Modification to The Economist College Ranking using Binned Normal Fitting

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Modification to The Economist College Ranking using Binned Normal Fitting

Universities in the United States ranked by standard deviations from bin mean when binned by expected value (8 bins total).

Rank	Institution Name	Score	Bin	Expected	Actual	Delta
1	Washington and Lee University	5.2503	5	55223	77600	22377
2	Otis College of Art and Design	3.9357	2	29562	42000	12438
3	Texas A & M International University	3.6782	3	33692	45200	11508
4	Alderson Broaddus University	3.6568	2	31766	43400	11634
5	California State University-Bakersfield	3.5404	3	37025	48100	11075
6	Holy Family University	3.3548	3	39408	49900	10492
7	University of Saint Joseph	3.1589	3	39824	49700	9876
8	Babson College	3.0850	6	65170	85500	20330
9	California State University-Stanislaus	2.7277	3	36379	44900	8521
10	Drake University	2.6853	4	46901	55700	8799
11	Rhode Island School of Design	2.6749	3	38944	47300	8356
12	Wilkes University	2.6412	3	41650	49900	8250
13	California Lutheran University	2.6111	4	44361	52900	8539
14	Duquesne University	2.5820	4	45863	54300	8437
15	University of Scranton	2.5815	4	47565	56000	8435
16	Linfield College-McMinnville Campus	2.5085	4	43120	51300	8180
17	Woodbury University	2.4288	3	38018	45600	7582
18	Gwynedd Mercy University	2.3854	4	44251	52000	7749
19	East Stroudsburg University of Pennsylvania	2.3447	3	35582	42900	7318
20	SUNY Oneonta	2.3219	3	35153	42400	7247
21	University of the Pacific	2.3020	5	56477	66400	9923
22	Albright College	2.2896	3	41355	48500	7145
23	Georgetown College	2.2679	3	35923	43000	7077
24	Bluefield College	2.2541	3	35766	42800	7034
25	Texas Woman's University	2.2462	3	37791	44800	7009
26	George Mason University	2.2284	4	49801	57000	7199
27	Western New England University	2.2171	4	47940	55100	7160
28	University of Vermont	2.2002	3	37136	44000	6864
29	Mansfield University of Pennsylvania	2.1542	2	30796	38100	7304
30	Ithaca College	2.1342	4	43531	50400	6869
31	Baker University	2.1220	4	42073	48900	6827
32	Dallas Christian College	2.1064	3	35630	42200	6570
33	Philadelphia University	2.0829	4	42010	48700	6690
34	Point Loma Nazarene University	2.0508	4	43723	50300	6577
35	Sierra Nevada College	2.0053	3	36248	42500	6252
36	Sul Ross State University	1.9775	2	31206	38000	6794
37	Bowie State University	1.9702	3	40858	47000	6142
38	California State University-Dominguez Hills	1.9653	3	36674	42800	6126
39	Susquehanna University	1.9472	4	43785	50000	6215
40	Villanova University	1.9462	6	60455	73700	13245
41	West Virginia Wesleyan College	1.9367	3	37063	43100	6037
42	Chapman University	1.9135	4	45704	51800	6096
43	SUNY College at Cortland	1.9091	3	39350	45300	5950
44	University of La Verne	1.9003	4	46650	52700	6050
45	University of California-Santa Barbara	1.8982	4	45957	52000	6043
46	Notre Dame of Maryland University	1.8887	4	42790	48800	6010
47	Misericordia University	1.8786	3	41646	47500	5854
48	Bentley University	1.8382	6	62327	74900	12573
49	California Polytechnic State University-San Luis Obispo	1.8332	5	52957	60900	7943
50	Rutgers University-Newark	1.7912	4	49132	54800	5668
51	Lehigh University	1.7847	6	64559	76800	12241
52	Butler University	1.7773	4	46780	52400	5620
53	California State University-Los Angeles	1.7711	3	39384	44900	5516
54	Pepperdine University	1.7630	5	53754	61400	7646
55	West Virginia University	1.7624	3	38411	43900	5489
56	Davidson College	1.7621	5	50858	58500	7642
57	James Madison University	1.7613	4	47836	53400	5564
58	Warner University	1.7493	3	36752	42200	5448
59	Illinois Wesleyan University	1.7382	4	49117	54600	5483
60	California State University-San Bernardino	1.7360	3	40094	45500	5406
61	University of Utah	1.7344	4	43830	49300	5470
62	Samford University	1.7309	3	40410	45800	5390
63	University of Redlands	1.7192	4	48384	53800	5416
64	Bloomsburg University of Pennsylvania	1.7085	3	38480	43800	5320
65	Stevenson University	1.7039	4	46037	51400	5363
66	Gettysburg College	1.7029	4	46841	52200	5359
67	College of the Holy Cross	1.6937	5	56346	63700	7354
68	Waynesburg University	1.6769	3	39480	44700	5220
69	Citadel Military College of South Carolina	1.6649	4	47274	52500	5226
70	Mount St Mary's College	1.6587	4	44995	50200	5205
71	Westminster College	1.6530	3	39255	44400	5145
72	Wabash College	1.6515	4	44721	49900	5179
73	Frostburg State University	1.6463	3	38476	43600	5124
74	La Salle University	1.6391	4	48064	53200	5136
75	Azusa Pacific University	1.6301	4	43896	49000	5104
76	King's College	1.6271	4	43806	48900	5094
77	The University of Texas of the Permian Basin	1.6066	3	37400	42400	5000
78	University of Charleston	1.5687	3	37120	42000	4880
79	Shippensburg University of Pennsylvania	1.5592	3	40349	45200	4851
80	Chestnut Hill College	1.5569	3	38157	43000	4843
81	Wagner College	1.5567	4	48953	53800	4847
82	Spring Arbor University	1.5513	3	35574	40400	4826
83	Alma College	1.5391	3	39913	44700	4787
84	Concordia University-Saint Paul	1.5348	3	40526	45300	4774
85	Elmhurst College	1.5322	4	43338	48100	4762
86	College of Saint Elizabeth	1.5207	3	40170	44900	4730
87	Lebanon Valley College	1.5150	3	41388	46100	4712
88	Georgian Court University	1.5075	3	41012	45700	4688
89	Harvard University	1.4919	7	74466	87200	12734
90	Hope International University	1.4882	2	29715	35100	5385
91	Concordia University	1.4817	3	37493	42100	4607
92	Blue Mountain College	1.4727	1	24399	31300	6901
93	Central Washington University	1.4697	3	40331	44900	4569
94	Mississippi University for Women	1.4673	2	29476	34800	5324
95	West Chester University of Pennsylvania	1.4590	4	41995	46500	4505
96	Colby College	1.4415	4	48556	53000	4444
97	California State University-Sacramento	1.4397	4	42062	46500	4438
98	Pitzer College	1.4353	3	40839	45300	4461
99	Bethany College	1.4261	3	36468	40900	4432
100	Wake Forest University	1.4144	5	54826	61000	6174
101	Creighton University	1.4125	5	51634	57800	6166
102	Piedmont College	1.4088	3	34422	38800	4378
103	Jacksonville University	1.4047	4	43385	47700	4315
104	University of California-Davis	1.4043	5	50969	57100	6131
105	La Sierra University	1.3994	3	36952	41300	4348
106	California State University-East Bay	1.3893	4	47039	51300	4261
107	California State University-Monterey Bay	1.3722	3	37237	41500	4263
108	University of Colorado Boulder	1.3650	4	43824	48000	4176
109	Montreat College	1.3629	3	36566	40800	4234
110	Lock Haven University	1.3531	3	34897	39100	4203
111	Providence College	1.3523	5	53689	59600	5911
112	Cardinal Stritch University	1.3421	4	46904	51000	4096
113	Westfield State University	1.3418	3	39132	43300	4168
114	Piedmont International University	1.3358	2	25755	30700	4945
115	Bucknell University	1.3355	6	59354	68800	9446
116	Millikin University	1.3318	3	38764	42900	4136
117	Salve Regina University	1.3110	4	44313	48300	3987
118	Salisbury University	1.3102	4	43316	47300	3984
119	Simmons College	1.3099	4	47417	51400	3983
120	Martin Luther College	1.3077	3	36340	40400	4060
121	College of Our Lady of the Elms	1.3057	3	39646	43700	4054
122	SUNY at Binghamton	1.3051	5	52688	58400	5712
123	Appalachian Bible College	1.2991	1	21411	27900	6489
124	California State University-San Marcos	1.2863	3	41407	45400	3993
125	Radford University	1.2853	3	38110	42100	3990
126	Rowan University	1.2759	4	44936	48800	3864
127	SUNY at Albany	1.2741	4	47042	50900	3858
128	Colgate University	1.2733	5	55922	61500	5578
129	Ferris State University	1.2678	3	36365	40300	3935
130	Texas Wesleyan University	1.2538	3	35609	39500	3891
131	Kutztown University of Pennsylvania	1.2501	3	37520	41400	3880
132	Lincoln University of Pennsylvania	1.2393	2	30233	34900	4667
133	University of Maryland Eastern Shore	1.2348	2	33146	37800	4654
134	Hamilton College	1.2346	5	51886	57300	5414
135	Massachusetts Institute of Technology	1.2343	8	83416	91600	8184
136	Columbus College of Art and Design	1.2338	2	28149	32800	4651
137	Aquinas College	1.2261	3	40596	44400	3804
138	The Baptist College of Florida	1.2103	2	25316	29900	4584
139	Washington & Jefferson College	1.1988	4	46306	49900	3594
140	Allegheny College	1.1884	4	45642	49200	3558
141	Union College	1.1816	5	56610	61800	5190
142	Gustavus Adolphus College	1.1800	4	46572	50100	3528
143	California State University-Long Beach	1.1765	4	43384	46900	3516
144	John Brown University	1.1714	4	42702	46200	3498
145	Millsaps College	1.1708	3	41570	45200	3630
146	Barry University	1.1528	4	41867	45300	3433
147	Alaska Pacific University	1.1510	4	43973	47400	3427
148	Sarah Lawrence College	1.1483	3	36140	39700	3560
149	Ottawa University-Ottawa	1.1323	3	37191	40700	3509
150	Stevens Institute of Technology	1.1304	8	75344	82800	7456
151	Muhlenberg College	1.1281	5	51035	56000	4965
152	Ursuline College	1.1270	3	39407	42900	3493
153	University of Michigan-Dearborn	1.1099	4	44117	47400	3283
154	Dickinson College	1.1067	4	48828	52100	3272
155	Pace University-New York	1.1050	5	53533	58400	4867
156	California State University-Fullerton	1.0961	4	43265	46500	3235
157	Skidmore College	1.0958	3	39705	43100	3395
158	Concordia College-New York	1.0918	4	42080	45300	3220
159	California State University-Chico	1.0907	3	41721	45100	3379
160	University of Rhode Island	1.0807	4	45019	48200	3181
161	Central Baptist College	1.0749	2	31506	35700	4194
162	Arcadia University	1.0682	3	40392	43700	3308
163	Bryant University	1.0612	5	57218	61900	4682
164	Fairfield University	1.0482	6	61341	69000	7659
165	Spelman College	1.0411	4	43358	46400	3042
166	Bay Path College	1.0392	3	38683	41900	3217
167	Tennessee Temple University	1.0380	2	29213	33300	4087
168	Brewton-Parker College	1.0320	2	30630	34700	4070
169	University of Illinois at Chicago	1.0312	4	48593	51600	3007
170	Keuka College	1.0224	3	40136	43300	3164
171	Cleveland Institute of Art	1.0219	2	28659	32700	4041
172	Southern Utah University	1.0183	3	34049	37200	3151
173	University of Pennsylvania	1.0146	7	68813	78200	9387
174	Norwich University	1.0105	4	42365	45300	2935
175	Montclair State University	1.0099	4	45767	48700	2933
176	California State University-Fresno	1.0075	3	40083	43200	3117
177	DePauw University	1.0052	4	44883	47800	2917
178	Hillsdale Free Will Baptist College	1.0012	2	29419	33400	3981
179	Simpson College	0.9980	4	42909	45800	2891
180	Virginia Polytechnic Institute and State University	0.9968	5	53490	57900	4410
181	Georgetown University	0.9885	7	74095	83300	9205
182	Bethany College	0.9748	3	35485	38500	3015
183	University of Michigan-Flint	0.9741	3	37088	40100	3012
184	Slippery Rock University of Pennsylvania	0.9718	3	35995	39000	3005
185	Eastern Oregon University	0.9714	3	34796	37800	3004
186	Thomas More College	0.9707	4	43004	45800	2796
187	Mount Olive College	0.9628	3	36223	39200	2977
188	St Thomas University	0.9550	3	39648	42600	2952
189	University of North Georgia	0.9532	3	39453	42400	2947
190	D'Youville College	0.9529	4	45567	48300	2733
191	University of Iowa	0.9444	4	45997	48700	2703
192	Florida Agricultural and Mechanical University	0.9441	3	34382	37300	2918
193	Yeshiva University	0.9406	5	51428	55600	4172
194	Elizabethtown College	0.9400	4	45012	47700	2688
195	Loyola Marymount University	0.9312	5	51467	55600	4133
196	University of Richmond	0.9307	5	56669	60800	4131
197	Florida College	0.9300	3	34026	36900	2874
198	John Carroll University	0.9282	4	48353	51000	2647
199	Belmont University	0.9246	3	36243	39100	2857
200	William Jessup University	0.9239	3	35745	38600	2855
201	University of Wisconsin-Madison	0.9205	4	48380	51000	2620
202	LaGrange College	0.9204	3	35256	38100	2844
203	Widener University-Main Campus	0.9155	4	49098	51700	2602
204	Rensselaer Polytechnic Institute	0.9076	7	73062	81700	8638
205	Washington Adventist University	0.8990	4	44256	46800	2544
206	College of Mount Saint Vincent	0.8891	4	49390	51900	2510
207	University of St Francis	0.8891	4	42090	44600	2510
208	Spring Hill College	0.8837	3	41072	43800	2728
209	Utah State University	0.8778	3	39690	42400	2710
210	College of St Joseph	0.8736	2	33287	36900	3613
211	Notre Dame de Namur University	0.8697	4	48858	51300	2442
212	Rose-Hulman Institute of Technology	0.8692	7	70532	78900	8368
213	Occidental College	0.8670	4	47667	50100	2433
214	Ohio Northern University	0.8638	5	50452	54300	3848
215	Ramapo College of New Jersey	0.8633	4	46280	48700	2420
216	Quinnipiac University	0.8598	5	52569	56400	3831
217	Washington State University	0.8562	4	44005	46400	2395
218	Syracuse University	0.8534	5	52796	56600	3804
219	Lyndon State College	0.8527	2	30547	34100	3553
220	Bridgewater College	0.8524	3	39970	42600	2630
221	Moore College of Art and Design	0.8484	1	25082	30500	5418
222	Millersville University of Pennsylvania	0.8406	3	40607	43200	2593
223	Nebraska Wesleyan University	0.8323	4	43189	45500	2311
224	Concordia University-Chicago	0.8270	3	38950	41500	2550
225	Saint Francis University	0.8239	4	44618	46900	2282
226	Xavier University of Louisiana	0.8236	4	44219	46500	2281
227	Michigan State University	0.8228	4	47522	49800	2278
228	Florida Gulf Coast University	0.8199	3	38672	41200	2528
229	Saint Anselm College	0.8199	5	51637	55300	3663
230	Oklahoma City University	0.8195	3	36873	39400	2527
231	Nova Southeastern University	0.8188	4	44236	46500	2264
232	Young Harris College	0.8155	2	30654	34100	3446
233	York College Pennsylvania	0.8105	4	45665	47900	2235
234	California State Polytechnic University-Pomona	0.8102	4	49766	52000	2234
235	Fairmont State University	0.8083	2	30775	34200	3425
236	University of Wisconsin-Stout	0.8072	3	39512	42000	2488
237	Northwest Missouri State University	0.8057	3	36417	38900	2483
238	Westmont College	0.8048	4	46085	48300	2215
239	Eastern Illinois University	0.8019	3	38729	41200	2471
240	Avila University	0.7994	3	39136	41600	2464
241	Duke University	0.7892	7	68893	76700	7807
242	Montana State University-Northern	0.7884	2	31932	35300	3368
243	University of Saint Mary	0.7875	3	37474	39900	2426
244	Wheelock College	0.7852	2	33041	36400	3359
245	Drexel University	0.7842	5	57588	61100	3512
246	Brenau University	0.7791	3	40200	42600	2400
247	Holy Names University	0.7786	4	47977	50100	2123
248	Stephen F Austin State University	0.7783	3	37303	39700	2397
249	Wartburg College	0.7768	3	40807	43200	2393
250	Clarkson University	0.7760	6	62434	68400	5966
251	Saint Mary's College	0.7702	4	43506	45600	2094
252	Lafayette College	0.7696	6	63874	69800	5926
253	Marymount University	0.7690	4	47510	49600	2090
254	Meredith College	0.7680	3	36035	38400	2365
255	San Diego State University	0.7663	4	46620	48700	2080
256	Rosemont College	0.7655	4	43723	45800	2077
257	Suffolk University	0.7637	4	47829	49900	2071
258	Chowan University	0.7624	2	32107	35400	3293
259	Saginaw Valley State University	0.7601	3	35460	37800	2340
260	Monmouth University	0.7586	4	48247	50300	2053
261	California State University-Northridge	0.7576	4	42150	44200	2050
262	Immaculata University	0.7569	4	46953	49000	2047
263	MacMurray College	0.7567	2	33424	36700	3276
264	Clarion University of Pennsylvania	0.7537	3	34880	37200	2320
265	Siena College	0.7518	5	51725	55100	3375
266	Stephens College	0.7480	2	27449	30700	3251
267	Northwestern Oklahoma State University	0.7379	3	33830	36100	2270
268	Temple University	0.7334	4	44535	46500	1965
269	West Texas A & M University	0.7296	3	37756	40000	2244
270	University of Wisconsin-Stevens Point	0.7271	3	37164	39400	2236
271	University of Nevada-Reno	0.7266	4	43559	45500	1941
272	Huntingdon College	0.7224	3	34879	37100	2221
273	Saint Joseph's University	0.7223	5	55250	58500	3250
274	Defiance College	0.7209	3	34783	37000	2217
275	Houston Baptist University	0.7188	3	41390	43600	2210
276	Winona State University	0.7120	3	39711	41900	2189
277	SUNY College of Environmental Science and Forestry	0.7104	4	42716	44600	1884
278	Western Illinois University	0.7103	3	38916	41100	2184
279	Watkins College of Art and Design	0.7065	2	26968	30100	3132
280	Kean University	0.7017	4	44946	46800	1854
281	Friends University	0.7014	3	39644	41800	2156
282	Barton College	0.7008	3	34346	36500	2154
283	Pfeiffer University	0.6945	3	35366	37500	2134
284	Cabrini College	0.6936	3	40569	42700	2131
285	Augustana College	0.6888	4	47791	49600	1809
286	Baldwin Wallace University	0.6817	4	42216	44000	1784
287	Wheeling Jesuit University	0.6799	3	41212	43300	2088
288	University of Missouri-Kansas City	0.6771	3	41021	43100	2079
289	University of South Carolina-Upstate	0.6743	3	34030	36100	2070
290	William Peace University	0.6733	2	32864	35900	3036
291	Plymouth State University	0.6680	3	35649	37700	2051
292	Walla Walla University	0.6669	4	44068	45800	1732
293	University of Wisconsin-La Crosse	0.6656	4	42372	44100	1728
294	University of San Francisco	0.6625	5	58002	61000	2998
295	Towson University	0.6555	4	47808	49500	1692
296	Concordia University-Portland	0.6552	3	39789	41800	2011
297	Virginia Intermont College	0.6548	2	31017	34000	2983
298	University of Wisconsin-Eau Claire	0.6526	3	41398	43400	2002
299	University of Oklahoma-Norman Campus	0.6522	4	44919	46600	1681
300	Culver-Stockton College	0.6519	3	34100	36100	2000
301	Adrian College	0.6467	3	34516	36500	1984
302	University of South Carolina-Aiken	0.6419	3	35031	37000	1969
303	Rhode Island College	0.6353	3	37652	39600	1948
304	Franklin and Marshall College	0.6347	5	51920	54800	2880
305	Texas Lutheran University	0.6346	3	41654	43600	1946
306	Bates College	0.6344	5	50621	53500	2879
307	LIU Post	0.6317	4	44391	46000	1609
308	Central College	0.6302	3	39268	41200	1932
309	Wofford College	0.6294	4	45199	46800	1601
310	Embry-Riddle Aeronautical University-Daytona Beach	0.6277	5	58049	60900	2851
311	Illinois State University	0.6275	4	43506	45100	1594
312	Averett University	0.6251	3	40384	42300	1916
313	University of Indianapolis	0.6221	3	39693	41600	1907
314	University of California-San Diego	0.6209	5	56778	59600	2822
315	Williams Baptist College	0.6159	2	29429	32300	2871
316	California Baptist University	0.6152	3	39915	41800	1885
317	The Master's College and Seminary	0.6121	3	39025	40900	1875
318	Alcorn State University	0.6081	2	27752	30600	2848
319	Oglethorpe University	0.6069	4	42378	43900	1522
320	Blackburn College	0.6062	3	36144	38000	1856
321	Moravian College	0.6045	4	48486	50000	1514
322	Southern Wesleyan University	0.5999	3	39463	41300	1837
323	Coppin State University	0.5994	3	35765	37600	1835
324	University of New England	0.5946	4	43321	44800	1479
325	Mercer University	0.5893	4	45140	46600	1460
326	Wellesley College	0.5849	5	54030	56700	2670
327	Hobart William Smith Colleges	0.5830	4	47162	48600	1438
328	Glenville State College	0.5828	2	28625	31400	2775
329	Oakland University	0.5801	3	40826	42600	1774
330	Bowling Green State University-Main Campus	0.5742	3	37244	39000	1756
331	Brigham Young University-Provo	0.5733	5	54779	57400	2621
332	Franklin College	0.5726	3	39249	41000	1751
333	Muskingum University	0.5712	3	37654	39400	1746
334	Dallas Baptist University	0.5704	3	40456	42200	1744
335	Neumann University	0.5699	3	39857	41600	1743
336	Buffalo State SUNY	0.5679	3	37164	38900	1736
337	Ohio Valley University	0.5679	2	31268	34000	2732
338	Stonehill College	0.5650	5	56214	58800	2586
339	West Liberty University	0.5623	2	30484	33200	2716
340	California University of Pennsylvania	0.5596	3	36390	38100	1710
341	Utica College	0.5546	4	43361	44700	1339
342	Springfield College	0.5545	4	43761	45100	1339
343	Kettering University	0.5542	7	68741	74900	6159
344	Harvey Mudd College	0.5535	7	72446	78600	6154
345	Converse College	0.5515	2	30715	33400	2685
346	Ripon College	0.5446	3	41137	42800	1663
347	Minnesota State University-Mankato	0.5415	3	41047	42700	1653
348	Truett-McConnell College	0.5362	2	29759	32400	2641
349	Howard Payne University	0.5325	3	35675	37300	1625
350	Delaware Valley College	0.5318	3	40577	42200	1623
351	Alice Lloyd College	0.5307	2	30775	33400	2625
352	Coe College	0.5277	4	42555	43800	1245
353	Daemen College	0.5247	3	41299	42900	1601
354	Monmouth College	0.5207	3	39112	40700	1588
355	Hanover College	0.5200	4	43182	44400	1218
356	The Richard Stockton College of New Jersey	0.5183	4	45588	46800	1212
357	Middlebury College	0.5171	5	51017	53400	2383
358	University of New Hampshire-Main Campus	0.5164	4	46095	47300	1205
359	University of Wisconsin-Whitewater	0.5158	3	39627	41200	1573
360	Columbia International University	0.5149	1	24975	29600	4625
361	Washington College	0.5103	4	47116	48300	1184
362	Roosevelt University	0.5092	4	43420	44600	1180
363	Colby-Sawyer College	0.5049	3	37062	38600	1538
364	Mount Mary University	0.4998	3	35478	37000	1522
365	Dominican College of Blauvelt	0.4993	4	49855	51000	1145
366	Framingham State University	0.4991	3	41680	43200	1520
367	Carthage College	0.4982	3	40883	42400	1517
368	University of Idaho	0.4967	3	38387	39900	1513
369	Denison University	0.4960	4	47466	48600	1134
370	Scripps College	0.4928	4	46078	47200	1122
371	Shenandoah University	0.4925	3	39101	40600	1499
372	Doane College-Crete	0.4883	3	40814	42300	1486
373	Holy Cross College	0.4875	3	34816	36300	1484
374	University of Oregon	0.4863	3	40120	41600	1480
375	Otterbein University	0.4824	3	39732	41200	1468
376	William Carey University	0.4820	2	31615	34100	2485
377	Southern Arkansas University Main Campus	0.4803	2	33420	35900	2480
378	Jacksonville State University	0.4799	2	32621	35100	2479
379	Rocky Mountain College	0.4745	3	36757	38200	1443
380	CUNY John Jay College of Criminal Justice	0.4733	4	42646	43700	1054
381	University of North Florida	0.4578	3	40210	41600	1390
382	Indiana University of Pennsylvania-Main Campus	0.4566	3	36613	38000	1387
383	Iowa Wesleyan College	0.4537	2	31697	34100	2403
384	Kentucky Wesleyan College	0.4535	3	35223	36600	1377
385	Hope College	0.4501	4	42327	43300	973
386	Armstrong Atlantic State University	0.4483	3	38040	39400	1360
387	The University of Tampa	0.4389	4	43466	44400	934
388	Judson University	0.4387	3	35670	37000	1330
389	University of Wisconsin-Green Bay	0.4370	3	38275	39600	1325
390	Stanford University	0.4360	8	78308	80900	2592
391	Champlain College	0.4351	3	39081	40400	1319
392	Indiana University-Bloomington	0.4349	4	44380	45300	920
393	Rhodes College	0.4301	4	49397	50300	903
394	Shorter University	0.4276	3	41705	43000	1295
395	Hamline University	0.4263	4	46010	46900	890
396	Christopher Newport University	0.4245	3	41114	42400	1286
397	University of Connecticut	0.4240	5	51910	53900	1990
398	La Roche College	0.4203	3	37428	38700	1272
399	Texas A & M University-Kingsville	0.4172	3	38437	39700	1263
400	University of Mary Hardin-Baylor	0.4162	3	40440	41700	1260
401	Carnegie Mellon University	0.4133	7	66829	72000	5171
402	Texas A & M University-Corpus Christi	0.4100	3	41160	42400	1240
403	Saint Ambrose University	0.4089	4	43971	44800	829
404	Trinity Christian College	0.4054	3	40174	41400	1226
405	Gordon State College	0.4035	2	27641	29900	2259
406	University of Nevada-Las Vegas	0.4028	4	42693	43500	807
407	Cedar Crest College	0.4026	4	44393	45200	807
408	Maryville University of Saint Louis	0.3998	4	43703	44500	797
409	University of Wisconsin-Oshkosh	0.3998	3	39292	40500	1208
410	Louisiana College	0.3985	3	38396	39600	1204
411	University of Wisconsin-River Falls	0.3985	3	38496	39700	1204
412	Eastern Nazarene College	0.3945	4	43621	44400	779
413	Bluffton University	0.3944	3	37109	38300	1191
414	Elmira College	0.3912	4	42833	43600	767
415	Tarleton State University	0.3905	3	39221	40400	1179
416	Haverford College	0.3900	5	53753	55600	1847
417	University of California-Los Angeles	0.3882	5	57361	59200	1839
418	Clark Atlanta University	0.3826	2	31502	33700	2198
419	St Thomas Aquinas College	0.3815	4	47267	48000	733
420	University of Arizona	0.3734	4	43696	44400	704
421	Western Michigan University	0.3728	4	41998	42700	702
422	Oklahoma Baptist University	0.3724	2	33131	35300	2169
423	Northwest Christian University	0.3715	3	37381	38500	1119
424	Capital University	0.3711	3	40282	41400	1118
425	The College of Saint Scholastica	0.3677	4	46815	47500	685
426	University of Nebraska at Kearney	0.3672	3	37694	38800	1106
427	Saint Gregory's University	0.3646	3	37103	38200	1097
428	Limestone College	0.3636	3	35006	36100	1094
429	Presbyterian College	0.3629	3	40208	41300	1092
430	SUNY at Fredonia	0.3621	3	39510	40600	1090
431	University of Hawaii at Manoa	0.3606	4	43640	44300	660
432	Wittenberg University	0.3606	4	42040	42700	660
433	University of California-Riverside	0.3605	4	48041	48700	659
434	Spalding University	0.3568	3	38927	40000	1073
435	American International College	0.3547	3	41334	42400	1066
436	University of Notre Dame	0.3541	6	66059	69400	3341
437	Eastern Connecticut State University	0.3539	3	41336	42400	1064
438	Virginia State University	0.3511	2	32292	34400	2108
439	Davis & Elkins College	0.3504	3	34847	35900	1053
440	Alvernia University	0.3499	3	41549	42600	1051
441	Grand View University	0.3493	3	38150	39200	1050
442	University of Illinois at Urbana-Champaign	0.3475	5	54933	56600	1667
443	Westminster College	0.3369	4	44923	45500	577
444	Luther College	0.3360	4	41926	42500	574
445	University of Northern Iowa	0.3335	3	40700	41700	1000
446	University of Wisconsin-Milwaukee	0.3328	3	41003	42000	997
447	Lycoming College	0.3305	3	41810	42800	990
448	Carlow University	0.3280	3	38917	39900	983
449	Bethel University	0.3275	4	43456	44000	544
450	Manchester University	0.3263	3	37023	38000	977
451	Centre College	0.3215	4	44477	45000	523
452	Manhattan College	0.3189	6	60478	63600	3122
453	Eckerd College	0.3187	3	39847	40800	953
454	Trinity International University-Illinois	0.3128	3	37265	38200	935
455	Marquette University	0.3123	5	54082	55600	1518
456	Hartwick College	0.3090	4	45621	46100	479
457	Franklin Pierce University	0.3064	3	37085	38000	915
458	Albion College	0.2993	4	44655	45100	445
459	Auburn University	0.2978	4	44960	45400	440
460	Oakwood University	0.2924	2	31761	33700	1939
461	Southwestern Oklahoma State University	0.2915	3	36132	37000	868
462	Midland University	0.2893	3	39239	40100	861
463	Bowdoin College	0.2892	5	53379	54800	1421
464	University of California-Irvine	0.2867	5	54390	55800	1410
465	Oregon Institute of Technology	0.2838	4	49709	50100	391
466	Juniata College	0.2818	4	44816	45200	384
467	Northeastern State University	0.2808	3	34166	35000	834
468	Charleston Southern University	0.2773	3	35277	36100	823
469	St Catherine University	0.2767	4	44934	45300	366
470	Roanoke Bible College	0.2765	2	25707	27600	1893
471	Molloy College	0.2751	5	56139	57500	1361
472	Emporia State University	0.2726	3	35092	35900	808
473	Wayland Baptist University	0.2701	3	40099	40900	801
474	Worcester Polytechnic Institute	0.2701	7	73433	77600	4167
475	Sam Houston State University	0.2659	3	40612	41400	788
476	The University of Findlay	0.2658	3	39813	40600	787
477	SUNY College at Geneseo	0.2644	4	46377	46700	323
478	University of Montevallo	0.2627	2	33247	35100	1853
479	Henderson State University	0.2566	2	33365	35200	1835
480	Hampden-Sydney College	0.2564	4	49905	50200	295
481	Assumption College	0.2563	5	51518	52800	1282
482	Johnson State College	0.2537	2	30373	32200	1827
483	Lees-McRae College	0.2510	3	33659	34400	741
484	University of South Alabama	0.2508	3	37560	38300	740
485	Roberts Wesleyan College	0.2445	3	41180	41900	720
486	Edinboro University of Pennsylvania	0.2422	2	32106	33900	1794
487	Saint Xavier University	0.2376	4	45071	45300	229
488	Kuyper College	0.2261	1	25061	29000	3939
489	Lewis & Clark College	0.2240	4	43219	43400	181
490	Regis University	0.2239	5	51955	53100	1145
491	San Jose State University	0.2234	5	53457	54600	1143
492	Wayne State University	0.2191	3	40860	41500	640
493	Marian University	0.2189	3	39060	39700	640
494	Lynchburg College	0.2182	3	40262	40900	638
495	Marist College	0.2161	5	53288	54400	1112
496	University of Wyoming	0.2160	4	46047	46200	153
497	SUNY College of Agriculture and Technology at Cobleskill	0.2155	2	33083	34800	1717
498	Mount Vernon Nazarene University	0.2138	3	38476	39100	624
499	Eastern Washington University	0.2136	3	39877	40500	623
500	Williams College	0.2115	5	57007	58100	1093
501	Northwest Technology Center-Alva	0.2095	3	37690	38300	610
502	Virginia Military Institute	0.2070	5	55526	56600	1074
503	Tuskegee University	0.2049	3	36504	37100	596
504	Longwood University	0.2037	3	40208	40800	592
505	Greensboro College	0.2026	3	34511	35100	589
506	Barnard College	0.2016	5	56349	57400	1051
507	Colorado School of Mines	0.2005	7	71021	74700	3679
508	Clemson University	0.2003	4	49302	49400	98
509	University of Mississippi	0.1965	3	40031	40600	569
510	Tusculum College	0.1862	3	39463	40000	537
511	St Mary's College of Maryland	0.1857	4	48153	48200	47
512	Catholic University of America	0.1847	5	53521	54500	979
513	Whittier College	0.1845	4	45057	45100	43
514	Furman University	0.1823	4	47465	47500	35
515	Western Oregon University	0.1813	3	37978	38500	522
516	Ball State University	0.1760	3	38495	39000	505
517	Rockhurst University	0.1743	4	47593	47600	7
518	Northwood University-Michigan	0.1740	4	44594	44600	6
519	South Carolina State University	0.1729	2	28806	30400	1594
520	American University	0.1682	5	54990	55900	910
521	Clearwater Christian College	0.1680	3	34220	34700	480
522	Concordia University-Ann Arbor	0.1658	3	38527	39000	473
523	Anna Maria College	0.1643	4	42428	42400	-28
524	George Washington University	0.1633	6	62346	64500	2154
525	Saint Louis University	0.1612	5	54320	55200	880
526	Morningside College	0.1611	3	35142	35600	458
527	Carroll University	0.1597	4	43644	43600	-44
528	Augsburg College	0.1583	4	44849	44800	-49
529	Medaille College	0.1582	3	37751	38200	449
530	Caldwell College	0.1537	4	46265	46200	-65
531	Pacific Lutheran University	0.1469	4	45989	45900	-89
532	Willamette University	0.1436	4	49300	49200	-100
533	University of Nebraska at Omaha	0.1421	3	41401	41800	399
534	The University of Texas at San Antonio	0.1419	4	44206	44100	-106
535	Baylor University	0.1403	4	49212	49100	-112
536	Our Lady of Holy Cross College	0.1401	3	38708	39100	392
537	SUNY College at Plattsburgh	0.1396	3	40209	40600	391
538	University of North Carolina School of the Arts	0.1390	2	29004	30500	1496
539	Concordia College at Moorhead	0.1375	3	40816	41200	384
540	Birmingham Southern College	0.1370	4	42023	41900	-123
541	Saint Mary's College of California	0.1363	5	58225	59000	775
542	Pine Manor College	0.1349	3	34324	34700	376
543	Union College	0.1332	2	31020	32500	1480
544	University of Missouri-Columbia	0.1328	4	46138	46000	-138
545	Cornell University	0.1319	7	67701	70900	3199
546	Murray State University	0.1316	3	35135	35500	365
547	University of Delaware	0.1299	5	53552	54300	748
548	University of San Diego	0.1294	5	55554	56300	746
549	SUNY College at Old Westbury	0.1288	4	43052	42900	-152
550	Art Academy of Cincinnati	0.1274	2	26437	27900	1463
551	Saint Norbert College	0.1235	4	45471	45300	-171
552	Austin College	0.1208	4	47780	47600	-180
553	Urbana University	0.1126	3	37194	37500	306
554	Western Washington University	0.1114	4	43413	43200	-213
555	St Mary's University	0.1109	4	46515	46300	-215
556	Park University	0.1087	4	44122	43900	-222
557	Saint Joseph's College-New York	0.1063	5	51152	51800	648
558	Lander University	0.1011	2	32513	33900	1387
559	Louisiana State University-Shreveport	0.1010	3	36431	36700	269
560	Harris-Stowe State University	0.0970	2	26525	27900	1375
561	Capitol College	0.0931	5	58307	58900	593
562	The University of Tennessee-Knoxville	0.0930	4	42577	42300	-277
563	Wesleyan College	0.0925	3	36857	37100	243
564	Ursinus College	0.0918	5	50913	51500	587
565	Fresno Pacific University	0.0871	3	39474	39700	226
566	The College of New Jersey	0.0839	5	56246	56800	554
567	Trevecca Nazarene University	0.0830	3	39287	39500	213
568	Shepherd University	0.0808	3	38294	38500	206
569	University of Southern California	0.0793	6	64469	66100	1631
570	Hardin-Simmons University	0.0788	3	38400	38600	200
571	Albany State University	0.0748	2	31389	32700	1311
572	Amherst College	0.0569	5	56360	56800	440
573	Bethany Lutheran College	0.0558	2	32743	34000	1257
574	The University of Texas at Tyler	0.0549	4	42011	41600	-411
575	CUNY Lehman College	0.0545	4	41912	41500	-412
576	Memphis College of Art	0.0514	2	25456	26700	1244
577	Ouachita Baptist University	0.0511	3	37387	37500	113
578	Missouri University of Science and Technology	0.0504	6	64049	65500	1451
579	New Jersey City University	0.0482	3	41796	41900	104
580	Norfolk State University	0.0472	2	33168	34400	1232
581	Newman University	0.0435	4	42351	41900	-451
582	University of Dayton	0.0398	5	51933	52300	367
583	Lawrence University	0.0379	4	43270	42800	-470
584	Augustana College	0.0371	4	43073	42600	-473
585	Midwestern State University	0.0358	3	38435	38500	65
586	Lakeland College	0.0349	3	39838	39900	62
587	The University of Alabama	0.0345	4	42882	42400	-482
588	Purdue University-Main Campus	0.0318	5	52267	52600	333
589	Alabama State University	0.0301	2	26617	27800	1183
590	Lake Forest College	0.0298	4	48599	48100	-499
591	College of Saint Benedict	0.0276	4	48106	47600	-506
592	Columbus State University	0.0256	3	36067	36100	33
593	Southeastern Oklahoma State University	0.0208	3	34283	34300	17
594	University of Michigan-Ann Arbor	0.0199	5	57617	57900	283
595	Southwestern University	0.0163	4	47746	47200	-546
596	New Jersey Institute of Technology	0.0160	6	64063	65300	1237
597	Kennesaw State University	0.0155	4	41848	41300	-548
598	Stetson University	0.0098	4	43168	42600	-568
599	College of Mount St Joseph	0.0067	3	39927	39900	-27
600	Portland State University	0.0055	4	43384	42800	-584
601	East Central University	0.0054	2	33389	34500	1111
602	Fitchburg State University	0.0048	4	42686	42100	-586
603	Ferrum College	0.0028	3	36539	36500	-39
604	Dartmouth College	0.0024	6	65947	67100	1153
605	Tufts University	0.0020	6	66650	67800	1150
606	SUNY College at Oswego	0.0010	3	40745	40700	-45
607	Northeastern Illinois University	0.0006	3	36046	36000	-46
608	Seattle University	-0.0011	5	55005	55200	195
609	University of Southern Maine	-0.0011	3	36551	36500	-51
610	Brevard College	-0.0043	2	30016	31100	1084
611	Arizona State University-Tempe	-0.0070	4	45827	45200	-627
612	Georgia Southwestern State University	-0.0097	3	36478	36400	-78
613	Minnesota State University-Moorhead	-0.0099	3	37079	37000	-79
614	Hastings College	-0.0106	3	40481	40400	-81
615	Georgia Institute of Technology-Main Campus	-0.0127	7	71815	74000	2185
616	Cornell College	-0.0171	4	42563	41900	-663
617	University of St Thomas	-0.0172	5	54174	54300	126
618	Michigan Technological University	-0.0173	6	59070	60100	1030
619	Loyola University Maryland	-0.0185	6	61077	62100	1023
620	Fort Hays State University	-0.0189	3	37507	37400	-107
621	College of Charleston	-0.0191	3	39808	39700	-108
622	State University of New York at New Paltz	-0.0209	4	46676	46000	-676
623	Baptist Bible College & Seminary of Pennsylvania	-0.0221	2	28968	30000	1032
624	Olivet College	-0.0236	2	33072	34100	1028
625	Roger Williams University	-0.0237	4	47886	47200	-686
626	Louisiana State University and Agricultural & Mechanical College	-0.0241	4	46587	45900	-687
627	Macalester College	-0.0269	4	46397	45700	-697
628	Viterbo University	-0.0324	3	41250	41100	-150
629	Bradley University	-0.0344	5	52346	52400	54
630	The College of Saint Rose	-0.0350	4	43425	42700	-725
631	Mississippi College	-0.0368	3	38363	38200	-163
632	Trinity College	-0.0368	5	56056	56100	44
633	Saint Michael's College	-0.0372	4	47033	46300	-733
634	Clayton State University	-0.0373	3	38665	38500	-165
635	Concordia University-Wisconsin	-0.0378	3	40867	40700	-167
636	Kansas Wesleyan University	-0.0389	3	36770	36600	-170
637	Case Western Reserve University	-0.0395	6	66108	67000	892
638	Cazenovia College	-0.0420	2	30925	31900	975
639	University of Miami	-0.0432	5	52383	52400	17
640	Concordia University-Nebraska	-0.0447	3	36788	36600	-188
641	Bryan College-Dayton	-0.0454	3	35691	35500	-191
642	University of Wisconsin-Parkside	-0.0455	3	37091	36900	-191
643	Claremont McKenna College	-0.0475	6	62758	63600	842
644	Kansas State University	-0.0478	4	44070	43300	-770
645	Trinity Baptist College	-0.0485	2	25744	26700	956
646	Valdosta State University	-0.0486	3	38201	38000	-201
647	University of Arkansas at Pine Bluff	-0.0525	2	26455	27400	945
648	University of Alabama at Birmingham	-0.0534	3	40515	40300	-215
649	Emerson College	-0.0554	4	45597	44800	-797
650	Carroll College	-0.0569	4	44802	44000	-802
651	South Dakota State University	-0.0577	3	40829	40600	-229
652	University of Minnesota-Duluth	-0.0588	4	44109	43300	-809
653	University of Minnesota-Crookston	-0.0598	3	40136	39900	-236
654	Clarke University	-0.0609	3	41139	40900	-239
655	Southern Vermont College	-0.0610	3	35040	34800	-240
656	University of St Thomas	-0.0624	4	49621	48800	-821
657	Wesleyan University	-0.0632	5	50968	50900	-68
658	Black Hills State University	-0.0662	3	34656	34400	-256
659	Morgan State University	-0.0705	3	39969	39700	-269
660	Adams State University	-0.0719	2	32311	33200	889
661	Simpson University	-0.0730	3	33977	33700	-277
662	Princeton University	-0.0740	8	76081	75100	-981
663	Iona College	-0.0748	5	52817	52700	-117
664	Oregon State University	-0.0750	4	47265	46400	-865
665	DeSales University	-0.0751	4	49166	48300	-866
666	St John's University-New York	-0.0761	5	54222	54100	-122
667	Tougaloo College	-0.0802	2	28635	29500	865
668	Central Michigan University	-0.0825	3	40307	40000	-307
669	CUNY Queens College	-0.0835	4	48895	48000	-895
670	University of Washington-Seattle Campus	-0.0836	5	52254	52100	-154
671	Fisk University	-0.0852	3	34115	33800	-315
672	William Paterson University of New Jersey	-0.0859	4	45204	44300	-904
673	Bellarmine University	-0.0877	4	45810	44900	-910
674	Centenary College	-0.0880	4	42511	41600	-911
675	Albertus Magnus College	-0.0911	5	52386	52200	-186
676	Massachusetts College of Art and Design	-0.0912	3	34335	34000	-335
677	North Park University	-0.0956	4	42337	41400	-937
678	Florida Atlantic University	-0.0962	4	42340	41400	-940
679	Bryn Mawr College	-0.0968	5	50610	50400	-210
680	Castleton State College	-0.0973	3	34953	34600	-353
681	Virginia Wesleyan College	-0.0984	3	38457	38100	-357
682	Hannibal-LaGrange University	-0.0998	3	34261	33900	-361
683	East Texas Baptist University	-0.1040	3	37075	36700	-375
684	Georgia College and State University	-0.1106	3	38895	38500	-395
685	Lasell College	-0.1114	4	41893	40900	-993
686	University of the Incarnate Word	-0.1142	4	43703	42700	-1003
687	University of South Florida-Main Campus	-0.1156	4	42708	41700	-1008
688	Briar Cliff University	-0.1215	3	39030	38600	-430
689	Drew University	-0.1250	5	51229	50900	-329
690	Montana State University-Billings	-0.1259	2	31767	32500	733
691	Bluefield State College	-0.1299	2	28679	29400	721
692	University of Puget Sound	-0.1314	5	51856	51500	-356
693	Texas State University	-0.1330	4	44768	43700	-1068
694	Gannon University	-0.1345	4	47274	46200	-1074
695	Winthrop University	-0.1376	3	36580	36100	-480
696	University of Massachusetts-Boston	-0.1400	4	46893	45800	-1093
697	Edgewood College	-0.1407	3	41390	40900	-490
698	Endicott College	-0.1466	4	43916	42800	-1116
699	Wells College	-0.1490	3	34116	33600	-516
700	Lake Erie College	-0.1502	2	32737	33400	663
701	Keene State College	-0.1503	3	40420	39900	-520
702	Tennessee State University	-0.1508	3	36322	35800	-522
703	CUNY Hunter College	-0.1510	4	45931	44800	-1131
704	University of Mount Union	-0.1523	3	41326	40800	-526
705	Worcester State University	-0.1534	4	44840	43700	-1140
706	University of West Alabama	-0.1562	2	33154	33800	646
707	CUNY Bernard M Baruch College	-0.1571	5	54465	54000	-465
708	Saint Cloud State University	-0.1580	3	41344	40800	-544
709	Thomas College	-0.1583	3	37145	36600	-545
710	Fontbonne University	-0.1599	3	40750	40200	-550
711	Transylvania University	-0.1608	3	41653	41100	-553
712	University at Buffalo	-0.1617	5	50184	49700	-484
713	Adelphi University	-0.1633	5	51091	50600	-491
714	University of Denver	-0.1642	5	51894	51400	-494
715	University of California-Santa Cruz	-0.1656	4	45783	44600	-1183
716	Texas Tech University	-0.1671	4	47288	46100	-1188
717	Marywood University	-0.1689	3	38578	38000	-578
718	Concordia University-Texas	-0.1711	4	42202	41000	-1202
719	Ashland University	-0.1737	3	39794	39200	-594
720	Freed-Hardeman University	-0.1779	3	37607	37000	-607
721	Guilford College	-0.1808	3	39116	38500	-616
722	Southern Illinois University-Carbondale	-0.1813	4	42738	41500	-1238
723	Johnson University	-0.1842	2	28835	29400	565
724	Seton Hall University	-0.1900	5	53903	53300	-603
725	Colorado State University-Fort Collins	-0.1909	4	45571	44300	-1271
726	University of Wisconsin-Superior	-0.1914	3	36249	35600	-649
727	University of Alabama in Huntsville	-0.1946	4	47884	46600	-1284
728	SUNY College at Potsdam	-0.1961	3	38664	38000	-664
729	St Olaf College	-0.1981	4	46097	44800	-1297
730	Chicago State University	-0.1988	3	34873	34200	-673
731	Rider University	-0.1992	4	49400	48100	-1300
732	Aurora University	-0.1998	4	42802	41500	-1302
733	Xavier University	-0.2006	4	50105	48800	-1305
734	Heidelberg University	-0.2043	3	38690	38000	-690
735	Bemidji State University	-0.2081	3	38002	37300	-702
736	Indiana University-Northwest	-0.2119	3	36613	35900	-713
737	The College of Idaho	-0.2125	3	39615	38900	-715
738	University of South Dakota	-0.2127	3	40216	39500	-716
739	Bard College at Simon's Rock	-0.2164	3	38928	38200	-728
740	University of Kansas	-0.2189	4	45969	44600	-1369
741	Truman State University	-0.2202	4	44074	42700	-1374
742	SUNY at Purchase College	-0.2238	3	35451	34700	-751
743	University of Maryland-Baltimore County	-0.2242	5	54248	53500	-748
744	University of South Carolina-Columbia	-0.2305	4	43510	42100	-1410
745	Harding University	-0.2336	3	39382	38600	-782
746	Sterling College	-0.2362	2	31685	32100	415
747	Emmaus Bible College	-0.2395	2	26994	27400	406
748	Marian University	-0.2403	3	41203	40400	-803
749	Saint John Fisher College	-0.2443	4	46258	44800	-1458
750	North Central College	-0.2459	4	47164	45700	-1464
751	Saint Johns University	-0.2486	5	56751	55900	-851
752	Dominican University of California	-0.2507	5	52260	51400	-860
753	Southwestern College	-0.2507	4	45681	44200	-1481
754	Ohio University-Main Campus	-0.2523	3	40341	39500	-841
755	University of Arkansas at Little Rock	-0.2532	3	35643	34800	-843
756	Vanderbilt University	-0.2539	6	61342	60900	-442
757	Rockford University	-0.2542	3	39947	39100	-847
758	Westminster College	-0.2616	4	43019	41500	-1519
759	University of Pittsburgh-Pittsburgh Campus	-0.2635	4	49726	48200	-1526
760	Western Kentucky University	-0.2643	3	35478	34600	-878
761	Northwestern University	-0.2664	6	64620	64100	-520
762	Valley City State University	-0.2675	3	37588	36700	-888
763	Northwest University	-0.2678	3	41089	40200	-889
764	University of Dallas	-0.2719	4	46755	45200	-1555
765	SUNY College of Technology at Delhi	-0.2730	3	35506	34600	-906
766	North Carolina Wesleyan College	-0.2748	3	36811	35900	-911
767	University of Maine at Farmington	-0.2754	2	32898	33200	302
768	New Mexico Institute of Mining and Technology	-0.2761	5	53767	52800	-967
769	Brigham Young University-Idaho	-0.2780	3	39921	39000	-921
770	Robert Morris University	-0.2836	4	46496	44900	-1596
771	Paul Quinn College	-0.2839	2	29222	29500	278
772	Northwestern State University of Louisiana	-0.2907	3	35961	35000	-961
773	Louisiana Tech University	-0.2953	4	42737	41100	-1637
774	Multnomah University	-0.2962	2	31158	31400	242
775	Boston College	-0.2979	7	66815	67000	185
776	Silver Lake College of the Holy Family	-0.3001	3	39091	38100	-991
777	Lancaster Bible College	-0.3008	2	30171	30400	229
778	Whitworth University	-0.3027	4	42863	41200	-1663
779	Salem State University	-0.3035	4	42065	40400	-1665
780	Delta State University	-0.3109	3	34825	33800	-1025
781	Ohio Dominican University	-0.3119	3	40528	39500	-1028
782	Judson College	-0.3121	2	30504	30700	196
783	Northeastern University	-0.3125	6	60906	60100	-806
784	Benedictine University	-0.3179	5	52144	51000	-1144
785	Hampton University	-0.3191	4	43920	42200	-1720
786	Central Methodist University-College of Liberal Arts and Sciences	-0.3193	3	34451	33400	-1051
787	Winston-Salem State University	-0.3215	3	34358	33300	-1058
788	Indiana University-Southeast	-0.3226	3	35061	34000	-1061
789	University of Minnesota-Morris	-0.3257	3	39871	38800	-1071
790	Southwestern Adventist University	-0.3287	3	38981	37900	-1081
791	Santa Clara University	-0.3291	7	67733	67700	-33
792	Georgia State University	-0.3295	4	43256	41500	-1756
793	Abilene Christian University	-0.3299	3	41284	40200	-1084
794	Columbia University in the City of New York	-0.3299	8	75673	72900	-2773
795	Green Mountain College	-0.3314	2	30459	30600	141
796	Eastern Kentucky University	-0.3335	3	34195	33100	-1095
797	University of Saint Francis-Fort Wayne	-0.3384	3	41111	40000	-1111
798	Indiana State University	-0.3413	3	37120	36000	-1120
799	Brescia University	-0.3414	3	37921	36800	-1121
800	Vermont Technical College	-0.3422	4	46001	44200	-1801
801	University of Kentucky	-0.3433	4	43305	41500	-1805
802	Canisius College	-0.3434	4	47505	45700	-1805
803	Southeast Missouri State University	-0.3444	3	37130	36000	-1130
804	Lincoln Memorial University	-0.3462	3	38636	37500	-1136
805	University of Houston	-0.3495	4	50126	48300	-1826
806	Kalamazoo College	-0.3503	5	50681	49400	-1281
807	Milwaukee School of Engineering	-0.3512	6	66747	65700	-1047
808	Emmanuel College	-0.3519	3	34053	32900	-1153
809	Faith Baptist Bible College and Theological Seminary	-0.3563	2	28031	28100	69
810	Farmingdale State College	-0.3566	4	47451	45600	-1851
811	The University of Tennessee-Chattanooga	-0.3597	3	37678	36500	-1178
812	Boston University	-0.3612	6	61709	60600	-1109
813	Marshall University	-0.3649	3	36294	35100	-1194
814	Northern Michigan University	-0.3650	3	35994	34800	-1194
815	University of Southern Indiana	-0.3717	3	36715	35500	-1215
816	Ohio Christian University	-0.3718	3	34016	32800	-1216
817	Northern Arizona University	-0.3721	3	40017	38800	-1217
818	University of North Dakota	-0.3734	4	48510	46600	-1910
819	University of Mary Washington	-0.3759	4	49319	47400	-1919
820	University of North Carolina at Pembroke	-0.3770	3	34632	33400	-1232
821	Mount Mercy University	-0.3803	4	45134	43200	-1934
822	University of North Carolina at Greensboro	-0.3834	3	38252	37000	-1252
823	Georgia Southern University	-0.3856	3	40559	39300	-1259
824	Saint Vincent College	-0.3865	4	46156	44200	-1956
825	Stony Brook University	-0.3897	5	56947	55500	-1447
826	The University of Tennessee-Martin	-0.3906	3	36075	34800	-1275
827	Missouri Valley College	-0.3908	3	34676	33400	-1276
828	Newberry College	-0.3923	2	33335	33300	-35
829	Florida State University	-0.3997	4	46002	44000	-2002
830	Le Moyne College	-0.4000	5	50291	48800	-1491
831	Point Park University	-0.4011	3	39208	37900	-1308
832	The University of Texas at Arlington	-0.4053	4	48422	46400	-2022
833	New England College	-0.4055	3	36922	35600	-1322
834	Oklahoma State University-Main Campus	-0.4073	4	45429	43400	-2029
835	University of Maine at Presque Isle	-0.4075	2	27278	27200	-78
836	Chaminade University of Honolulu	-0.4119	3	38642	37300	-1342
837	Valparaiso University	-0.4122	4	50146	48100	-2046
838	Grinnell College	-0.4184	4	47668	45600	-2068
839	Angelo State University	-0.4185	3	39363	38000	-1363
840	Western Connecticut State University	-0.4188	4	45369	43300	-2069
841	Hollins University	-0.4216	3	38372	37000	-1372
842	Lewis-Clark State College	-0.4227	2	32822	32700	-122
843	University of Missouri-St Louis	-0.4255	3	41785	40400	-1385
844	University of Massachusetts-Amherst	-0.4262	5	51201	49600	-1601
845	McNeese State University	-0.4296	3	38198	36800	-1398
846	Southern Connecticut State University	-0.4318	4	43815	41700	-2115
847	San Francisco State University	-0.4322	4	49016	46900	-2116
848	Grace University	-0.4338	3	34811	33400	-1411
849	Virginia Commonwealth University	-0.4348	4	43925	41800	-2125
850	Niagara University	-0.4356	4	46128	44000	-2128
851	Roanoke College	-0.4402	4	44644	42500	-2144
852	Curry College	-0.4421	4	45751	43600	-2151
853	Hofstra University	-0.4441	5	54877	53200	-1677
854	SUNY College at Brockport	-0.4444	4	42259	40100	-2159
855	Dakota State University	-0.4468	3	38852	37400	-1452
856	Auburn University at Montgomery	-0.4476	3	36254	34800	-1454
857	The University of Texas at Austin	-0.4477	5	54492	52800	-1692
858	University of Central Arkansas	-0.4513	3	38566	37100	-1466
859	Montana State University	-0.4514	4	41883	39700	-2183
860	The University of Virginia's College at Wise	-0.4581	3	37987	36500	-1487
861	New York University	-0.4606	6	60528	58800	-1728
862	Schreiner University	-0.4631	3	38203	36700	-1503
863	The Evergreen State College	-0.4632	2	32039	31800	-239
864	George Fox University	-0.4673	4	45539	43300	-2239
865	Saint Martin's University	-0.4710	4	49652	47400	-2252
866	Lawrence Technological University	-0.4738	5	55502	53700	-1802
867	Southwest Minnesota State University	-0.4768	3	37146	35600	-1546
868	Pittsburg State University	-0.4771	3	39747	38200	-1547
869	University of North Alabama	-0.4780	3	37850	36300	-1550
870	College of William and Mary	-0.4803	5	58230	56400	-1830
871	Eastern Michigan University	-0.4809	3	38859	37300	-1559
872	University of Florida	-0.4823	5	53138	51300	-1838
873	Lake Superior State University	-0.4829	3	37265	35700	-1565
874	Queens University of Charlotte	-0.4834	3	40167	38600	-1567
875	The University of West Florida	-0.4867	3	37877	36300	-1577
876	Mount Saint Mary College	-0.4934	4	49930	47600	-2330
877	Pacific University	-0.4983	4	44647	42300	-2347
878	DePaul University	-0.5003	5	52814	50900	-1914
879	Western State Colorado University	-0.5012	3	38123	36500	-1623
880	Fort Lewis College	-0.5013	3	35623	34000	-1623
881	Wichita State University	-0.5016	3	40924	39300	-1624
882	Colorado Mesa University	-0.5033	3	36229	34600	-1629
883	King University	-0.5041	4	42068	39700	-2368
884	Life Bible College	-0.5053	2	31560	31200	-360
885	Concord University	-0.5055	3	34536	32900	-1636
886	William Woods University	-0.5084	3	35845	34200	-1645
887	Savannah College of Art and Design	-0.5087	3	37046	35400	-1646
888	Grand Valley State University	-0.5098	3	40749	39100	-1649
889	Indiana University-Kokomo	-0.5113	3	35254	33600	-1654
890	Saint Edward's University	-0.5119	4	47095	44700	-2395
891	Iowa State University	-0.5134	4	49600	47200	-2400
892	Erskine College	-0.5187	3	37677	36000	-1677
893	Thiel College	-0.5262	3	38901	37200	-1701
894	Mary Baldwin College	-0.5312	3	38517	36800	-1717
895	Jackson State University	-0.5328	2	29939	29500	-439
896	Asbury University	-0.5332	3	35823	34100	-1723
897	University of Wisconsin-Platteville	-0.5349	4	46475	44000	-2475
898	University of Central Missouri	-0.5357	3	38331	36600	-1731
899	The College of Wooster	-0.5365	4	46881	44400	-2481
900	Gonzaga University	-0.5368	5	54869	52800	-2069
901	San Diego Christian College	-0.5372	3	36136	34400	-1736
902	Southern Methodist University	-0.5374	5	54271	52200	-2071
903	Lamar University	-0.5384	3	40539	38800	-1739
904	Fairleigh Dickinson University-Metropolitan Campus	-0.5389	4	49290	46800	-2490
905	William Jewell College	-0.5393	4	42791	40300	-2491
906	Pacific Union College	-0.5398	5	50681	48600	-2081
907	Anderson University	-0.5402	3	37645	35900	-1745
908	York College	-0.5412	3	34048	32300	-1748
909	Indiana University-South Bend	-0.5462	3	35564	33800	-1764
910	College of the Ozarks	-0.5471	2	32181	31700	-481
911	Houghton College	-0.5505	3	40977	39200	-1777
912	Hampshire College	-0.5514	2	31293	30800	-493
913	Northern Illinois University	-0.5545	4	46444	43900	-2544
914	Sacred Heart University	-0.5597	5	56265	54100	-2165
915	Morehead State University	-0.5599	2	32318	31800	-518
916	University of Colorado Colorado Springs	-0.5616	4	43769	41200	-2569
917	Huntington University	-0.5629	3	37316	35500	-1816
918	Milligan College	-0.5642	3	38220	36400	-1820
919	Mount Ida College	-0.5650	3	36523	34700	-1823
920	Eureka College	-0.5661	3	39126	37300	-1826
921	Coker College	-0.5692	3	34636	32800	-1836
922	Saint Mary's University of Minnesota	-0.5707	4	44201	41600	-2601
923	University of Virginia-Main Campus	-0.5726	6	61024	58600	-2424
924	Kenyon College	-0.5767	4	46322	43700	-2622
925	Gordon College	-0.5780	4	44226	41600	-2626
926	Bennington College	-0.5794	1	24475	26500	2025
927	University of New Haven	-0.5803	5	51152	48900	-2252
928	Illinois Institute of Technology	-0.5805	7	69996	68200	-1796
929	University of Arkansas	-0.5830	4	46244	43600	-2644
930	University of Mobile	-0.5882	3	39696	37800	-1896
931	Campbellsville University	-0.5891	3	33999	32100	-1899
932	Carson-Newman University	-0.5905	3	37303	35400	-1903
933	Washington University in St Louis	-0.5934	6	64854	62300	-2554
934	Dordt College	-0.6002	3	40334	38400	-1934
935	Notre Dame College	-0.6052	4	41922	39200	-2722
936	University of Mary	-0.6076	4	48430	45700	-2730
937	Lyon College	-0.6081	3	39158	37200	-1958
938	Austin Peay State University	-0.6096	3	36663	34700	-1963
939	St Bonaventure University	-0.6105	4	47940	45200	-2740
940	Eastern New Mexico University-Main Campus	-0.6124	2	30869	30200	-669
941	Marymount Manhattan College	-0.6166	3	41485	39500	-1985
942	Lewis University	-0.6171	4	49864	47100	-2764
943	Elizabeth City State University	-0.6178	2	30784	30100	-684
944	Fayetteville State University	-0.6239	2	31802	31100	-702
945	Bethel College-North Newton	-0.6248	3	39411	37400	-2011
946	Sweet Briar College	-0.6258	3	40614	38600	-2014
947	Hood College	-0.6265	4	45896	43100	-2796
948	Methodist University	-0.6285	3	41622	39600	-2022
949	University of Portland	-0.6315	5	54168	51700	-2468
950	Barclay College	-0.6319	1	24899	26800	1901
951	CUNY City College	-0.6331	4	47320	44500	-2820
952	North Dakota State University-Main Campus	-0.6346	4	49125	46300	-2825
953	East Carolina University	-0.6377	4	42035	39200	-2835
954	North Carolina Central University	-0.6382	2	32343	31600	-743
955	Florida Southern College	-0.6382	3	39653	37600	-2053
956	Campbell University	-0.6407	4	45746	42900	-2846
957	Southern Oregon University	-0.6412	3	39362	37300	-2062
958	Sonoma State University	-0.6434	4	48456	45600	-2856
959	Lourdes University	-0.6529	3	38099	36000	-2099
960	Palm Beach Atlantic University	-0.6550	3	40206	38100	-2106
961	Knox College	-0.6553	4	44497	41600	-2897
962	College of Staten Island CUNY	-0.6554	4	44498	41600	-2898
963	Mount St Mary's University	-0.6568	5	52875	50300	-2575
964	Mississippi State University	-0.6571	4	42504	39600	-2904
965	Vanguard University of Southern California	-0.6602	3	40922	38800	-2122
966	Nazareth College	-0.6614	4	46818	43900	-2918
967	Emory & Henry College	-0.6637	3	41733	39600	-2133
968	Agnes Scott College	-0.6652	3	41538	39400	-2138
969	University of North Carolina at Chapel Hill	-0.6662	5	53015	50400	-2615
970	Texas A & M University-College Station	-0.6663	5	55515	52900	-2615
971	Indiana Wesleyan University	-0.6667	4	48937	46000	-2937
972	Merrimack College	-0.6668	5	58018	55400	-2618
973	Southern New Hampshire University	-0.6676	4	44740	41800	-2940
974	Hawaii Pacific University	-0.6690	4	46345	43400	-2945
975	Eastern University	-0.6723	4	45757	42800	-2957
976	University of North Carolina at Charlotte	-0.6751	4	44666	41700	-2966
977	Humboldt State University	-0.6761	3	38372	36200	-2172
978	University of the Cumberlands	-0.6777	3	35477	33300	-2177
979	University of Maryland-College Park	-0.6838	6	62216	59100	-3116
980	Mount Aloysius College	-0.6902	3	38816	36600	-2216
981	Bloomfield College	-0.6913	3	41220	39000	-2220
982	Central Connecticut State University	-0.6941	4	46733	43700	-3033
983	St Francis College	-0.6946	5	51735	49000	-2735
984	Kentucky Christian University	-0.6958	2	28909	28000	-909
985	Trinity University	-0.6990	5	55954	53200	-2754
986	Walsh University	-0.6999	4	44853	41800	-3053
987	Covenant College	-0.7057	4	42874	39800	-3074
988	Rivier University	-0.7057	4	45874	42800	-3074
989	Corcoran College of Art and Design	-0.7071	3	36369	34100	-2269
990	Catawba College	-0.7083	3	38873	36600	-2273
991	University of North Carolina Wilmington	-0.7117	3	40984	38700	-2284
992	Keystone College	-0.7122	3	33685	31400	-2285
993	Paine College	-0.7125	2	26857	25900	-957
994	Bridgewater State University	-0.7167	4	44612	41500	-3112
995	Claflin University	-0.7174	2	28472	27500	-972
996	Tennessee Wesleyan College	-0.7196	3	37608	35300	-2308
997	Kent State University at Kent	-0.7212	3	38914	36600	-2314
998	Indiana University-Purdue University-Indianapolis	-0.7249	3	41425	39100	-2325
999	Johns Hopkins University	-0.7276	7	72028	69200	-2828
1000	MidAmerica Nazarene University	-0.7278	4	42251	39100	-3151
1001	Eastern Mennonite University	-0.7351	4	42677	39500	-3177
1002	Grace College and Theological Seminary	-0.7370	3	35563	33200	-2363
1003	Oberlin College	-0.7377	3	40765	38400	-2365
1004	Maranatha Baptist Bible College Inc	-0.7395	2	33035	32000	-1035
1005	Rochester Institute of Technology	-0.7400	6	60366	56900	-3466
1006	University of Nebraska-Lincoln	-0.7424	4	47002	43800	-3202
1007	High Point University	-0.7444	3	39886	37500	-2386
1008	Goshen College	-0.7466	3	38693	36300	-2393
1009	University of Jamestown	-0.7481	3	40998	38600	-2398
1010	Southern Adventist University	-0.7488	3	40900	38500	-2400
1011	Buena Vista University	-0.7559	3	40523	38100	-2423
1012	Goucher College	-0.7559	4	48749	45500	-3249
1013	Wilmington College	-0.7569	3	41426	39000	-2426
1014	Metropolitan State University of Denver	-0.7594	3	41034	38600	-2434
1015	Rollins College	-0.7600	4	45464	42200	-3264
1016	CUNY Brooklyn College	-0.7614	4	47769	44500	-3269
1017	Pennsylvania State University-Main Campus	-0.7629	5	50524	47500	-3024
1018	The Sage Colleges	-0.7634	4	42576	39300	-3276
1019	Troy University	-0.7658	3	39054	36600	-2454
1020	Saint Leo University	-0.7721	4	45906	42600	-3306
1021	Francis Marion University	-0.7739	3	34779	32300	-2479
1022	University of Louisiana at Lafayette	-0.7779	3	40392	37900	-2492
1023	Howard University	-0.7852	4	49852	46500	-3352
1024	Messiah College	-0.7876	4	44760	41400	-3360
1025	Alfred University	-0.7922	4	45676	42300	-3376
1026	University of Sioux Falls	-0.7994	3	39459	36900	-2559
1027	Dillard University	-0.8047	3	36576	34000	-2576
1028	Randolph-Macon College	-0.8055	4	49123	45700	-3423
1029	Coastal Carolina University	-0.8069	3	38783	36200	-2583
1030	Old Dominion University	-0.8081	4	46732	43300	-3432
1031	Brown University	-0.8090	6	63595	59700	-3895
1032	Northwestern College	-0.8123	3	38800	36200	-2600
1033	Anderson University	-0.8127	3	35401	32800	-2601
1034	North Greenville University	-0.8163	2	32457	31200	-1257
1035	St Lawrence University	-0.8261	4	48995	45500	-3495
1036	Minot State University	-0.8273	3	39847	37200	-2647
1037	Fort Valley State University	-0.8301	2	30196	28900	-1296
1038	Emmanuel College	-0.8371	4	45934	42400	-3534
1039	Oak Hills Christian College	-0.8431	1	24101	25500	1399
1040	University of Massachusetts-Lowell	-0.8458	5	52274	48900	-3374
1041	Emory University	-0.8479	6	63137	59000	-4137
1042	The College of New Rochelle	-0.8492	3	40116	37400	-2716
1043	Cumberland University	-0.8494	3	37716	35000	-2716
1044	Dominican University	-0.8507	4	47981	44400	-3581
1045	Middle Georgia State College	-0.8529	3	34127	31400	-2727
1046	Southeastern Louisiana University	-0.8534	3	38129	35400	-2729
1047	Salem College	-0.8587	3	35946	33200	-2746
1048	Southern Polytechnic State University	-0.8592	5	55830	52400	-3430
1049	Northern State University	-0.8607	3	35952	33200	-2752
1050	Florida International University	-0.8631	4	48725	45100	-3625
1051	Andrews University	-0.8637	3	38761	36000	-2761
1052	The University of Texas at Dallas	-0.8668	5	52962	49500	-3462
1053	Geneva College	-0.8676	3	40273	37500	-2773
1054	Centenary College of Louisiana	-0.8697	4	42948	39300	-3648
1055	Loyola University Chicago	-0.8704	5	54077	50600	-3477
1056	University of New Orleans	-0.8709	3	41184	38400	-2784
1057	University of Maine at Machias	-0.8723	2	28418	27000	-1418
1058	Lipscomb University	-0.8728	3	41790	39000	-2790
1059	Southern Illinois University-Edwardsville	-0.8754	4	43468	39800	-3668
1060	Greenville College	-0.8823	3	40520	37700	-2820
1061	Boise State University	-0.8841	3	38125	35300	-2825
1062	University of Hartford	-0.8895	4	49617	45900	-3717
1063	Lindenwood University	-0.8945	4	43435	39700	-3735
1064	University of Maine	-0.8961	3	41563	38700	-2863
1065	Fordham University	-0.9100	6	59924	55400	-4524
1066	Graceland University-Lamoni	-0.9109	3	39510	36600	-2910
1067	Northpoint Bible College	-0.9129	2	26535	25000	-1535
1068	University of Northern Colorado	-0.9134	4	42801	39000	-3801
1069	South Dakota School of Mines and Technology	-0.9177	5	55977	52300	-3677
1070	Colorado College	-0.9180	4	44917	41100	-3817
1071	University of California-Berkeley	-0.9207	7	66882	62700	-4182
1072	University of Dubuque	-0.9247	3	39853	36900	-2953
1073	Brandeis University	-0.9249	6	63416	58800	-4616
1074	University of Science and Arts of Oklahoma	-0.9346	2	32298	30700	-1598
1075	Belmont Abbey College	-0.9372	4	43084	39200	-3884
1076	Cedarville University	-0.9382	4	44788	40900	-3888
1077	Tabor College	-0.9394	3	37399	34400	-2999
1078	Texas Christian University	-0.9397	5	52870	49100	-3770
1079	Elon University	-0.9431	4	48405	44500	-3905
1080	University of Central Florida	-0.9481	4	46922	43000	-3922
1081	University of Chicago	-0.9513	7	67196	62800	-4396
1082	Missouri Southern State University	-0.9520	3	35839	32800	-3039
1083	Randolph College	-0.9528	4	42639	38700	-3939
1084	Malone University	-0.9557	3	41550	38500	-3050
1085	Maryville College	-0.9567	3	39553	36500	-3053
1086	Berea College	-0.9585	3	37459	34400	-3059
1087	University of Evansville	-0.9616	4	43969	40000	-3969
1088	McMurry University	-0.9616	3	40269	37200	-3069
1089	Mercyhurst University	-0.9627	4	42474	38500	-3974
1090	Union College	-0.9635	3	36375	33300	-3075
1091	Regis College	-0.9707	4	47301	43300	-4001
1092	Wesley College	-0.9736	4	45411	41400	-4011
1093	Connecticut College	-0.9932	5	54996	51000	-3996
1094	Seattle Pacific University	-0.9962	4	47991	43900	-4091
1095	Arkansas Tech University	-0.9976	3	38182	35000	-3182
1096	Colorado State University-Pueblo	-0.9981	3	39383	36200	-3183
1097	Tiffin University	-0.9992	3	41387	38200	-3187
1098	Purdue University-Calumet Campus	-1.0064	4	42226	38100	-4126
1099	Illinois College	-1.0073	3	40912	37700	-3212
1100	Quincy University	-1.0112	3	41725	38500	-3225
1101	Lubbock Christian University	-1.0175	3	39944	36700	-3244
1102	Oakland City University	-1.0217	3	36958	33700	-3258
1103	University of West Georgia	-1.0242	3	40166	36900	-3266
1104	Western Carolina University	-1.0278	3	38377	35100	-3277
1105	Webber International University	-1.0378	3	39108	35800	-3308
1106	University of Detroit Mercy	-1.0398	4	46443	42200	-4243
1107	Christian Brothers University	-1.0414	4	49549	45300	-4249
1108	Aquinas College	-1.0422	3	41422	38100	-3322
1109	Missouri Baptist University	-1.0461	3	36434	33100	-3334
1110	Webster University	-1.0480	4	43672	39400	-4272
1111	Saint Josephs College	-1.0523	4	44087	39800	-4287
1112	Reinhardt University	-1.0633	3	38788	35400	-3388
1113	University of North Texas	-1.0638	4	46427	42100	-4327
1114	Columbia College	-1.0650	3	40994	37600	-3394
1115	Wisconsin Lutheran College	-1.0688	3	40706	37300	-3406
1116	Rogers State University	-1.0758	3	36028	32600	-3428
1117	Florida Institute of Technology	-1.0763	6	58658	53100	-5558
1118	Seton Hill University	-1.0860	3	39060	35600	-3460
1119	Dowling College	-1.0874	4	47410	43000	-4410
1120	The University of the Arts	-1.0901	3	34573	31100	-3473
1121	Cairn University-Langhorne	-1.0919	3	36078	32600	-3478
1122	Hendrix College	-1.0923	4	44927	40500	-4427
1123	Bethel University	-1.0932	3	38682	35200	-3482
1124	California Institute of Technology	-1.0940	8	82126	74000	-8126
1125	Nichols College	-1.0957	5	51529	47100	-4429
1126	Bethel College-Indiana	-1.0983	3	39998	36500	-3498
1127	University of Illinois at Springfield	-1.0984	4	46249	41800	-4449
1128	University of Minnesota-Twin Cities	-1.0996	5	52246	47800	-4446
1129	University of Louisiana at Monroe	-1.1023	3	39211	35700	-3511
1130	Union University	-1.1024	4	41863	37400	-4463
1131	Vassar College	-1.1126	5	51601	47100	-4501
1132	McDaniel College	-1.1150	4	49107	44600	-4507
1133	Felician College	-1.1151	4	45907	41400	-4507
1134	God's Bible School and College	-1.1156	2	28419	26300	-2119
1135	Tennessee Technological University	-1.1174	4	42215	37700	-4515
1136	Loras College	-1.1243	4	45739	41200	-4539
1137	Hiram College	-1.1248	4	43541	39000	-4541
1138	Hebrew Theological College	-1.1282	1	16878	17600	722
1139	Biola University	-1.1304	4	45260	40700	-4560
1140	Middle Tennessee State University	-1.1352	3	39714	36100	-3614
1141	Lynn University	-1.1360	3	39117	35500	-3617
1142	Mills College	-1.1411	4	43598	39000	-4598
1143	Columbia College	-1.1452	3	35446	31800	-3646
1144	Pratt Institute-Main	-1.1506	4	42831	38200	-4631
1145	Smith College	-1.1585	4	47359	42700	-4659
1146	Washburn University	-1.1636	4	42577	37900	-4677
1147	Flagler College-St Augustine	-1.1690	4	41896	37200	-4696
1148	Maine College of Art	-1.1785	1	23098	23700	602
1149	Savannah State University	-1.1809	2	33107	30800	-2307
1150	University of Louisville	-1.1937	4	42482	37700	-4782
1151	Oral Roberts University	-1.1967	3	38707	34900	-3807
1152	Saint Joseph's College of Maine	-1.1974	3	41709	37900	-3809
1153	Trine University	-1.1978	4	47396	42600	-4796
1154	Massachusetts College of Liberal Arts	-1.2000	3	40218	36400	-3818
1155	Chatham University	-1.2000	3	38118	34300	-3818
1156	Wingate University	-1.2021	3	40825	37000	-3825
1157	Calvin College	-1.2112	4	45743	40900	-4843
1158	Voorhees College	-1.2133	2	28801	26400	-2401
1159	Missouri State University-Springfield	-1.2215	3	41085	37200	-3885
1160	Wilson College	-1.2218	3	36486	32600	-3886
1161	Indiana University-East	-1.2271	2	31540	29100	-2440
1162	Calvary Bible College and Theological Seminary	-1.2327	3	34521	30600	-3921
1163	Indiana University-Purdue University-Fort Wayne	-1.2404	3	39845	35900	-3945
1164	Delaware State University	-1.2464	3	38164	34200	-3964
1165	Pomona College	-1.2602	6	59302	52600	-6702
1166	University of Cincinnati-Main Campus	-1.2666	4	44437	39400	-5037
1167	SUNY Institute of Technology at Utica-Rome	-1.2669	5	53052	47900	-5152
1168	LeTourneau University	-1.2781	5	55200	50000	-5200
1169	Taylor University	-1.2861	4	43706	38600	-5106
1170	Upper Iowa University	-1.2956	4	45439	40300	-5139
1171	Kentucky State University	-1.2994	2	29249	26600	-2649
1172	Livingstone College	-1.3029	2	28759	26100	-2659
1173	Yale University	-1.3029	8	75590	66000	-9590
1174	University of Memphis	-1.3062	3	41151	37000	-4151
1175	Texas A & M University-Commerce	-1.3075	4	42281	37100	-5181
1176	Berry College	-1.3098	4	42889	37700	-5189
1177	School of the Art Institute of Chicago	-1.3199	3	35895	31700	-4195
1178	Carleton College	-1.3239	5	51493	46100	-5393
1179	Hiwassee College	-1.3337	2	28247	25500	-2747
1180	CUNY York College	-1.3408	4	43497	38200	-5297
1181	Ohio Wesleyan University	-1.3425	4	46303	41000	-5303
1182	The University of Montana	-1.3445	3	38372	34100	-4272
1183	School of the Museum of Fine Arts-Boston	-1.3682	3	35946	31600	-4346
1184	Crossroads College	-1.3807	2	30783	27900	-2883
1185	Colorado Christian University	-1.3878	4	45962	40500	-5462
1186	Lincoln Christian University	-1.3898	3	33714	29300	-4414
1187	Huston-Tillotson University	-1.3959	3	34933	30500	-4433
1188	Belhaven University	-1.4016	4	43410	37900	-5510
1189	Arkansas State University-Main Campus	-1.4128	3	37186	32700	-4486
1190	University of Massachusetts-Dartmouth	-1.4133	5	50571	44800	-5771
1191	Tulane University of Louisiana	-1.4146	6	60063	52400	-7663
1192	Southern University and A & M College	-1.4343	3	36154	31600	-4554
1193	East Tennessee State University	-1.4391	3	38569	34000	-4569
1194	Franciscan University of Steubenville	-1.4420	3	40078	35500	-4578
1195	Mars Hill University	-1.4542	3	37417	32800	-4617
1196	Miami University-Oxford	-1.4555	5	51749	45800	-5949
1197	Warren Wilson College	-1.4663	2	28630	25500	-3130
1198	McKendree University	-1.4707	4	48252	42500	-5752
1199	University of Bridgeport	-1.4886	4	46415	40600	-5815
1200	Appalachian State University	-1.4915	4	42425	36600	-5825
1201	Toccoa Falls College	-1.4920	2	29604	26400	-3204
1202	New Mexico State University-Main Campus	-1.5000	3	38560	33800	-4760
1203	University of New Mexico-Main Campus	-1.5282	3	40749	35900	-4849
1204	University of Georgia	-1.5314	5	52770	46500	-6270
1205	Liberty University	-1.5316	4	42265	36300	-5965
1206	Benedictine College	-1.5325	4	43768	37800	-5968
1207	Gardner-Webb University	-1.5369	4	42784	36800	-5984
1208	Saint Peter's University	-1.5400	5	50806	44500	-6306
1209	Lenoir-Rhyne University	-1.5428	4	42904	36900	-6004
1210	University of Northwestern-St Paul	-1.5479	3	40211	35300	-4911
1211	Northland College	-1.5588	3	36845	31900	-4945
1212	North Carolina A & T State University	-1.5672	3	38571	33600	-4971
1213	Southwest Baptist University	-1.5687	3	37776	32800	-4976
1214	Johnson C Smith University	-1.5742	3	36293	31300	-4993
1215	Beloit College	-1.5869	4	44059	37900	-6159
1216	Saint Louis Christian College	-1.5871	2	33178	29700	-3478
1217	Becker College	-1.5983	4	41999	35800	-6199
1218	Cornerstone University	-1.6063	3	40694	35600	-5094
1219	Trinity Bible College	-1.6084	2	30339	26800	-3539
1220	University of Rochester	-1.6085	6	64369	55500	-8869
1221	College of Saint Mary	-1.6088	4	42035	35800	-6235
1222	University of the Ozarks	-1.6110	3	36209	31100	-5109
1223	University of Hawaii at Hilo	-1.6382	3	39695	34500	-5195
1224	University of Southern Mississippi	-1.6399	3	41400	36200	-5200
1225	University of North Carolina at Asheville	-1.6415	3	41205	36000	-5205
1226	Prairie View A & M University	-1.6451	3	38816	33600	-5216
1227	Nyack College	-1.6475	4	44471	38100	-6371
1228	Whitman College	-1.6500	4	49380	43000	-6380
1229	Montana Tech of the University of Montana	-1.6605	4	46216	39800	-6416
1230	Madonna University	-1.6612	3	41767	36500	-5267
1231	Reed College	-1.6752	4	42668	36200	-6468
1232	Corban University	-1.6757	3	39512	34200	-5312
1233	Southern Virginia University	-1.6893	2	32572	28800	-3772
1234	Saint Mary-of-the-Woods College	-1.6975	3	35581	30200	-5381
1235	Olivet Nazarene University	-1.7008	4	44258	37700	-6558
1236	Alabama A & M University	-1.7407	3	36917	31400	-5517
1237	Rice University	-1.7886	7	70167	59900	-10267
1238	Lesley University	-1.8021	4	43612	36700	-6912
1239	North Carolina State University at Raleigh	-1.8068	5	54933	47500	-7433
1240	Dean College	-1.8089	3	38431	32700	-5731
1241	Purdue University-North Central Campus	-1.8206	3	40968	35200	-5768
1242	Johnson & Wales University-Providence	-1.8323	4	42118	35100	-7018
1243	Bethune-Cookman University	-1.8619	3	34597	28700	-5897
1244	Loyola University New Orleans	-1.8626	4	48424	41300	-7124
1245	Manhattanville College	-1.8682	5	53993	46300	-7693
1246	University of Tulsa	-1.8809	5	50946	43200	-7746
1247	Marlboro College	-1.8923	2	30257	25900	-4357
1248	Crown College	-1.9453	3	37759	31600	-6159
1249	Montserrat College of Art	-1.9455	2	29611	25100	-4511
1250	Clark University	-1.9677	5	52213	44100	-8113
1251	Siena Heights University	-2.0168	4	45764	38100	-7664
1252	Morehouse College	-2.0596	4	48714	40900	-7814
1253	Swarthmore College	-2.1096	5	58112	49400	-8712
1254	Ohio State University-Main Campus	-2.1279	5	51390	42600	-8790
1255	AIB College of Business	-2.1291	4	45257	37200	-8057
1256	Sewanee-The University of the South	-2.1353	4	46279	38200	-8079
1257	Dakota Wesleyan University	-2.1425	4	42204	34100	-8104
1258	Stillman College	-2.1488	2	29796	24700	-5096
1259	Marygrove College	-2.2015	2	32048	26800	-5248
1260	Lane College	-2.2089	2	30270	25000	-5270
1261	Wheaton College	-2.2451	5	51885	42600	-9285
1262	New School University	-2.2555	4	47900	39400	-8500
1263	Mount Marty College	-2.2657	3	39466	32300	-7166
1264	North Central University	-2.3109	3	36908	29600	-7308
1265	Maryland Institute College of Art	-2.3113	3	38709	31400	-7309
1266	McPherson College	-2.3124	4	44199	35500	-8699
1267	Mitchell College	-2.4855	3	37656	29800	-7856
1268	Saint Augustine's University	-2.5425	3	36235	28200	-8035
1269	Cooper Union for the Advancement of Science and Art	-2.5759	7	69487	53700	-15787
1270	Point University	-2.6209	3	37082	28800	-8282
1271	Earlham College	-2.8559	4	42902	32300	-10602
1272	Kansas City Art Institute	-3.0114	3	35309	25800	-9509
1273	Drury University	-3.0180	3	41729	32200	-9529
1274	Gallaudet University	-3.4699	3	36549	25600	-10949
1275	St John's College	-3.5696	4	47400	34300	-13100

rank.m

function [output_args] = rank(names, expected, actual)

    N = 8;
    
    minExp = min(expected);
    maxExp = max(expected);
    
    % Generate bins
    bins = linspace(minExp, maxExp, N + 1);
    bins(1) = 0;
    
    % Get difference between expected value and actual value of students
    diff = actual - expected;
    metric = zeros(size(expected));
    binned = zeros(size(expected));
    
    % For each bin:
    % 1) Find the schools in that bin
    % 2) Fit a normal distribution to the value deltas in that bin
    % 3) Calculate standard deviations from mean, refered to as the metric, for each school
    for i = 2:N + 1
        mask = expected > bins(i-1) & expected <= bins(i);
        dist = fitdist(diff(mask), 'Normal');
        metric(mask) = (diff(mask) - dist.mu)/dist.sigma;
        binned(mask) = i-1;
    end
    
    % Sort schools by their metric 
    [metric, index] = sort(metric, 'descend');
    names = names(index);
    expected = expected(index);
    actual = actual(index);
    diff = diff(index);
    binned = binned(index);
    
    wName = max(cellfun('length', names));
    wNum = 6;
    wPad = 3;
    w = wNum + wPad + wName + wPad + wNum + wPad + 3 + wPad + (wNum + 2) + wPad + wNum + wPad + (wNum+1);
    pad = ' | ';
    hPad = '-|-';
    
    md = fopen('rank.md', 'w');
    csv = fopen('rank.csv', 'w');
    fprintf(md, '|%-*s%s%-*s%s%-*s%s%-*s%s%-*s%s%-*s%s%-*s|\n', wNum, ' Rank', pad, wName, 'Institution Name', pad, wNum, 'Score', pad, 3, 'Bin', pad, wNum+2, 'Expected', pad, wNum, 'Actual', pad, wNum+1, 'Delta');
    fprintf(md, '|%s%s%s%s%s%s%s%s%s%s%s%s%s|\n', char(ones(1,wNum)*'-'), hPad, char(ones(1,wName)*'-'), hPad, char(ones(1,wNum)*'-'), hPad, char(ones(1,3)*'-'), hPad, char(ones(1,wNum+2)*'-'), hPad, char(ones(1,wNum)*'-'), hPad, char(ones(1,wNum+1)*'-'));
    fprintf(csv, '%s,%s,%s,%s,%s,%s,%s\n', 'Rank', 'Institution Name', 'Score', 'Bin', 'Expected', 'Actual', 'Delta');
    
    for i = 1:length(index)
        fprintf(md, '|%*d%s%-*s%s%-1.*f%s%-*d%s%-*.f%s%-*.f%s%-*.f|\n', wNum, i, pad, wName, names{i}, pad, wNum-2, metric(i), pad, 3, binned(i), pad, wNum+2, expected(i), pad, wNum, actual(i), pad, wNum+1, diff(i));
        fprintf(csv, '%d,%s,%.4f,%d,%6f,%6f,%6f\n', i, names{i}, metric(i), binned(i), expected(i), actual(i), diff(i));
    end
    
    fclose(md);
    fclose(csv);
    
end