93 |
27.5
|
|
|
|
|
|
|
| 0.614 |
7
0 6.2 0 0.507
6.618 |
| 80.8 |
3.2721 8 307 17.4 396.9 7.6
|
| 30.1 |
| 0.31533 |
0 6.2 0
|
|
|
|
|
|
| 0.504 |
8.266 |
78.3 |
| 2.8944 |
8 307 17.4
385.05 |
4.14 |
44.8 |
| 0.52693 |
0 6.2 0 0.504
8.725 |
83 2.8944 8 307 17.4 382
4.63 |
50
| 0.38214 |
0 6.2 0 0.504
8.04 |
| 86.5 |
| 3.2157 |
8 307 17.4
38
|
|
|
|
|
|
|
| 7.38 |
3.13
37.6 |
| 0.41238 |
0 6.2 0 0.504
7.163 |
79.9 3.2157 8 307 17.4
372.08 |
|
| 6.36 |
31.6
| 0.29819 |
0 6.2 0 0.504
7.686 |
17
| 3.3751 |
8 307 17.4
377.51 |
3.92 |
46.7
| 0.44178 |
0 6.2 0 0.504
6.552 |
21.4 3.3751 8 307 17.4
3
| 80.3 |
4
| 3.76 |
|
| 31.5 |
| 0.537 |
0 6.2 0 0.504
5.981 |
68.1 |
| 3.6715 |
8 307 17.4
378.35 |
11.65 |
24.3
| 0.46296 |
0 6.2 0 0.504
7.412 |
76.9 3.6715 8 307 17.4
| 376.14 |
5.25 |
31.7 |
|
|
| 0.575 |
29
0 6.2 0 0.507
8.337 |
73.3 |
3.8384 |
8 307 17.4
385.91 |
2.47
41.7 |
| 0.33147 |
0 6.2 0 0.507
8.247 |
70.4
|
| 3.6519 |
8 307 17.4
378.95 |
3.95 48.3
|
|
|
|
|
| 0.447 |
91
0 6.2 1 0.507
6.726 |
66.5 |
3.6519 8 307 17.4
360.2 |
8.05 29
| 0.3
|
|
|
|
|
|
|
|
|
|
|
|
|
| 304 |
5
0 6.2 0 0.507
6.086 |
| 61.5 |
3.6519 8 307 17.4
376.75 |
10.88 |
24
| 0.52058 |
0 6.2 1 0.507
6.631 |
76.5
| 4.148 |
8 307 17.4 388.45
9.54 |
25.1 |
| 0.51183 |
0 6.2 0 0.507
7.358 |
71.6 |
4.148 8 307 17.4
390.07 |
4.73 |
31.5
| 0.08
| 244 |
30
|
|
|
|
| 4.93 |
0 0.428
| 6.48 |
1
18.5
| 6.1899 |
6 300 16.6
379.41 |
6.36 23.7
| 0.09252 |
30 4.93 0 0.428
6.606 |
42.2 |
6.1899 6 300 16.6
3
| 83.7 |
8
7.37 |
23.3
| 0.11329 |
30 4.93 0 0.428
6.897 |
54.3
|
| 6.3361 |
6 300 16.6
39
|
| 1.25 |
11.38 |
22
| 0.10612 |
30 4.93 0 0.428
6.095 |
65.1 |
6.3361 6 300 16.6
394.62 |
12.4 20.1
| 0.1029 |
30 4.93 0 0.428
6.358 |
52.9 |
| 7.0355 |
6 300 16.6
372.75 |
11.22 |
22.2
| 0.12757 |
30 4.93 0 0.428
6.393 |
7.8 7.0355 6 300 16.6
| 374.71 |
|
|
|
|
|
|
|
| 5.19 |
23.7
| 0.20608 |
22
|
|
|
|
|
|
|
|
| 5.86 |
0
|
|
|
|
|
|
|
|
| 0.431 |
5.593 |
76.5
| 7.9549 |
7 330 19.1
372.49 |
12.5
|
|
|
|
|
|
|
|
| 17.6 |
| 0.19133 |
22 5.86 0 0.431
5.605 |
70.2 |
7.9549 7 330 19.1
389.13 |
18.46 18.5
| 0.33983 |
22 5.86 0 0.431
| 6.108 |
34.9
| 8.0555 |
7 330 19.1
390.18 |
9.16 |
24.3
| 0.19657 |
22 5.86 0 0.431
6.226 |
79.2 8.0555 7 330 19.1 376.14
10.15 |
20.5
| 0.16439 |
22 5.86 0 0.431
6.433 |
49.1 |
| 7.8265 |
7 330 19.1 374.71
9.52 |
|
| 24.5 |
| 0.19073 |
22 5.86 0 0.431
6.718 |
17.5 7.8265 7 330 19.1 393.74 6.56
26.2 |
| 0.1403 |
22 5.86 0 0.431
6.487 |
13
| 7.3967 |
7 330 19.1
396.28 |
5.9 24.4
| 0.21409 |
22 5.86 0 0.431
6.438 |
8.9 7.3967 7 330 19.1
| 377.07 |
3.59 |
24.8
| 0.08221 |
22 5.86 0 0.431
6.957 |
6.8
| 8.9067 |
7 330 19.1
386.09 |
3.53 29.6
| 0.36894 |
22 5.86 0 0.431
8.259 |
8.4 8.9067 7 330 19.1 396.9
3.54 |
| 42.8 |
| 0.04819 |
80
| 3.64 |
0
| 0.392 |
6.108 32
| 9.2203 |
1 315 16.4
392.89 |
6.57 |
21.9
| 0.03548 |
80 3.64 0 0.392
5.876 |
19.1 9.2203 1 315 16.4
395.18 |
9.25 |
20.9
| 0.01538 |
90 3.75 0
0.394 |
7.454 |
34.2 |
6.3361 3 244
| 15.9 |
386.34 |
3.11 44
| 0.61154 |
20 3.97 0
|
|
|
|
|
|
|
|
| 0.647 |
8.704 |
86.9
1.801 |
5 264 13
389.7 |
5.12 50
| 0.66351 |
20 3.97 0 0.647
7.333 |
100
1.8946 |
5 264 13
383.29 |
|
| 7.79 |
36
| 0.65665 |
20 3.97 0 0.647
6.842 |
100
2.0107 |
5 264 13
391.93 |
6.9 30.1
| 0.54011 |
20 3.97 0 0.647
7.203 |
81.8 |
2.1121 |
5 264 13 392.8
9.59 |
33.8
| 0.53412 |
20 3.97 0 0.647
7.52 |
89.4
2.1398 |
5 264 13
388.37 |
7.26
43.1 |
| 0.52014 |
20 3.97 0 0.647
8.398 |
91.5
2.2885 |
5 264 13
386.86 |
5.91
48.8 |
| 0.82526 |
20 3.97 0 0.647
7.327 |
94.5
2.0788 |
5 264 13
393.42 |
11.25 |
31
| 0.55007 |
20 3.97 0 0.647
7.206 |
91.6 |
1.9301 |
5 264 13
387.89 |
8.1
36.5 |
| 0.76162 |
20 3.97 0 0.647 5.56
62.8 |
1.9865 |
5 264 13
392.4 |
10.45 22.8
| 0.7857 |
20 3.97 0 0.647
| 7.01 |
4
84.6 |
2.1329 |
5 264 13
384.07 |
14.79 |
30.7 |
| 0.57834 |
20 3.97 0 0.575
8.297 |
67
2.4216 |
5 264 13
38
| 4.54 |
7.44 50
| 0.5405 |
20 3.97 0 0.575
7.47 |
52.6 |
2.872 |
5 264 13 390.3
| 3.16 |
43.5 |
| 0.09065 |
20
|
|
|
| 6.96 |
1 0.464 5.92 61.5
| 3.9175 |
3 223 18.6
| 391.34 |
13.65 |
| 20.7 |
| 0.29916 |
20 6.96 0 0.464 5.856
42.1 |
| 4.429 |
3 223 18.6
38
| 8.65 |
13 21.1
| 0.16211 |
20 6.96 0 0.464 6.24
16.3 |
4.429 3 223 18.6 396.9 6.59
25.2 |
| 0.1146 |
20 6.96 0 0.464
6.538 |
58.7 3.9175 3 223 18.6
394.96 |
7.73 |
24.4
| 0.22188 |
20 6.96 1 0.464
7.691 |
51.8
4.3665 |
3 223 18.6
| 3
| 90.7 |
7
6.58
35.2 |
| 0.05644 |
40 6.41 1 0.447
6.758 |
32.9
4.0776 |
4 254 17.6 396.9 3.53
32.4 |
| 0.09604 |
40 6.41 0 0.447
6.854 |
42.8
4.2673 |
4 254 17.6 396.9 2.98 32
| 0.10469 |
40 6.41 1 0.447
7.267 |
49
4.7872 |
4 254 17.6
389.25 |
6.05 |
33.2
| 0.06127 |
40 6.41 1 0.447
6.826 |
27.6 |
4.8628 |
4 254 17.6
| 393.45 |
4.16 33.1
| 0.07978 |
40 6.41 0 0.447
6.482 |
32.1 |
4.1403 |
4 254 17.6 396.9 7.19 29.1
| 0.21038 |
20
|
|
|
| 3.33 |
0
|
|
|
|
|
| 0.442 |
9
6.812 |
32.2
4.1007 |
5 216
|
|
|
|
|
| 14.9 |
396.9
4.85 |
35.1 |
| 0.03578 |
20 3.33 0 0.4429 7.82
64.5 |
4.6947 |
5 216 14.9
387.31 |
3.76
| 45.4 |
| 0.0
|
| 370 |
5
20 3.33 0 0.4429
| 6.968 |
37.2
5.2447 |
5 216 14.9
392.23 |
4.59 35.4
| 0.06129 |
20 3.33 1 0.4429
7.645 |
49.7 |
5.2119 |
5 216 14.9 377.07
3.01 |
46
|
| 0.01501 |
90
1.21 |
1 0.401
7.923 |
24.8 5.885 1 198 13.6
395.52 |
3.16 50
| 0.00906 |
90 2.97 0 0.4
7.088 |
20.8
| 7.3073 |
1
285 |
15.3
| 394.72 |
7.85 32.2
| 0.01096 |
55 2.25 0
0.389 |
6.453 |
31.9 7.3073 1 300 15.3 394.72
8.23 |
22
| 0.01965 |
80 1.76 0
0.385 |
6.23 31.5
| 9.08 |
92
1
241 |
18.2 341.6
12.93 |
20.1
| 0.03871 |
52.5
|
| 5.32 |
0
|
| 0.405 |
| 6.209 |
31.3 |
|
| 7.3172 |
6
|
| 293 |
16.6 396.9
7.14 |
23.2
| 0.0459 |
52.5 5.32 0 0.405 6.315
45.6 |
7.3172 6 293 16.6 396.9 7.6 22.3
| 0.04297 |
52.5 5.32 0 0.405
6.565 |
22.9 7.3172 6 293 16.6
3
| 71.7 |
2
9.51 |
24.8
| 0.03502 |
80 4.95 0
0.411 |
6.861 |
|
| 27.9 |
|
| 5.1167 |
4 245 19.2 396.9 3.33
28.5 |
| 0.07886 |
80 4.95 0 0.411
7.148 |
27.7 |
5.1167 4 245 19.2 396.9
3.56 |
| 37.3 |
| 0.03615 |
80 4.95 0 0.411 6.63 23.4 5.1167 4 245 19.2 396.9 4.7 27.9
| 0.08265 |
0
|
|
|
| 13.92 |
0 0.437 6.127 18.4
| 5.5027 |
4 289 16 396.9
8.58 |
23.9
| 0.08199 |
0 13.92 0 0.437 6.009 42.3 5.5027 4 289 16 396.9 10.4 21.7
| 0.12932 |
0 13.92 0 0.437
6.678 |
31.1
| 5.9604 |
4 289 16 396.9 6.27
28.6 |
| 0.05372 |
0 13.92 0 0.437
6.549 |
51 5.9604 4 289 16
392.85 |
7.39 27.1
| 0.14103 |
0 13.92 0 0.437 5.79 58 6.32 4 289 16 396.9
15.84 |
20.3
| 0.06466 |
70 2.24 0 0.4
6.345 |
20.1
|
| 7.8278 |
5 358 14.8
368.24 |
| 4.97 |
22.5
| 0.05561 |
70 2.24 0 0.4
7.041 |
10 7.8278 5 358 14.8
371.58 |
4.74 |
29
| 0.04417 |
70 2.24 0 0.4
6.871 |
47.4 |
7.8278 5 358 14.8
390.86 |
6.07 24.8
| 0.03537 |
34 6.09 0
|
| 0.433 |
6.59
40.4 |
|
|
|
| 5.49 |
17
7 329 16.1
395.75 |
9.5 22
| 0.09266 |
34 6.09 0 0.433 6.495 18.4 5.4917 7 329 16.1
383.61 |
8.67 |
26.4
0.1 34 6.09 0 0.433
| 6.982 |
| 17.7 |
5.4917 7 329 16.1
390.43 |
4.86 33.1
| 0.05515 |
33 2.18 0
|
|
| 0.472 |
7.236 |
41.1
4.022 |
7 222 18.4
| 393.68 |
6.93
| 36.1 |
| 0.05479 |
33 2.18 0 0.472
6.616 |
58.1 |
3.37 7 222 18.4
393.36 |
8.93 28.4
| 0.07503 |
33 2.18 0 0.472
7.42 |
71.9 |
3.0992 |
7 222 18.4 396.9 6.47
33.4 |
| 0.04932 |
33 2.18 0 0.472
6.849 |
70.3
3.1827 |
7 222 18.4 396.9
7.53 |
28.2 |
| 0.49298 |
0 9.9 0 0.544
| 6.635 |
82.5 3.3175 4 304 18.4 396.9 4.54 22.8
| 0.3494 |
0 9.9 0 0.544
5.972 |
76.7
3.1025 |
4 304 18.4
396.24 |
| 9.97 |
20.3
| 2.63548 |
0 9.9 0 0.544
4.973 |
37.8 |
2.5194 |
4 304 18.4
350.45 |
12.64 |
16.1
| 0.79041 |
0 9.9 0 0.544 6.122
52.8 |
2.6403 |
4 304 18.4 396.9 5.98
22.1 |
| 0.26169 |
0 9.9 0 0.544
6.023 |
90.4
2.834 |
4 304 18.4 396.3
|
| 11.7 |
2
19.4
| 0.26938 |
0 9.9 0 0.544
6.266 |
82.8 |
| 3.26 |
28
4 304 18.4
393.39 |
7.9 21.6
| 0.3692 |
0 9.9 0 0.544
6.567 |
87.3
3.6023 |
4 304 18.4
| 395.69 |
9.28 |
23.8
| 0.25356 |
0 9.9 0 0.544
5.705 |
77.7 3.945 4 304 18.4
3
| 96.4 |
2
| 11.5 |
16.2
| 0.31827 |
0 9.9 0 0.544
5.914 |
83.2
3.9986 |
4 304 18.4 390.7
18.33 |
17.8
| 0.24522 |
0 9.9 0 0.544
5.782 |
71.7
4.0317 |
4 304 18.4 396.9
15.94 |
19.8
| 0.40202 |
0 9.9 0 0.544
6.382 |
67.2 |
3.5325 |
4 304 18.4
395.21 |
10.36 |
23.1
| 0.47547 |
0 9.9 0 0.544
6.113 |
58.8 |
4.0019 |
4 304 18.4
396.23 |
12.73 |
21
| 0.1676 |
0 7.38 0
|
|
|
|
|
|
| 0.493 |
6.426 |
| 52.3 |
| 4.5404 |
5 287 19.6 396.9 7.2 23.8
| 0.18159 |
0 7.38 0 0.493
| 6.376 |
54.3 4.5404 5 287 19.6 396.9 6.87 23.1
| 0.35114 |
0 7.38 0 0.493
6.041 |
49.9 |
|
| 4.7211 |
5 287 19.6 396.9 7.7 20.4
| 0.28392 |
0 7.38 0 0.493
5.708 |
74.3 |
4.7211 5 287 19.6
3
| 91.1 |
3
11.74 |
18.5
| 0.34109 |
0 7.38 0 0.493
6.415 |
40.1 4.7211 5 287 19.6 396.9 6.12 25
| 0.19186 |
0 7.38 0 0.493 6.431 14.7
|
| 5.4159 |
5 287 19.6 393.68
5.08 |
24.6
| 0.30347 |
0 7.38 0 0.493
| 6.312 |
28.9 5.4159 5 287 19.6 396.9 6.15 23
| 0.24103 |
0 7.38 0 0.493
6.083 |
43.7 |
5.4159 5 287 19.6 396.9
12.79 |
22.2
| 0.06617 |
0 3.24 0 0.46
5.868 |
25.8 |
| 5.2146 |
4
|
| 430 |
16.9
382.44 |
9.97 19.3
| 0.06724 |
0 3.24 0 0.46
6.333 |
17.2 5.2146 4 430 16.9
375.21 |
7.34 |
22.6
| 0.04544 |
0 3.24 0 0.46 6.144 32.2
5.8736 |
4 430 16.9
368.57 |
9.09 |
19.8
| 0.05023 |
35 6.06 0
| 0.4379 |
5.706 |
28.4
| 6.6407 |
1 304 16.9
394.02 |
12.43 |
17.1
| 0.03466 |
35 6.06 0 0.4379
6.031 |
23.3 6.6407 1 304 16.9
362.25 |
7.83 19.4
| 0.05083 |
0 5.19 0
|
|
|
|
|
|
| 0.515 |
6.316 |
38.1 |
| 6.4584 |
5 224 20.2
389.71 |
5.68 22.2
| 0.03738 |
0 5.19 0 0.515 6.31
38.5 |
6.4584 5 224 20.2
389.4 |
6.75 20.7
| 0.03961 |
0 5.19 0 0.515
6.037 |
| 34.5 |
| 5.985 |
3
5 224 20.2 396.9 8.01 21.1
| 0.03427 |
0 5.19 0 0.515
5.869 |
46.3 |
5.2311 |
5 224 20.2 396.9 9.8 19.5
| 0.03041 |
0 5.19 0 0.515
5.895 |
59.6 |
5.615 |
5 224 20.2
394.81 |
10.56 |
18.5
| 0.03306 |
0 5.19 0 0.515
6.059 |
37.3
|
| 4.8122 |
5 224 20.2
396.14 |
8.51 |
20.6
| 0.05497 |
0 5.19 0 0.515 5.985 45.4 4.8122 5 224 20.2 396.9
9.74 |
19
| 0.06151 |
0 5.19 0 0.515
5.968 |
58.5 |
4.8122 5 224 20.2 396.9 9.29 18.7
| 0.01301 |
35 1.52 0 0.442
7.241 |
49.3 |
7.0379 |
1 284 15.5
394.74 |
5.49
32.7 |
| 0.02498 |
0 1.89 0
0.518 |
6.54
| 59.7 |
6.2669 |
1 422 15.9
3
| 89.9 |
6
8.65
16.5 |
| 0.02543 |
55 3.78 0
| 0.484 |
6.696 |
56.4 |
5.7321 |
5 370 17.6 396.9 7.18 23.9
| 0.03049 |
55 3.78 0 0.484
6.874 |
28.1
6.4654 |
5 370 17.6
3
|
|
|
| 87.9 |
7
4.61 |
31.2 |
| 0.03113 |
0 4.39 0 0.442
6.014 |
48.5
| 8.0136 |
3 352 18.8
385.64 |
10.53 |
17.5
| 0.06162 |
0 4.39 0 0.442
5.898 |
52.3 8.0136 3 352 18.8
364.61 |
| 12.67 |
17.2
| 0.0187 |
85
4.15 |
0
|
| 0.429 |
6.516 |
27.7
8.5353 |
4 351 17.9
392.43 |
6.36 23.1
0.01501 80 2.01 0 0.435 6.635
| 29.7 |
8.344 |
4 280 17 390.94 5.99 24.5
| 0.02899 |
40 1.25 0 0.429
6.939 |
34.5
| 8.7921 |
1 335 19.7
389.85 |
5.89 26.6
| 0.06211 |
40 1.25 0 0.429 6.49
44.4 |
8.7921 1 335 19.7 396.9 5.98 22.9
| 0.0795 |
60 1.69 0 0.411
6.579 |
35.9 |
| 10.7103 |
4 411 18.3
370.78 |
5.49 24.1
| 0.07244 |
60 1.69 0 0.411
5.884 |
18.5 10.7103 4 411 18.3
392.33 |
7.79 18.6
| 0.01709 |
90
2.02 |
0 0.41
| 6.728 |
36.1
12.1265 |
5 187 17
3
| 84.4 |
6
4.5 30.1
| 0.04301 |
80
| 1.91 |
0 0.413
5.663 |
21.9
|
| 10.58 |
57
4
| 334 |
22
382.8 |
8.05 18.2
| 0.10659 |
80 1.91 0 0.413
| 5.936 |
19.5 1
|
|
|
|
|
|
| 0.585 |
7 4 334 22
376.04 |
5.57 20.6
| 8.98296 |
0 18.1 1 0.77
6.212 |
97.4
2.1222 |
24 666 20.2
377.73 |
17.6 17.8
| 3.8497 |
0 18.1 1 0.77
6.395 |
91
| 2.505 |
2
24 666 20.2 391.34
13.27 |
21.7
| 5.20177 |
0 18.1 1 0.77 6.127
83.4 |
2.7227 |
24 666 20.2
395.43 |
11.48 |
22.7
| 4.26131 |
0 18.1 0 0.77
6.112 |
81.3
2.5091 |
24 666 20.2
390.74 |
12.67 22.6
| 4.54192 |
0 18.1 0 0.77
6.398 |
88
2.5182 |
24 666 20.2
374.56 |
7.79 25
| 3.83684 |
0 18.1 0 0.77
| 6.251 |
91.1
2.2955 |
24 666 20.2
350.65 |
14.19 |
|
| 19.9 |
| 3.67822 |
0 18.1 0 0.77
5.362 |
96.2
2.1036 |
24 666 20.2
380.79 |
10.19 |
20.8
| 4.22239 |
0 18.1 1 0.77
5.803 |
89
| 1.9047 |
24 666 20.2
353.04 |
14.64 |
16.8
| 3.47428 |
0 18.1 1
|
|
|
|
| 0.718 |
8.78 |
82.9 1.9047 24 666 20.2
354.55 |
5.29 21.9
| 4.55587 |
0 18.1 0 0.718
3.561 |
87.9
1.6132 |
24 666 20.2
354.7 |
7.12 |
27.5
| 3.69695 |
0 18.1 0 0.718
4.963 |
91.4 |
1.7523 |
24 666 20.2
316.03 |
14 21.9
| 13.5222 |
0 18.1 0
|
|
|
| 0.631 |
3.863 |
100
1.5106 |
24 666 20.2
131.42 |
13.33 |
23.1
| 4.89822 |
0 18.1 0 0.631 4.97 100
1.3325 |
24 666 20.2
375.52 |
3.26 50
| 5.66998 |
0 18.1 1 0.631
6.683 |
96.8 |
1.3567 |
24 666 20.2
375.33 |
3.73 50
| 6.53876 |
0 18.1 1 0.631
7.016 |
97.5 |
1.2024 |
24 666 20.2
392.05 |
2.96 |
50
| 9.2323 |
0 18.1 0 0.631
6.216 |
100
1.1691 |
24 666 20.2
366.15 |
9.53 50
| 8.26725 |
0 18.1 1
|
| 0.668 |
5.875 89.6
1.1296 |
24 666 20.2
34
| 7.88 |
8.88 |
50
| 11.1081 |
0 18.1 0 0.668
4.906 |
100
1.1742 |
24 666 20.2 396.9
34.77 |
13.8
| 18.4982 |
0 18.1 0 0.668
| 4.138 |
100
1.137 |
24 666 20.2 396.9
37.97 |
13.8
| 19.6091 |
0 18.1 0 0.671
7.313 |
97.9
1.3163 |
24 666 20.2 396.9
13.44 |
15
| 15.288 |
0 18.1 0 0.671
6.649 |
93.3
1.3449 |
24 666 20.2
363.02 |
23.24 |
13.9
| 9.82349 |
0 18.1 0 0.671
| 6.794 |
98.8
1.358 |
24 666 20.2 396.9
21.24 |
13.3
| 23.6482 |
0 18.1 0 0.671 6.38 96.2
| 1.3861 |
24 666 20.2 396.9
23.69 |
13.1
| 17.8667 |
0 18.1 0 0.671
6.223 |
100 1.3861 24 666 20.2 393.74
21.78 |
10.2
| 88.9762 |
0 18.1 0 0.671 6.968 91.9
1.4165 |
24 666 20.2 396.9
17.21 |
10.4
| 15.8744 |
0 18.1 0 0.671
6.545 |
99.1 |
1.5192 |
24 666 20.2 396.9
21.08 |
10.9
| 9.18702 |
0 18.1 0 0.7
5.536 |
100
1.5804 |
24 666 20.2 396.9 23.6 11.3
| 7.99248 |
0 18.1 0 0.7 5.52 100
1.5331 |
24 666 20.2 396.9
24.56 |
12.3
|
| 20.08 |
49
0 18.1 0 0.7
4.368 |
91.2
1.4395 |
24 666 20.2
285.83 |
30.63 |
8.8
| 16.8118 |
0 18.1 0 0.7
5.277 |
98.1
1.4261 |
24 666 20.2 396.9 30.81 7.2
|
| 24.39 |
38
0 18.1 0 0.7
4.652 |
100
1.4672 |
24 666 20.2 396.9
28.28 |
10.5
| 22.5971 |
0 18.1 0 0.7 5
89.5 |
1.5184 |
24 666 20.2 396.9
31.99 |
7.4
|
|
| 14.33 |
37
0 18.1 0 0.7
4.88 |
100
1.5895 |
24 666 20.2
372.92 |
30.62 |
10.2
| 8.15174 |
0 18.1 0 0.7 5.39 98.9
1.7281 |
24 666 20.2 396.9
20.85 |
11.5
| 6.96215 |
0 18.1 0 0.7 5.713 97
1.9265 |
24 666 20.2
394.43 |
17.11 |
15.1
| 5.29305 |
0 18.1 0 0.7
6.051 |
82.5
2.1678 |
24 666 20.2
378.38 |
18.76 |
23.2
| 11.5779 |
0 18.1 0 0.7
5.036 |
97
1.77 |
24 666 20.2 396.9
25.68 |
9.7
| 8.64476 |
0 18.1 0
|
|
|
|
|
|
|
|
|
|
|
|
| 0.693 |
| 6.193 |
92.6
1.7912 |
24 666 20.2 396.9
| 15.17 |
13.8
|
| 13.35 |
98
0 18.1 0 0.693
5.887 |
94.7
1.7821 |
24 666 20.2 396.9
16.35 |
12.7
| 8.71675 |
0 18.1 0 0.693
6.471 |
98.8
1.7257 |
24 666 20.2
391.98 |
17.12 |
13.1
| 5.87205 |
0 18.1 0 0.693 6.405 96
1.6768 |
24 666 20.2 396.9
19.37 |
12.5
| 7.67202 |
0 18.1 0 0.693
5.747 |
98.9
1.6334 |
24 666 20.2
393.1 |
19.92 |
8.5
| 38.3518 |
0 18.1 0 0.693
5.453 |
100
1.4896 |
24 666 20.2 396.9
30.59 |
5
| 9.91655 |
0 18.1 0 0.693
5.852 |
77.8 |
1.5004 |
24 666 20.2
338.16 |
29.97 |
6.3
| 25.0461 |
0 18.1 0 0.693
5.987 |
100
1.5888 |
24 666 20.2 396.9
26.77 |
5.6
| 14.2362 |
0 18.1 0 0.693
6.343 |
100
1.5741 |
24 666 20.2 396.9
20.32 |
7.2
| 9.59571 |
0 18.1 0 0.693
6.404 |
100
1.639 |
24 666 20.2
376.11 |
20.31 |
12.1
| 24.8017 |
0 18.1 0 0.693
5.349 |
96
1.7028 |
24 666 20.2 396.9
19.77 |
8.3
| 41.5292 |
0 18.1 0 0.693
5.531 |
85.4
1.6074 |
24 666 20.2
329.46 |
27.38 |
8.5
| 67.9208 |
0 18.1 0 0.693
5.683 |
100
1.4254 |
24 666 20.2
384.97 |
22.98 |
5
| 20.7162 |
0 18.1 0
| 0.659 |
4.138 100
1.1781 |
24 666 20.2
370.22 |
23.34 |
11.9
| 11.9511 |
0 18.1 0 0.659
5.608 |
100
1.2852 |
24 666 20.2
332.09 |
12.13 |
27.9
| 7.40389 |
0 18.1 0
|
|
|
|
| 0.597 |
5.617 |
97.9
1.4547 |
24 666 20.2
314.64 |
26.4 17.2
| 14.4383 |
0 18.1 0 0.597
6.852 |
100
1.4655 |
24 666 20.2
179.36 |
19.78 |
27.5
| 51.1358 |
0 18.1 0 0.597 5.757 100 1.413 24 666 20.2 2.6 10.11 15
| 14.0507 |
0 18.1 0 0.597
6.657 |
100
1.5275 |
24 666 20.2
35.05 |
21.22 |
17.2
| 18.811 |
0 18.1 0 0.597
4.628 |
100
1.5539 |
24 666 20.2
28.79 |
34.37 |
17.9
| 28.6558 |
0 18.1 0 0.597
5.155 |
100
1.5894 |
24 666 20.2
210.97 |
20.08 16.3
| 45.7461 |
0 18.1 0 0.693
4.519 |
100
1.6582 |
24 666 20.2
88.27 |
36.98 |
7
| 18.0846 |
0 18.1 0
|
|
|
|
|
|
| 0.679 |
6.434 |
100
1.8347 |
24 666 20.2
27.25 |
29.05 |
7.2
| 10.8342 |
0 18.1 0 0.679 6.782 90.8
1.8195 |
24 666 20.2
21.57 |
25.79 |
7.5
| 25.9406 |
0 18.1 0 0.679
| 5.304 |
89.1
1.6475 |
24 666 20.2
127.36 |
26.64 |
10.4
|
| 73.5 |
341
0 18.1 0 0.679
5.957 |
100
1.8026 |
24 666 20.2
16.45 |
20.62 |
8.8
| 11.8123 |
0 18.1 0 0.718
6.824 |
76.5
1.794 |
24 666 20.2
48.45 |
22.74 |
8.4
| 11.0874 |
0 18.1 0 0.718
6.411 |
100
1.8589 |
24 666 20.2
318.75 |
15.02
| 16.7 |
| 7.02259 |
0 18.1 0 0.718
6.006 |
95.3
1.8746 |
24 666 20.2
319.98 |
15.7 14.2
| 12.0482 |
0 18.1 0 0.614 5.648 87.6
| 1.9512 |
24 666 20.2
291.55 |
14.1 20.8
| 7.05042 |
0 18.1 0 0.614
6.103 |
85.1
2.0218 |
24 666 20.2 2.52
23.29 |
13.4
| 8.79212 |
0 18.1 0
|
|
|
|
|
|
| 0.584 |
5.565 |
| 70.6 |
2.0635 |
24 666 20.2 3.65
17.16 |
11.7
| 15.8603 |
0 18.1 0 0.679
5.896 |
95.4
1.9096 |
24 666 20.2 7.68 24.39 8.3
| 12.2472 |
0 18.1 0 0.584
5.837 |
59.7
1.9976 |
24 666 20.2
24.65 |
15.69 |
10.2
| 37.6619 |
0 18.1 0 0.679
6.202 |
78.7 |
1.8629 |
24 666 20.2
18.82 |
14.52 |
10.9
| 7.36
|
|
|
|
| 711 |
0 18.1 0 0.679 6.193
78.1 |
1.9356 |
24 666 20.2
96.73 |
21.52 |
11
| 9.33889 |
0 18.1 0 0.679 6.38 95.6
1.9682 |
24 666 20.2
60.72 |
24.08 |
9.5
| 8.49213 |
0 18.1 0 0.584
6.348 |
86.1 |
2.0527 |
24 666 20.2
83.45 |
17.64 |
14.5
| 10.0623 |
0 18.1 0 0.584
6.833 |
94.3
2.0882 |
24 666 20.2
81.33 |
19.69 |
14.1
| 6.44405 |
0 18.1 0 0.584
6.425 |
74.8 |
2.2004 |
24 666 20.2
97.95 |
12.03 |
16.1
| 5.58107 |
0 18.1 0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 0.713 |
6.436 |
87.9
2.3158 |
24 666 20.2
100.19 |
16.22 |
14.3
| 13.9134 |
0 18.1 0 0.713
6.208 |
95
2.2222 |
24 666 20.2
100.63 |
15.17 11.7
| 11.1604 |
0 18.1 0 0.74
6.629 |
94.6
2.1247 |
24 666 20.2
109.85 |
23.27 |
13.4
| 14.4208 |
0 18.1 0 0.74
6.461 |
93.3
2.0026 |
24 666 20.2
27.49 |
18.05 |
9.6
| 15.1772 |
0 18.1 0 0.74 6.152 100
1.9142 |
24 666 20.2
9.32 |
26.45 |
8.7
| 13.6781 |
0 18.1 0 0.74
5.935 |
87.9
1.8206 |
24 666 20.2
68.95 |
34.02 |
8.4
| 9.39063 |
0 18.1 0 0.74
5.627 |
93.9
1.8172 |
24 666 20.2 396.9
22.88 |
12.8
| 22.0511 |
0 18.1 0 0.74
5.818 |
92.4
1.8662 |
24 666 20.2
391.45 |
22.11 |
10.5
| 9.72418 |
0 18.1 0 0.74
6.406 |
97.2 |
2.0651 |
24 666 20.2
385.96 |
19.52 |
17.1
| 5.66637 |
0 18.1 0 0.74 6.219 100
2.0048 |
24 666 20.2 395.69
16.59 |
18.4
| 9.96654 |
0 18.1 0 0.74
6.485 |
100
1.9784 |
24 666 20.2
386.73 |
18.85 |
15.4
| 12.8023 |
0 18.1 0 0.74 5.854
| 96.6 |
1.8956 |
24 666 20.2
240.52 |
23.79 |
10.8
| 10.6718 |
0 18.1 0 0.74
6.459 |
94.8
1.9879 |
24 666 20.2
43.06 |
23.98 11.8
| 6.28807 |
0 18.1 0 0.74
6.341 |
96.4
2.072 |
24 666 20.2
318.01 |
17.79 |
14.9
| 9.92485 |
0 18.1 0 0.74 6.251 96.6
2.198 |
24 666 20.2
388.52 |
16.44 |
12.6
| 9.32909 |
0 18.1 0 0.713
| 6.185 |
98.7 |
2.2616 |
24 666 20.2 396.9
|
| 18.13 |
14.1
| 7.52601 |
0 18.1 0 0.713 6.417
| 98.3 |
2.185 |
24 666 20.2
304.21 |
19.31 |
13
| 6.71772 |
0 18.1 0 0.713
6.749 |
92.6
2.3236 |
24 666 20.2 0.32
17.44 |
13.4
| 5.44114 |
0 18.1 0 0.713
6.655 |
98.2
2.3552 |
24 666 20.2
355.29 |
17.73 |
15.2
| 5.09017 |
0 18.1 0 0.713
6.297 |
91.8
2.3682 |
24 666 20.2
385.09 |
17.27 |
16.1
| 8.24809 |
0 18.1 0 0.713
7.393 |
99.3 |
2.4527 |
24 666 20.2
375.87 |
16.74 |
17.8
| 9.51363 |
0 18.1 0 0.713 6.728 94.1
2.4961 |
24 666 20.2 6.68
18.71 |
14.9
| 4.75237 |
0 18.1 0 0.713
6.525 |
86.5
2.4358 |
24 666 20.2
50.92 |
18.13 14.1
| 4.66883 |
0 18.1 0 0.713
5.976 |
87.9
2.5806 |
24 666 20.2
10.48 |
19.01 |
12.7
| 8.20058 |
0 18.1 0 0.713 5.936 80.3
2.7792 |
24 666 20.2 3.5
16.94 |
13.5
| 7.75223 |
0 18.1 0 0.713
6.301 |
83.7
2.7831 |
24 666 20.2
272.21 |
16.23 |
14.9
| 6.80117 |
0 18.1 0 0.713
6.081 |
84.4
2.7175 |
24 666 20.2 396.9 14.7 20
| 4.81213 |
0 18.1 0 0.713
6.701 |
90
2.5975 |
24 666 20.2
255.23 |
16.42 |
16.4
| 3.69311 |
0 18.1 0 0.713 6.376 88.4
2.5671 |
24 666 20.2
391.43 |
14.65 |
17.7
| 6.65492 |
0 18.1 0 0.713
6.317 |
83
2.7344 |
24 666 20.2 396.9
13.99 |
19.5
| 5.82115 |
0 18.1 0 0.713
6.513 |
89.9
2.8016 |
24 666 20.2
393.82 |
10.29 |
20.2
| 7.83932 |
0 18.1 0
|
| 0.655 |
6.209
65.4 |
2.9634 |
24 666 20.2 396.9
13.22 |
21.4
| 3.1636 |
0 18.1 0 0.655
5.759 |
48.2 |
3.0665 |
24 666 20.2
334.4 |
14.13 |
19.9
| 3.77498 |
0 18.1 0 0.655
5.952 |
84.7 |
2.8715 |
24 666 20.2
22.01 |
17.15 |
19
| 4.42228 |
0 18.1 0 0.584
6.003 |
94.5
2.5403 |
24 666 20.2
331.29 |
21.32 19.1
| 15.5757 |
0 18.1 0 0.58
| 5.926 |
71
2.9084 |
24 666 20.2
368.74 |
18.13 19.1
| 13.0751 |
0 18.1 0 0.58 5.713
56.7 |
2.8237 |
24 666 20.2 396.9
14.76 |
20.1
| 4.34879 |
0 18.1 0 0.58 6.167 84
3.0334 |
24 666 20.2 396.9
16.29 |
19.9
| 4.03841 |
0 18.1 0
|
|
|
| 0.532 |
6.229 90.7
3.0993 |
24 666 20.2
395.33 |
12.87 |
19.6
| 3.56868 |
0 18.1 0 0.58
6.437 |
75
2.8965 |
24 666 20.2 393.37
14.36 |
23.2
| 4.64689 |
0 18.1 0 0.614 6.98
67.6 |
2.5329 |
24 666 20.2
374.68 |
11.66 |
29.8
| 8.05579 |
0 18.1 0 0.584
5.427 |
95.4
2.4298 |
24 666 20.2
352.58 |
18.14 |
13.8
| 6.39312 |
0 18.1 0 0.584 6.162 97.4
2.206 |
24 666 20.2
302.76 |
24.1 13.3
| 4.87141 |
0 18.1 0 0.614
6.484 |
93.6
2.3053 |
24 666 20.2
396.21 |
18.68 |
16.7
| 15.0234 |
0 18.1 0 0.614 5.304 97.3
2.1007 |
24 666 20.2
349.48 |
24.91 |
12
| 10.233 |
0 18.1 0 0.614 6.185 96.7
2.1705 |
24 666 20.2
3
| 79.7 |
18.03 |
14.6
14.3337 0 18.1 0 0.614 6.229 88 1.9512 24 666 20.2
| 383.32 |
13.11 |
21.4
| 5.82401 |
0 18.1 0 0.532
6.242 |
64.7 |
3.4242 |
24 666 20.2 396.9
10.74 |
23
| 5.70818 |
0 18.1 0 0.532 6.75
74.9 |
3.3317 |
24 666 20.2
393.07 |
7.74 |
23.7
| 5.73116 |
0 18.1 0 0.532
7.061 |
77
3.4106 |
24 666 20.2
395.28 |
7.01 25
| 2.81838 |
0 18.1 0 0.532
5.762 |
40.3 |
4.0983 |
24 666 20.2
392.92 |
10.42 |
21.8
| 2.37857 |
0 18.1 0
|
|
| 0.583 |
5.871 |
41.9 |
3.724 |
24 666 20.2
370.73 |
13.34 |
20.6
| 3.67367 |
0 18.1 0 0.583 6.312
51.9 |
3.9917 |
24 666 20.2
388.62 |
10.58 21.2
| 5.69175 |
0 18.1 0 0.583
6.114 |
79.8 |
3.5459 |
24 666 20.2
392.68 |
14.98 |
19.1
| 4.83567 |
0 18.1 0 0.583
5.905 |
53.2 |
3.1523 |
24 666 20.2
388.22 |
11.45 |
20.6
| 0.15086 |
0
|
|
|
| 27.74 |
0
|
|
|
| 0.609 |
5.454 |
92.7
1.8209 |
4 711 20.1
395.09 |
18.06 15.2
| 0.18337 |
0 27.74 0 0.609
5.414 |
98.3
1.7554 |
4 711 20.1
344.05 |
23.97 |
7
| 0.20746 |
0 27.74 0 0.609
5.093 |
98
1.8226 |
4 711 20.1
318.43 |
29.68 |
8.1
| 0.10574 |
0 27.74 0 0.609
| 5.983 |
98.8
1.8681 |
4 711 20.1
390.11 |
18.07 |
13.6
| 0.11132 |
0 27.74 0 0.609 5.983
83.5 |
2.1099 |
4 711 20.1 396.9 13.35 20.1
| 0.17331 |
0 9.69 0 0.585
5.707 |
54
| 2.3817 |
6 391 19.2 396.9
12.01 |
21.8
| 0.27957 |
0 9.69 0 0.585 5.926
42.6 |
2.3817 6 391 19.2 396.9
13.59 |
24.5
| 0.17899 |
0 9.69 0 0.585 5.67
28.8 |
| 2.7986 |
6 391 19.2
393.29 |
17.6 23.1
| 0.2896 |
0 9.69 0 0.585 5.39 72.9 2.7986 6 391 19.2 396.9
21.14 |
19.7
| 0.26838 |
0 9.69 0 0.585
5.794 |
70.6
2.8927 |
6 391 19.2 396.9 14.1 18.3
| 0.23912 |
0 9.69 0 0.585
6.019 |
65.3 |
2.4091 |
6 391 19.2 396.9
12.92 |
21.2
| 0.17783 |
0 9.69 0 0.585
5.569 |
73.5
2.3999 |
6 391 19.2
395.77 |
15.1 17.5
| 0.22438 |
0 9.69 0 0.585
6.027 |
79.7
2.4982 |
6 391 19.2 396.9 14.33 16.8
| 0.06263 |
0
|
|
|
| 11.93 |
0
|
|
|
| 0.573 |
6.593 |
69.1 |
2.4786 |
1 273 21
391.99 |
9.67 |
22.4
| 0.04527 |
0 11.93 0 0.573 6.12 76.7
2.2875 |
1 273 21 396.9 9.08 20.6
| 0.06076 |
0 11.93 0 0.573
6.976 |
91
2.1675 |
1 273 21 396.9 5.64 23.9
| 0.10959 |
0 11.93 0 0.573 6.794 89.3
2.3889 |
1 273 21 393.45 6.48 22
| 0.04741 |
0 11.93 0 0.573 6.03 80.8 2.505 1 273 21 396.9 7.88 11.9
Name ID Homework
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HW02 Cover Sheet
Identify all questions that you attempted in this template
Q
1
Textbook Theory Questions
1. For each of parts (a) through (d), indicate whether we would generally expect the performance of a flexible statistical learning method to be better or worse than an inflexible method. Justify your answer.
(a) The sample size n is extremely large, and the number of predictors p is small.
(b) The number of predictors p is extremely large, and the number of observations n is small.
(c) The relationship between the predictors and response is highly non-linear.
(d) The variance of the error terms, i.e. σ2 = Var(), is extremely high
5. What are the advantages and disadvantages of a very flexible (versus a less flexible) approach for regression or classification? Under what circumstances might a more flexible approach be preferred to a less flexible approach? When might a less flexible approach be preferred?
6. Describe the differences between a parametric and a non-parametric statistical learning approach. What are the advantages of a parametric approach to regression or classification (as opposed to a nonparametric approach)? What are its disadvantages?
Q2 Textbook Applied Questions – Attempt with Python
8. Exploratory Data Analysis: College data set: College.csv. It contains a number of variables for 777 different universities and colleges in the US. Do all the exercises in Python:
8a. Read the csv file with pandas
8b.Fix the first row as row headers
8c.
i. produce a numerical summary of the variables in the data set.
ii. produce a scatterplot matrix of the first ten columns or variables of the data.
iii. produce side-by-side boxplots of Outstate versus Private
iv. Create a new qualitative variable, called Elite, by binning the Top10perc variable and divide universities into two groups based on whether or not the proportion of students coming from the top 10 % of their high school classes exceeds 50 %
v. Produce some histograms with differing numbers of bins for a few of the quantitative variables: Room.Board’,’Books’, ‘Personal’, ‘Expend’
vi. Examine the elite schools more closely.
Q3 Textbook Applied Questions – Attempt with Python
9. Exploration with Auto.csv data.
Make sure that the missing values have been removed from the data.
(a) Which of the predictors are quantitative, and which are qualitative?
(b) What is the range of each quantitative predictor?
(c) What is the mean and standard deviation of each quantitative predictor?
(d) Now remove the 10th through 85th observations. What is the range, mean, and standard deviation of each predictor in the subset of the data that remains?
(e) Using the full data set, investigate the predictors graphically, using scatterplots or other tools of your choice. Create some plots highlighting the relationships among the predictors. Comment on your findings.
(f) Suppose that we wish to predict gas mileage (mpg) on the basis of the other variables. Do your plots suggest that any of the other variables might be useful in predicting mpg? Justify your answer.
Q4 Textbook Applied Questions – Attempt with Python
10. Exploration with Boston.csv data
a) How many rows and columns in the data set? What do the rows and columns represent?
(b) Make pairwise scatterplots of the predictors (columns) in this data set. Describe findings.
(c) Are any of the predictors associated with per capita crime rate? If so, explain relationship. (d) Do any of the suburbs of Boston appear to have particularly high crime rates? Tax rates? Pupil-teacher ratios? Comment on the range of each predictor.
(e) How many of the suburbs in this data set bound the Charles river?
(f) What is the median pupil-teacher ratio among the towns in this data set?
(g) Which suburb of Boston has lowest median value of owner occupied homes?
What are the values of the other predictors for that suburb, and how do those values compare to the overall ranges for those predictors? Comment on your findings.
(h) In this data set, how many of the suburbs average more than seven rooms per dwelling? More than eight rooms per dwelling? Comment on the suburbs that average more than eight rooms per dwelling.
Hint – several github sites have the complete solution in python e.g.
https://github.com/mscaudill/IntroStatLearn
https://botlnec.github.io/islp/
1
4/30/19
