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