Welcome to collegebaseball’s documentation!
collegebaseball is an open-source college baseball analysis package for Python. It includes functionality for data acquisition and calculation of advanced metrics, including an intuitive API for stats.ncaa.org
Note
This project is under active development.
Installation
To use collegebaseball, first install it using pip:
(.venv) $ pip install git+https://github.com/nathanblumenfeld/collegebaseball
Season Stats
Player-level Season Stats
- ncaa_scraper.ncaa_team_stats(school, season, variant, include_advanced=True, split=None)
Obtains player-level single-season aggregate stats for all players from a given school, from stats.ncaa.org
- School:
ncaa_name (str) or school_id (int)
- Season:
season (int, YYYY) or NCAA season_id (int), valid 2013-2022
- Variant (str):
‘batting’, ‘pitching’, or ‘fielding’
- Include_advanced (bool, optional):
whether to automatically calcuate advanced metrics, Defaults to True
- Split (str, optional):
‘vs_LH’, ‘vs_RH’, ‘runners_on’, ‘bases_empty’, ‘bases_loaded’, ‘with_RISP’, ‘two_outs’
- Return (pd.DataFrame):
- ncaa_scraper.ncaa_career_stats(school, season, variant, include_advanced=True)
Obtains season-aggregate stats for all seasons in a given player’s collegiate career, from stats.ncaa.org
- School:
ncaa_name (str) or school_id (int)
- Season:
season (int, YYYY) or NCAA season_id (int), valid 2013-2022
- Variant (str):
‘batting’, ‘pitching’, or ‘fielding’
- Include_advanced (bool, optional):
whether to automatically calcuate advanced metrics, Defaults to True
- Return (pd.DataFrame):
Team-level Season Stats
- ncaa_scraper.ncaa_team_totals(school, season, variant, include_advanced=True, split=None)
Obtains team-level aggregate single-season stats for a given team, from stats.ncaa.org
- School:
ncaa_name (str) or school_id (int)
- Season:
season (int, YYYY) or NCAA season_id (int), valid 2013-2022
- Variant (str):
‘batting’, ‘pitching’, or ‘fielding’
- Include_advanced (bool, optional):
whether to automatically calcuate advanced metrics, Defaults to True
- Split (str, optional):
‘vs_LH’, ‘vs_RH’, ‘runners_on’, ‘bases_empty’, ‘bases_loaded’, ‘with_RISP’, ‘two_outs’
- Return (pd.DataFrame):
Game-by-Game Stats
Player-level Game Logs
- ncaa_scraper.ncaa_player_game_logs(player, season, variant, school=None, include_advanced=True):
Obtains player-level game-by-game stats for a given player in a given season, from stats.ncaa.org
- Player:
ncaa_name (str) or stats_player_seq (int)
- Season:
season (int, YYYY) or NCAA season_id (int), valid 2013-2022
- Variant (str):
‘batting’, ‘pitching’, or ‘fielding’
- School (bool, optional):
if a player name is not given to player argument, the name of player’s most recent school
- Include_advanced (bool, optional):
whether to automatically calcuate advanced metrics, Defaults to True
- Return (pd.DataFrame):
Team-level Game Logs
- ncaa_scraper.ncaa_team_game_logs(school, season, variant, include_advanced=True):
Obtains team-level game-by-game stats for a given team in a given season, from stats.ncaa.org
- School:
school name (str) or NCAA school_id (int)
- Season:
season as (int, YYYY) or NCAA season_id (list), 2013-2022
- Variant (str):
‘batting’, ‘pitching’, or ‘fielding’
- Include_advanced (bool, optional):
whether to automatically calcuate advanced metrics, Defaults to True
- Return (pd.DataFrame):
Game Results
Team Results
- ncaa_scraper.ncaa_team_results(school, season):
Obtains the results of games for a given school in a given season, from stats.ncaa.org
- School:
school name (str) or NCAA school_id (int)
- Season:
season (int, YYYY) or NCAA season_id (int), valid 2013-2022
- Return (pd.DataFrame):
- boydsworld_scraper.boydsworld_team_results(school, start, end=None, vs="all", parse_dates=True):
A function to scrape Division I game results, from boydsworld.com
- School (str):
team whose games to select
- Start (int):
the start year of games, 1992 <= x <= 2022
- End (int, optional):
the end season of games, 1992 <= x <= 2022
- Vs (str, optional):
school to filter games against. default: ‘all’
- Parse_dates (bool, optional):
whether to parse data into datetime64
- Return (pd.DataFrame):
of all games played for a given team inclusive of start & end
- win_pct.calculate_actual_win_pct(games):
A function to calculate the winning percentage as # games won / # games plated
- Games (pd.DataFrame):
from boydsworld_team_results()
- Return (tuple):
of actual winning percentage (float), wins (int), ties (int), losses (int)
- win_pct.calculate_pythagenpat_win_pct(games):
A function to calculate the the PythagenPat expectated winning percentage. Pythagenpat Expectation formula (developed by David Smyth and Patriot):
W% = R^x/(R^x + RA^x) where x = (RPG)^.287 Developed by David Smyth and Patriot
- Games (pd.DataFrame):
from boydsworld_team_results()
- Return (tuple):
of expected winning percentage as a float, total run differential as int
Metrics
batting
- calculate_wrc_manual(plate_appearances, woba, season):
Calculate wRC with manually inputted data
- Plate_appearances (int):
- Woba (float):
- Season (int):
- Return (float):
- calculate_wraa_manual(plate_appearances, woba, season):
Calculate wRAA with manually inputted data
- Plate_appearances (int):
- Woba (float):
- Season (int):
- Return (float):
- calculate_woba_manual(plate_appearances, walks, hits_by_pitch, singles,
- doubles, triples, homeruns, season):
Calculate wOBA with manually inputted data
- Plate_appearances (int):
- Walks (float):
- Hits_by_pitch (int):
- Singles (int):
- Doubles (int):
- Triples (int):
- Homeruns (int):
- Season (int):
- Return (float):
- add_batting_metrics(df):
Adds all available additional batting metrics
- Return (pd.DataFrame):
pitching
- calculate_fip_manual(homeruns, walks, hit_batters, strikeouts, innings_pitched, season):
Calculate wOBA with manually inputted data
- Homeruns (int):
- Walks (int):
- Hit_batters (int):
- Strikeouts (int):
- Innings_pitched (int):
- Season (int):
- Returns (float):
- add_pitching_metrics(df):
Adds all available additional pitching metrics
- Df (pd.DataFrame):
- Return (pd.DataFrame):
Lookup Functions
Player
- lookup.lookup_player(player_name, school):
A function to find a player’s id from their name and school
- Player_name (str):
name of player to lookup
- School:
the name of the player’s school (str) or school_id (int)
- Returns (int):
player_id
- Examples:
lookup_player(“Jake Gelof”, “Virginia”) >>> 2486499
- lookup.lookup_player_reverse(player_id):
A function to find a player’s name and school from their player_id
- Player_id (str):
name of player to lookup
- Season (int):
YYYY
- Returns (tuple):
of player_name (str), school_name (str), school_id (int)
- lookup_seasons_played(stats_player_seq):
A function to find the final and debut seasons of a given player
- Stats_player_seq (int):
NCAA player_id
- Returns (tuple(int)):
of debut season, most recent season
School
- lookup.lookup_school(school_name):
A function to find a school’s id from it’s name
- School (str):
the name of the school
- Returns (int):
school_id
- Examples:
lookup_school(“cornell”) >>> 167
- lookup.lookup_school_reverse(school_id):
A function to find a school’s name from a school_id
- School_id (int):
- Returns (str):
the name of the school
- Examples:
lookup_school_reverse(167) >>> “Cornell”
Season
- lookup_season_id(season):
A function that finds the year_stat_category_ids for a given season
- Season (int):
YYYY
- Returns (int):
season_id
- lookup.lookup_season_ids(season):
A function that finds the year_stat_category_ids of a given season
- Season (int):
YYYY
- Returns:
tuple of season_id, batting_id, pitching_id
- lookup_season_reverse(season_id):
A function that finds the year_stat_category_ids and season of a season_id
- Season_id (int):
NCAA season_id
- Returns (tuple):
of season_id, batting_id, pitching_id
School Names and IDs
ncaa_name |
bd_name |
school_id |
division |
|---|---|---|---|
Abilene Christian |
Abilene Christian |
2 |
1 |
Air Force |
Air Force |
721 |
1 |
Akron |
Akron |
5 |
1 |
Alabama |
Alabama |
8 |
1 |
Alabama A&M |
Alabama A&M |
6 |
1 |
Alabama St. |
Alabama State |
7 |
1 |
UAB |
Alabama-Birmingham |
9 |
1 |
Albany (NY) |
Albany |
14 |
1 |
Alcorn |
Alcorn State |
17 |
1 |
Appalachian St. |
Appalachian State |
27 |
1 |
Arizona |
Arizona |
29 |
1 |
Arizona St. |
Arizona State |
28 |
1 |
Arkansas |
Arkansas |
31 |
1 |
Arkansas St. |
Arkansas State |
30 |
1 |
Little Rock |
Arkansas-Little Rock |
32 |
1 |
Ark.-Pine Bluff |
Arkansas-Pine Bluff |
2678 |
1 |
Army West Point |
Army |
725 |
1 |
Auburn |
Auburn |
37 |
1 |
Austin Peay |
Austin Peay State |
43 |
1 |
Ball St. |
Ball State |
47 |
1 |
Baylor |
Baylor |
51 |
1 |
Belmont |
Belmont |
14927 |
1 |
Bethune-Cookman |
Bethune-Cookman |
61 |
1 |
Binghamton |
Binghamton |
62 |
1 |
Boise St. |
Boise State |
66 |
1 |
Boston College |
Boston College |
67 |
1 |
Bowling Green |
Bowling Green State |
71 |
1 |
Bradley |
Bradley |
72 |
1 |
BYU |
Brigham Young |
77 |
1 |
Brown |
Brown |
80 |
1 |
Bryant |
Bryant |
81 |
1 |
Bucknell |
Bucknell |
83 |
1 |
Buffalo |
Buffalo |
86 |
1 |
Butler |
Butler |
87 |
1 |
CSU Bakersfield |
CSU Bakersfield |
94 |
1 |
Cal Poly |
Cal Poly |
90 |
1 |
Cal St. Fullerton |
Cal State Fullerton |
97 |
1 |
CSUN |
Cal State Northridge |
101 |
1 |
California |
California |
107 |
1 |
California Baptist |
California Baptist |
30135 |
1 |
Campbell |
Campbell |
115 |
1 |
Canisius |
Canisius |
116 |
1 |
Central Ark. |
Central Arkansas |
1004 |
1 |
Central Conn. St. |
Central Connecticut State |
127 |
1 |
UCF |
Central Florida |
128 |
1 |
Central Mich. |
Central Michigan |
129 |
1 |
Charleston So. |
Charleston Southern |
48 |
1 |
Chicago St. |
Chicago State |
136 |
1 |
Cincinnati |
Cincinnati |
140 |
1 |
Clemson |
Clemson |
147 |
1 |
Coastal Carolina |
Coastal Carolina |
149 |
1 |
Col. of Charleston |
College of Charleston |
1014 |
1 |
Columbia |
Columbia |
158 |
1 |
UConn |
Connecticut |
164 |
1 |
Coppin St. |
Coppin State |
165 |
1 |
Cornell |
Cornell |
167 |
1 |
Creighton |
Creighton |
169 |
1 |
DBU |
Dallas Baptist |
1045 |
1 |
Dartmouth |
Dartmouth |
172 |
1 |
Davidson |
Davidson |
173 |
1 |
Dayton |
Dayton |
175 |
1 |
Delaware |
Delaware |
180 |
1 |
Delaware St. |
Delaware State |
178 |
1 |
Dixie St. |
Dixie State |
30095 |
1 |
Duke |
Duke |
193 |
1 |
East Carolina |
East Carolina |
196 |
1 |
ETSU |
East Tennessee |
198 |
1 |
Eastern Ill. |
Eastern Illinois |
201 |
1 |
Eastern Ky. |
Eastern Kentucky |
202 |
1 |
Eastern Mich. |
Eastern Michigan |
204 |
1 |
Elon |
Elon |
1068 |
1 |
Evansville |
Evansville |
219 |
1 |
Fairfield |
Fairfield |
220 |
1 |
Fairleigh Dickinson |
Fairleigh Dickinson |
222 |
1 |
Florida |
Florida |
235 |
1 |
Florida A&M |
Florida A&M |
228 |
1 |
Fla. Atlantic |
Florida Atlantic |
229 |
1 |
FGCU |
Florida Gulf Coast |
28755 |
1 |
FIU |
Florida International |
231 |
1 |
Florida St. |
Florida State |
234 |
1 |
Fordham |
Fordham |
236 |
1 |
Fresno St. |
Fresno State |
96 |
1 |
Furman |
Furman |
244 |
1 |
Gardner-Webb |
Gardner-Webb |
1092 |
1 |
George Mason |
George Mason |
248 |
1 |
George Washington |
George Washington |
249 |
1 |
Georgetown |
Georgetown |
251 |
1 |
Georgia |
Georgia |
257 |
1 |
Ga. Southern |
Georgia Southern |
253 |
1 |
Georgia St. |
Georgia State |
254 |
1 |
Georgia Tech |
Georgia Tech |
255 |
1 |
Gonzaga |
Gonzaga |
260 |
1 |
Grambling |
Grambling State |
261 |
1 |
Grand Canyon |
Grand Canyon |
1104 |
1 |
Hartford |
Hartford |
272 |
1 |
Harvard |
Harvard |
275 |
1 |
Hawaii |
Hawaii |
277 |
1 |
High Point |
High Point |
19651 |
1 |
Hofstra |
Hofstra |
283 |
1 |
Holy Cross |
Holy Cross |
285 |
1 |
Houston |
Houston |
288 |
1 |
Houston Baptist |
Houston Baptist |
287 |
1 |
Illinois |
Illinois |
301 |
1 |
Illinois St. |
Illinois State |
299 |
1 |
UIC |
Illinois-Chicago |
302 |
1 |
UIW |
Incarnate World |
2743 |
1 |
Indiana |
Indiana |
306 |
1 |
Indiana St. |
Indiana State |
305 |
1 |
Iona |
Iona |
310 |
1 |
Iowa |
Iowa |
312 |
1 |
Jackson St. |
Jackson State |
314 |
1 |
Jacksonville |
Jacksonville |
316 |
1 |
Jacksonville St. |
Jacksonville State |
315 |
1 |
James Madison |
James Madison |
317 |
1 |
Kansas |
Kansas |
328 |
1 |
Kansas St. |
Kansas State |
327 |
1 |
Kennesaw St. |
Kennesaw State |
1157 |
1 |
Kent St. |
Kent State |
331 |
1 |
Kentucky |
Kentucky |
334 |
1 |
La Salle |
LaSalle |
340 |
1 |
Lafayette |
Lafayette |
342 |
1 |
Lamar University |
Lamar |
346 |
1 |
Lehigh |
Lehigh |
352 |
1 |
Liberty |
Liberty |
355 |
1 |
Lipscomb |
Lipscomb |
28600 |
1 |
Long Beach St. |
Long Beach State |
99 |
1 |
LIU |
Long Island |
361 |
1 |
Longwood |
Longwood |
363 |
1 |
LSU |
Louisiana State |
365 |
1 |
Louisiana Tech |
Louisiana Tech |
366 |
1 |
La.-Monroe |
Louisiana-Monroe |
498 |
1 |
Louisville |
Louisville |
367 |
1 |
LMU (CA) |
Loyola Marymount |
370 |
1 |
Maine |
Maine |
380 |
1 |
Manhattan |
Manhattan |
381 |
1 |
Marist |
Marist |
386 |
1 |
Marshall |
Marshall |
388 |
1 |
Maryland |
Maryland |
392 |
1 |
UMBC |
Maryland-Baltimore County |
391 |
1 |
UMES |
Maryland-Eastern Shore |
393 |
1 |
Massachusetts |
Massachusetts |
400 |
1 |
UMass Lowell |
Massachusetts-Lowell |
368 |
1 |
McNeese |
McNeese State |
402 |
1 |
Memphis |
Memphis |
404 |
1 |
Mercer |
Mercer |
406 |
1 |
Miami (FL) |
“Miami, Florida” |
415 |
1 |
Miami (OH) |
“Miami, Ohio” |
414 |
1 |
Michigan |
Michigan |
418 |
1 |
Michigan St. |
Michigan State |
416 |
1 |
Middle Tenn. |
Middle Tennessee |
419 |
1 |
Minnesota |
Minnesota |
428 |
1 |
Ole Miss |
Mississippi |
433 |
1 |
Mississippi St. |
Mississippi State |
430 |
1 |
Mississippi Val. |
Mississippi Valley State |
432 |
1 |
Missouri |
Missouri |
434 |
1 |
Missouri St. |
Missouri State |
669 |
1 |
Monmouth |
Monmouth |
439 |
1 |
Morehead St. |
Morehead State |
444 |
1 |
Mount St. Mary’s |
Mount St. Mary’s |
450 |
1 |
Murray St. |
Murray State |
454 |
1 |
Navy |
Navy |
726 |
1 |
Nebraska |
Nebraska |
463 |
1 |
Omaha |
Nebraska-Omaha |
464 |
1 |
Nevada |
Nevada |
466 |
1 |
UNLV |
Nevada-Las Vegas |
465 |
1 |
NJIT |
New Jersey Tech |
471 |
1 |
New Mexico |
New Mexico |
473 |
1 |
New Mexico St. |
New Mexico State |
472 |
1 |
New Orleans |
New Orleans |
474 |
1 |
New York Tech |
New York Tech |
477 |
1 |
Niagara |
Niagara |
482 |
1 |
Nicholls St. |
Nicholls State |
483 |
1 |
Norfolk St. |
Norfolk State |
485 |
1 |
North Ala. |
North Alabama |
487 |
1 |
North Carolina |
North Carolina |
457 |
1 |
N.C. A&T |
North Carolina A&T |
488 |
1 |
N.C. Central |
North Carolina Central |
489 |
1 |
NC State |
North Carolina State |
490 |
1 |
UNC Asheville |
North Carolina-Asheville |
456 |
1 |
Charlotte |
North Carolina-Charlotte |
458 |
1 |
UNC Greensboro |
North Carolina-Greensboro |
459 |
1 |
UNCW |
North Carolina-Wilmington |
460 |
1 |
North Dakota |
North Dakota |
494 |
1 |
North Dakota St. |
North Dakota State |
493 |
1 |
North Florida |
North Florida |
2711 |
1 |
Northeastern |
Northeastern |
500 |
1 |
Northern Colo. |
Northern Colorado |
502 |
1 |
Northern Ill. |
Northern Illinois |
503 |
1 |
Northern Ky. |
Northern Kentucky |
505 |
1 |
Northwestern |
Northwestern |
509 |
1 |
Northwestern St. |
Northwestern State |
508 |
1 |
Notre Dame |
Notre Dame |
513 |
1 |
Oakland |
Oakland |
514 |
1 |
Ohio |
Ohio |
519 |
1 |
Ohio St. |
Ohio State |
518 |
1 |
Oklahoma |
Oklahoma |
522 |
1 |
Oklahoma St. |
Oklahoma State |
521 |
1 |
Old Dominion |
Old Dominion |
523 |
1 |
Oral Roberts |
Oral Roberts |
527 |
1 |
Oregon |
Oregon |
529 |
1 |
Oregon St. |
Oregon State |
528 |
1 |
Pacific |
Pacific |
534 |
1 |
Penn St. |
Penn State |
539 |
1 |
Penn |
Pennslyvania |
540 |
1 |
Pepperdine |
Pepperdine |
541 |
1 |
Pittsburgh |
Pittsburgh |
545 |
1 |
Portland |
Portland |
551 |
1 |
Prairie View |
Prairie View A&M |
553 |
1 |
Presbyterian |
Presbyterian |
1320 |
1 |
Princeton |
Princeton |
554 |
1 |
Purdue |
Purdue |
559 |
1 |
Quinnipiac |
Quinnipiac |
562 |
1 |
Radford |
Radford |
563 |
1 |
Rhode Island |
Rhode Island |
572 |
1 |
Rice |
Rice |
574 |
1 |
Richmond |
Richmond |
575 |
1 |
Rider |
Rider |
576 |
1 |
Rutgers |
Rutgers |
587 |
1 |
Sacramento St. |
Sacramento State |
102 |
1 |
Sacred Heart |
Sacred Heart |
590 |
1 |
Sam Houston St. |
Sam Houston State |
624 |
1 |
Samford |
Samford |
625 |
1 |
San Diego |
San Diego |
627 |
1 |
San Diego St. |
San Diego State |
626 |
1 |
San Francisco |
San Francisco |
629 |
1 |
San Jose St. |
San Jose State |
630 |
1 |
Santa Clara |
Santa Clara |
631 |
1 |
Savannah St. |
Savannah State |
632 |
1 |
Seattle U |
Seattle |
1356 |
1 |
Seton Hall |
Seton Hall |
635 |
1 |
Siena |
Siena |
639 |
1 |
South Alabama |
South Alabama |
646 |
1 |
South Carolina |
South Carolina |
648 |
1 |
USC Upstate |
South Carolina-Upstate |
10411 |
1 |
South Dakota St. |
South Dakota State |
649 |
1 |
South Fla. |
South Florida |
651 |
1 |
Southeast Mo. St. |
Southeast Missouri State |
654 |
1 |
Southeastern La. |
Southeastern Louisiana |
655 |
1 |
Southern U. |
Southern |
665 |
1 |
Southern California |
Southern California |
657 |
1 |
Southern Ill. |
Southern Illinois |
659 |
1 |
SIUE |
Southern Illinois-Edwardsville |
660 |
1 |
Southern Miss. |
Southern Mississippi |
664 |
1 |
Saint Mary’s (CA) |
St Mary’s |
610 |
1 |
St. Bonaventure |
St. Bonaventure |
596 |
1 |
St. John’s (NY) |
St. John’s |
603 |
1 |
Saint Joseph’s |
St. Joseph’s |
606 |
1 |
Saint Louis |
St. Louis |
609 |
1 |
Saint Peter’s |
St. Peter’s |
617 |
1 |
Stanford |
Stanford |
674 |
1 |
SFA |
Stephen F. Austin State |
676 |
1 |
Stetson |
Stetson |
678 |
1 |
Stony Brook |
Stony Brook |
683 |
1 |
Tarleton St. |
Tarleton State |
1395 |
1 |
Temple |
Temple |
690 |
1 |
Tennessee |
Tennessee |
694 |
1 |
Tennessee Tech |
Tennessee Tech |
692 |
1 |
UT Martin |
Tennessee-Martin |
695 |
1 |
Texas |
Texas |
703 |
1 |
Texas A&M |
Texas A&M |
697 |
1 |
A&M-Corpus Christi |
Texas A&M-Corpus Christi |
26172 |
1 |
TCU |
Texas Christian |
698 |
1 |
Texas Southern |
Texas Southern |
699 |
1 |
Texas St. |
Texas State |
670 |
1 |
Texas Tech |
Texas Tech |
700 |
1 |
UT Arlington |
Texas-Arlington |
702 |
1 |
UTRGV |
Texas-Rio Grande Valley |
536 |
1 |
UTSA |
Texas-San Antonio |
706 |
1 |
The Citadel |
The Citadel |
141 |
1 |
Toledo |
Toledo |
709 |
1 |
Towson |
Towson |
711 |
1 |
Troy |
Troy |
716 |
1 |
Tulane |
Tulane |
718 |
1 |
UC Davis |
UC Davis |
108 |
1 |
UC Irvine |
UC Irvine |
109 |
1 |
UC Riverside |
UC Riverside |
111 |
1 |
UC Santa Barbara |
UC Santa Barbara |
104 |
1 |
UCLA |
UCLA |
110 |
1 |
Utah |
Utah |
732 |
1 |
Utah Valley |
Utah Valley |
30024 |
1 |
VMI |
VMI |
741 |
1 |
Valparaiso |
Valparaiso |
735 |
1 |
Vanderbilt |
Vanderbilt |
736 |
1 |
Villanova |
Villanova |
739 |
1 |
Virginia |
Virginia |
746 |
1 |
VCU |
Virginia Commonwealth |
740 |
1 |
Virginia Tech |
Virginia Tech |
742 |
1 |
Wagner |
Wagner |
748 |
1 |
Wake Forest |
Wake Forest |
749 |
1 |
Washington |
Washington |
756 |
1 |
Washington St. |
Washington State |
754 |
1 |
West Virginia |
West Virginia |
768 |
1 |
Western Caro. |
Western Carolina |
769 |
1 |
Western Ill. |
Western Illinois |
771 |
1 |
Western Ky. |
Western Kentucky |
772 |
1 |
Western Mich. |
Western Michigan |
774 |
1 |
Wichita St. |
Wichita State |
782 |
1 |
William & Mary |
William and Mary |
786 |
1 |
Winthrop |
Winthrop |
792 |
1 |
Milwaukee |
Wisconsin-Milwaukee |
797 |
1 |
Wofford |
Wofford |
2915 |
1 |
Wright St. |
Wright State |
810 |
1 |
Xavier |
Xavier |
812 |
1 |
Yale |
Yale |
813 |
1 |
Youngstown St. |
Youngstown State |
817 |
1 |
Bellarmine |
52 |
1 |
|
UC San Diego |
112 |
1 |
|
Purdue Fort Wayne |
308 |
1 |
|
Merrimack |
410 |
1 |
|
Louisiana |
671 |
1 |
|
Colorado Mesa |
11416 |
2 |
|
Spring Hill |
30191 |
2 |
|
Central Mo. |
130 |
2 |
|
Angelo St. |
25 |
2 |
|
Francis Marion |
1085 |
2 |
|
Albany St. (SIAC) |
13 |
2 |
|
Drury |
1057 |
2 |
|
Chico St. |
95 |
2 |
|
Concord |
1028 |
2 |
|
Savannah St. |
632 |
2 |
|
Ill. Springfield |
30050 |
2 |
|
MSU Denver |
413 |
2 |
|
William Jewell |
30120 |
2 |
|
Newberry |
1257 |
2 |
|
West Tex. A&M |
767 |
2 |
|
Lubbock Christian |
30177 |
2 |
|
North Greenville |
9223 |
2 |
|
Augustana (NSIC) |
41 |
2 |
|
Northeastern St. |
12810 |
2 |
|
Charleston (MEC) |
1013 |
2 |
|
Minnesota St. |
383 |
2 |
|
Slippery Rock |
643 |
2 |
|
Molloy |
437 |
2 |
|
CSU Pueblo |
2720 |
2 |
|
Millersville |
423 |
2 |
|
Regis (RMAC) |
568 |
2 |
|
Okla. Baptist |
30202 |
2 |
|
Pittsburg St. |
1314 |
2 |
|
Colo. Christian |
11403 |
2 |
|
Adelphi |
3 |
2 |
|
Columbus St. |
159 |
2 |
|
UC-Colo. Springs |
9754 |
2 |
|
Ashland |
35 |
2 |
|
Lenoir-Rhyne |
1170 |
2 |
|
Miles |
422 |
2 |
|
Trevecca Nazarene |
30002 |
2 |
|
Colo. Sch. of Mines |
155 |
2 |
|
Quincy |
561 |
2 |
|
Young Harris |
30154 |
2 |
|
UNC Pembroke |
537 |
2 |
|
Alabama Huntsville |
10 |
2 |
|
Southern Ark. |
1376 |
2 |
|
Montevallo |
1238 |
2 |
|
Wingate |
1462 |
2 |
|
Maryville (GLVC) |
395 |
2 |
|
N.M. Highlands |
8577 |
2 |
|
Point Loma |
30149 |
2 |
|
St. Edward’s |
1334 |
2 |
|
Mo. Southern St. |
9012 |
2 |
|
Tex. A&M-Kingsville |
696 |
2 |
|
Florida Tech |
230 |
2 |
|
Georgia College |
1096 |
2 |
|
Southern N.H. |
468 |
2 |
|
Cal Poly Pomona |
91 |
2 |
|
Queens (SAC) |
11504 |
2 |
|
Barton |
15646 |
2 |
|
Erskine |
1072 |
2 |
|
Chestnut Hill |
21323 |
2 |
|
Indiana (PSAC) |
307 |
2 |
|
Pace |
533 |
2 |
|
Tiffin |
1403 |
2 |
|
St. Cloud St. |
598 |
2 |
|
Tampa |
689 |
2 |
|
Rockhurst |
1328 |
2 |
|
Northwestern Okla. |
30178 |
2 |
|
Nova Southeastern |
24639 |
2 |
|
Delta St. |
181 |
2 |
|
Jefferson |
543 |
2 |
|
Saint Leo |
608 |
2 |
|
Davenport |
30221 |
2 |
|
Washburn |
2814 |
2 |
|
Notre Dame (MEC) |
30126 |
2 |
|
Cedarville |
30124 |
2 |
|
Purdue Northwest |
30222 |
2 |
|
Southeastern Okla. |
1371 |
2 |
|
UT Tyler |
30028 |
2 |
|
Saginaw Valley |
591 |
2 |
|
Cal U (PSAC) |
106 |
2 |
|
Carson-Newman |
1000 |
2 |
|
AUM |
30093 |
2 |
|
Mount Olive |
1245 |
2 |
|
Central Wash. |
1010 |
2 |
|
Hillsdale |
280 |
2 |
|
Wilmington (CACC) |
1460 |
2 |
|
Cal St. Monterey Bay |
30055 |
2 |
|
West Ga. |
766 |
2 |
|
Northwood |
510 |
2 |
|
Missouri S&T |
435 |
2 |
|
Franklin Pierce |
241 |
2 |
|
McKendree |
30138 |
2 |
|
Grand Valley St. |
262 |
2 |
|
Glenville St. |
1098 |
2 |
|
Cal St. San Marcos |
30198 |
2 |
|
Rollins |
584 |
2 |
|
Adams St. |
929 |
2 |
|
Wayne St. (GLIAC) |
757 |
2 |
|
Azusa Pacific |
30146 |
2 |
|
East Stroudsburg |
197 |
2 |
|
Queens (ECC) |
560 |
2 |
|
Belmont Abbey |
2683 |
2 |
|
Wheeling |
12799 |
2 |
|
West Virginia St. |
1439 |
2 |
|
Tex. A&M Int’l |
30090 |
2 |
|
Lee |
30013 |
2 |
|
Kentucky St. |
332 |
2 |
|
Arkansas Tech |
947 |
2 |
|
Minot St. |
30125 |
2 |
|
Southern Nazarene |
30152 |
2 |
|
Southwest Minn. St. |
8736 |
2 |
|
Cal St. San B’dino |
93 |
2 |
|
Union (Gulf South) |
30153 |
2 |
|
Anderson (SAC) |
13028 |
2 |
|
Southwestern Okla. |
8744 |
2 |
|
Seton Hill |
30063 |
2 |
|
Cal State LA |
100 |
2 |
|
St. Mary’s (Lone Star) |
1346 |
2 |
|
Fresno Pacific |
30147 |
2 |
|
Cal St. Dom. Hills |
92 |
2 |
|
Lewis |
354 |
2 |
|
Henderson St. |
1123 |
2 |
|
Bloomsburg |
65 |
2 |
|
West Chester |
765 |
2 |
|
West Ala. |
358 |
2 |
|
Bloomfield |
984 |
2 |
|
Ouachita Baptist |
1289 |
2 |
|
Shorter |
30151 |
2 |
|
Minn. Duluth |
427 |
2 |
|
King (Conference Carolinas) |
30051 |
2 |
|
Central Okla. |
1009 |
2 |
|
Hawaii Pacific |
2696 |
2 |
|
Le Moyne |
349 |
2 |
|
Mercyhurst |
408 |
2 |
|
Newman |
30054 |
2 |
|
Southern Conn. St. |
658 |
2 |
|
St. Thomas Aquinas |
1348 |
2 |
|
Walsh |
30141 |
2 |
|
Rogers St. |
30180 |
2 |
|
Augusta |
39 |
2 |
|
Goldey-Beacom |
8366 |
2 |
|
Benedict |
55 |
2 |
|
Hawaii Hilo |
2697 |
2 |
|
Lynn |
20794 |
2 |
|
Lock Haven |
360 |
2 |
|
UIndy |
309 |
2 |
|
Eckerd |
208 |
2 |
|
Valdosta St. |
734 |
2 |
|
Lincoln Memorial |
1176 |
2 |
|
Mansfield |
384 |
2 |
|
Salem (DII Independent) |
19117 |
2 |
|
Sioux Falls |
30128 |
2 |
|
Saint Rose |
1347 |
2 |
|
Shippensburg |
638 |
2 |
|
Lane |
347 |
2 |
|
Malone |
30137 |
2 |
|
Barry |
49 |
2 |
|
Post |
1318 |
2 |
|
Caldwell |
995 |
2 |
|
New Haven |
470 |
2 |
|
American Int’l |
22 |
2 |
|
Emory & Henry |
216 |
2 |
|
Flagler |
30092 |
2 |
|
Harding |
1116 |
2 |
|
Tex. Permian Basin |
30088 |
2 |
|
Lander |
1167 |
2 |
|
Bluefield St. |
985 |
2 |
|
Ark.-Monticello |
8411 |
2 |
|
Fairmont St. |
1076 |
2 |
|
Mercy |
407 |
2 |
|
Claflin |
30058 |
2 |
|
North Georgia |
30052 |
2 |
|
Stonehill |
682 |
2 |
|
Fla. Southern |
233 |
2 |
|
Eastern N.M. |
206 |
2 |
|
Morehouse |
445 |
2 |
|
Cal St. East Bay |
98 |
2 |
|
Northwest Nazarene |
1274 |
2 |
|
Southern Wesleyan |
30192 |
2 |
|
Okla. Christian |
30179 |
2 |
|
Sonoma St. |
645 |
2 |
|
Southern Ind. |
661 |
2 |
|
Mont. St. Billings |
205 |
2 |
|
Ky. Wesleyan |
333 |
2 |
|
Chowan |
8875 |
2 |
|
Assumption |
36 |
2 |
|
Bentley |
56 |
2 |
|
Lindenwood |
30136 |
2 |
|
Tusculum |
12830 |
2 |
|
Mo.-St. Louis |
436 |
2 |
|
Cameron |
996 |
2 |
|
St. Anselm |
593 |
2 |
|
Ark.-Fort Smith |
30105 |
2 |
|
Ga. Southwestern |
1097 |
2 |
|
Gannon |
246 |
2 |
|
West Florida |
11740 |
2 |
|
Christian Brothers |
1015 |
2 |
|
Wayne St. (NSIC) |
1433 |
2 |
|
Mars Hill |
1199 |
2 |
|
Dominican (CACC) |
8956 |
2 |
|
UVA Wise |
30181 |
2 |
|
Felician |
23157 |
2 |
|
USciences |
28594 |
2 |
|
Mary |
30075 |
2 |
|
Southwest Baptist |
2755 |
2 |
|
Emporia St. |
1071 |
2 |
|
Truman St. |
499 |
2 |
|
CUI |
30199 |
2 |
|
Biola |
30220 |
2 |
|
Holy Names |
30175 |
2 |
|
Pitt.-Johnstown |
546 |
2 |
|
Northwest Mo. St. |
507 |
2 |
|
Missouri Western |
9013 |
2 |
|
Ohio Dominican |
30119 |
2 |
|
Shepherd |
10870 |
2 |
|
Embry-Riddle (Sunshine State) |
9680 |
2 |
|
East Central |
8965 |
2 |
|
Catawba |
1001 |
2 |
|
USC Aiken |
11276 |
2 |
|
West Va. Wesleyan |
9630 |
2 |
|
Upper Iowa |
728 |
2 |
|
Mississippi Col. |
429 |
2 |
|
Saint Martin’s |
1343 |
2 |
|
Findlay |
1079 |
2 |
|
Virginia St. |
743 |
2 |
|
San Fran. St. |
628 |
2 |
|
Stanislaus St. |
103 |
2 |
|
Coker |
1023 |
2 |
|
Academy of Art |
30123 |
2 |
|
Bridgeport |
74 |
2 |
|
Concordia-St. Paul |
9081 |
2 |
|
Western Ore. |
1446 |
2 |
|
Winona St. |
790 |
2 |
|
Emmanuel (Conference Carolinas) |
30193 |
2 |
|
Saint Michael’s |
613 |
2 |
|
LeMoyne-Owen |
350 |
2 |
|
Palm Beach Atl. |
30045 |
2 |
|
West Liberty |
1438 |
2 |
|
Minn.-Crookston |
27854 |
2 |
|
Clark Atlanta |
144 |
2 |
|
Alderson Broaddus |
934 |
2 |
|
Northern St. |
1266 |
2 |
|
Bemidji St. |
54 |
2 |
|
Limestone |
1174 |
2 |
|
Kutztown |
339 |
2 |
|
Tuskegee |
720 |
2 |
|
Fort Hays St. |
9011 |
2 |
|
Lincoln (ECC) |
357 |
2 |
|
Lake Erie |
2746 |
2 |
|
Clarion |
143 |
2 |
|
Nyack |
1277 |
2 |
|
Wis.-Parkside |
799 |
2 |
|
Davis & Elkins |
174 |
2 |
|
Marietta |
385 |
3 |
|
St. Joseph’s (Skyline) |
1340 |
3 |
|
Wilson |
12973 |
3 |
|
Baldwin Wallace |
46 |
3 |
|
Penn St.-Abington |
30114 |
3 |
|
Randolph-Macon |
565 |
3 |
|
Montclair St. |
442 |
3 |
|
Rhode Island Col. |
571 |
3 |
|
Middlebury |
420 |
3 |
|
LaGrange |
1162 |
3 |
|
Eastern Conn. St. |
200 |
3 |
|
Aurora |
42 |
3 |
|
Kalamazoo |
326 |
3 |
|
Widener |
783 |
3 |
|
Gust. Adolphus |
266 |
3 |
|
La Verne |
341 |
3 |
|
Bethel (MIAC) |
60 |
3 |
|
Anna Maria |
26 |
3 |
|
Birmingham-So. |
28593 |
3 |
|
Berry |
973 |
3 |
|
Crown (UMAC) |
30035 |
3 |
|
North Central (CCIW) |
492 |
3 |
|
Wilmington (OAC) |
1461 |
3 |
|
McDaniel |
773 |
3 |
|
Otterbein |
531 |
3 |
|
Allegheny |
19 |
3 |
|
Wm. Paterson |
787 |
3 |
|
Earlham |
195 |
3 |
|
Pomona-Pitzer |
549 |
3 |
|
Fontbonne |
11538 |
3 |
|
Redlands |
567 |
3 |
|
Denison |
182 |
3 |
|
Chapman |
134 |
3 |
|
CMSV |
451 |
3 |
|
Webster |
759 |
3 |
|
SUNY Cortland |
168 |
3 |
|
Texas-Dallas |
23121 |
3 |
|
Centenary (SCAC) |
125 |
3 |
|
Methodist |
412 |
3 |
|
Trinity (SCAC) |
715 |
3 |
|
DePauw |
177 |
3 |
|
Lawrence |
348 |
3 |
|
Rowan |
259 |
3 |
|
Huntingdon |
1130 |
3 |
|
Ill. Wesleyan |
300 |
3 |
|
Tufts |
717 |
3 |
|
Adrian |
4 |
3 |
|
Roanoke |
578 |
3 |
|
Ithaca |
313 |
3 |
|
Rhodes |
573 |
3 |
|
Shenandoah |
637 |
3 |
|
Salve Regina |
623 |
3 |
|
Wooster |
807 |
3 |
|
Penn St.-Behrend |
538 |
3 |
|
William Peace |
17094 |
3 |
|
Wash. & Jeff. |
751 |
3 |
|
Merchant Marine |
724 |
3 |
|
Brandeis |
73 |
3 |
|
Rochester (Liberty League) |
581 |
3 |
|
Suffolk |
684 |
3 |
|
Kean |
329 |
3 |
|
Stevens |
679 |
3 |
|
Moravian |
443 |
3 |
|
Arcadia |
966 |
3 |
|
Wis.-Platteville |
800 |
3 |
|
Wis.-Whitewater |
805 |
3 |
|
Lebanon Valley |
351 |
3 |
|
Plattsburgh St. |
547 |
3 |
|
Oswego St. |
530 |
3 |
|
Utica |
733 |
3 |
|
Keystone |
30047 |
3 |
|
Springfield |
673 |
3 |
|
Northwestern-St. Paul |
30031 |
3 |
|
Scranton |
633 |
3 |
|
Buena Vista |
84 |
3 |
|
East. Mennonite |
203 |
3 |
|
Claremont-M-S |
142 |
3 |
|
Maryville (USA South) |
396 |
3 |
|
Washington Col. |
753 |
3 |
|
Pfeiffer |
542 |
3 |
|
Penn St.-Altoona |
25719 |
3 |
|
Skidmore |
642 |
3 |
|
Wash. & Lee |
752 |
3 |
|
Immaculata |
303 |
3 |
|
Union (Liberty League) |
727 |
3 |
|
DeSales |
20 |
3 |
|
SUNY Brockport |
78 |
3 |
|
Concordia-M’head |
161 |
3 |
|
Old Westbury |
524 |
3 |
|
Endicott |
8981 |
3 |
|
Grinnell |
264 |
3 |
|
Wittenberg |
806 |
3 |
|
Lynchburg |
374 |
3 |
|
N.C. Wesleyan |
491 |
3 |
|
Gettysburg |
258 |
3 |
|
Franklin |
2694 |
3 |
|
Calvin |
114 |
3 |
|
Colby |
151 |
3 |
|
Loras |
364 |
3 |
|
UChicago |
137 |
3 |
|
Wis.-La Crosse |
795 |
3 |
|
Spalding |
23260 |
3 |
|
Elmhurst |
212 |
3 |
|
Franklin & Marshall |
239 |
3 |
|
Westfield St. |
777 |
3 |
|
Hope |
286 |
3 |
|
Wilkes |
784 |
3 |
|
Hamilton |
267 |
3 |
|
Stockton |
681 |
3 |
|
Gwynedd Mercy |
12399 |
3 |
|
Swarthmore |
686 |
3 |
|
Wabash |
747 |
3 |
|
Lehman |
279 |
3 |
|
Sul Ross St. |
1390 |
3 |
|
Misericordia |
16142 |
3 |
|
Marymount (Atlantic East) |
394 |
3 |
|
Mary Hardin-Baylor |
1203 |
3 |
|
Grove City |
265 |
3 |
|
UMass Boston |
401 |
3 |
|
Penn St.-Berks |
30044 |
3 |
|
East Tex. Baptist |
1062 |
3 |
|
Centenary (Atlantic East) |
12884 |
3 |
|
Anderson (HCAC) |
939 |
3 |
|
Wis.-Stevens Point |
802 |
3 |
|
Thiel |
707 |
3 |
|
Vassar |
737 |
3 |
|
Westminster (C) |
1451 |
3 |
|
Penn St. Harrisburg |
30081 |
3 |
|
Rose-Hulman |
585 |
3 |
|
New England Col. |
467 |
3 |
|
Bridgewater St. |
76 |
3 |
|
Schreiner |
1355 |
3 |
|
Kenyon |
335 |
3 |
|
Ohio Northern |
517 |
3 |
|
Salisbury |
622 |
3 |
|
Catholic |
124 |
3 |
|
John Carroll |
320 |
3 |
|
Austin |
953 |
3 |
|
Mary Washington |
390 |
3 |
|
Wheaton (NEWC) |
779 |
3 |
|
St. Mary’s (United East) |
611 |
3 |
|
McMurry |
8530 |
3 |
|
York (MAC Commonwealth) |
815 |
3 |
|
Penn College |
30190 |
3 |
|
Hardin-Simmons |
271 |
3 |
|
New Jersey City |
319 |
3 |
|
Roger Williams |
583 |
3 |
|
Millsaps |
426 |
3 |
|
Guilford |
1112 |
3 |
|
Cabrini |
88 |
3 |
|
Mass. Maritime |
399 |
3 |
|
Carthage |
121 |
3 |
|
Eureka |
218 |
3 |
|
Mitchell |
30042 |
3 |
|
NYU |
479 |
3 |
|
Emory |
217 |
3 |
|
Manhattanville |
382 |
3 |
|
Keuka |
1159 |
3 |
|
Johns Hopkins |
322 |
3 |
|
Wis.-Oshkosh |
798 |
3 |
|
Covenant |
30111 |
3 |
|
Delaware Valley |
179 |
3 |
|
Bridgewater (ODAC) |
75 |
3 |
|
Texas Lutheran |
1400 |
3 |
|
Mt. St. Joseph |
8567 |
3 |
|
Rutgers-Newark |
589 |
3 |
|
MSOE |
20220 |
3 |
|
Wesleyan (NESCAC) |
764 |
3 |
|
Ripon |
577 |
3 |
|
St. John Fisher |
601 |
3 |
|
Farmingdale St. |
27892 |
3 |
|
Olivet |
525 |
3 |
|
Wheaton (CCIW) |
778 |
3 |
|
Wartburg |
750 |
3 |
|
Benedictine (NACC) |
296 |
3 |
|
Puget Sound |
557 |
3 |
|
Brevard |
30094 |
3 |
|
Mount Aloysius |
30036 |
3 |
|
Pacific Lutheran |
1297 |
3 |
|
Lancaster Bible |
30085 |
3 |
|
Saint Vincent |
30064 |
3 |
|
Gallaudet |
245 |
3 |
|
Central (American Rivers) |
126 |
3 |
|
Trinity (NESCAC) |
713 |
3 |
|
Pacific (NWC) |
2751 |
3 |
|
Augustana (CCIW) |
40 |
3 |
|
Wis.-Stout |
803 |
3 |
|
Ozarks (ASC) |
23008 |
3 |
|
Howard Payne |
2741 |
3 |
|
Millikin |
424 |
3 |
|
Dubuque |
192 |
3 |
|
WashU |
755 |
3 |
|
Babson |
45 |
3 |
|
St. Joseph’s (Great Northeast) |
605 |
3 |
|
Lewis & Clark |
22235 |
3 |
|
Hendrix |
1124 |
3 |
|
Rensselaer |
570 |
3 |
|
Carleton |
118 |
3 |
|
Nichols |
484 |
3 |
|
Hanover |
1115 |
3 |
|
Elizabethtown |
211 |
3 |
|
Haverford |
276 |
3 |
|
Concordia Wisconsin |
1036 |
3 |
|
Muskingum |
455 |
3 |
|
Mount Union |
452 |
3 |
|
Western New Eng. |
775 |
3 |
|
Luther |
372 |
3 |
|
JWU (Great Northeast) |
22626 |
3 |
|
Franciscan |
30069 |
3 |
|
Clarkson |
146 |
3 |
|
Westminster (SLIAC) |
1450 |
3 |
|
Transylvania |
28749 |
3 |
|
Husson |
1133 |
3 |
|
Dominican (NACC) |
1332 |
3 |
|
Va. Wesleyan |
745 |
3 |
|
Muhlenberg |
453 |
3 |
|
Messiah |
411 |
3 |
|
St. Norbert |
614 |
3 |
|
King’s (MAC Freedom) |
336 |
3 |
|
Monmouth (MWC) |
438 |
3 |
|
Greensboro |
263 |
3 |
|
Pitt.-Greensburg |
11839 |
3 |
|
Saint John’s (MIAC) |
602 |
3 |
|
Macalester |
376 |
3 |
|
TCNJ |
712 |
3 |
|
Willamette |
785 |
3 |
|
Thomas (North Atlantic) |
2758 |
3 |
|
Norwich |
511 |
3 |
|
Emerson |
214 |
3 |
|
North Park |
496 |
3 |
|
Southwestern (SCAC) |
8746 |
3 |
|
Alvernia |
938 |
3 |
|
St. Joseph’s (Skyline) |
30072 |
3 |
|
Oberlin |
515 |
3 |
|
Edgewood |
1066 |
3 |
|
Geneva |
30084 |
3 |
|
Illinois Col. |
297 |
3 |
|
Cal Lutheran |
105 |
3 |
|
Wentworth |
762 |
3 |
|
Trine |
30037 |
3 |
|
Bard |
962 |
3 |
|
Oglethorpe |
2713 |
3 |
|
Alfred St. |
30170 |
3 |
|
Fredonia |
242 |
3 |
|
Rockford |
582 |
3 |
|
Whitman |
780 |
3 |
|
Cobleskill St. |
30083 |
3 |
|
Bethany Lutheran |
30038 |
3 |
|
SUNY Maritime |
478 |
3 |
|
Neb. Wesleyan |
462 |
3 |
|
St. Lawrence |
607 |
3 |
|
Cairn |
1305 |
3 |
|
Chris. Newport |
139 |
3 |
|
Lakeland |
1164 |
3 |
|
Wis.-Superior |
804 |
3 |
|
Bowdoin |
69 |
3 |
|
Amherst |
24 |
3 |
|
Worcester St. |
809 |
3 |
|
Hilbert |
8398 |
3 |
|
Houghton |
30160 |
3 |
|
Eastern |
8968 |
3 |
|
Me.-Farmington |
379 |
3 |
|
IIT |
30172 |
3 |
|
Centre |
132 |
3 |
|
Capital |
117 |
3 |
|
SUNY New Paltz |
475 |
3 |
|
Hampden-Sydney |
269 |
3 |
|
Beloit |
53 |
3 |
|
MIT |
398 |
3 |
|
Southern Va. |
30164 |
3 |
|
Salem St. |
621 |
3 |
|
Lesley |
24317 |
3 |
|
Bluffton |
987 |
3 |
|
FDU-Florham |
221 |
3 |
|
Eastern Nazarene |
1064 |
3 |
|
Neumann |
1254 |
3 |
|
WPI |
808 |
3 |
|
Dean |
30219 |
3 |
|
Rosemont |
15882 |
3 |
|
Pitt.-Bradford |
1315 |
3 |
|
Marian (NACC) |
1196 |
3 |
|
Simpson |
641 |
3 |
|
Marywood |
397 |
3 |
|
Piedmont |
21830 |
3 |
|
UMass Dartmouth |
656 |
3 |
|
Williams |
789 |
3 |
|
Juniata |
325 |
3 |
|
Averett |
44 |
3 |
|
Linfield |
1179 |
3 |
|
Ramapo |
564 |
3 |
|
RIT |
580 |
3 |
|
Elmira |
213 |
3 |
|
Concordia Chicago |
160 |
3 |
|
Bates |
50 |
3 |
|
St. Thomas (SCAC) |
2810 |
3 |
|
Cazenovia |
23624 |
3 |
|
Ohio Wesleyan |
520 |
3 |
|
Minn.-Morris |
1226 |
3 |
|
Mt. St. Mary (Skyline) |
1468 |
3 |
|
Valley Forge |
30166 |
3 |
|
Plymouth St. |
548 |
3 |
|
Bob Jones |
30232 |
3 |
|
CWRU |
122 |
3 |
|
Baruch |
58 |
3 |
|
Augsburg |
38 |
3 |
|
Southern Me. |
662 |
3 |
|
Ferrum |
225 |
3 |
|
Heidelberg |
278 |
3 |
|
Wis. Lutheran |
8911 |
3 |
|
St. Scholastica |
618 |
3 |
|
Mary Baldwin |
389 |
3 |
|
Elms |
532 |
3 |
|
CCNY |
480 |
3 |
|
Fitchburg St. |
227 |
3 |
|
Rutgers-Camden |
588 |
3 |
|
Dickinson |
185 |
3 |
|
Framingham St. |
238 |
3 |
|
Wis.-Eau Claire |
793 |
3 |
|
Gordon |
1099 |
3 |
|
La Roche |
1163 |
3 |
|
Chatham |
10972 |
3 |
|
Stevenson |
21852 |
3 |
|
Blackburn |
64 |
3 |
|
Belhaven |
30197 |
3 |
|
Alma |
21 |
3 |
|
MCLA |
486 |
3 |
|
Colby-Sawyer |
152 |
3 |
|
Susquehanna |
685 |
3 |
|
Greenville |
1111 |
3 |
|
Lasell |
8486 |
3 |
|
Manchester |
1192 |
3 |
|
Coast Guard |
722 |
3 |
|
Cornell College |
166 |
3 |
|
North Central (UMAC) |
30039 |
3 |
|
Carroll (CCIW) |
120 |
3 |
|
SUNY Oneonta |
526 |
3 |
|
Saint Mary’s (MIAC) |
612 |
3 |
|
Ursinus |
730 |
3 |
|
Clark (NEWC) |
145 |
3 |
|
Purchase |
30029 |
3 |
|
Albertus Magnus |
2798 |
3 |
|
SUNY Poly |
9500 |
3 |
|
Russell Sage |
11036 |
3 |
|
SUNY Canton |
30165 |
3 |
|
Northland |
1267 |
3 |
|
Concordia (ASC) |
24400 |
3 |
|
Occidental |
516 |
3 |
|
Bethany (PAC) |
59 |
3 |
|
Waynesburg |
1434 |
3 |
|
Me.-Presque Isle |
30040 |
3 |
|
George Fox |
1094 |
3 |
|
St. Olaf |
615 |
3 |
|
Whittier |
781 |
3 |
|
Drew |
190 |
3 |
|
NVU-Lyndon |
30065 |
3 |
|
Defiance |
1050 |
3 |
|
Hiram |
281 |
3 |
|
Hamline |
268 |
3 |
|
Caltech |
89 |
3 |
|
Dallas |
1044 |
3 |
|
Western Conn. St. |
770 |
3 |
|
Knox |
337 |
3 |
|
MUW |
431 |
3 |
|
Hood |
8404 |
3 |
|
Martin Luther |
8597 |
3 |
|
Sewanee |
652 |
3 |
|
Wells |
761 |
3 |
|
LeTourneau |
8490 |
3 |
|
Albion |
15 |
3 |
|
Castleton |
123 |
3 |
|
Berea |
30171 |
3 |
|
Whitworth |
1454 |
3 |
|
Clarks Summit |
958 |
3 |
|
Curry |
170 |
3 |
|
John Jay |
321 |
3 |
|
Medaille |
23725 |
3 |
|
Coe |
150 |
3 |
|
Maranatha Baptist |
1194 |
3 |
|
Yeshiva |
814 |
3 |
|
Keene St. |
330 |
3 |
|
Rivier |
18422 |
3 |
|
Finlandia |
30032 |
3 |
|
Principia |
555 |
3 |
|
Albright |
16 |
3 |