Data comparing liberal arts colleges in the sciences

Last table for tonight. This one shows the total number of alums who got a PhD in the hard sciences 2004-2014, but now I’ve sorted by the # of PhDs per 100 enrolled. This is how the # was normalized in Science at liberal arts colleges. A better education? by TR Cech
https://www.hhmi.org/sites/default/files/Programs/cech_article.pdf
but I’m showing many more schools. Cech just looked at the top-ranked 20 or so LACs.

total is sum of columns 1 to 6 (GeoSci+LifeSci+Physics+CS+Math)
size is size of school 2015-2016 per USNews
per.100 is 100*total/size

totalper.100sizename
290
36.1804_Harvey Mudd
406
19.72057Carleton
250
16.21542Swarthmore
177
14.81194Haverford
210
12.71650Pomona
253
12.42045Williams
207
11.91734Grinnell
233
11.12100Reed
86
10.3834New College of FL
149
9.91498Whitman
175_9.81792Amherst
125
9.61308Bryn Mawr
192
9.52023Allegheny
261
8.82961Oberlin
151
8.41805Bowdoin
123
8.41461Kalamazoo
154
8.31847Colby
80
8.1993Earlham
172
7.92189Mount Holyoke
196_7.62563Smith
115
7.61519Lawrence Univ
156
7.52073Macalester
131
7.41773Bates
222
7.33034St. Olaf
150
7.32050Colorado
164
7.12323Wellesley
142
6.92066Coll of Wooster
198
6.82928Wesleyan Univ
52
6.7771Millsaps
106
6.61615Juniata
115_6.51770Davidson
108
6.41681Ursinus
110
6.31734Ohio Wesleyan Univ
178
6.22875Colgate Univ
102
6.11662Kenyon
87
6.11417Drew Univ
77
6.11268Albion
138
62297Trinity Univ
132
62209Franklin & Marshall
77__5.91303Beloit
92
5.81587Wheaton
144
5.72526Middlebury
139
5.72418Vassar
77
5.71348Hendrix
53
5.7926Wabash
78
5.61399Knox
31
5.6553Centenary of Louisiana
136
5.32553U of Puget Sound
109
5.32040Occidental
96
5.31815Eckerd
127
5.22456Gustavus Adolphus
69
51387Centre
174
4.93565Bucknell Univ
52
4.81077Cornell
133
4.72810Furman Univ
117
4.72503Lafayette
89
4.71900Hamilton
102
4.62216DePauw Univ
88
4.61932Clark Univ
27
4.6584Northland
64
4.51410Hampshire
63
4.51396Alma
35
4.5774Goshen
52
4.21235Hiram
25
4.2591Erskine
106
4.12573Barnard
54__4.11327U of Dallas
47
4.11145Hanover
76
41890WA & Lee Univ
75__41893Conneticutt
66__41631Sewanee: U of the South
46__41138Westminster-New Wilm
35__4873Agnes Scott
134
3.93432Hope
98
3.92497Augustana
96
3.92451Gettysburg
89
3.82364Dickinson
86
3.82242Union
82
3.82135Spelman
85
3.72280Denison Univ
62
3.71683Lebanon Valley
65
3.61789St. John’s Univ,ville
58
3.61621Berea
104
3.52937Coll of the Holy Cross
45
3.51278Austin
45
3.51301Claremont McKenna
89
3.42632Skidmore
74
3.42179Lewis & Clark
79
3.32375Willamette Univ
56
3.31683Linfield
47
3.31435Coe
44
3.31342Cedar Crest
39
3.31185Birmingham Southern
32
3.3972Scripps
65
3.22059Bard
27
3.2840Ripon
78
3.12509Grove City
45
3.11472Hillsdale
32
3.11048Houghton
115
33894Calvin
74__32440Muhlenberg
72__32381Concordia-Moorhead
63__32109Morehouse
27__3900Tougaloo
66
2.92255Trinity
62
2.92112St. Norbert
47
2.91607Lake Forest
42
2.91471Goucher
40
2.91362WA & Jefferson
32
2.91105Hampden-Sydney
30
2.91043William Jewell
55
2.72031Rhodes
35
2.71313Westmont
62
2.62406St. Lawrence Univ
40
2.61540Hartwick
29
2.61120Coll of Idaho
44
2.51788Elizabethtown
42
2.51706McDaniel
41
2.51608Wofford
35
2.51394Randolph-Macon
70
2.42868Canisius
40
2.41671Augustana-Sioux Falls
40
2.41661Wartburg
37
2.41519St. Mary’s-Notre Dame
32
2.41359Hood
29
2.41215NW-Orange City
48
2.32085Berry
37
2.31612Moravian
31
2.21430Carroll
30
2.21357Lycoming
58
2.12789Messiah
51
2.12401Stonehill
42
2.12020Coll of St. Benedict
42
2.12002King’s-Wilkes Barre
42
2.11984Mississippi
21
21076Pitzer
27__1.91417Geneva
22
1.91146Presbyterian
35
1.81968St. Anselm
30
1.81626St. Vincent
30
1.81665Whittier
42
1.72421Hobart & William Smiths
35
1.72057Nazareth
26
1.71490Loras
25
1.71467Washington
24
1.71411Central
15
1.6917Mills
48
1.53139Siena
31
_1.52123St. Michael’s
33
1.42360Albright
29
1.42137Guilford
23
1.41622Simmons
48
1.33751Fort Lewis
37
1.32849Le Moyne
26
1.32008Assumption-Worcester
23
1.31736Gordon
18
1.31437Sarah Lawrence
34
1.22873Carthage
25
1.22054Roanoke
25
1.22171Springfield
28
12859Coll of St. Scholastica
20__11932Rollins
14__11399Dordt
29__0.93264Seattle Pacific Univ
26
0.92857St. John Fisher
19
0.92172__FL Southern