├── .gitignore
├── Datasets
├── Classified Data
├── College_Data
├── Readme.md
├── USA_Housing.csv
├── loan_data.csv
├── titanic_test.csv
└── titanic_train.csv
├── DecisionTrees_RandomForest_Project_LendingData.ipynb
├── Function Approximation by Neural Network
├── Function approximation by linear model and deep network.ipynb
└── Readme.md
├── Interactive ML-1.ipynb
├── KNN_Classifier.ipynb
├── K_Means_Clustering_Practice.ipynb
├── LICENSE
├── Linear_Regression_Methods.ipynb
├── Linear_Regression_Practice.ipynb
├── LogisticRegressionTitanic.ipynb
├── Multi-variate LASSO regression with CV.ipynb
├── Pandas and Numpy
├── How fast are NumPy ops.ipynb
├── Numpy practice.ipynb
├── PandasPractice.ipynb
└── Readme.md
├── README.md
├── Random_Forest_Regression_Practice.ipynb
├── Regularized polynomial regression with linear and random sampling.ipynb
└── Support_Vector_Machine_Practice.ipynb
/.gitignore:
--------------------------------------------------------------------------------
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24 | *.egg-info/
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26 | *.egg
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31 | *.manifest
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36 | pip-delete-this-directory.txt
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46 | *.cover
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76 | # celery beat schedule file
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80 | *.sage.py
81 |
82 | # dotenv
83 | .env
84 |
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87 | venv/
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97 | # mkdocs documentation
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99 |
100 | # mypy
101 | .mypy_cache/
102 |
--------------------------------------------------------------------------------
/Datasets/College_Data:
--------------------------------------------------------------------------------
1 | "","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"
2 | "Abilene Christian University","Yes",1660,1232,721,23,52,2885,537,7440,3300,450,2200,70,78,18.1,12,7041,60
3 | "Adelphi University","Yes",2186,1924,512,16,29,2683,1227,12280,6450,750,1500,29,30,12.2,16,10527,56
4 | "Adrian College","Yes",1428,1097,336,22,50,1036,99,11250,3750,400,1165,53,66,12.9,30,8735,54
5 | "Agnes Scott College","Yes",417,349,137,60,89,510,63,12960,5450,450,875,92,97,7.7,37,19016,59
6 | "Alaska Pacific University","Yes",193,146,55,16,44,249,869,7560,4120,800,1500,76,72,11.9,2,10922,15
7 | "Albertson College","Yes",587,479,158,38,62,678,41,13500,3335,500,675,67,73,9.4,11,9727,55
8 | "Albertus Magnus College","Yes",353,340,103,17,45,416,230,13290,5720,500,1500,90,93,11.5,26,8861,63
9 | "Albion College","Yes",1899,1720,489,37,68,1594,32,13868,4826,450,850,89,100,13.7,37,11487,73
10 | "Albright College","Yes",1038,839,227,30,63,973,306,15595,4400,300,500,79,84,11.3,23,11644,80
11 | "Alderson-Broaddus College","Yes",582,498,172,21,44,799,78,10468,3380,660,1800,40,41,11.5,15,8991,52
12 | "Alfred University","Yes",1732,1425,472,37,75,1830,110,16548,5406,500,600,82,88,11.3,31,10932,73
13 | "Allegheny College","Yes",2652,1900,484,44,77,1707,44,17080,4440,400,600,73,91,9.9,41,11711,76
14 | "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
15 | "Alma College","Yes",1267,1080,385,44,73,1306,28,12572,4552,400,400,79,87,15.3,32,9305,68
16 | "Alverno College","Yes",494,313,157,23,46,1317,1235,8352,3640,650,2449,36,69,11.1,26,8127,55
17 | "American International College","Yes",1420,1093,220,9,22,1018,287,8700,4780,450,1400,78,84,14.7,19,7355,69
18 | "Amherst College","Yes",4302,992,418,83,96,1593,5,19760,5300,660,1598,93,98,8.4,63,21424,100
19 | "Anderson University","Yes",1216,908,423,19,40,1819,281,10100,3520,550,1100,48,61,12.1,14,7994,59
20 | "Andrews University","Yes",1130,704,322,14,23,1586,326,9996,3090,900,1320,62,66,11.5,18,10908,46
21 | "Angelo State University","No",3540,2001,1016,24,54,4190,1512,5130,3592,500,2000,60,62,23.1,5,4010,34
22 | "Antioch University","Yes",713,661,252,25,44,712,23,15476,3336,400,1100,69,82,11.3,35,42926,48
23 | "Appalachian State University","No",7313,4664,1910,20,63,9940,1035,6806,2540,96,2000,83,96,18.3,14,5854,70
24 | "Aquinas College","Yes",619,516,219,20,51,1251,767,11208,4124,350,1615,55,65,12.7,25,6584,65
25 | "Arizona State University Main campus","No",12809,10308,3761,24,49,22593,7585,7434,4850,700,2100,88,93,18.9,5,4602,48
26 | "Arkansas College (Lyon College)","Yes",708,334,166,46,74,530,182,8644,3922,500,800,79,88,12.6,24,14579,54
27 | "Arkansas Tech University","No",1734,1729,951,12,52,3602,939,3460,2650,450,1000,57,60,19.6,5,4739,48
28 | "Assumption College","Yes",2135,1700,491,23,59,1708,689,12000,5920,500,500,93,93,13.8,30,7100,88
29 | "Auburn University-Main Campus","No",7548,6791,3070,25,57,16262,1716,6300,3933,600,1908,85,91,16.7,18,6642,69
30 | "Augsburg College","Yes",662,513,257,12,30,2074,726,11902,4372,540,950,65,65,12.8,31,7836,58
31 | "Augustana College IL","Yes",1879,1658,497,36,69,1950,38,13353,4173,540,821,78,83,12.7,40,9220,71
32 | "Augustana College","Yes",761,725,306,21,58,1337,300,10990,3244,600,1021,66,70,10.4,30,6871,69
33 | "Austin College","Yes",948,798,295,42,74,1120,15,11280,4342,400,1150,81,95,13,33,11361,71
34 | "Averett College","Yes",627,556,172,16,40,777,538,9925,4135,750,1350,59,67,22.4,11,6523,48
35 | "Baker University","Yes",602,483,206,21,47,958,466,8620,4100,400,2250,58,68,11,21,6136,65
36 | "Baldwin-Wallace College","Yes",1690,1366,662,30,61,2718,1460,10995,4410,1000,1000,68,74,17.6,20,8086,85
37 | "Barat College","Yes",261,192,111,15,36,453,266,9690,4300,500,500,57,77,9.7,35,9337,71
38 | "Bard College","Yes",1910,838,285,50,85,1004,15,19264,6206,750,750,98,98,10.4,30,13894,79
39 | "Barnard College","Yes",2496,1402,531,53,95,2121,69,17926,8124,600,850,83,93,10.3,33,12580,91
40 | "Barry University","Yes",990,784,279,18,45,1811,3144,11290,5360,600,1800,76,78,12.6,11,9084,72
41 | "Baylor University","Yes",6075,5349,2367,34,66,9919,484,6450,3920,600,1346,71,76,18.5,38,7503,72
42 | "Beaver College","Yes",1163,850,348,23,56,878,519,12850,5400,400,800,78,89,12.2,30,8954,73
43 | "Bellarmine College","Yes",807,707,308,39,63,1198,605,8840,2950,750,1290,74,82,13.1,31,6668,84
44 | "Belmont Abbey College","Yes",632,494,129,17,36,709,131,9000,4850,300,2480,78,85,13.2,10,7550,52
45 | "Belmont University","Yes",1220,974,481,28,67,1964,623,7800,3664,650,900,61,61,11.1,19,7614,49
46 | "Beloit College","Yes",1320,923,284,26,54,1085,81,16304,3616,355,715,87,95,11.1,26,12957,69
47 | "Bemidji State University","No",1208,877,546,12,36,3796,824,4425,2700,660,1800,57,62,19.6,16,3752,46
48 | "Benedictine College","Yes",632,620,222,14,24,702,501,9550,3850,350,250,64,84,14.1,18,5922,58
49 | "Bennington College","Yes",519,327,114,25,53,457,2,21700,4100,600,500,35,59,10.1,33,16364,55
50 | "Bentley College","Yes",3466,2330,640,20,60,3095,1533,13800,5510,630,850,87,87,17.5,20,10941,82
51 | "Berry College","Yes",1858,1221,480,37,68,1620,49,8050,3940,350,2375,80,80,16.3,17,10511,63
52 | "Bethany College","Yes",878,816,200,16,41,706,62,8740,3363,550,1700,62,68,11.6,29,7718,48
53 | "Bethel College KS","Yes",202,184,122,19,42,537,101,8540,3580,500,1400,61,80,8.8,32,8324,56
54 | "Bethel College","Yes",502,384,104,11,28,347,74,6200,2900,600,800,63,63,11.7,13,7623,35
55 | "Bethune Cookman College","Yes",1646,1150,542,12,30,2128,82,5188,3396,650,2500,48,48,13.8,9,6817,58
56 | "Birmingham-Southern College","Yes",805,588,287,67,88,1376,207,11660,4325,400,900,74,79,14,34,8649,72
57 | "Blackburn College","Yes",500,336,156,25,55,421,27,6500,2700,500,1000,76,76,14.3,53,8377,51
58 | "Bloomsburg Univ. of Pennsylvania","No",6773,3028,1025,15,55,5847,946,7844,2948,500,1680,66,68,18,19,7041,75
59 | "Bluefield College","Yes",377,358,181,15,30,653,129,7150,4350,450,1500,61,67,17.8,3,6259,53
60 | "Bluffton College","Yes",692,514,209,20,50,760,81,9900,3990,400,900,76,71,13.3,19,9073,58
61 | "Boston University","Yes",20192,13007,3810,45,80,14971,3113,18420,6810,475,1025,80,81,11.9,16,16836,72
62 | "Bowdoin College","Yes",3356,1019,418,76,100,1490,8,19030,5885,1495,875,93,96,11.2,52,20447,96
63 | "Bowling Green State University","No",9251,7333,3076,14,45,13699,1213,7452,3352,600,1700,81,89,21.1,14,6918,67
64 | "Bradford College","Yes",443,330,151,5,36,453,42,14080,6270,500,900,57,80,10.2,21,15387,46
65 | "Bradley University","Yes",3767,3414,1061,30,58,4531,643,10870,4440,2000,1522,75,81,14.4,21,7671,85
66 | "Brandeis University","Yes",4186,2743,740,48,77,2819,62,19380,6750,410,1000,90,97,9.8,24,17150,84
67 | "Brenau University","Yes",367,274,158,12,41,917,479,9592,5879,500,700,71,80,13.7,12,5935,49
68 | "Brewton-Parker College","Yes",1436,1228,1202,10,26,1320,822,4371,2370,500,2000,62,62,12.6,10,4900,18
69 | "Briar Cliff College","Yes",392,351,155,16,44,738,430,10260,3597,600,1500,39,66,13.1,26,8355,58
70 | "Bridgewater College","Yes",838,673,292,22,53,881,55,10265,4725,560,875,68,73,13.2,24,8655,82
71 | "Brigham Young University at Provo","Yes",7365,5402,4615,48,82,27378,1253,2340,3580,860,1220,76,76,20.5,40,7916,33
72 | "Brown University","Yes",12586,3239,1462,87,95,5643,349,19528,5926,720,1100,99,100,7.6,39,20440,97
73 | "Bryn Mawr College","Yes",1465,810,313,71,95,1088,16,18165,6750,500,1200,100,100,12.3,49,17449,89
74 | "Bucknell University","Yes",6548,3813,862,49,85,3316,31,18550,4750,800,1200,95,97,14.2,36,13675,93
75 | "Buena Vista College","Yes",860,688,285,32,70,1928,442,13306,3797,450,950,62,69,8.8,10,6333,78
76 | "Butler University","Yes",2362,2037,700,40,68,2607,148,13130,4650,500,1600,77,81,10.9,29,9511,83
77 | "Cabrini College","Yes",599,494,224,8,28,1035,446,10518,6250,300,300,59,76,16.5,36,7117,71
78 | "Caldwell College","Yes",1011,604,213,17,42,693,868,8900,4600,425,1000,87,96,13.9,25,7922,55
79 | "California Lutheran University","Yes",563,247,247,23,52,1427,432,12950,5300,612,576,72,74,12.4,17,8985,60
80 | "California Polytechnic-San Luis","No",7811,3817,1650,47,73,12911,1404,7380,4877,612,2091,72,81,19.8,13,8453,59
81 | "California State University at Fresno","No",4540,3294,1483,5,60,13494,1254,7706,4368,600,1926,90,90,21.2,8,7268,61
82 | "Calvin College","Yes",1784,1512,913,29,56,3401,136,10230,3710,400,1210,75,81,14.8,41,7786,81
83 | "Campbell University","Yes",2087,1339,657,20,54,3191,1204,7550,2790,600,500,77,77,21.8,34,3739,63
84 | "Campbellsville College","Yes",848,587,298,25,55,935,184,6060,3070,600,1300,62,66,17.7,13,5391,49
85 | "Canisius College","Yes",2853,2193,753,16,34,2978,434,10750,5340,400,1130,90,92,14.6,26,7972,64
86 | "Capital University","Yes",1747,1382,449,34,66,1662,960,13050,4000,500,800,64,69,12.1,27,9557,83
87 | "Capitol College","Yes",100,90,35,10,52,282,331,8400,2812,300,2134,10,50,12.1,24,7976,52
88 | "Carleton College","Yes",2694,1579,489,75,93,1870,12,19292,3957,550,550,81,93,10.4,60,17960,91
89 | "Carnegie Mellon University","Yes",8728,5201,1191,60,89,4265,291,17900,5690,450,1250,86,93,9.2,31,24386,74
90 | "Carroll College","Yes",1160,991,352,19,55,1357,737,12200,3880,480,930,74,81,17.8,25,7666,79
91 | "Carson-Newman College","Yes",1096,951,464,27,62,1776,239,8150,3150,400,500,61,62,13.6,16,6716,67
92 | "Carthage College","Yes",1616,1427,434,20,43,1405,580,13125,3775,500,1300,74,89,15.9,22,7364,62
93 | "Case Western Reserve University","Yes",3877,3156,713,71,93,3051,513,15700,4730,525,1460,95,95,2.9,29,19733,67
94 | "Castleton State College","No",1257,940,363,9,22,1547,294,7656,4690,400,700,89,91,14.7,8,6318,79
95 | "Catawba College","Yes",1083,880,291,13,34,915,80,9270,4100,600,1860,75,82,13.5,27,8425,55
96 | "Catholic University of America","Yes",1754,1465,505,24,49,2159,211,13712,6408,526,1100,90,96,9.3,18,12751,75
97 | "Cazenovia College","Yes",3847,3433,527,9,35,1010,12,9384,4840,600,500,22,47,14.3,20,7697,118
98 | "Cedar Crest College","Yes",776,607,198,25,58,791,764,14340,5285,500,1000,58,83,11.7,39,10961,74
99 | "Cedarville College","Yes",1307,1090,616,25,55,2196,82,7344,4410,570,1000,50,52,15.3,34,6897,64
100 | "Centenary College","Yes",369,312,90,12,46,396,526,11400,5400,500,760,41,85,9.5,20,9583,24
101 | "Centenary College of Louisiana","Yes",495,434,210,35,55,775,44,8950,3490,600,1900,86,92,11.3,25,9685,66
102 | "Center for Creative Studies","Yes",601,396,203,1,20,525,323,11230,6643,2340,620,8,58,6.8,4,13025,47
103 | "Central College","Yes",1283,1113,401,31,65,1355,40,10938,3660,650,600,76,90,13.5,29,8444,67
104 | "Central Connecticut State University","No",4158,2532,902,6,24,6394,3881,5962,4444,500,985,69,73,16.7,4,4900,49
105 | "Central Missouri State University","No",4681,4101,1436,10,35,8094,1596,4620,3288,300,2250,69,80,19.7,4,5501,50
106 | "Central Washington University","No",2785,2011,1007,8,65,6507,898,7242,3603,654,1416,67,89,18.1,0,6413,51
107 | "Central Wesleyan College","Yes",174,146,88,8,29,1047,33,8300,3080,600,600,62,62,15.2,18,3365,58
108 | "Centre College","Yes",1013,888,288,55,82,943,7,11850,4270,600,900,95,99,11.4,60,13118,74
109 | "Chapman University","Yes",959,771,351,23,48,1662,209,16624,5895,600,1100,72,80,12.8,6,12692,47
110 | "Chatham College","Yes",212,197,91,28,56,471,148,13500,5230,400,850,95,98,9.3,37,16095,52
111 | "Chestnut Hill College","Yes",342,254,126,25,64,518,232,10335,5015,700,850,71,71,8.3,29,7729,73
112 | "Christendom College","Yes",81,72,51,33,71,139,3,8730,3600,400,800,92,92,9.3,17,10922,58
113 | "Christian Brothers University","Yes",880,520,224,16,42,1068,364,9300,3260,600,900,81,81,11.1,24,8129,63
114 | "Christopher Newport University","No",883,766,428,3,37,2910,1749,7860,4750,525,1889,80,82,21.2,16,4639,48
115 | "Claflin College","Yes",1196,697,499,21,47,959,13,4412,2460,500,1000,69,69,16.9,31,7083,21
116 | "Claremont McKenna College","Yes",1860,767,227,71,93,887,1,17000,6010,500,850,99,99,9.6,52,18443,87
117 | "Clark University","Yes",2887,2059,457,30,61,1928,296,17500,4200,500,950,94,95,10.5,35,11951,79
118 | "Clarke College","Yes",460,340,167,14,45,604,350,10740,3676,350,900,67,71,11,27,7963,74
119 | "Clarkson University","Yes",2174,1953,557,35,68,2332,53,15960,5580,700,1300,95,95,15.8,32,11659,77
120 | "Clemson University","No",8065,5257,2301,37,65,11755,770,8116,3610,800,1618,82,88,18,17,7597,73
121 | "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
122 | "Coe College","Yes",1006,742,275,29,60,1127,205,13925,4390,500,2200,73,86,12.7,32,10141,67
123 | "Coker College","Yes",604,452,295,15,47,690,222,9888,4502,400,1000,64,77,12.1,39,8741,75
124 | "Colby College","Yes",2848,1319,456,58,84,1720,35,18930,5590,500,1000,83,94,10.2,41,15954,91
125 | "Colgate University","Yes",4856,2492,727,46,75,2649,25,19510,5565,500,750,95,98,10.5,45,15494,93
126 | "College Misericordia","Yes",1432,888,317,29,58,1121,493,10860,5760,550,900,56,62,12.9,23,8604,96
127 | "College of Charleston","No",4772,3140,1265,22,55,6851,1200,6120,3460,666,2316,73,78,17.2,18,4776,51
128 | "College of Mount St. Joseph","Yes",798,620,238,14,41,1165,1232,9800,4430,400,1150,46,46,11.1,35,6889,100
129 | "College of Mount St. Vincent","Yes",946,648,177,23,46,707,432,11790,5770,500,1000,75,77,11.9,35,10015,83
130 | "College of Notre Dame","Yes",344,264,97,11,42,500,331,12600,5520,630,2250,77,80,10.4,7,9773,43
131 | "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
132 | "College of Saint Benedict","Yes",938,864,511,29,62,1715,103,12247,4221,500,600,70,88,13.1,26,8847,72
133 | "College of Saint Catherine","Yes",511,411,186,23,51,1692,562,12224,4440,450,1000,63,87,11.5,32,7315,77
134 | "College of Saint Elizabeth","Yes",444,359,122,34,53,493,968,10900,5250,380,1000,68,70,11.4,23,9447,78
135 | "College of Saint Rose","Yes",983,664,249,23,57,1698,894,9990,5666,800,1500,66,71,14.3,28,6084,64
136 | "College of Santa Fe","Yes",546,447,189,16,42,873,683,11138,4138,600,1200,40,74,14,7,8820,80
137 | "College of St. Joseph","Yes",141,118,55,12,21,201,173,8300,4850,450,1300,53,53,9.5,19,6936,76
138 | "College of St. Scholastica","Yes",672,596,278,29,60,1350,275,11844,3696,450,1146,54,76,11.6,33,8996,72
139 | "College of the Holy Cross","Yes",2994,1691,659,70,95,2675,22,18000,6300,400,900,92,96,11.3,55,12138,95
140 | "College of William and Mary","No",7117,3106,1217,68,88,5186,134,11720,4298,600,800,89,92,12.1,31,9534,93
141 | "College of Wooster","Yes",2100,1883,553,29,65,1704,1,16240,4690,500,500,84,96,11.1,43,14140,69
142 | "Colorado College","Yes",3207,1577,490,56,87,1892,7,17142,4190,450,1200,85,97,11.3,51,14664,84
143 | "Colorado State University","No",9478,6312,2194,29,65,15646,1829,8412,4180,470,1800,87,89,19.2,10,7850,59
144 | "Columbia College MO","Yes",314,158,132,10,28,690,5346,8294,3700,400,900,87,87,15.3,2,5015,37
145 | "Columbia College","Yes",737,614,242,21,67,968,237,10425,3975,500,1500,61,77,14.7,34,8693,76
146 | "Columbia University","Yes",6756,1930,871,78,96,3376,55,18624,6664,550,300,97,98,5.9,21,30639,99
147 | "Concordia College at St. Paul","Yes",281,266,139,13,29,1049,181,10500,3750,450,950,69,75,12.8,18,6955,45
148 | "Concordia Lutheran College","Yes",232,216,106,16,34,534,172,6900,3800,450,1825,67,76,12.1,9,6875,42
149 | "Concordia University CA","Yes",688,497,144,30,75,641,101,10800,4440,570,1515,55,60,13.1,13,8415,55
150 | "Concordia University","Yes",528,403,186,22,56,1168,145,9216,4191,400,1000,56,64,12.1,13,7309,75
151 | "Connecticut College","Yes",3035,1546,438,42,93,1630,232,18740,6300,600,500,86,95,10.7,40,14773,91
152 | "Converse College","Yes",440,407,149,35,70,643,80,12050,3700,500,900,63,76,10.2,31,10965,75
153 | "Cornell College","Yes",1538,1329,383,33,68,1140,10,15248,4323,550,800,71,76,12.2,31,10340,64
154 | "Creighton University","Yes",2967,2836,876,30,60,3450,644,10628,4372,650,2055,85,90,6.5,32,22906,85
155 | "Culver-Stockton College","Yes",1576,1110,274,24,55,992,112,8000,3700,400,500,51,52,14.1,28,5807,51
156 | "Cumberland College","Yes",995,789,398,26,47,1306,122,6230,3526,400,600,42,44,13,4,8189,63
157 | "D'Youville College","Yes",866,619,157,18,47,1074,336,8920,4310,680,1320,68,68,14.6,42,6898,46
158 | "Dana College","Yes",504,482,185,10,36,550,84,9130,3322,450,1450,46,51,12.6,25,8686,54
159 | "Daniel Webster College","Yes",585,508,153,12,30,460,536,12292,4934,500,500,61,61,22.2,10,8643,72
160 | "Dartmouth College","Yes",8587,2273,1087,87,99,3918,32,19545,6070,550,1100,95,99,4.7,49,29619,98
161 | "Davidson College","Yes",2373,956,452,77,96,1601,6,17295,5070,600,1011,95,97,12,46,17581,94
162 | "Defiance College","Yes",571,461,174,10,26,645,283,10850,3670,400,1159,58,60,12.8,19,7505,56
163 | "Delta State University","No",967,945,459,15,48,2806,538,4528,1880,500,1200,49,63,17.1,16,5113,58
164 | "Denison University","Yes",2762,2279,533,32,60,1835,14,16900,4720,500,600,88,97,11.6,45,12423,81
165 | "DePauw University","Yes",1994,1656,495,50,80,1983,36,14300,5020,550,950,78,94,11.1,31,11525,82
166 | "Dickinson College","Yes",3014,2539,487,31,68,1889,62,18700,5000,595,1250,87,94,11.2,39,13861,87
167 | "Dickinson State University","No",434,412,319,10,30,1376,237,4486,2146,600,2000,50,64,16.5,28,4525,46
168 | "Dillard University","Yes",1998,1376,651,41,88,1539,45,6700,3650,500,2307,52,52,14.1,12,7566,61
169 | "Doane College","Yes",793,709,244,20,47,1022,411,9570,3000,400,1000,67,72,15.1,42,6852,60
170 | "Dominican College of Blauvelt","Yes",360,329,108,4,19,756,863,8310,5500,600,1800,43,43,12.7,5,5480,54
171 | "Dordt College","Yes",604,562,328,25,50,1048,56,9800,2650,450,2800,61,60,12.5,17,7325,87
172 | "Dowling College","Yes",1011,829,410,9,33,1059,2458,9000,3100,450,1413,77,78,12.4,7,11178,42
173 | "Drake University","Yes",2799,2573,839,34,65,3322,726,13420,4770,560,1675,88,93,15,24,9473,77
174 | "Drew University","Yes",2153,1580,321,56,84,1192,87,18432,5616,520,660,93,97,10.2,28,14907,83
175 | "Drury College","Yes",700,650,314,33,66,1065,48,8730,3523,500,750,82,92,13.2,35,9303,67
176 | "Duke University","Yes",13789,3893,1583,90,98,6188,53,18590,5950,625,1162,95,96,5,44,27206,97
177 | "Earlham College","Yes",1358,1006,274,35,63,1028,13,15036,4056,600,600,90,94,10.6,46,14634,78
178 | "East Carolina University","No",9274,6362,2435,14,44,13171,1687,7248,3240,500,1700,74,78,13.2,18,9002,58
179 | "East Tennessee State University","No",3330,2730,1303,15,36,6706,2640,5800,3000,600,2200,73,75,14,9,9825,42
180 | "East Texas Baptist University","Yes",379,341,265,10,36,1050,151,4950,2780,530,1500,62,62,15.7,7,5619,38
181 | "Eastern College","Yes",458,369,165,16,42,1057,355,11190,4800,450,1230,60,60,13.6,22,8135,54
182 | "Eastern Connecticut State University","No",2172,1493,564,14,50,2766,1531,5962,4316,650,500,71,76,16.9,14,5719,50
183 | "Eastern Illinois University","No",5597,4253,1565,12,38,9161,845,5710,3066,120,1730,62,71,16.2,5,5682,76
184 | "Eastern Mennonite College","Yes",486,440,227,19,48,903,59,9650,3800,600,1300,46,65,11.4,29,10188,82
185 | "Eastern Nazarene College","Yes",516,409,200,17,40,1238,30,8770,3500,450,700,58,58,17.3,17,6430,70
186 | "Eckerd College","Yes",1422,1109,366,33,65,1363,23,15360,4080,600,1000,82,89,12.8,26,15003,59
187 | "Elizabethtown College","Yes",2417,1843,426,36,70,1476,299,14190,4400,500,750,65,68,12.8,25,9815,81
188 | "Elmira College","Yes",1457,1045,345,27,50,1109,502,14990,4980,450,550,77,98,21.5,21,7502,64
189 | "Elms College","Yes",245,208,125,23,46,544,436,11800,4765,450,1700,71,71,11.3,21,8952,86
190 | "Elon College","Yes",3624,2786,858,11,39,2933,334,9100,3883,490,1777,70,74,18.9,34,6329,63
191 | "Embry Riddle Aeronautical University","Yes",3151,2584,958,14,40,4772,856,7800,3750,570,3020,37,43,16.5,4,12878,44
192 | "Emory & Henry College","Yes",765,646,226,30,60,809,32,8578,4408,700,1600,79,88,13.9,51,8061,82
193 | "Emory University","Yes",8506,4168,1236,76,97,5544,192,17600,6000,600,870,97,98,5,28,28457,96
194 | "Emporia State University","No",1256,1256,853,43,79,3957,588,5401,3144,450,1888,72,75,19.3,4,5527,50
195 | "Erskine College","Yes",659,557,167,47,74,532,35,10485,3840,475,1246,76,80,13.5,47,7527,67
196 | "Eureka College","Yes",560,454,113,36,56,484,16,10955,3450,330,670,62,87,10.6,31,9552,53
197 | "Evergreen State College","No",1801,1101,438,14,50,3065,363,6297,4600,600,1323,75,78,18.1,14,8355,68
198 | "Fairfield University","Yes",4784,3346,781,30,66,2984,1037,15000,6200,700,1100,86,90,15.1,30,11220,94
199 | "Fayetteville State University","No",1455,1064,452,1,16,2632,617,6806,2550,350,766,75,75,15.1,10,6972,24
200 | "Ferrum College","Yes",1339,1107,336,12,36,1051,82,9400,4200,500,1600,53,58,12.5,9,7967,22
201 | "Flagler College","Yes",1415,714,338,18,52,1345,44,5120,3200,500,2140,52,60,18.1,9,3930,69
202 | "Florida Institute of Technology","Yes",1947,1580,523,39,74,1863,233,13900,4140,750,1500,90,90,10.6,7,8923,57
203 | "Florida International University","No",3306,2079,1071,42,89,10208,9310,6597,2494,800,3028,81,96,13.9,20,6722,66
204 | "Florida Southern College","Yes",1381,1040,374,20,44,1506,970,8025,4865,400,650,65,74,17.4,10,6339,68
205 | "Florida State University","No",11651,8683,3023,50,90,18906,3242,6680,4060,600,1020,80,89,23.1,15,7250,58
206 | "Fontbonne College","Yes",291,245,126,16,49,981,337,8390,4100,350,1500,45,55,21.5,24,4607,62
207 | "Fordham University","Yes",4200,2874,942,30,55,4740,1646,14235,6965,600,1735,86,97,14.4,14,10864,80
208 | "Fort Lewis College","No",3440,2823,1123,16,35,3793,486,6198,3320,500,2500,89,97,19.1,6,4362,46
209 | "Francis Marion University","No",1801,1655,819,13,38,3224,436,5840,3138,400,2430,76,76,19.1,8,5039,43
210 | "Franciscan University of Steubenville","Yes",553,452,228,22,49,1301,242,9650,4400,600,1000,57,69,14.9,8,6336,83
211 | "Franklin College","Yes",804,632,281,29,72,840,68,10390,4040,525,1345,54,78,12.5,37,11751,60
212 | "Franklin Pierce College","Yes",5187,4471,446,3,14,1818,1197,13320,4630,500,800,50,56,17.6,16,6418,51
213 | "Freed-Hardeman University","Yes",895,548,314,20,54,1174,50,5500,3340,600,1600,68,76,16.1,13,6078,62
214 | "Fresno Pacific College","Yes",346,274,146,51,87,704,63,9900,3670,630,1818,59,59,10.5,14,8095,54
215 | "Furman University","Yes",2161,1951,685,56,82,2371,175,13440,4048,600,1250,92,95,13.5,28,12940,82
216 | "Gannon University","Yes",2464,1908,678,24,57,2693,691,10970,4280,500,1380,47,51,13.3,18,7711,65
217 | "Gardner Webb University","Yes",1110,930,332,18,36,1603,374,8180,4270,500,500,65,58,15.2,12,5664,29
218 | "Geneva College","Yes",668,534,237,19,39,1306,258,9476,4820,500,1100,67,67,20.1,26,6786,74
219 | "George Fox College","Yes",809,726,294,27,52,1271,43,12500,4130,400,1050,53,53,13.5,22,7136,52
220 | "George Mason University","No",5653,4326,1727,17,29,9528,3822,10800,4840,580,1050,93,96,19.3,7,6751,46
221 | "George Washington University","Yes",7875,5062,1492,38,71,5471,1470,17450,6328,700,950,92,93,7.6,15,14745,72
222 | "Georgetown College","Yes",727,693,286,30,55,1063,48,8100,3950,550,550,73,76,13.3,28,7508,55
223 | "Georgetown University","Yes",11115,2881,1390,71,93,5881,406,18300,7131,670,1700,91,92,7.2,27,19635,95
224 | "Georgia Institute of Technology","No",7837,4527,2276,89,99,8528,654,6489,4438,795,1164,92,92,19.3,33,11271,70
225 | "Georgia State University","No",3793,2341,1238,9,24,7732,9054,6744,2655,720,3450,87,89,19,10,7762,34
226 | "Georgian Court College","Yes",348,281,127,12,52,1095,785,9150,3950,500,800,56,59,12.2,27,7348,76
227 | "Gettysburg College","Yes",3596,2466,575,42,78,1944,46,19964,4328,500,500,94,95,12.1,32,14720,83
228 | "Goldey Beacom College","Yes",633,468,284,10,27,823,963,6120,2985,531,1830,25,25,27.6,4,6081,36
229 | "Gonzaga University","Yes",1886,1524,526,31,67,2523,296,13000,4450,600,2400,78,90,14.7,32,9553,69
230 | "Gordon College","Yes",674,565,282,25,54,1151,39,12200,4070,400,1200,73,82,14.2,32,9226,66
231 | "Goshen College","Yes",440,396,221,26,51,910,166,9420,3730,600,1230,51,56,9.9,46,10270,72
232 | "Goucher College","Yes",1151,813,248,40,64,850,80,15588,6174,500,1200,78,90,9.2,34,16623,77
233 | "Grace College and Seminary","Yes",548,428,167,18,46,618,113,8958,3670,300,1000,53,59,15.3,26,9798,64
234 | "Graceland College","Yes",555,414,242,14,41,996,2281,9100,3100,550,880,51,61,23.6,24,5609,47
235 | "Grand Valley State University","No",5165,3887,1561,20,60,8234,2619,6108,3800,500,1000,64,66,20.6,9,5063,57
236 | "Green Mountain College","Yes",780,628,198,7,20,545,42,11750,2700,400,850,77,83,14,24,6475,76
237 | "Greensboro College","Yes",608,494,176,10,31,649,314,8330,3770,550,1300,64,80,13,31,7949,39
238 | "Greenville College","Yes",510,387,194,20,46,771,53,10310,4530,400,800,57,61,14.3,16,8222,60
239 | "Grinnell College","Yes",2039,1389,432,56,91,1333,30,15688,4618,400,400,88,92,9.5,54,18979,83
240 | "Grove City College","Yes",2491,1110,573,57,88,2213,35,5224,3048,525,350,65,65,18.4,18,4957,100
241 | "Guilford College","Yes",1202,1054,326,18,44,1410,299,13404,5160,450,1050,78,86,15.6,30,9114,65
242 | "Gustavus Adolphus College","Yes",1709,1385,634,36,72,2281,50,14125,3600,400,700,79,89,12.5,58,9907,80
243 | "Gwynedd Mercy College","Yes",380,237,104,30,56,716,1108,11000,5550,500,500,36,41,7.8,22,7483,96
244 | "Hamilton College","Yes",3140,1783,454,40,82,1646,24,19700,5050,300,800,91,96,9.6,60,17761,91
245 | "Hamline University","Yes",1006,825,328,34,73,1362,102,13252,4194,450,550,89,93,13,33,10296,65
246 | "Hampden - Sydney College","Yes",817,644,307,20,40,945,1,13218,4773,660,600,95,97,13.3,53,12263,69
247 | "Hampton University","Yes",7178,3755,1433,25,63,4623,740,7161,3518,600,2000,60,64,14,9,6791,70
248 | "Hanover College","Yes",1006,837,317,33,65,1024,15,8200,3485,500,1200,84,84,10.6,26,9248,64
249 | "Hardin-Simmons University","Yes",467,424,350,16,40,1365,334,6300,2980,700,2140,75,79,13.7,10,7054,38
250 | "Harding University","Yes",1721,1068,806,35,75,3128,213,5504,3528,700,910,71,77,17.7,37,6466,73
251 | "Hartwick College","Yes",2083,1725,430,22,49,1464,67,17480,4780,500,700,75,87,12.3,32,11625,73
252 | "Harvard University","Yes",13865,2165,1606,90,100,6862,320,18485,6410,500,1920,97,97,9.9,52,37219,100
253 | "Harvey Mudd College","Yes",1377,572,178,95,100,654,5,17230,6690,700,900,100,100,8.2,46,21569,100
254 | "Hastings College","Yes",817,708,262,22,52,935,37,9376,3272,500,1902,57,63,13,17,7335,52
255 | "Hendrix College","Yes",823,721,274,52,87,954,6,8800,3195,500,1200,82,99,13.1,26,8588,63
256 | "Hillsdale College","Yes",920,745,347,35,66,1133,42,11090,4700,400,750,80,80,12,31,12639,79
257 | "Hiram College","Yes",922,729,244,37,66,1000,275,14067,4560,400,1000,75,95,10.6,34,12165,79
258 | "Hobart and William Smith Colleges","Yes",2688,2081,500,25,53,1792,5,19029,5841,600,600,99,99,12.1,37,13040,79
259 | "Hofstra University","Yes",7428,5860,1349,25,63,6534,1350,11600,5920,1000,1000,81,90,13.9,10,10093,60
260 | "Hollins College","Yes",602,498,215,26,58,795,74,13470,5515,500,850,78,91,11.1,48,13957,72
261 | "Hood College","Yes",699,565,176,36,64,710,399,13960,6040,450,690,82,88,14.4,34,12434,72
262 | "Hope College","Yes",1712,1483,624,37,69,2505,208,12275,4341,465,1100,72,81,12.5,40,9284,72
263 | "Houghton College","Yes",949,786,302,30,70,1210,26,9990,3550,500,1500,85,90,15,24,8187,67
264 | "Huntingdon College","Yes",608,520,127,26,47,538,126,8080,3920,500,1100,63,72,11.4,9,7703,44
265 | "Huntington College","Yes",450,430,125,20,46,488,43,9950,3920,300,1300,76,76,11.8,25,9466,47
266 | "Huron University","Yes",600,197,124,3,9,392,69,7260,3090,600,1840,31,35,12.9,4,9249,21
267 | "Husson College","Yes",723,652,361,10,30,951,706,7800,4000,350,1500,36,44,22,4,4923,84
268 | "Illinois Benedictine College","Yes",607,558,269,22,47,1222,519,10500,4348,650,1500,81,91,11.6,29,8324,75
269 | "Illinois College","Yes",894,787,262,28,63,909,28,8050,3850,600,1000,75,75,15.6,30,7348,52
270 | "Illinois Institute of Technology","Yes",1756,1360,478,42,77,1911,626,14550,4620,500,700,80,88,12.3,26,12851,56
271 | "Illinois State University","No",8681,6695,2408,10,35,15701,1823,7799,3403,537,2605,77,84,21,16,5569,54
272 | "Illinois Wesleyan University","Yes",3050,1342,471,55,86,1818,23,14360,4090,400,650,77,92,12.9,34,9605,83
273 | "Immaculata College","Yes",268,253,103,16,44,494,1305,10000,5364,500,1000,56,64,11.2,33,7305,69
274 | "Incarnate Word College","Yes",1163,927,386,16,49,1685,556,8840,4689,750,2775,67,69,11.4,21,6095,95
275 | "Indiana State University","No",5659,4761,3147,10,31,8596,1949,6892,3706,600,2500,72,76,16.6,8,6996,40
276 | "Indiana University at Bloomington","No",16587,13243,5873,25,72,24763,2717,9766,3990,600,2000,77,88,21.3,24,8686,68
277 | "Indiana Wesleyan University","Yes",735,423,366,20,48,2448,707,9210,3782,700,1000,49,51,39.8,15,6562,34
278 | "Iona College","Yes",4892,3530,913,13,33,3906,1446,10690,6790,570,1150,66,83,16,14,8107,66
279 | "Iowa State University","No",8427,7424,3441,26,59,18676,1715,7550,3224,640,2055,81,88,19.2,22,8420,65
280 | "Ithaca College","Yes",7259,5526,1368,23,52,5612,166,14424,6192,634,1000,58,79,11.5,25,9812,75
281 | "James Madison University","No",11223,5285,2082,32,72,9652,742,7994,4544,500,732,77,81,17.9,29,5212,98
282 | "Jamestown College","Yes",472,410,262,14,41,9950,71,7620,3050,400,400,51,53,17,21,3186,54
283 | "Jersey City State College","No",2957,1423,691,10,30,3817,1394,3946,4800,400,1500,63,67,14.9,10,8367,26
284 | "John Brown University","Yes",605,405,284,24,53,961,99,6398,3672,400,1350,68,68,13.3,19,8118,75
285 | "John Carroll University","Yes",2421,2109,820,27,57,3168,392,11700,5550,600,450,89,90,14.5,28,7738,89
286 | "Johns Hopkins University","Yes",8474,3446,911,75,94,3566,1569,18800,6740,500,1040,96,97,3.3,38,56233,90
287 | "Johnson State College","No",833,669,279,3,13,1224,345,7656,4690,500,624,80,91,14.4,15,6564,36
288 | "Judson College","Yes",313,228,137,10,30,552,67,9414,4554,500,1700,34,55,10.6,30,7840,56
289 | "Juniata College","Yes",1005,859,298,36,55,1075,43,14850,4460,450,420,97,97,12.7,37,12067,80
290 | "Kansas State University","No",5880,4075,2833,25,55,14914,2246,6995,3120,600,2000,76,86,18.5,22,6122,54
291 | "Kansas Wesleyan University","Yes",589,575,148,16,40,474,258,8400,3250,500,1400,63,55,12.4,14,6535,68
292 | "Keene State College","No",3121,2446,822,5,19,3480,776,7870,4157,500,1150,73,73,16.1,13,6195,61
293 | "Kentucky Wesleyan College","Yes",584,497,175,20,49,662,121,8000,4150,500,1300,57,65,11.3,32,7058,62
294 | "Kenyon College","Yes",2212,1538,408,44,75,1445,1,19240,3690,750,480,95,95,11.1,46,14067,88
295 | "Keuka College","Yes",461,381,174,10,43,738,55,9600,4550,600,750,55,94,13.3,43,7863,51
296 | "King's College","Yes",1456,1053,381,20,45,500,541,10910,5160,400,1795,66,72,15.6,37,7649,87
297 | "King College","Yes",355,300,142,34,65,509,44,8664,3350,600,3000,65,68,10.7,25,8954,65
298 | "Knox College","Yes",1040,845,286,48,77,967,24,15747,4062,400,800,88,95,12.7,33,13224,79
299 | "La Roche College","Yes",361,321,185,10,41,650,819,8842,4782,600,1100,57,73,14.2,14,7022,52
300 | "La Salle University","Yes",2929,1834,622,20,56,2738,1662,12600,5610,450,3160,90,90,15.1,9,9084,84
301 | "Lafayette College","Yes",4010,2402,572,36,59,2018,226,18730,5740,600,1000,93,96,10.5,38,15365,92
302 | "LaGrange College","Yes",544,399,177,15,35,600,363,6987,3585,750,1500,77,83,12.5,12,9067,75
303 | "Lake Forest College","Yes",979,638,271,31,70,968,20,16880,3970,920,1320,91,94,10.7,19,15687,77
304 | "Lakeland College","Yes",497,452,231,24,47,887,1957,9400,4005,500,1000,49,65,17.2,25,4054,57
305 | "Lamar University","No",2336,1725,1043,10,27,5438,4058,4752,3040,508,1463,48,82,18.4,12,5879,26
306 | "Lambuth University","Yes",831,538,224,15,35,840,325,5170,3430,600,1590,61,61,16.1,10,5531,60
307 | "Lander University","No",1166,1009,510,9,33,2074,341,4938,2987,528,1702,67,77,17,11,6119,51
308 | "Lawrence University","Yes",1243,947,324,50,77,1129,74,17163,3891,525,975,76,92,10.1,57,13965,77
309 | "Le Moyne College","Yes",1470,1199,425,21,76,1820,558,11040,4840,400,900,89,92,13.3,28,8118,94
310 | "Lebanon Valley College","Yes",1386,1060,320,28,56,965,502,13850,4755,400,1125,84,84,12.3,30,8196,85
311 | "Lehigh University","Yes",6397,4304,1092,40,84,4298,132,18700,5580,750,1130,96,99,12.5,43,14665,91
312 | "Lenoir-Rhyne College","Yes",979,743,259,25,46,1188,166,10100,4000,400,1000,88,92,12,20,8539,66
313 | "Lesley College","Yes",244,198,82,12,33,1134,336,11700,5300,550,805,71,88,27.8,18,8694,58
314 | "LeTourneau University","Yes",477,417,204,29,54,1532,77,8840,4240,600,1400,58,70,20.8,23,6863,56
315 | "Lewis and Clark College","Yes",2774,2092,482,35,64,1763,59,15800,4790,450,950,97,98,12.3,21,12999,69
316 | "Lewis University","Yes",1154,1050,395,12,31,2192,1423,10560,4520,500,1200,36,48,14.3,10,7701,61
317 | "Lincoln Memorial University","Yes",787,562,363,21,55,925,605,5950,2890,600,1300,67,72,14.6,35,5177,53
318 | "Lincoln University","No",1660,1091,326,15,41,1196,33,4818,3400,350,1400,71,72,12.6,8,10912,45
319 | "Lindenwood College","Yes",810,484,356,6,33,2155,191,9200,4800,1000,4200,65,85,24.1,9,3480,100
320 | "Linfield College","Yes",1561,1188,458,48,72,1548,840,13380,4210,500,900,89,91,17.8,34,8747,81
321 | "Livingstone College","Yes",900,473,217,22,47,621,11,4400,3400,800,900,53,93,10.4,16,9268,92
322 | "Lock Haven University of Pennsylvania","No",3570,2215,651,17,41,3390,325,7352,3620,225,500,47,55,16.1,14,6374,63
323 | "Longwood College","No",2747,1870,724,12,47,2874,118,7920,3962,550,2200,74,80,18.4,23,5553,62
324 | "Loras College","Yes",1641,1283,527,20,39,1663,170,11200,4000,500,1200,61,62,14.2,24,7578,70
325 | "Louisiana College","Yes",2013,1053,212,33,61,912,158,5150,3036,500,1655,64,74,10.5,11,7547,59
326 | "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
327 | "Louisiana Tech University","No",2397,2144,1525,22,45,6720,1822,3957,2325,618,1656,66,77,20,13,4546,45
328 | "Loyola College","Yes",4076,3137,738,25,54,3010,184,12990,6300,600,900,86,88,14.7,27,9448,80
329 | "Loyola Marymount University","Yes",3768,2662,753,42,64,3558,436,13592,5916,545,1328,84,88,14.2,10,11677,84
330 | "Loyola University","Yes",1891,1698,719,24,80,2740,761,11100,5870,600,750,77,88,11.7,14,9456,53
331 | "Loyola University Chicago","Yes",3579,2959,868,25,55,5244,3417,11500,5330,700,2000,94,95,6.2,15,13009,65
332 | "Luther College","Yes",1549,1392,587,38,72,2269,85,13240,3560,600,400,73,85,13.8,38,8949,77
333 | "Lycoming College","Yes",1286,1005,363,16,37,1363,74,13900,4300,500,900,75,81,14,32,8024,72
334 | "Lynchburg College","Yes",1756,1500,366,3,21,1524,280,12450,5400,450,870,62,66,12.4,24,8832,70
335 | "Lyndon State College","No",535,502,223,6,20,959,150,7320,4640,500,600,48,65,12.6,15,7114,51
336 | "Macalester College","Yes",2939,1496,452,56,86,1723,113,15909,4772,500,700,85,91,11.9,37,14213,77
337 | "MacMurray College","Yes",740,558,177,12,29,628,63,9620,3750,550,950,49,55,10.8,33,10642,59
338 | "Malone College","Yes",874,758,428,21,46,1605,246,9858,3700,450,1200,42,45,17.6,16,4796,55
339 | "Manchester College","Yes",1004,802,239,23,63,909,51,10440,3850,525,1450,63,72,11.8,20,7940,64
340 | "Manhattan College","Yes",2432,1730,563,20,63,2578,254,12370,6800,500,1800,92,92,13.6,25,10062,79
341 | "Manhattanville College","Yes",962,750,212,21,54,830,150,14700,6550,450,400,97,97,11.3,24,11291,70
342 | "Mankato State University","No",3073,2672,1547,9,29,9649,1792,4300,2643,450,1660,57,68,19,11,5801,68
343 | "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
344 | "Marietta College","Yes",1611,960,342,27,60,1089,210,13850,3920,470,810,80,97,13.2,30,10223,96
345 | "Marist College","Yes",4731,3171,830,12,31,3557,658,10700,5925,550,1200,74,81,17.6,34,8408,69
346 | "Marquette University","Yes",5152,4600,1685,36,71,7016,804,11610,4760,600,1950,86,94,13.5,25,9982,77
347 | "Marshall University","Yes",4226,3666,2007,14,60,7703,2339,5094,4010,700,1560,77,86,16.6,10,6203,50
348 | "Mary Baldwin College","Yes",499,441,199,26,52,846,377,11200,7400,600,1300,66,79,6.8,50,10819,90
349 | "Mary Washington College","No",4350,2178,756,39,78,2997,736,6490,4942,650,2102,75,80,17.6,30,5358,84
350 | "Marymount College Tarrytown","Yes",478,327,117,9,34,731,370,11510,6450,575,1075,71,93,10.3,30,10502,77
351 | "Marymount Manhattan College","Yes",695,535,239,21,30,988,785,10200,7000,350,1100,63,76,11.7,20,10622,68
352 | "Marymount University","Yes",941,772,214,10,30,1247,776,11390,5280,500,750,77,82,10.6,17,8575,55
353 | "Maryville College","Yes",1464,888,176,26,52,624,128,11200,4208,500,1642,80,90,11.1,43,8317,51
354 | "Maryville University","Yes",549,397,169,26,51,1343,1751,9250,4550,425,1350,52,58,13.1,13,5925,61
355 | "Marywood College","Yes",1107,859,323,13,51,1452,402,11040,4500,600,700,65,76,11.8,30,9034,66
356 | "Massachusetts Institute of Technology","Yes",6411,2140,1078,96,99,4481,28,20100,5975,725,1600,99,99,10.1,35,33541,94
357 | "Mayville State University","No",233,233,153,5,12,658,58,4486,2516,600,1900,68,68,15.7,11,6971,51
358 | "McKendree College","Yes",1002,555,119,16,43,836,684,7680,3740,500,800,70,74,17.7,21,6652,52
359 | "McMurry University","Yes",578,411,187,25,50,880,477,6930,3452,400,1525,57,64,11,11,6383,32
360 | "McPherson College","Yes",420,293,93,11,32,336,80,7950,3750,600,2740,54,54,9.8,45,9754,48
361 | "Mercer University","Yes",2286,1668,564,37,70,2943,1260,11985,4081,400,1500,93,95,9.2,15,8995,91
362 | "Mercyhurst College","Yes",1557,1074,397,15,40,1805,433,9813,4050,425,1000,45,63,16.7,29,7307,78
363 | "Meredith College","Yes",857,772,376,25,58,1721,470,6720,3250,450,1520,77,82,13.9,33,6881,82
364 | "Merrimack College","Yes",1981,1541,514,18,36,1927,1084,12500,6200,375,1000,73,75,16.8,22,8707,80
365 | "Mesa State College","No",1584,1456,891,6,18,3471,911,5016,3798,540,2256,48,48,28.8,12,3871,59
366 | "Messiah College","Yes",1742,1382,607,30,64,2258,53,10300,5080,475,1200,68,75,14.1,30,7762,89
367 | "Miami University at Oxford","No",9239,7788,3290,35,39,13606,807,8856,3960,500,1382,81,89,17.6,20,7846,85
368 | "Michigan State University","No",18114,15096,6180,23,57,26640,4120,10658,3734,504,600,93,95,14,9,10520,71
369 | "Michigan Technological University","No",2618,2288,1032,42,77,5524,414,8127,3978,900,1200,82,82,17,25,7473,65
370 | "MidAmerica Nazarene College","Yes",331,331,225,15,36,1100,166,6840,3720,1100,4913,33,33,15.4,20,5524,49
371 | "Millersville University of Penn.","No",6011,3075,960,22,60,5146,1532,7844,3830,450,1258,72,74,16.8,20,7832,71
372 | "Milligan College","Yes",610,461,189,26,52,685,49,8200,3300,550,1000,63,69,12,16,8128,64
373 | "Millikin University","Yes",1444,1261,456,29,62,1788,95,11910,4378,450,965,60,77,11.4,25,8149,75
374 | "Millsaps College","Yes",905,834,319,32,61,1073,179,11320,4402,550,1350,82,89,12.7,38,11218,58
375 | "Milwaukee School of Engineering","Yes",1217,1088,496,36,69,1773,884,11505,3255,1000,2075,35,46,16.7,23,7140,67
376 | "Mississippi College","Yes",594,385,307,36,57,1695,721,5580,2830,600,700,77,79,16.5,18,6170,61
377 | "Mississippi State University","No",4255,3277,1609,18,57,10094,1621,9866,3084,480,1479,77,77,15.9,20,6223,53
378 | "Mississippi University for Women","No",480,405,380,19,46,1673,1014,4386,2217,600,1500,49,54,15.8,8,5704,63
379 | "Missouri Southern State College","No",1576,1326,913,13,50,3689,2200,3840,2852,200,400,52,54,20.3,9,4172,100
380 | "Missouri Valley College","Yes",1310,983,316,5,35,1057,175,8550,5050,400,900,35,67,17.4,16,4333,27
381 | "Monmouth College IL","Yes",601,503,204,28,57,671,11,13000,4100,400,460,91,91,11.6,43,11087,56
382 | "Monmouth College","Yes",2707,1881,478,14,34,1893,847,12480,5290,530,1740,70,85,14.2,15,9492,54
383 | "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
384 | "Montana State University","No",3500,2836,1779,15,42,8730,993,5552,3710,550,2300,75,83,17.6,8,6324,37
385 | "Montclair State University","No",5220,2128,865,19,53,6411,3186,3648,4834,700,950,82,87,21.5,9,6717,58
386 | "Montreat-Anderson College","Yes",263,223,103,10,24,316,20,8438,3372,500,2958,42,50,11.1,4,11989,15
387 | "Moorhead State University","No",2442,2164,1189,12,37,5983,1075,4426,2664,600,1000,76,81,18.1,19,4795,60
388 | "Moravian College","Yes",1232,955,303,23,58,1241,485,14990,4730,550,1250,86,92,15.2,28,9566,74
389 | "Morehouse College","Yes",3708,1678,722,41,66,2852,153,7050,5490,250,600,71,74,17.8,10,8122,83
390 | "Morningside College","Yes",586,533,239,16,36,950,228,10520,3678,500,1000,48,68,13,32,8111,56
391 | "Morris College","Yes",882,730,330,2,13,926,12,4515,2550,850,2100,53,60,18.6,34,6990,60
392 | "Mount Holyoke College","Yes",1800,1314,526,47,79,1891,40,19300,5700,750,750,79,91,9,51,18359,84
393 | "Mount Marty College","Yes",279,276,126,17,37,600,435,6844,2980,500,500,45,55,11.7,38,5073,44
394 | "Mount Mary College","Yes",235,217,121,12,32,931,487,8950,3119,550,1125,51,51,10.7,26,7016,78
395 | "Mount Mercy College","Yes",368,317,159,20,49,806,542,10500,3555,500,2285,44,50,11.3,30,6695,64
396 | "Mount Saint Clare College","Yes",325,284,95,16,33,364,88,9900,3650,500,1200,32,37,13.6,43,6525,21
397 | "Mount Saint Mary's College","Yes",1321,1159,328,15,36,1243,79,12850,6200,550,900,77,82,12.8,36,8536,80
398 | "Mount Saint Mary College","Yes",1170,695,238,14,48,1170,429,7470,4600,250,1400,74,75,15.3,23,6898,88
399 | "Mount St. Mary's College","Yes",657,537,113,37,90,1039,466,12474,5678,630,1278,53,71,11.9,19,10613,72
400 | "Mount Union College","Yes",1310,1086,458,26,61,1365,144,12250,3530,400,1150,85,87,16.7,35,7215,81
401 | "Mount Vernon Nazarene College","Yes",510,485,334,18,36,1114,94,7400,3346,600,600,57,57,19.8,7,6869,58
402 | "Muhlenberg College","Yes",2519,1836,462,30,61,1656,352,16975,4565,600,850,76,86,12.8,39,10888,83
403 | "Murray State University","No",2225,1910,1190,29,55,5968,955,4738,3110,700,940,72,76,20.2,27,5972,52
404 | "Muskingum College","Yes",1109,922,375,24,46,1115,70,13240,3914,600,800,73,85,13.4,27,9333,73
405 | "National-Louis University","Yes",513,347,279,23,48,2508,505,9090,4500,650,500,62,65,18.3,2,7905,71
406 | "Nazareth College of Rochester","Yes",947,798,266,36,68,1274,471,10850,5150,550,800,77,93,13.6,24,8797,61
407 | "New Jersey Institute of Technology","No",1879,1216,483,27,62,3311,1646,8832,5376,700,1850,92,98,13.5,19,12529,72
408 | "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
409 | "New York University","Yes",13594,7244,2505,70,86,12408,2814,17748,7262,450,1000,87,98,7.8,16,21227,71
410 | "Newberry College","Yes",872,722,154,14,36,601,36,10194,2600,500,1500,57,63,11.4,32,5788,83
411 | "Niagara University","Yes",2220,1796,467,65,99,1919,334,10320,4762,450,650,68,100,14.2,20,7788,65
412 | "North Adams State College","No",1563,1005,240,1,19,1380,136,5542,4330,500,1000,65,71,14.2,17,6562,57
413 | "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
414 | "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
415 | "North Carolina Wesleyan College","Yes",812,689,195,7,24,646,84,8242,4230,600,1295,77,77,12.7,11,10090,52
416 | "North Central College","Yes",1127,884,308,30,64,1310,766,11718,7398,450,1800,73,87,16.4,33,8871,76
417 | "North Dakota State University","No",2968,2297,1610,13,47,7368,1128,5834,2744,600,2000,79,83,17,24,6310,42
418 | "North Park College","Yes",465,361,176,19,39,879,156,12580,4345,400,970,76,79,13.1,24,10889,74
419 | "Northeast Missouri State University","No",6040,4577,1620,36,72,5640,266,4856,3416,400,1100,69,72,15.7,13,6601,76
420 | "Northeastern University","Yes",11901,8492,2517,16,42,11160,10221,13380,7425,600,1750,73,82,12.9,17,9563,46
421 | "Northern Arizona University","No",5891,4931,1973,23,48,11249,2682,6746,3728,620,2342,78,83,21.7,7,6157,41
422 | "Northern Illinois University","No",10706,7219,2397,12,37,14826,1979,7799,3296,470,1750,73,78,17.3,11,6086,56
423 | "Northwest Missouri State University","No",2729,2535,1257,8,29,4787,472,3735,3136,250,1630,62,65,21.7,23,5284,54
424 | "Northwest Nazarene College","Yes",616,514,385,29,52,1115,60,9840,2820,450,822,59,59,14.8,20,6261,58
425 | "Northwestern College","Yes",860,811,366,22,56,1040,52,9900,3075,300,1800,68,68,14.9,34,6357,68
426 | "Northwestern University","Yes",12289,5200,1902,85,98,7450,45,16404,5520,759,1585,96,100,6.8,25,26385,92
427 | "Norwich University","Yes",1743,1625,626,8,29,1862,382,14134,5270,500,800,71,74,13.1,22,9209,63
428 | "Notre Dame College","Yes",379,324,107,15,37,500,311,9990,4900,400,600,44,47,12.1,26,4948,33
429 | "Oakland University","No",3041,2581,1173,16,56,6441,3982,9114,4030,400,650,88,90,19.7,13,6637,53
430 | "Oberlin College","Yes",4778,2767,678,50,89,2587,120,19670,5820,575,1119,77,96,10.1,47,16593,83
431 | "Occidental College","Yes",2324,1319,370,52,81,1686,35,16560,5140,558,1152,91,93,10.5,30,16196,79
432 | "Oglethorpe University","Yes",792,649,186,56,87,769,377,12900,4340,600,4110,91,95,13.1,27,8568,67
433 | "Ohio Northern University","Yes",2936,2342,669,35,62,2502,66,15990,4080,600,825,73,78,14.5,31,9979,83
434 | "Ohio University","No",11023,8298,3183,21,54,14861,1310,7629,4095,550,2300,79,87,20.4,13,8811,64
435 | "Ohio Wesleyan University","Yes",2190,1700,458,36,65,1780,48,16732,5650,550,550,93,93,12.1,32,12011,75
436 | "Oklahoma Baptist University","Yes",758,681,484,35,59,1707,705,5390,3140,515,1290,63,71,15.1,18,5511,50
437 | "Oklahoma Christian University","Yes",776,765,351,22,44,1419,228,6400,3150,500,1900,58,64,16.2,8,6578,45
438 | "Oklahoma State University","No",4522,3913,2181,29,57,12830,1658,5336,3344,800,3100,84,92,15.3,14,6433,48
439 | "Otterbein College","Yes",1496,1205,428,26,57,1648,936,12888,4440,420,840,62,68,13.9,30,8802,87
440 | "Ouachita Baptist University","Yes",910,773,450,31,73,1310,61,6530,2800,500,1500,63,67,13.3,10,6413,65
441 | "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
442 | "Pace University","Yes",8256,3750,1522,37,70,5809,4379,11000,5160,660,1115,90,95,13.8,10,10059,62
443 | "Pacific Lutheran University","Yes",1603,1392,504,31,68,2580,302,13312,4488,600,1516,78,78,11,23,9431,83
444 | "Pacific Union College","Yes",940,668,385,20,48,1316,139,11925,3825,630,1926,48,87,12.3,12,9157,69
445 | "Pacific University","Yes",943,849,288,41,71,1041,35,14210,3994,450,1100,76,76,10.9,22,11216,42
446 | "Pembroke State University","No",944,774,440,14,34,2174,529,6360,2760,550,1498,77,77,15,5,6443,48
447 | "Pennsylvania State Univ. Main Campus","No",19315,10344,3450,48,93,28938,2025,10645,4060,512,2394,77,96,18.1,19,8992,63
448 | "Pepperdine University","Yes",3821,2037,680,86,96,2488,625,18200,6770,500,700,95,98,11.6,13,16185,66
449 | "Peru State College","No",701,501,458,10,40,959,457,2580,2624,500,900,48,100,20.1,24,4870,44
450 | "Pfeiffer College","Yes",838,651,159,11,25,654,162,8640,3700,400,1915,62,62,12.2,13,7634,48
451 | "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
452 | "Phillips University","Yes",692,576,174,19,50,597,83,10500,3860,600,940,58,64,11.6,19,8990,39
453 | "Piedmont College","Yes",663,562,127,20,40,641,63,5640,3620,600,750,89,89,13.2,17,7309,31
454 | "Pikeville College","Yes",404,400,169,28,48,797,100,6000,3000,500,500,48,57,13.4,14,5557,61
455 | "Pitzer College","Yes",1133,630,220,37,73,750,30,17688,5900,650,850,100,100,10.4,11,14820,73
456 | "Point Loma Nazarene College","Yes",809,687,428,20,43,1889,217,10178,4190,800,750,71,71,16.1,19,7895,54
457 | "Point Park College","Yes",875,744,207,7,38,1173,1402,9700,4830,400,1200,45,90,14.5,10,7652,66
458 | "Polytechnic University","Yes",1132,847,302,58,89,1379,214,16200,4200,436,2486,90,90,10.4,14,14329,62
459 | "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
460 | "Presbyterian College","Yes",1082,832,302,34,63,1133,30,11859,3635,554,1429,80,85,13.4,42,8354,85
461 | "Princeton University","Yes",13218,2042,1153,90,98,4540,146,19900,5910,675,1575,91,96,8.4,54,28320,99
462 | "Providence College","Yes",5139,3346,973,20,55,3717,1358,14400,6200,450,1100,66,74,18.4,35,8135,96
463 | "Purdue University at West Lafayette","No",21804,18744,5874,29,60,26213,4065,9556,3990,570,1060,86,86,18.2,15,8604,67
464 | "Queens College","Yes",516,392,154,32,62,630,549,11020,4970,610,1900,73,75,14,36,9315,58
465 | "Quincy University","Yes",1025,707,297,22,66,1070,72,10100,4140,450,1080,69,71,16.3,32,6880,80
466 | "Quinnipiac College","Yes",3712,2153,806,17,45,2677,714,12030,6140,1000,500,63,73,12,33,8847,86
467 | "Radford University","No",5702,4894,1742,15,37,8077,472,6684,4110,500,900,73,83,19.6,9,4519,62
468 | "Ramapo College of New Jersey","No",2088,957,362,6,29,2745,1938,4449,4860,600,1655,74,95,17.8,8,7333,47
469 | "Randolph-Macon College","Yes",1771,1325,306,21,46,1071,27,13840,3735,400,900,77,80,10.7,38,11080,74
470 | "Randolph-Macon Woman's College","Yes",696,616,169,35,66,653,56,13970,6110,370,920,88,97,9.2,24,16358,68
471 | "Reed College","Yes",1966,1436,327,47,80,1199,61,19960,5490,500,450,90,90,11.8,37,15886,68
472 | "Regis College","Yes",427,385,143,18,38,581,533,12700,5800,450,700,81,85,10.3,37,11758,84
473 | "Rensselaer Polytechnic Institute","Yes",4996,4165,936,53,82,4291,16,17475,5976,1230,1100,94,98,15.4,21,15605,70
474 | "Rhodes College","Yes",2302,1831,391,58,82,1345,59,15200,4768,550,1500,90,96,10.8,47,13388,77
475 | "Rider University","Yes",3586,2424,730,16,31,2748,1309,13250,5420,700,3100,84,92,12.3,23,11299,70
476 | "Ripon College","Yes",587,501,211,28,52,735,28,15200,4100,350,650,87,90,9.4,49,12472,64
477 | "Rivier College","Yes",484,386,141,6,28,590,1196,9870,4860,600,1100,59,59,12.2,19,6744,81
478 | "Roanoke College","Yes",2227,1790,437,27,54,1460,239,13425,4425,450,1200,85,89,13,26,9405,72
479 | "Rockhurst College","Yes",935,858,345,22,50,1127,754,9490,4100,500,1500,60,79,10.7,21,7519,79
480 | "Rocky Mountain College","Yes",560,392,270,11,31,743,118,8734,3362,600,625,56,78,11.3,27,6422,68
481 | "Roger Williams University","Yes",3304,2804,679,10,20,2111,1489,12520,6050,500,730,44,54,16.4,8,7957,61
482 | "Rollins College","Yes",1777,1151,382,31,55,1668,1052,16425,5220,955,750,81,85,13.3,23,11561,90
483 | "Rosary College","Yes",434,321,141,28,53,624,269,10950,4600,550,950,79,82,12.9,30,9264,81
484 | "Rowan College of New Jersey","No",3820,1431,695,21,70,5303,3942,4356,4830,800,800,76,81,22.1,6,7252,51
485 | "Rutgers at New Brunswick","No",48094,26330,4520,36,79,21401,3712,7410,4748,690,2009,90,95,19.5,19,10474,77
486 | "Rutgers State University at Camden","No",3366,1752,232,27,79,2585,1300,7411,4748,690,2009,90,95,18.6,12,10134,57
487 | "Rutgers State University at Newark","No",5785,2690,499,26,62,4005,1886,7410,4748,690,2009,90,95,17.4,16,11878,58
488 | "Sacred Heart University","Yes",2307,1896,509,19,51,1707,1889,11070,5780,400,600,71,73,14.8,16,7120,82
489 | "Saint Ambrose University","Yes",897,718,276,12,48,1345,390,10450,4020,500,1500,56,56,14.1,16,7444,70
490 | "Saint Anselm College","Yes",2095,1553,514,15,40,1873,94,12950,5400,450,1120,70,82,14.5,29,6719,97
491 | "Saint Cloud State University","No",3971,3306,1921,10,34,11493,2206,4259,2625,350,1884,70,75,18.9,10,4629,58
492 | "Saint Francis College IN","Yes",213,166,85,13,36,513,247,8670,3820,450,1000,43,78,12.5,4,7440,48
493 | "Saint Francis College","Yes",1046,824,284,21,45,1223,451,10880,5050,400,1235,64,64,19.3,24,7344,69
494 | "Saint John's University","Yes",933,800,444,18,45,1691,72,12247,4081,500,600,76,85,12,38,9853,70
495 | "Saint Joseph's College IN","Yes",920,684,225,24,42,815,222,11200,4250,600,950,55,60,14.8,19,7360,67
496 | "Saint Joseph's College","Yes",833,682,217,12,33,716,2196,9985,5180,500,800,53,89,27.2,8,4322,85
497 | "Saint Joseph's University","Yes",2519,2003,776,39,71,2473,1314,12750,6350,350,1690,84,90,17.4,13,8243,83
498 | "Saint Joseph College","Yes",292,241,96,20,52,543,712,12200,4600,650,950,87,90,11.2,32,8680,76
499 | "Saint Louis University","Yes",3294,2855,956,44,67,4576,1140,11690,4730,800,6800,84,94,4.6,19,18367,67
500 | "Saint Mary's College","Yes",888,734,393,26,60,1433,27,12730,4514,500,1525,74,95,9.9,31,11165,98
501 | "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
502 | "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
503 | "Saint Michael's College","Yes",1910,1380,463,16,64,1715,106,13030,5860,500,750,79,88,14.5,34,10190,84
504 | "Saint Olaf College","Yes",2248,1673,745,38,73,2888,105,14350,3750,550,550,82,88,10,31,12502,83
505 | "Saint Peter's College","Yes",1606,1413,530,23,38,1921,1154,9408,5520,500,450,78,78,12.1,22,7669,53
506 | "Saint Vincent College","Yes",700,595,278,19,35,1035,182,10850,3936,500,900,62,64,12.3,31,8534,88
507 | "Saint Xavier University","Yes",785,647,295,15,65,1670,726,10860,4624,600,794,87,100,13.7,15,8953,55
508 | "Salem-Teikyo University","Yes",489,384,120,23,52,700,45,10575,3952,400,620,46,24,13,9,8946,98
509 | "Salem College","Yes",335,284,132,28,69,534,216,10475,6300,500,2000,68,68,11.2,46,9599,60
510 | "Salisbury State University","No",4216,2290,736,20,52,4296,1027,5130,4690,600,1450,73,75,17.9,18,5125,56
511 | "Samford University","Yes",1680,1395,691,34,76,2959,402,8236,3700,569,1650,74,75,14.7,17,9533,61
512 | "San Diego State University","No",9402,7020,2151,20,70,16407,5550,8384,5110,612,2400,87,93,19.5,7,7930,41
513 | "Santa Clara University","Yes",4019,2779,888,40,73,3891,128,13584,5928,630,1278,88,92,13.9,19,10872,100
514 | "Sarah Lawrence College","Yes",1380,768,263,57,82,1000,105,19300,6694,600,700,89,93,6.1,18,14779,83
515 | "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
516 | "Schreiner College","Yes",584,413,131,19,51,521,99,8955,5900,500,1488,51,56,11.8,23,8545,52
517 | "Scripps College","Yes",855,632,139,60,83,569,7,17238,7350,600,800,95,100,8.2,41,18372,73
518 | "Seattle Pacific University","Yes",1183,1016,411,42,82,1922,704,12669,4875,600,1250,83,85,16.8,20,10368,66
519 | "Seattle University","Yes",2115,1540,494,28,72,2993,347,12825,4375,500,1500,85,85,12.2,16,10175,89
520 | "Seton Hall University","Yes",4576,3565,1000,16,36,4384,1530,12000,6484,650,1000,81,84,14.4,15,10080,64
521 | "Seton Hill College","Yes",936,794,197,24,56,752,210,11240,4180,350,2000,71,71,11.2,37,10065,71
522 | "Shippensburg University of Penn.","No",5818,3281,1116,14,53,5268,300,7844,3504,450,1700,80,83,18.8,13,6719,72
523 | "Shorter College","Yes",540,445,165,23,70,1115,111,7210,3600,500,2000,62,65,13.2,18,7356,58
524 | "Siena College","Yes",2961,1932,628,24,68,2669,616,10800,5100,575,1090,71,82,14.1,42,8189,100
525 | "Siena Heights College","Yes",464,419,183,10,31,686,287,9240,3880,475,1090,29,49,7.2,17,9431,47
526 | "Simmons College","Yes",1003,782,295,23,53,1144,160,16160,6950,500,1200,74,81,8.9,33,14086,79
527 | "Simpson College","Yes",1016,872,300,27,57,1116,602,11250,4980,550,1400,66,73,15.8,36,7411,70
528 | "Sioux Falls College","Yes",437,400,211,13,35,614,271,8990,3064,500,1700,73,73,14.8,7,7881,48
529 | "Skidmore College","Yes",4293,2728,591,25,62,2322,263,18710,5970,500,700,87,92,12.7,29,14837,81
530 | "Smith College","Yes",2925,1598,632,51,88,2479,95,18820,6390,500,1050,85,97,10.3,44,21199,90
531 | "South Dakota State University","No",2807,2589,1701,13,37,7000,1103,3811,2190,500,1970,62,65,15,29,5084,67
532 | "Southeast Missouri State University","No",2281,1870,1408,18,43,6553,1246,4680,3540,200,2150,75,76,17.1,8,5916,45
533 | "Southeastern Oklahoma State Univ.","No",818,700,447,20,50,2962,651,3738,2619,450,1022,55,59,19.6,9,4444,53
534 | "Southern California College","Yes",385,340,193,18,38,784,127,9520,4124,630,1818,63,65,18.6,11,8219,43
535 | "Southern Illinois University at Edwardsville","No",2540,2195,994,13,40,6063,2550,5472,3598,221,2216,76,81,16.5,8,7498,43
536 | "Southern Methodist University","Yes",4301,3455,1166,41,69,4892,387,12772,5078,576,1802,74,88,13.5,17,12726,72
537 | "Southwest Baptist University","Yes",1093,1093,642,12,32,1770,967,7070,2500,400,1000,52,54,15.9,13,4718,71
538 | "Southwest Missouri State University","No",6118,5254,3204,15,37,13131,3374,4740,2590,500,1360,70,75,19.9,11,4632,56
539 | "Southwest State University","No",1047,938,511,13,33,2091,546,4285,2750,600,1800,58,75,16.5,31,6591,51
540 | "Southwestern Adventist College","Yes",321,318,172,11,27,620,280,7536,3736,430,1651,44,77,13,12,5309,36
541 | "Southwestern College","Yes",213,155,75,28,66,504,147,7200,3532,550,1500,56,56,11.8,12,7818,52
542 | "Southwestern University","Yes",1244,912,352,44,77,1177,43,11850,4675,600,1050,83,89,11.3,35,12995,67
543 | "Spalding University","Yes",283,201,97,10,45,589,263,8400,2800,600,900,50,56,10.6,40,6860,89
544 | "Spelman College","Yes",3713,1237,443,47,83,1971,107,7000,5565,660,2400,73,80,12.5,18,9988,65
545 | "Spring Arbor College","Yes",372,362,181,15,32,1501,353,8600,3550,385,665,48,48,15.4,9,10938,49
546 | "St. Bonaventure University","Yes",1489,1313,375,13,45,1688,131,10456,4927,500,1050,91,91,17.7,32,9828,78
547 | "St. John's College","Yes",323,278,122,31,51,393,4,16150,5450,275,800,63,72,7.2,26,15622,64
548 | "St. John Fisher College","Yes",1368,1064,354,19,51,1687,677,10570,5600,400,800,86,81,14.5,29,7908,66
549 | "St. Lawrence University","Yes",2753,1820,505,31,56,1801,45,18720,5730,650,825,90,94,11.5,38,14980,85
550 | "St. Martin's College","Yes",191,165,63,5,25,494,574,11550,4270,300,500,43,77,14.5,8,9209,40
551 | "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
552 | "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
553 | "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
554 | "St. Norbert College","Yes",1334,1243,568,30,56,1946,95,12140,4450,425,1100,74,78,15.1,36,8595,88
555 | "St. Paul's College","Yes",651,581,243,8,17,617,34,5000,3650,600,600,45,45,14,8,8426,45
556 | "St. Thomas Aquinas College","Yes",861,609,215,10,27,1117,815,8650,5700,500,1750,69,73,16.1,13,6534,67
557 | "Stephens College","Yes",450,405,194,17,34,614,388,13900,5200,450,2150,46,63,10.9,17,9995,59
558 | "Stetson University","Yes",1557,1227,489,37,69,1964,81,12315,4565,600,1365,85,90,12.5,24,10307,73
559 | "Stevens Institute of Technology","Yes",1768,1249,380,51,93,1263,11,16900,5680,450,750,89,89,19,33,12837,79
560 | "Stockton College of New Jersey","No",4019,1579,710,23,65,4365,765,3040,4351,711,1125,78,92,19.5,7,5599,64
561 | "Stonehill College","Yes",3646,2300,585,25,69,2022,926,12170,6172,480,800,79,79,13,30,7495,97
562 | "SUNY at Albany","No",13528,9198,1843,16,61,10168,1231,6550,4355,700,1560,93,96,17.4,16,9075,74
563 | "SUNY at Binghamton","No",14463,6166,1757,60,94,8544,671,6550,4598,700,1000,83,100,18,15,8055,80
564 | "SUNY at Buffalo","No",15039,9649,3087,36,100,13963,3124,6550,4731,708,957,90,97,13.6,15,11177,56
565 | "SUNY at Stony Brook","No",12512,6969,1724,27,66,9744,1351,6550,4712,600,1200,91,96,10.5,7,13705,57
566 | "SUNY College at Brockport","No",7294,3564,904,7,34,5758,1363,6550,4460,500,705,79,83,19,14,6632,49
567 | "SUNY College at Oswego","No",8000,4556,1464,17,70,6943,869,6550,4810,500,1500,69,85,22,21,5280,63
568 | "SUNY College at Buffalo","No",5318,3515,1025,8,29,7626,2091,6550,4040,550,1230,71,78,18.7,12,7511,42
569 | "SUNY College at Cortland","No",7888,3519,1036,6,40,5011,346,6550,4680,630,1274,82,85,17.8,17,5563,53
570 | "SUNY College at Fredonia","No",4877,2798,814,13,48,4123,298,6550,4420,620,1481,82,90,16.3,10,6442,66
571 | "SUNY College at Geneseo","No",8598,4562,1143,56,93,5060,146,6550,4170,600,650,79,84,19.1,25,5716,76
572 | "SUNY College at New Paltz","No",8399,3609,656,19,53,4658,1478,6550,4240,550,1500,85,93,15.3,8,6608,53
573 | "SUNY College at Plattsburgh","No",5549,3583,853,9,40,5004,475,6550,4176,600,1380,80,90,17.9,16,6174,65
574 | "SUNY College at Potsdam","No",3150,2289,650,16,51,3598,234,6840,4660,500,1000,71,75,15.1,17,6436,59
575 | "SUNY College at Purchase","No",2119,1264,390,5,33,2478,1441,6550,4760,1125,1362,80,100,14.9,8,8170,46
576 | "Susquehanna University","Yes",2096,1512,465,27,59,1442,166,16130,4710,400,800,83,86,13.9,37,10554,90
577 | "Sweet Briar College","Yes",462,402,146,36,68,527,41,14500,6000,500,600,91,99,6.5,48,18953,61
578 | "Syracuse University","Yes",10477,7260,2442,28,67,10142,117,15150,6870,635,960,73,84,11.3,13,14231,67
579 | "Tabor College","Yes",257,183,109,19,41,396,38,7850,3410,400,1500,55,70,10,15,7233,53
580 | "Talladega College","Yes",4414,1500,335,30,60,908,119,5666,2964,1000,1400,56,58,15.5,7,5970,46
581 | "Taylor University","Yes",1769,1092,437,41,80,1757,81,10965,4000,450,1250,60,61,14.2,32,8294,98
582 | "Tennessee Wesleyan College","Yes",232,182,99,7,29,402,237,7070,3640,400,3158,59,65,8.9,16,6286,36
583 | "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
584 | "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
585 | "Texas Christian University","Yes",4095,3079,1195,33,64,5064,660,8490,3320,650,2400,81,93,14.8,23,9158,64
586 | "Texas Lutheran College","Yes",497,423,215,27,57,895,429,7850,3410,490,1700,54,58,13.8,24,7002,50
587 | "Texas Southern University","No",4345,3245,2604,15,85,5584,3101,7860,3360,600,1700,65,75,18.2,21,3605,10
588 | "Texas Wesleyan University","Yes",592,501,279,19,44,1204,392,6400,3484,600,1800,80,83,14.5,10,7936,43
589 | "The Citadel","No",1500,1242,611,12,36,2024,292,7070,2439,400,779,95,94,17.1,17,7744,84
590 | "Thiel College","Yes",1154,951,253,15,31,791,140,11172,4958,700,1350,68,76,11.6,16,9186,60
591 | "Tiffin University","Yes",845,734,254,5,21,662,351,7600,3800,600,1200,59,74,19,40,5096,39
592 | "Transylvania University","Yes",759,729,244,57,81,867,51,10900,4450,500,1000,81,91,12.1,41,10219,70
593 | "Trenton State College","No",5042,2312,944,55,94,5167,902,5391,5411,700,1000,81,87,14.4,6,8504,81
594 | "Tri-State University","Yes",1262,1102,276,14,40,978,98,9456,4350,468,1323,53,53,12.8,24,7603,65
595 | "Trinity College CT","Yes",3058,1798,478,46,84,1737,244,18810,5690,500,680,91,96,10.4,48,18034,91
596 | "Trinity College DC","Yes",247,189,100,19,49,309,639,11412,6430,500,900,89,93,8.3,37,11806,96
597 | "Trinity College VT","Yes",222,185,91,16,41,484,541,11010,5208,550,500,58,78,10.4,26,9586,78
598 | "Trinity University","Yes",2425,1818,601,62,93,2110,95,12240,5150,500,490,94,96,9.6,20,14703,93
599 | "Tulane University","Yes",7033,5125,1223,47,75,4941,1534,19040,5950,350,800,98,98,9.1,21,16920,74
600 | "Tusculum College","Yes",626,372,145,12,34,983,40,7700,3400,450,800,70,70,21.9,28,4933,52
601 | "Tuskegee University","Yes",2267,1827,611,20,59,2825,144,6735,3395,600,1425,70,74,12.2,7,10872,65
602 | "Union College KY","Yes",484,384,177,9,45,634,78,7800,2950,500,600,60,88,14.1,9,6864,64
603 | "Union College NY","Yes",3495,1712,528,49,84,1915,123,18732,6204,450,1024,94,96,11.5,49,15411,88
604 | "Univ. of Wisconsin at OshKosh","No",4800,2900,1515,14,48,7764,1472,6874,2394,518,1890,73,78,19.2,14,5901,56
605 | "University of Alabama at Birmingham","No",1797,1260,938,24,35,6960,4698,4440,5175,750,2200,96,96,6.7,16,16352,33
606 | "University of Arkansas at Fayetteville","No",3235,3108,2133,25,65,9978,1530,5028,3300,500,2000,73,89,14.8,10,6820,39
607 | "University of California at Berkeley","No",19873,8252,3215,95,100,19532,2061,11648,6246,636,1933,93,97,15.8,10,13919,78
608 | "University of California at Irvine","No",15698,10775,2478,85,100,12677,864,12024,5302,790,1818,96,96,16.1,11,15934,66
609 | "University of Central Florida","No",6986,2959,1918,25,60,12330,7152,6618,4234,700,1600,80,98,22.2,9,6742,46
610 | "University of Charleston","Yes",682,535,204,22,43,771,611,9500,3540,400,750,26,58,2.5,10,7683,57
611 | "University of Chicago","Yes",6348,2999,922,68,94,3340,39,18930,6380,500,1254,99,99,5.3,36,36854,90
612 | "University of Cincinnati","No",6855,5553,2408,26,57,11036,2011,8907,4697,556,1851,89,95,10.8,6,13889,54
613 | "University of Connecticut at Storrs","No",9735,7187,2064,23,63,12478,1660,11656,5072,700,2300,89,95,16,16,10178,71
614 | "University of Dallas","Yes",681,588,246,44,74,1058,73,10760,6230,500,1200,85,93,13.4,26,8731,63
615 | "University of Dayton","Yes",6361,5293,1507,26,51,5889,665,11380,4220,500,900,81,85,14.8,25,8894,93
616 | "University of Delaware","Yes",14446,10516,3252,22,57,14130,4522,10220,4230,530,1300,82,87,18.3,15,10650,75
617 | "University of Denver","Yes",2974,2001,580,29,60,2666,554,15192,4695,400,1350,84,91,15.9,21,11762,67
618 | "University of Detroit Mercy","Yes",927,731,415,24,50,2149,2217,11130,3996,600,2166,72,79,13.5,14,10891,51
619 | "University of Dubuque","Yes",576,558,137,11,39,662,131,10430,3620,400,1500,85,98,16.5,18,8767,45
620 | "University of Evansville","Yes",2096,1626,694,35,67,2551,407,11800,4340,700,960,60,81,15.8,26,7780,77
621 | "University of Florida","No",12445,8836,3623,54,85,24470,3286,7090,4180,630,1530,88,97,13.4,20,14737,66
622 | "University of Georgia","No",11220,7871,3320,43,79,19553,2748,5697,3600,525,1755,88,95,14.7,22,7881,63
623 | "University of Hartford","Yes",5081,4040,1194,11,26,3768,1415,14220,6000,500,1440,61,76,10.7,9,10625,66
624 | "University of Hawaii at Manoa","No",3580,2603,1627,36,69,11028,2411,4460,3038,687,1281,85,87,11.8,6,12833,54
625 | "University of Illinois - Urbana","No",14939,11652,5705,52,88,25422,911,7560,4574,500,1982,87,90,17.4,13,8559,81
626 | "University of Illinois at Chicago","No",8384,5727,2710,22,50,13518,2916,7230,5088,630,3228,82,84,10,6,13883,34
627 | "University of Indianapolis","Yes",1487,1276,388,26,51,1417,1646,11120,4080,525,1405,55,56,11.1,23,6735,69
628 | "University of Kansas","No",8579,5561,3681,25,50,17880,1673,6994,3384,700,2681,88,94,13.7,17,9657,57
629 | "University of La Verne","Yes",1597,969,226,16,38,1431,1522,13540,5050,630,2298,66,68,14.1,23,10139,47
630 | "University of Louisville","No",4777,3057,1823,16,33,9844,6198,6540,3600,530,2440,84,92,11.1,24,10207,31
631 | "University of Maine at Farmington","No",1208,803,438,20,48,1906,344,6810,3970,450,1647,67,75,15.9,26,5712,59
632 | "University of Maine at Machias","No",441,369,172,17,45,633,317,6600,3680,600,400,46,46,15.1,4,5935,64
633 | "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
634 | "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
635 | "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
636 | "University of Massachusetts at Amherst","No",14438,12414,3816,12,39,16282,1940,8566,3897,500,1400,88,92,16.7,15,10276,68
637 | "University of Massachusetts at Dartmouth","No",3347,2597,1006,10,37,4664,1630,6919,4500,500,1250,74,90,15,20,7462,56
638 | "University of Miami","Yes",7122,5386,1643,42,69,7760,876,16500,6526,630,1985,82,94,5.9,17,17500,59
639 | "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
640 | "University of Minnesota at Duluth","No",4192,3126,1656,15,45,5887,1254,8828,3474,753,2610,79,91,19,11,6393,53
641 | "University of Minnesota at Morris","No",1458,874,588,56,86,1846,154,9843,3180,600,1500,74,78,14.6,16,6716,51
642 | "University of Minnesota Twin Cities","No",11054,6397,3524,26,55,16502,21836,8949,3744,714,2910,88,90,12.2,37,16122,45
643 | "University of Mississippi","No",3844,3383,1669,26,47,7524,804,4916,3810,600,550,81,86,20.3,14,6971,53
644 | "University of Missouri at Columbia","No",6574,4637,2940,32,62,14782,1583,9057,3485,600,1983,87,87,12.7,15,10145,58
645 | "University of Missouri at Rolla","No",1877,1826,823,49,77,3926,561,9057,3600,700,1435,88,88,14.4,23,9699,49
646 | "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
647 | "University of Mobile","Yes",452,331,269,17,54,1417,301,6150,3680,550,1200,59,63,16.6,4,5412,52
648 | "University of Montevallo","No",1351,892,570,18,78,2385,331,4440,3030,300,600,72,72,18.9,8,5883,51
649 | "University of Nebraska at Lincoln","No",6277,6003,3526,33,63,16454,3171,5595,3145,500,2070,86,92,15.1,48,6813,53
650 | "University of New England","Yes",1209,750,265,19,54,820,159,11450,5045,900,2500,72,75,11.4,13,9718,64
651 | "University of New Hampshire","No",9750,7640,2529,24,62,10358,1338,11180,3862,650,2450,89,87,17.5,16,7855,75
652 | "University of North Carolina at Asheville","No",1757,979,394,32,74,2033,1078,5972,3420,600,750,77,83,13,11,7011,37
653 | "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
654 | "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
655 | "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
656 | "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
657 | "University of North Dakota","No",2777,2249,1652,20,54,8334,1435,5634,2703,450,1200,97,97,15.9,16,9424,49
658 | "University of North Florida","No",1800,1253,560,44,85,3876,3588,6634,4360,600,2604,82,85,17.8,14,6104,47
659 | "University of North Texas","No",4418,2737,2049,23,51,14047,5134,4104,3579,450,1700,86,94,22.6,6,5657,35
660 | "University of Northern Colorado","No",5530,4007,1697,12,37,8463,1498,7731,4128,540,2286,75,75,21.5,8,6309,40
661 | "University of Northern Iowa","No",4144,3379,1853,18,52,10135,1448,6197,2930,595,2380,78,82,16.3,26,6333,77
662 | "University of Notre Dame","Yes",7700,3700,1906,79,96,7671,30,16850,4400,600,1350,96,92,13.1,46,13936,97
663 | "University of Oklahoma","No",4743,3970,2233,32,63,13436,2582,5173,3526,765,3176,86,90,11.5,11,10244,44
664 | "University of Oregon","No",8631,6732,2546,25,61,11669,1605,10602,3660,570,1530,79,87,19.7,13,8020,54
665 | "University of Pennsylvania","Yes",12394,5232,2464,85,100,9205,531,17020,7270,500,1544,95,96,6.3,38,25765,93
666 | "University of Pittsburgh-Main Campus","No",8586,6383,2503,25,59,13138,4289,10786,4560,400,900,93,93,7.8,10,13789,66
667 | "University of Portland","Yes",1758,1485,419,27,58,2041,174,12040,4100,600,1100,92,96,13.2,17,9060,72
668 | "University of Puget Sound","Yes",4044,2826,688,51,83,2738,138,16230,4500,630,1800,79,86,15,17,11217,63
669 | "University of Rhode Island","No",9643,7751,1968,12,40,8894,2456,10330,5558,500,1250,84,89,16.6,7,9158,63
670 | "University of Richmond","Yes",5892,2718,756,46,72,2854,594,14500,3285,700,1125,75,89,11.7,32,11984,100
671 | "University of Rochester","Yes",8766,5498,1243,56,75,5071,438,17840,6582,500,882,93,99,5.9,23,26037,80
672 | "University of San Diego","Yes",3934,2735,886,40,70,3698,217,13600,5940,630,1820,93,96,15.6,13,10813,66
673 | "University of San Francisco","Yes",2306,1721,538,23,48,4309,549,13226,6452,750,2450,86,86,13.6,8,10074,62
674 | "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
675 | "University of Scranton","Yes",4471,2942,910,29,60,3674,493,11584,5986,650,800,83,83,14.1,41,9131,92
676 | "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
677 | "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
678 | "University of South Florida","No",7589,4676,1876,29,63,14770,10962,6760,3776,500,2180,84,89,17,7,11020,47
679 | "University of Southern California","Yes",12229,8498,2477,45,71,13259,1429,17230,6482,600,2210,90,94,11.4,10,17007,68
680 | "University of Southern Colorado","No",1401,1239,605,10,34,3716,675,7100,4380,540,2948,63,88,19.4,0,5389,36
681 | "University of Southern Indiana","No",2379,2133,1292,8,25,4283,2973,4973,3192,500,1425,56,65,22,21,4078,38
682 | "University of Southern Mississippi","No",2850,2044,1046,20,50,9260,1387,4652,2470,500,500,78,99,18.7,23,5917,45
683 | "University of St. Thomas MN","Yes",2057,1807,828,26,53,4106,982,11712,4037,500,800,80,80,13.8,13,8546,89
684 | "University of St. Thomas TX","Yes",374,280,185,45,77,995,408,8550,4050,500,1344,75,75,12.6,17,7237,62
685 | "University of Tennessee at Knoxville","No",7473,5372,3013,27,53,15749,3237,5764,3262,750,3300,86,92,16.5,22,8612,53
686 | "University of Texas at Arlington","No",3281,2559,1448,19,43,10975,8431,4422,2780,500,2850,73,73,21,4,4696,29
687 | "University of Texas at Austin","No",14752,9572,5329,48,85,30017,5189,5130,3309,650,3140,91,99,19.7,11,7837,65
688 | "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
689 | "University of the Arts","Yes",974,704,290,5,22,1145,39,12520,3860,1300,700,16,59,7.5,9,11641,57
690 | "University of the Pacific","Yes",2459,1997,582,36,66,2664,299,16320,5326,646,1171,87,94,11.2,14,13706,65
691 | "University of the South","Yes",1445,966,326,46,83,1129,24,15350,4080,450,810,89,93,10.3,52,18784,82
692 | "University of Tulsa","Yes",1712,1557,696,41,68,2936,433,11750,4160,1200,2350,94,96,11.5,10,11743,47
693 | "University of Utah","No",5095,4491,2400,27,53,13894,8374,6857,3975,858,3093,89,93,12.8,9,9275,37
694 | "University of Vermont","No",7663,6008,1735,18,51,7353,1674,15516,4928,500,990,87,90,9.9,10,12646,79
695 | "University of Virginia","No",15849,5384,2678,74,95,11278,114,12212,3792,500,1000,90,92,9.5,22,13597,95
696 | "University of Washington","No",12749,7025,3343,40,81,20356,4582,8199,4218,708,2172,96,94,9,10,16527,65
697 | "University of West Florida","No",1558,1254,472,20,57,3754,2477,6172,3994,541,1387,83,87,23.4,12,8488,53
698 | "University of Wisconsin-Stout","No",2593,1966,1030,9,32,6038,579,6704,2592,376,1750,78,78,21,17,6254,65
699 | "University of Wisconsin-Superior","No",910,910,342,14,53,1434,417,7032,2780,550,1960,75,81,15.2,15,6490,36
700 | "University of Wisconsin-Whitewater","No",4400,3719,1472,12,38,7804,1552,6950,2500,300,1200,90,95,23.1,16,5559,67
701 | "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
702 | "University of Wisconsin at Madison","No",14901,10932,4631,36,80,23945,2200,9096,4290,535,1545,93,96,11.5,20,11006,72
703 | "University of Wisconsin at Milwaukee","No",5244,3782,1930,12,37,11561,7443,8786,2964,570,1980,79,87,15.9,8,8094,38
704 | "University of Wyoming","No",2029,1516,1073,23,46,7535,1488,5988,3422,600,1500,91,94,15.1,13,8745,45
705 | "Upper Iowa University","Yes",663,452,192,10,35,1481,1160,8840,3060,500,1000,69,75,17.4,19,3733,78
706 | "Ursinus College","Yes",1399,1026,308,44,77,1131,17,14900,5160,500,800,82,85,11.6,40,12082,79
707 | "Ursuline College","Yes",325,260,86,21,47,699,717,9600,4202,450,750,39,69,10.5,15,7164,68
708 | "Valley City State University","No",368,344,212,5,27,863,189,4286,2570,600,2000,39,41,14.9,25,4958,40
709 | "Valparaiso University","Yes",2075,1727,520,49,81,2501,198,11800,3260,500,800,87,89,14.2,23,9681,95
710 | "Vanderbilt University","Yes",7791,4690,1499,71,92,5500,90,17865,6525,630,952,93,98,5.8,26,23850,83
711 | "Vassar College","Yes",3550,1877,653,53,87,2164,77,18920,5950,600,800,90,98,9.7,39,17089,90
712 | "Villanova University","Yes",7759,5588,1477,30,68,6362,1292,15925,6507,400,300,89,90,13.4,24,10458,96
713 | "Virginia Commonwealth University","No",4963,3497,1567,18,45,10262,5065,10217,4182,500,3630,81,87,8.7,11,11183,45
714 | "Virginia State University","No",2996,2440,704,2,30,3006,338,5587,4845,500,600,61,63,16,11,5733,31
715 | "Virginia Tech","No",15712,11719,4277,29,53,18511,604,10260,3176,740,2200,85,89,13.8,20,8944,73
716 | "Virginia Union University","Yes",1847,1610,453,19,59,1298,67,7384,3494,500,1763,51,67,13.7,8,6757,30
717 | "Virginia Wesleyan College","Yes",1470,900,287,20,49,1130,417,10900,5100,500,550,70,81,15.7,14,7804,68
718 | "Viterbo College","Yes",647,518,271,17,43,1014,387,9140,3365,500,2245,51,65,10.7,31,8050,73
719 | "Voorhees College","Yes",1465,1006,188,10,30,703,20,4450,2522,500,1200,43,43,22.9,3,5861,58
720 | "Wabash College","Yes",800,623,256,41,76,801,5,12925,4195,500,635,78,85,9.9,55,14904,72
721 | "Wagner College","Yes",1416,1015,417,10,44,1324,117,13500,5800,585,1700,67,78,13.2,23,9006,75
722 | "Wake Forest University","Yes",5661,2392,903,75,88,3499,172,13850,4360,500,1250,95,97,4.3,37,41766,89
723 | "Walsh University","Yes",1092,890,477,27,92,847,497,8670,4180,500,1450,42,58,11.3,33,5738,68
724 | "Warren Wilson College","Yes",440,311,112,25,49,466,7,10000,3052,400,1100,65,75,11.4,20,9430,63
725 | "Wartburg College","Yes",1231,1074,345,34,66,1295,105,11600,3610,400,850,66,91,12.4,37,7735,67
726 | "Washington and Jefferson College","Yes",1305,1100,334,42,64,1098,151,16260,4005,300,500,91,91,12.1,40,10162,86
727 | "Washington and Lee University","Yes",3315,1096,425,68,93,1584,3,13750,4619,680,1115,81,96,9.6,45,15736,90
728 | "Washington College","Yes",1209,942,214,31,60,822,46,15276,5318,500,300,79,86,11.2,37,10830,65
729 | "Washington State University","No",6540,5839,2440,31,70,14445,1344,8200,4210,800,2719,84,87,16.9,30,10912,56
730 | "Washington University","Yes",7654,5259,1254,62,93,4879,1274,18350,5775,768,1512,91,98,3.9,31,45702,90
731 | "Wayne State College","No",1373,1373,724,6,21,2754,474,2700,2660,540,1660,60,68,20.3,29,4550,52
732 | "Waynesburg College","Yes",1190,978,324,12,30,1280,61,8840,3620,500,1200,57,58,16.2,26,6563,63
733 | "Webber College","Yes",280,143,79,5,27,327,110,5590,2900,650,1952,53,63,15.1,4,4839,90
734 | "Webster University","Yes",665,462,226,17,44,1739,1550,9160,4340,500,500,68,68,20.6,14,6951,48
735 | "Wellesley College","Yes",2895,1249,579,80,96,2195,156,18345,5995,500,700,94,98,10.6,51,21409,91
736 | "Wells College","Yes",318,240,130,40,85,416,19,14900,5550,600,500,93,98,8.3,42,13935,69
737 | "Wentworth Institute of Technology","Yes",1480,1257,452,6,25,2961,572,9850,6050,850,920,10,68,15.4,8,17858,64
738 | "Wesley College","Yes",980,807,350,10,25,872,448,9890,4674,500,1350,52,57,14.4,15,6243,84
739 | "Wesleyan University","Yes",4772,1973,712,60,86,2714,27,19130,5600,1400,1400,90,94,12.1,39,16262,92
740 | "West Chester University of Penn.","No",6502,3539,1372,11,51,7484,1904,7844,4108,400,2000,76,79,15.3,16,6773,52
741 | "West Liberty State College","No",1164,1062,478,12,25,2138,227,4470,2890,600,1210,33,33,16.3,10,4249,60
742 | "West Virginia Wesleyan College","Yes",1566,1400,483,28,55,1509,170,14200,3775,450,1100,58,81,16.4,42,8080,67
743 | "Western Carolina University","No",3224,2519,1057,11,31,5000,706,6390,2380,110,1622,67,78,14.6,9,6554,55
744 | "Western Maryland College","Yes",1205,984,278,31,50,1071,98,14510,5340,500,1400,84,91,12.5,39,10026,60
745 | "Western Michigan University","No",9167,7191,2738,24,53,15739,4278,6940,4100,500,1700,80,84,24.7,11,5983,55
746 | "Western New England College","Yes",1650,1471,409,7,21,1803,1116,8994,5500,498,2065,74,97,15.4,15,8409,59
747 | "Western State College of Colorado","No",2702,1623,604,7,24,2315,146,5918,3755,500,2050,76,79,19.4,4,4599,52
748 | "Western Washington University","No",5548,3563,1549,30,71,8909,506,8124,4144,639,2385,83,89,22.7,10,7203,61
749 | "Westfield State College","No",3100,2150,825,3,20,3234,941,5542,3788,500,1300,75,79,15.7,20,4222,65
750 | "Westminster College MO","Yes",662,553,184,20,43,665,37,10720,4050,600,1650,66,70,12.5,20,7925,62
751 | "Westminster College","Yes",996,866,377,29,58,1411,72,12065,3615,430,685,62,78,12.5,41,8596,80
752 | "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
753 | "Westmont College","No",950,713,351,42,72,1276,9,14320,5304,490,1410,77,77,14.9,17,8837,87
754 | "Wheaton College IL","Yes",1432,920,548,56,84,2200,56,11480,4200,530,1400,81,83,12.7,40,11916,85
755 | "Westminster College PA","Yes",1738,1373,417,21,55,1335,30,18460,5970,700,850,92,96,13.2,41,22704,71
756 | "Wheeling Jesuit College","Yes",903,755,213,15,49,971,305,10500,4545,600,600,66,71,14.1,27,7494,72
757 | "Whitman College","Yes",1861,998,359,45,77,1220,46,16670,4900,750,800,80,83,10.5,51,13198,72
758 | "Whittier College","Yes",1681,1069,344,35,63,1235,30,16249,5699,500,1998,84,92,13.6,29,11778,52
759 | "Whitworth College","Yes",1121,926,372,43,70,1270,160,12660,4500,678,2424,80,80,16.9,20,8328,80
760 | "Widener University","Yes",2139,1492,502,24,64,2186,2171,12350,5370,500,1350,88,86,12.6,19,9603,63
761 | "Wilkes University","Yes",1631,1431,434,15,36,1803,603,11150,5130,550,1260,78,92,13.3,24,8543,67
762 | "Willamette University","Yes",1658,1327,395,49,80,1595,159,14800,4620,400,790,91,94,13.3,37,10779,68
763 | "William Jewell College","Yes",663,547,315,32,67,1279,75,10060,2970,500,2600,74,80,11.2,19,7885,59
764 | "William Woods University","Yes",469,435,227,17,39,851,120,10535,4365,550,3700,39,66,12.9,16,7438,52
765 | "Williams College","Yes",4186,1245,526,81,96,1988,29,19629,5790,500,1200,94,99,9,64,22014,99
766 | "Wilson College","Yes",167,130,46,16,50,199,676,11428,5084,450,475,67,76,8.3,43,10291,67
767 | "Wingate College","Yes",1239,1017,383,10,34,1207,157,7820,3400,550,1550,69,81,13.9,8,7264,91
768 | "Winona State University","No",3325,2047,1301,20,45,5800,872,4200,2700,300,1200,53,60,20.2,18,5318,58
769 | "Winthrop University","No",2320,1805,769,24,61,3395,670,6400,3392,580,2150,71,80,12.8,26,6729,59
770 | "Wisconsin Lutheran College","Yes",152,128,75,17,41,282,22,9100,3700,500,1400,48,48,8.5,26,8960,50
771 | "Wittenberg University","Yes",1979,1739,575,42,68,1980,144,15948,4404,400,800,82,95,12.8,29,10414,78
772 | "Wofford College","Yes",1501,935,273,51,83,1059,34,12680,4150,605,1440,91,92,15.3,42,7875,75
773 | "Worcester Polytechnic Institute","Yes",2768,2314,682,49,86,2802,86,15884,5370,530,730,92,94,15.2,34,10774,82
774 | "Worcester State College","No",2197,1515,543,4,26,3089,2029,6797,3900,500,1200,60,60,21,14,4469,40
775 | "Xavier University","Yes",1959,1805,695,24,47,2849,1107,11520,4960,600,1250,73,75,13.3,31,9189,83
776 | "Xavier University of Louisiana","Yes",2097,1915,695,34,61,2793,166,6900,4200,617,781,67,75,14.4,20,8323,49
777 | "Yale University","Yes",10705,2453,1317,95,99,5217,83,19840,6510,630,2115,96,96,5.8,49,40386,99
778 | "York College of Pennsylvania","Yes",2989,1855,691,28,63,2988,1726,4990,3560,500,1250,75,75,18.1,28,4509,99
779 |
--------------------------------------------------------------------------------
/Datasets/Readme.md:
--------------------------------------------------------------------------------
1 | ## Datasets for various machine learning practice notebooks
2 |
--------------------------------------------------------------------------------
/Datasets/titanic_test.csv:
--------------------------------------------------------------------------------
1 | PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
2 | 892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
3 | 893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
4 | 894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
5 | 895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
6 | 896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
7 | 897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
8 | 898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
9 | 899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
10 | 900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
11 | 901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
12 | 902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
13 | 903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
14 | 904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
15 | 905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
16 | 906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S
17 | 907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C
18 | 908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q
19 | 909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C
20 | 910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S
21 | 911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C
22 | 912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C
23 | 913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S
24 | 914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S
25 | 915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C
26 | 916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C
27 | 917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S
28 | 918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C
29 | 919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C
30 | 920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S
31 | 921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C
32 | 922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S
33 | 923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S
34 | 924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S
35 | 925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S
36 | 926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C
37 | 927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C
38 | 928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S
39 | 929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S
40 | 930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S
41 | 931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S
42 | 932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C
43 | 933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S
44 | 934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S
45 | 935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S
46 | 936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S
47 | 937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S
48 | 938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C
49 | 939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q
50 | 940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C
51 | 941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S
52 | 942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S
53 | 943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C
54 | 944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S
55 | 945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S
56 | 946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C
57 | 947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q
58 | 948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S
59 | 949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S
60 | 950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S
61 | 951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C
62 | 952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S
63 | 953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S
64 | 954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S
65 | 955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q
66 | 956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C
67 | 957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S
68 | 958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q
69 | 959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S
70 | 960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C
71 | 961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S
72 | 962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q
73 | 963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S
74 | 964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S
75 | 965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C
76 | 966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C
77 | 967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C
78 | 968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S
79 | 969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S
80 | 970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S
81 | 971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q
82 | 972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C
83 | 973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S
84 | 974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S
85 | 975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S
86 | 976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q
87 | 977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C
88 | 978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q
89 | 979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S
90 | 980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q
91 | 981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S
92 | 982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S
93 | 983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S
94 | 984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S
95 | 985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S
96 | 986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C
97 | 987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S
98 | 988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S
99 | 989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S
100 | 990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S
101 | 991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
102 | 992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C
103 | 993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S
104 | 994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q
105 | 995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S
106 | 996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C
107 | 997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S
108 | 998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q
109 | 999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q
110 | 1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S
111 | 1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S
112 | 1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C
113 | 1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q
114 | 1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C
115 | 1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q
116 | 1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S
117 | 1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C
118 | 1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C
119 | 1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S
120 | 1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C
121 | 1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S
122 | 1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S
123 | 1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q
124 | 1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C
125 | 1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S
126 | 1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q
127 | 1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S
128 | 1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S
129 | 1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q
130 | 1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S
131 | 1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S
132 | 1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S
133 | 1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C
134 | 1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S
135 | 1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C
136 | 1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S
137 | 1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S
138 | 1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C
139 | 1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S
140 | 1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S
141 | 1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S
142 | 1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S
143 | 1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S
144 | 1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C
145 | 1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S
146 | 1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S
147 | 1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S
148 | 1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S
149 | 1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S
150 | 1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S
151 | 1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S
152 | 1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C
153 | 1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C
154 | 1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S
155 | 1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S
156 | 1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S
157 | 1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S
158 | 1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S
159 | 1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S
160 | 1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S
161 | 1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S
162 | 1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q
163 | 1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C
164 | 1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S
165 | 1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S
166 | 1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S
167 | 1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S
168 | 1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C
169 | 1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S
170 | 1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C
171 | 1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S
172 | 1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S
173 | 1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C
174 | 1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S
175 | 1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C
176 | 1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S
177 | 1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S
178 | 1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S
179 | 1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C
180 | 1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S
181 | 1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C
182 | 1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S
183 | 1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C
184 | 1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S
185 | 1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q
186 | 1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C
187 | 1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S
188 | 1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S
189 | 1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S
190 | 1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S
191 | 1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S
192 | 1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S
193 | 1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S
194 | 1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S
195 | 1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q
196 | 1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S
197 | 1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S
198 | 1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C
199 | 1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S
200 | 1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S
201 | 1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S
202 | 1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q
203 | 1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
204 | 1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
205 | 1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
206 | 1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
207 | 1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
208 | 1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
209 | 1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
210 | 1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
211 | 1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
212 | 1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
213 | 1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
214 | 1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
215 | 1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
216 | 1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
217 | 1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
218 | 1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
219 | 1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
220 | 1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
221 | 1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
222 | 1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
223 | 1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
224 | 1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
225 | 1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
226 | 1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
227 | 1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
228 | 1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
229 | 1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
230 | 1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
231 | 1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
232 | 1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
233 | 1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
234 | 1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
235 | 1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
236 | 1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
237 | 1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
238 | 1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
239 | 1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
240 | 1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
241 | 1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
242 | 1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
243 | 1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
244 | 1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
245 | 1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
246 | 1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
247 | 1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
248 | 1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
249 | 1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
250 | 1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
251 | 1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
252 | 1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
253 | 1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
254 | 1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
255 | 1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
256 | 1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
257 | 1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
258 | 1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
259 | 1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
260 | 1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
261 | 1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
262 | 1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
263 | 1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
264 | 1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
265 | 1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
266 | 1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
267 | 1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
268 | 1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
269 | 1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
270 | 1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
271 | 1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
272 | 1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
273 | 1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
274 | 1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
275 | 1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
276 | 1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
277 | 1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
278 | 1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
279 | 1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
280 | 1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
281 | 1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
282 | 1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
283 | 1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
284 | 1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
285 | 1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
286 | 1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
287 | 1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
288 | 1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
289 | 1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
290 | 1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
291 | 1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
292 | 1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
293 | 1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
294 | 1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
295 | 1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
296 | 1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
297 | 1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
298 | 1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
299 | 1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
300 | 1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
301 | 1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
302 | 1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
303 | 1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
304 | 1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
305 | 1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
306 | 1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
307 | 1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
308 | 1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
309 | 1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
310 | 1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
311 | 1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
312 | 1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
313 | 1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
314 | 1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
315 | 1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
316 | 1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
317 | 1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
318 | 1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
319 | 1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
320 | 1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
321 | 1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
322 | 1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
323 | 1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
324 | 1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
325 | 1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
326 | 1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
327 | 1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
328 | 1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
329 | 1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
330 | 1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
331 | 1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
332 | 1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
333 | 1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
334 | 1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
335 | 1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
336 | 1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
337 | 1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
338 | 1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
339 | 1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
340 | 1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
341 | 1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
342 | 1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
343 | 1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
344 | 1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
345 | 1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
346 | 1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
347 | 1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
348 | 1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
349 | 1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
350 | 1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
351 | 1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
352 | 1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
353 | 1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
354 | 1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
355 | 1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
356 | 1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
357 | 1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
358 | 1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
359 | 1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
360 | 1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
361 | 1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
362 | 1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
363 | 1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
364 | 1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
365 | 1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
366 | 1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
367 | 1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
368 | 1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
369 | 1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
370 | 1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
371 | 1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
372 | 1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
373 | 1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
374 | 1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
375 | 1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
376 | 1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
377 | 1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
378 | 1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
379 | 1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
380 | 1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
381 | 1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
382 | 1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
383 | 1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
384 | 1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
385 | 1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
386 | 1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
387 | 1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
388 | 1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
389 | 1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
390 | 1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
391 | 1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
392 | 1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
393 | 1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
394 | 1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
395 | 1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
396 | 1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
397 | 1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
398 | 1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
399 | 1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
400 | 1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
401 | 1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
402 | 1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
403 | 1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
404 | 1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
405 | 1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
406 | 1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
407 | 1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
408 | 1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
409 | 1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
410 | 1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
411 | 1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
412 | 1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
413 | 1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
414 | 1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
415 | 1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
416 | 1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
417 | 1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
418 | 1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
419 | 1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
420 |
--------------------------------------------------------------------------------
/Datasets/titanic_train.csv:
--------------------------------------------------------------------------------
1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
16 | 15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
17 | 16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
18 | 17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
19 | 18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
20 | 19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
21 | 20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
22 | 21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
23 | 22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
24 | 23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
25 | 24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
26 | 25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
27 | 26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
28 | 27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
29 | 28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
30 | 29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
31 | 30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
32 | 31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
33 | 32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
34 | 33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
35 | 34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
36 | 35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
37 | 36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
38 | 37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
39 | 38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
40 | 39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
41 | 40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
42 | 41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
43 | 42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
44 | 43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
45 | 44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
46 | 45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
47 | 46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
48 | 47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
49 | 48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
50 | 49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
51 | 50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
52 | 51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
53 | 52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
54 | 53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
55 | 54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
56 | 55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
57 | 56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
58 | 57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
59 | 58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
60 | 59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
61 | 60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
62 | 61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
63 | 62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
64 | 63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
65 | 64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
66 | 65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
67 | 66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
68 | 67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
69 | 68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
70 | 69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
71 | 70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
72 | 71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
73 | 72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
74 | 73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
75 | 74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
76 | 75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
77 | 76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
78 | 77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
79 | 78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
80 | 79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
81 | 80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
82 | 81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
83 | 82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
84 | 83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
85 | 84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
86 | 85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
87 | 86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
88 | 87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
89 | 88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
90 | 89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
91 | 90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
92 | 91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
93 | 92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
94 | 93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
95 | 94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
96 | 95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
97 | 96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
98 | 97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
99 | 98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
100 | 99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
101 | 100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
102 | 101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
103 | 102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
104 | 103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
105 | 104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
106 | 105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
107 | 106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
108 | 107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
109 | 108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
110 | 109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
111 | 110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
112 | 111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
113 | 112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
114 | 113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
115 | 114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
118 | 117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
119 | 118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
120 | 119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
123 | 122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
124 | 123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
125 | 124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
126 | 125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
127 | 126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
128 | 127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
129 | 128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
130 | 129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
134 | 133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
139 | 138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
154 | 153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
156 | 155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
160 | 159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
161 | 160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
170 | 169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
182 | 181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
183 | 182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
198 | 197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
203 | 202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
205 | 204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
216 | 215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
225 | 224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
231 | 230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
242 | 241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
252 | 251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
262 | 261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
266 | 265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
272 | 271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
286 | 285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
297 | 296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
298 | 297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
303 | 302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
305 | 304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
308 | 307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
326 | 325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
332 | 331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
333 | 332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
337 | 336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
356 | 355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
360 | 359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
366 | 365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
370 | 369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
390 | 389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
411 | 410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
412 | 411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
413 | 412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
427 | 426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
430 | 429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
456 | 455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
461 | 460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
466 | 465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
468 | 467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
470 | 469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
472 | 471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
477 | 476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
487 | 486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
497 | 496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
499 | 498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
513 | 512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
519 | 518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
524 | 523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
526 | 525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
527 | 526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
529 | 528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
533 | 532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
540 | 539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
549 | 548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
554 | 553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
559 | 558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
565 | 564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
570 | 569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
575 | 574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
586 | 585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
591 | 590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
595 | 594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
600 | 599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
603 | 602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
604 | 603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
613 | 612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
615 | 614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
631 | 630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
641 | 640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
645 | 644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
646 | 645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
650 | 649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
652 | 651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
658 | 657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
682 | 681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
694 | 693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
713 | 712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
720 | 719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
729 | 728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
734 | 733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
737 | 736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
740 | 739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
741 | 740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
742 | 741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
757 | 756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
762 | 761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
769 | 768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
770 | 769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
775 | 774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
778 | 777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
785 | 784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
794 | 793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
795 | 794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
817 | 816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
827 | 826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
828 | 827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
833 | 832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
834 | 833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
839 | 838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
841 | 840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
861 | 860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
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866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
880 | 879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
893 |
--------------------------------------------------------------------------------
/Function Approximation by Neural Network/Readme.md:
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1 | ### Demo notebook to show how deep neural network is superiror to regression models for complex non-linear function approximation tasks
2 |
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/Interactive ML-1.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "# Interactive Machine Learning Demo"
8 | ]
9 | },
10 | {
11 | "cell_type": "code",
12 | "execution_count": 1,
13 | "metadata": {
14 | "collapsed": true
15 | },
16 | "outputs": [],
17 | "source": [
18 | "from ipywidgets import interact, interactive, IntSlider, Layout, interact_manual\n",
19 | "import ipywidgets as widgets\n",
20 | "from IPython.display import display\n",
21 | "\n",
22 | "import numpy as np\n",
23 | "import matplotlib.pyplot as plt\n",
24 | "#%matplotlib inline\n",
25 | "\n",
26 | "import pandas as pd"
27 | ]
28 | },
29 | {
30 | "cell_type": "markdown",
31 | "metadata": {},
32 | "source": [
33 | "## Linear Regression and Regularization"
34 | ]
35 | },
36 | {
37 | "cell_type": "markdown",
38 | "metadata": {},
39 | "source": [
40 | "### Variables"
41 | ]
42 | },
43 | {
44 | "cell_type": "code",
45 | "execution_count": 2,
46 | "metadata": {
47 | "collapsed": true
48 | },
49 | "outputs": [],
50 | "source": [
51 | "N_samples = 25\n",
52 | "x_min = -5\n",
53 | "x_max = 5\n",
54 | "x1= np.linspace(x_min,x_max,N_samples*5)\n",
55 | "x= np.random.choice(x1,size=N_samples)\n",
56 | "noise_std=1\n",
57 | "noise_mean=0\n",
58 | "noise_magnitude = 2"
59 | ]
60 | },
61 | {
62 | "cell_type": "markdown",
63 | "metadata": {},
64 | "source": [
65 | "### Function definitions (ideal fitting function and actual data generating function with noise)"
66 | ]
67 | },
68 | {
69 | "cell_type": "code",
70 | "execution_count": 3,
71 | "metadata": {
72 | "collapsed": true
73 | },
74 | "outputs": [],
75 | "source": [
76 | "def func_gen(N_samples,x_min,x_max,noise_magnitude,noise_sd,noise_mean):\n",
77 | " x1= np.linspace(x_min,x_max,N_samples*5)\n",
78 | " x= np.random.choice(x1,size=N_samples)\n",
79 | " y=2*x-0.6*x**2+0.2*x**3+18*np.sin(x)\n",
80 | " y1=2*x1-0.6*x1**2+0.2*x1**3+18*np.sin(x1)\n",
81 | " y= y+noise_magnitude*np.random.normal(loc=noise_mean,scale=noise_sd,size=N_samples)\n",
82 | " plt.figure(figsize=(8,5))\n",
83 | " plt.plot(x1,y1,c='k',lw=2)\n",
84 | " plt.scatter(x,y,edgecolors='k',c='yellow',s=60)\n",
85 | " plt.grid(True)\n",
86 | " plt.show()\n",
87 | " return (x,y,x1,y1)"
88 | ]
89 | },
90 | {
91 | "cell_type": "markdown",
92 | "metadata": {},
93 | "source": [
94 | "### Call the 'interactive' widget with the data generating function, which also plots the data real-time"
95 | ]
96 | },
97 | {
98 | "cell_type": "code",
99 | "execution_count": 4,
100 | "metadata": {
101 | "scrolled": false
102 | },
103 | "outputs": [
104 | {
105 | "data": {
106 | "application/vnd.jupyter.widget-view+json": {
107 | "model_id": "2838efed54074b06bec67d01ad5bee7e",
108 | "version_major": 2,
109 | "version_minor": 0
110 | },
111 | "text/html": [
112 | "Failed to display Jupyter Widget of type interactive.
\n",
113 | "\n",
114 | " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
115 | " that the widgets JavaScript is still loading. If this message persists, it\n",
116 | " likely means that the widgets JavaScript library is either not installed or\n",
117 | " not enabled. See the Jupyter\n",
118 | " Widgets Documentation for setup instructions.\n",
119 | "
\n",
120 | "\n",
121 | " If you're reading this message in another frontend (for example, a static\n",
122 | " rendering on GitHub or NBViewer),\n",
123 | " it may mean that your frontend doesn't currently support widgets.\n",
124 | "
\n"
125 | ],
126 | "text/plain": [
127 | "interactive(children=(Dropdown(description='N_samples', options={'Low (50 samples)': 50, 'High (200 samples)': 200}, value=50), IntSlider(value=-3, description='x_min', max=0, min=-5), IntSlider(value=2, description='x_max', max=5), IntSlider(value=2, description='noise_magnitude', max=5), FloatSlider(value=0.5, description='noise_sd', max=1.0, min=0.1), FloatSlider(value=0.0, description='noise_mean', max=2.0, min=-2.0, step=0.5), Output()), _dom_classes=('widget-interact',))"
128 | ]
129 | },
130 | "metadata": {},
131 | "output_type": "display_data"
132 | }
133 | ],
134 | "source": [
135 | "p=interactive(func_gen,N_samples={'Low (50 samples)':50,'High (200 samples)':200},x_min=(-5,0,1), x_max=(0,5,1),\n",
136 | " noise_magnitude=(0,5,1),noise_sd=(0.1,1,0.1),noise_mean=(-2,2,0.5))\n",
137 | "display(p)"
138 | ]
139 | },
140 | {
141 | "cell_type": "markdown",
142 | "metadata": {},
143 | "source": [
144 | "### Extract the data"
145 | ]
146 | },
147 | {
148 | "cell_type": "code",
149 | "execution_count": 5,
150 | "metadata": {
151 | "collapsed": true
152 | },
153 | "outputs": [],
154 | "source": [
155 | "x,y,x1,y1 = p.result"
156 | ]
157 | },
158 | {
159 | "cell_type": "markdown",
160 | "metadata": {},
161 | "source": [
162 | "### Load scikit-learn libraries"
163 | ]
164 | },
165 | {
166 | "cell_type": "code",
167 | "execution_count": 6,
168 | "metadata": {
169 | "collapsed": true
170 | },
171 | "outputs": [],
172 | "source": [
173 | "from sklearn.model_selection import train_test_split\n",
174 | "from sklearn.preprocessing import PolynomialFeatures\n",
175 | "from sklearn.linear_model import LassoCV\n",
176 | "from sklearn.linear_model import RidgeCV\n",
177 | "from sklearn.linear_model import LinearRegression\n",
178 | "from sklearn.pipeline import make_pipeline"
179 | ]
180 | },
181 | {
182 | "cell_type": "markdown",
183 | "metadata": {},
184 | "source": [
185 | "### Machine learning (regression) model encapsulated within a function "
186 | ]
187 | },
188 | {
189 | "cell_type": "code",
190 | "execution_count": 9,
191 | "metadata": {
192 | "collapsed": true
193 | },
194 | "outputs": [],
195 | "source": [
196 | "lasso_eps = 0.01\n",
197 | "lasso_nalpha=20\n",
198 | "lasso_iter=3000\n",
199 | "ridge_alphas = (0.001,0.01,0.1,1)\n",
200 | "\n",
201 | "def func_fit(model_type,test_size,degree):\n",
202 | " X_train, X_test, y_train, y_test = train_test_split(x,y,test_size=test_size,random_state=55)\n",
203 | " \n",
204 | " t1=np.min(X_test)\n",
205 | " t2=np.max(X_test)\n",
206 | " t3=np.min(y_test)\n",
207 | " t4=np.max(y_test)\n",
208 | " \n",
209 | " t5=np.min(X_train)\n",
210 | " t6=np.max(X_train)\n",
211 | " t7=np.min(y_train)\n",
212 | " t8=np.max(y_train)\n",
213 | " \n",
214 | " posx_test=t1+(t2-t1)*0.7\n",
215 | " posx_train=t5+(t6-t5)*0.7\n",
216 | " posy_test=t3+(t4-t3)*0.2\n",
217 | " posy_train=t7+(t8-t7)*0.2\n",
218 | " \n",
219 | " if (model_type=='Linear regression'):\n",
220 | " model = make_pipeline(PolynomialFeatures(degree,interaction_only=False), \n",
221 | " LinearRegression(normalize=True))\n",
222 | " if (model_type=='LASSO with CV'): \n",
223 | " model = make_pipeline(PolynomialFeatures(degree,interaction_only=False), \n",
224 | " LassoCV(eps=lasso_eps,n_alphas=lasso_nalpha,max_iter=lasso_iter,normalize=True,cv=5))\n",
225 | " \n",
226 | " if (model_type=='Ridge with CV'): \n",
227 | " model = make_pipeline(PolynomialFeatures(degree,interaction_only=False), \n",
228 | " RidgeCV(alphas=ridge_alphas,normalize=True,cv=5))\n",
229 | " \n",
230 | " X_train=X_train.reshape(-1,1)\n",
231 | " X_test=X_test.reshape(-1,1)\n",
232 | " \n",
233 | " model.fit(X_train,y_train)\n",
234 | " \n",
235 | " train_pred = np.array(model.predict(X_train))\n",
236 | " train_score = model.score(X_train,y_train)\n",
237 | " \n",
238 | " test_pred = np.array(model.predict(X_test))\n",
239 | " test_score = model.score(X_test,y_test)\n",
240 | " \n",
241 | " RMSE_test=np.sqrt(np.mean(np.square(test_pred-y_test)))\n",
242 | " RMSE_train=np.sqrt(np.mean(np.square(train_pred-y_train)))\n",
243 | " \n",
244 | " print(\"Test score: {}, Training score: {}\".format(test_score,train_score))\n",
245 | " \n",
246 | " print(\"RMSE Test: {}, RMSE train: {}\".format(RMSE_test,RMSE_train))\n",
247 | " \n",
248 | " plt.figure(figsize=(12,4))\n",
249 | " \n",
250 | " plt.subplot(1,2,1)\n",
251 | " plt.title(\"Test set performance\\n\",fontsize=16)\n",
252 | " plt.xlabel(\"X-test\",fontsize=13)\n",
253 | " plt.ylabel(\"y-test\",fontsize=13)\n",
254 | " plt.scatter(X_test,y_test,edgecolors='k',c='blue',s=60)\n",
255 | " plt.scatter(X_test,test_pred,edgecolors='k',c='yellow',s=60)\n",
256 | " plt.grid(True)\n",
257 | " plt.legend(['Actual test values','Predicted values'])\n",
258 | " plt.text(x=posx_test,y=posy_test,s='Test score: %.3f'%(test_score),fontsize=15)\n",
259 | " \n",
260 | " plt.subplot(1,2,2)\n",
261 | " plt.title(\"Training set performance\\n\",fontsize=16)\n",
262 | " plt.xlabel(\"X-train\",fontsize=13)\n",
263 | " plt.ylabel(\"y-train\",fontsize=13)\n",
264 | " plt.scatter(X_train,y_train,c='blue')\n",
265 | " plt.scatter(X_train,train_pred,c='yellow')\n",
266 | " plt.grid(True)\n",
267 | " plt.legend(['Actual training values','Fitted values'])\n",
268 | " plt.text(x=posx_train,y=posy_train,s='Training score: %.3f'%(train_score),fontsize=15)\n",
269 | " \n",
270 | " plt.show()\n",
271 | " \n",
272 | " return (train_score,test_score) "
273 | ]
274 | },
275 | {
276 | "cell_type": "markdown",
277 | "metadata": {},
278 | "source": [
279 | "### Run the encapsulated ML function with ipywidget interactive"
280 | ]
281 | },
282 | {
283 | "cell_type": "code",
284 | "execution_count": 11,
285 | "metadata": {},
286 | "outputs": [
287 | {
288 | "data": {
289 | "application/vnd.jupyter.widget-view+json": {
290 | "model_id": "c07f081012e6401a8e5a47a104103310",
291 | "version_major": 2,
292 | "version_minor": 0
293 | },
294 | "text/html": [
295 | "Failed to display Jupyter Widget of type interactive.
\n",
296 | "\n",
297 | " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
298 | " that the widgets JavaScript is still loading. If this message persists, it\n",
299 | " likely means that the widgets JavaScript library is either not installed or\n",
300 | " not enabled. See the Jupyter\n",
301 | " Widgets Documentation for setup instructions.\n",
302 | "
\n",
303 | "\n",
304 | " If you're reading this message in another frontend (for example, a static\n",
305 | " rendering on GitHub or NBViewer),\n",
306 | " it may mean that your frontend doesn't currently support widgets.\n",
307 | "
\n"
308 | ],
309 | "text/plain": [
310 | "interactive(children=(RadioButtons(description='Choose Model', layout=Layout(width='250px'), options=('Linear regression', 'LASSO with CV', 'Ridge with CV'), style=DescriptionStyle(description_width='initial'), value='Linear regression'), Dropdown(description='Test set size', options={'10% of data': 0.1, '20% of data': 0.2, '30% of data': 0.3, '40% of data': 0.4, '50% of data': 0.5}, style=DescriptionStyle(description_width='initial'), value=0.1), IntSlider(value=1, continuous_update=False, description='Polynomial degree', max=10, min=1), Output(layout=Layout(height='350px'))), _dom_classes=('widget-interact',))"
311 | ]
312 | },
313 | "metadata": {},
314 | "output_type": "display_data"
315 | }
316 | ],
317 | "source": [
318 | "style = {'description_width': 'initial'}\n",
319 | "# Continuous_update = False for IntSlider control to stop continuous model evaluation while the slider is being dragged\n",
320 | "m = interactive(func_fit,model_type=widgets.RadioButtons(options=['Linear regression','LASSO with CV', 'Ridge with CV'],\n",
321 | " description = \"Choose Model\",style=style,\n",
322 | " layout=Layout(width='250px')),\n",
323 | " test_size=widgets.Dropdown(options={\"10% of data\":0.1,\"20% of data\":0.2, \"30% of data\":0.3,\n",
324 | " \"40% of data\":0.4,\"50% of data\":0.5},\n",
325 | " description=\"Test set size\",style=style),\n",
326 | " degree=widgets.IntSlider(min=1,max=10,step=1,description= 'Polynomial degree',\n",
327 | " stye=style,continuous_update=False))\n",
328 | "\n",
329 | "# Set the height of the control.children[-1] so that the output does not jump and flicker\n",
330 | "output = m.children[-1]\n",
331 | "output.layout.height = '350px'\n",
332 | "\n",
333 | "# Display the control\n",
334 | "display(m)"
335 | ]
336 | },
337 | {
338 | "cell_type": "code",
339 | "execution_count": null,
340 | "metadata": {
341 | "collapsed": true
342 | },
343 | "outputs": [],
344 | "source": []
345 | }
346 | ],
347 | "metadata": {
348 | "kernelspec": {
349 | "display_name": "Python 3",
350 | "language": "python",
351 | "name": "python3"
352 | },
353 | "language_info": {
354 | "codemirror_mode": {
355 | "name": "ipython",
356 | "version": 3
357 | },
358 | "file_extension": ".py",
359 | "mimetype": "text/x-python",
360 | "name": "python",
361 | "nbconvert_exporter": "python",
362 | "pygments_lexer": "ipython3",
363 | "version": "3.6.2"
364 | }
365 | },
366 | "nbformat": 4,
367 | "nbformat_minor": 2
368 | }
369 |
--------------------------------------------------------------------------------
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3 | Copyright (c) 2017, Tirthajyoti Sarkar
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/Pandas and Numpy/How fast are NumPy ops.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "# How fast are NumPy operations compared to regular Python math?\n",
8 | "#### In this brief notebook, we will create a list of 1-million random floating point numbers. Then we will use *for* loop to iterate over its elements, take Log10 and store the value in another list. We'll compare the execution speed with that of a direct NumPy Log10 operation\n",
9 | "\n",
10 | "You will often come across this assertion in the data science and Python community that NumPy is much faster due to its vectorized implementation and due to the fact that many of its core routines are written in C (based on CPython framework).\n",
11 | "\n",
12 | "And it is indeed true. \n",
13 | "\n",
14 | "Numpy arrays are densely packed arrays of homogeneous type. Python lists, by contrast, are arrays of pointers to objects, even when all of them are of the same type. So, you get the benefits of locality of reference. Also, many Numpy operations are implemented in C, avoiding the general cost of loops in Python, pointer indirection and per-element dynamic type checking. The speed boost depends on which operations you’re performing. \n",
15 | "\n",
16 | "For data science and modern machine learning tasks, this is an invaluable advantage, as often the data set size runs into millions if not billions of records."
17 | ]
18 | },
19 | {
20 | "cell_type": "code",
21 | "execution_count": 36,
22 | "metadata": {
23 | "collapsed": true
24 | },
25 | "outputs": [],
26 | "source": [
27 | "import numpy as np\n",
28 | "from math import log10 as lg10\n",
29 | "import time\n",
30 | "import matplotlib.pyplot as plt\n",
31 | "import random\n",
32 | "%matplotlib inline"
33 | ]
34 | },
35 | {
36 | "cell_type": "code",
37 | "execution_count": 37,
38 | "metadata": {
39 | "collapsed": true
40 | },
41 | "outputs": [],
42 | "source": [
43 | "N = 1000000 # Number of records to process\n",
44 | "speed = [] # Empty list to store operation speeds (time taken)"
45 | ]
46 | },
47 | {
48 | "cell_type": "markdown",
49 | "metadata": {},
50 | "source": [
51 | "#### Create a list of 1 million numbers"
52 | ]
53 | },
54 | {
55 | "cell_type": "code",
56 | "execution_count": 38,
57 | "metadata": {},
58 | "outputs": [
59 | {
60 | "name": "stdout",
61 | "output_type": "stream",
62 | "text": [
63 | "Length of l1: 1000000\n"
64 | ]
65 | }
66 | ],
67 | "source": [
68 | "l1 = list(100*(np.random.random(N))+1)\n",
69 | "print(\"Length of l1:\",len(l1))"
70 | ]
71 | },
72 | {
73 | "cell_type": "code",
74 | "execution_count": 39,
75 | "metadata": {},
76 | "outputs": [
77 | {
78 | "name": "stdout",
79 | "output_type": "stream",
80 | "text": [
81 | "First few elements of the array: [30.848911201460105, 4.0880342139352646, 70.039804881231177, 90.752231323733639]\n"
82 | ]
83 | }
84 | ],
85 | "source": [
86 | "print(\"First few elements of the array:\", l1[:4])"
87 | ]
88 | },
89 | {
90 | "cell_type": "markdown",
91 | "metadata": {},
92 | "source": [
93 | "#### Create a NumPy ndarray object from that list i.e. vectorize it"
94 | ]
95 | },
96 | {
97 | "cell_type": "code",
98 | "execution_count": 40,
99 | "metadata": {
100 | "collapsed": true
101 | },
102 | "outputs": [],
103 | "source": [
104 | "a1 = np.array(l1)"
105 | ]
106 | },
107 | {
108 | "cell_type": "code",
109 | "execution_count": 41,
110 | "metadata": {},
111 | "outputs": [
112 | {
113 | "name": "stdout",
114 | "output_type": "stream",
115 | "text": [
116 | "Shape of a1 object: (1000000,)\n",
117 | "Type of a1 object: \n"
118 | ]
119 | }
120 | ],
121 | "source": [
122 | "print(\"Shape of a1 object:\",a1.shape)\n",
123 | "print(\"Type of a1 object:\",type(a1))"
124 | ]
125 | },
126 | {
127 | "cell_type": "markdown",
128 | "metadata": {},
129 | "source": [
130 | "#### Create a blank list for appending elements"
131 | ]
132 | },
133 | {
134 | "cell_type": "code",
135 | "execution_count": 42,
136 | "metadata": {
137 | "collapsed": true
138 | },
139 | "outputs": [],
140 | "source": [
141 | "l2=[] # Just a blanck list to append to"
142 | ]
143 | },
144 | {
145 | "cell_type": "markdown",
146 | "metadata": {},
147 | "source": [
148 | "### How fast is - For loop and appending"
149 | ]
150 | },
151 | {
152 | "cell_type": "code",
153 | "execution_count": 43,
154 | "metadata": {},
155 | "outputs": [
156 | {
157 | "name": "stdout",
158 | "output_type": "stream",
159 | "text": [
160 | "With for loop and appending it took 0.3542044162750244 seconds\n"
161 | ]
162 | }
163 | ],
164 | "source": [
165 | "t1=time.time()\n",
166 | "for item in l1:\n",
167 | " l2.append(lg10(item))\n",
168 | "t2 = time.time()\n",
169 | "print(\"With for loop and appending it took {} seconds\".format(t2-t1))\n",
170 | "speed.append(t2-t1)"
171 | ]
172 | },
173 | {
174 | "cell_type": "code",
175 | "execution_count": 44,
176 | "metadata": {},
177 | "outputs": [
178 | {
179 | "name": "stdout",
180 | "output_type": "stream",
181 | "text": [
182 | "First few elements of the resulting array: [1.4892398404100269, 0.6115145218774171, 1.8453449275438665, 1.9578573118312546]\n"
183 | ]
184 | }
185 | ],
186 | "source": [
187 | "print(\"First few elements of the resulting array:\", l2[:4])"
188 | ]
189 | },
190 | {
191 | "cell_type": "markdown",
192 | "metadata": {},
193 | "source": [
194 | "### How fast it - List comprehension"
195 | ]
196 | },
197 | {
198 | "cell_type": "code",
199 | "execution_count": 45,
200 | "metadata": {},
201 | "outputs": [
202 | {
203 | "name": "stdout",
204 | "output_type": "stream",
205 | "text": [
206 | "With list comprehension, it took 0.16927814483642578 seconds\n"
207 | ]
208 | }
209 | ],
210 | "source": [
211 | "t1=time.time()\n",
212 | "l2 = [lg10(i) for i in range(1,1000001)]\n",
213 | "t2 = time.time()\n",
214 | "print(\"With list comprehension, it took {} seconds\".format(t2-t1))\n",
215 | "speed.append(t2-t1)"
216 | ]
217 | },
218 | {
219 | "cell_type": "code",
220 | "execution_count": 46,
221 | "metadata": {},
222 | "outputs": [
223 | {
224 | "name": "stdout",
225 | "output_type": "stream",
226 | "text": [
227 | "First few elements of the resulting array: [0.0, 0.3010299956639812, 0.47712125471966244, 0.6020599913279624]\n"
228 | ]
229 | }
230 | ],
231 | "source": [
232 | "print(\"First few elements of the resulting array:\", l2[:4])"
233 | ]
234 | },
235 | {
236 | "cell_type": "markdown",
237 | "metadata": {},
238 | "source": [
239 | "### How fast is - *Map* function method"
240 | ]
241 | },
242 | {
243 | "cell_type": "code",
244 | "execution_count": 47,
245 | "metadata": {
246 | "collapsed": true
247 | },
248 | "outputs": [],
249 | "source": [
250 | "def op1(x):\n",
251 | " return (lg10(x))"
252 | ]
253 | },
254 | {
255 | "cell_type": "code",
256 | "execution_count": 48,
257 | "metadata": {},
258 | "outputs": [
259 | {
260 | "name": "stdout",
261 | "output_type": "stream",
262 | "text": [
263 | "With map functional method it took 0.2851881980895996 seconds\n"
264 | ]
265 | }
266 | ],
267 | "source": [
268 | "t1=time.time()\n",
269 | "l2=list(map(op1,l1))\n",
270 | "t2 = time.time()\n",
271 | "print(\"With map functional method it took {} seconds\".format(t2-t1))\n",
272 | "speed.append(t2-t1)"
273 | ]
274 | },
275 | {
276 | "cell_type": "code",
277 | "execution_count": 49,
278 | "metadata": {},
279 | "outputs": [
280 | {
281 | "name": "stdout",
282 | "output_type": "stream",
283 | "text": [
284 | "First few elements of the resulting array: [1.4892398404100269, 0.6115145218774171, 1.8453449275438665, 1.9578573118312546]\n"
285 | ]
286 | }
287 | ],
288 | "source": [
289 | "print(\"First few elements of the resulting array:\", l2[:4])"
290 | ]
291 | },
292 | {
293 | "cell_type": "markdown",
294 | "metadata": {},
295 | "source": [
296 | "### How fast is - NumPy operation (vectorized array)"
297 | ]
298 | },
299 | {
300 | "cell_type": "code",
301 | "execution_count": 50,
302 | "metadata": {},
303 | "outputs": [
304 | {
305 | "name": "stdout",
306 | "output_type": "stream",
307 | "text": [
308 | "With direct NumPy log10 method it took 0.0312502384185791 seconds\n"
309 | ]
310 | }
311 | ],
312 | "source": [
313 | "t1=time.time()\n",
314 | "a2=np.log10(a1)\n",
315 | "t2 = time.time()\n",
316 | "print(\"With direct NumPy log10 method it took {} seconds\".format(t2-t1))\n",
317 | "speed.append(t2-t1)"
318 | ]
319 | },
320 | {
321 | "cell_type": "code",
322 | "execution_count": 51,
323 | "metadata": {},
324 | "outputs": [
325 | {
326 | "name": "stdout",
327 | "output_type": "stream",
328 | "text": [
329 | "First few elements of the resulting array: [1.4892398404100269, 0.61151452187741706, 1.8453449275438665, 1.9578573118312546]\n"
330 | ]
331 | }
332 | ],
333 | "source": [
334 | "l3 = list(a2)\n",
335 | "print(\"First few elements of the resulting array:\", l3[:4])"
336 | ]
337 | },
338 | {
339 | "cell_type": "markdown",
340 | "metadata": {},
341 | "source": [
342 | "### Plot the time taken by each operation"
343 | ]
344 | },
345 | {
346 | "cell_type": "code",
347 | "execution_count": 52,
348 | "metadata": {},
349 | "outputs": [
350 | {
351 | "data": {
352 | "text/plain": [
353 | ""
354 | ]
355 | },
356 | "execution_count": 52,
357 | "metadata": {},
358 | "output_type": "execute_result"
359 | },
360 | {
361 | "data": {
362 | "image/png": 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KkiRJK+iauP2qfUiSJGmadErcquqwQQciSZKk8XUegDfJc5Mcm+Sk9vm8JM8e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\nzXHAYVV1YV/5g1h2s8J+feu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363 | "text/plain": [
364 | ""
365 | ]
366 | },
367 | "metadata": {},
368 | "output_type": "display_data"
369 | }
370 | ],
371 | "source": [
372 | "plt.figure(figsize=(10,6))\n",
373 | "plt.ylabel(\"Time taken to process 1 million records in seconds\",fontsize=12)\n",
374 | "plt.xlabel(\"Various types of operations\",fontsize=14)\n",
375 | "plt.grid(True)\n",
376 | "plt.bar(left=[1,2,3,4],height=speed, align='center',tick_label=['For-loop','List comprehension','Map function','NumPy'])"
377 | ]
378 | },
379 | {
380 | "cell_type": "markdown",
381 | "metadata": {},
382 | "source": [
383 | "### Therefore, we see the evidence that NumPy operations over ndarray objects are much faster than regular Python math operations over corresponding list. The exact speed of regular Python operations vary a little but they are always much slower compared to the vectorized NumPy operation."
384 | ]
385 | }
386 | ],
387 | "metadata": {
388 | "kernelspec": {
389 | "display_name": "Python 3",
390 | "language": "python",
391 | "name": "python3"
392 | },
393 | "language_info": {
394 | "codemirror_mode": {
395 | "name": "ipython",
396 | "version": 3
397 | },
398 | "file_extension": ".py",
399 | "mimetype": "text/x-python",
400 | "name": "python",
401 | "nbconvert_exporter": "python",
402 | "pygments_lexer": "ipython3",
403 | "version": "3.6.2"
404 | }
405 | },
406 | "nbformat": 4,
407 | "nbformat_minor": 2
408 | }
409 |
--------------------------------------------------------------------------------
/Pandas and Numpy/Readme.md:
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1 | ## Pandas and Numpy tutorial-style notebooks
2 |
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/README.md:
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1 | # Python Machine Learning Notebooks
2 | Essential codes for jump-starting machine learning/data science with Python
3 |
4 | ### Essential tutorial-type notebooks on Pandas and Numpy
5 | * Jupyter notebooks covering a wide range of functions and operations on the topics of NumPy, Pandans, Seaborn, matplotlib etc.
6 |
7 | ### Tutorial-type notebooks covering regression, classification, clustering, and some basic neural network algorithms
8 | * Simple linear regression with t-statistic generation
9 | * Multiple ways to do linear regression in Python and their speed comparison ([check the article I wrote on freeCodeCamp](https://medium.freecodecamp.org/data-science-with-python-8-ways-to-do-linear-regression-and-measure-their-speed-b5577d75f8b))
10 | * Multi-variate regression with regularization
11 | * Polynomial regression with how to use ***scikit-learn pipeline feature*** ([check the article I wrote on *Towards Data Science*](https://towardsdatascience.com/machine-learning-with-python-easy-and-robust-method-to-fit-nonlinear-data-19e8a1ddbd49))
12 | * Logistic regression/classification
13 | * _k_-nearest neighbor classification
14 | * Decision trees and Random Forest Classification
15 | * Decision trees and Random Forest regression (showing how the Random Forest works as a robust/regularized meta-estimator rejecting overfitting)
16 | * Support vector machine classification
17 | * _K_-means clustering
18 |
19 | ### Function approximation by linear model and Deep Learning method
20 | * Demo notebook to illustrate the superiority of deep neural network for complex nonlinear function approximation task.
21 | * Step-by-step building of 1-hidden-layer and 2-hidden-layer dense network using basic TensorFlow methods
22 |
23 | ### Basic interactive controls demo
24 | * Demo on how to integrate basic interactive controls (slider bars, drop-down menus, check-boxes etc.) in a Jupyter notebook and use them for interactive machine learning task
25 |
26 |
27 | --------------------------------------------------------------------------------------------------------------------
28 | **You can [add me on LinkedIn here](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/)**
29 |
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