Monday, September 25, 2017

2017 RPI Ranks 9.25.2017

Here are teams' ARPI ranks based on games played through Sunday, September 24.  They're the same as the ranks the NCAA published today.  Last week, the NCAA had two errors in its RPI data base, but it corrected those errors this week.

For some reason, the NCAA has not yet, this year, published its actual ratings as distinguished from the rankings based on the ratings.  In recent years, it's published the actual ratings and other information about the teams' seasons at the RPI Archive.  Hopefully, the absence of these publications so far this year does not represent a change in the NCAA's policy and they will start publishing this information soon.

Starting with this week's report, I'm indicating teams whose ranks are within the range, at this stage of the season, for possible #1, #2, #3, and #4 seeds in the NCAA Tournament.  Using #1 seeds as an example, the teams within this range are those currently ranked #1 through #28.  What this means is that over the last 10 years, the most poorly ranked team at this stage of the season to end up with a #1 seed was ranked #28.

I'm also indicating teams whose ranks make them potential "bubble" teams for at large selections.  Teams ranked better than the "good" end of the bubble at this stage of the season (the teams ranked #10 or better), over the last 10 years, always have gotten at large selections.  Teams ranked poorer than the "bad" end of the bubble at this stage of the season (the teams ranked #149 or poorer), over the last 10 years, never have gotten at large selections.

I'll update these ranges over the coming weeks.  They'll get smaller week by week.

RPI Report 9.25.2017

2017 Simulated RPI Ranks 9.25.2017

Here are my system's simulated ARPI ranks for teams, based on teams' actual results for games through Sunday, September 24, and simulated results of future games.  The simulated results are based on teams' actual ARPI ratings derived from the actual results through September 24.

Team ARPI Rank Conference
SouthCarolinaU 1 SEC
Stanford 2 PacTwelve
NorthCarolinaU 3 ACC
TexasU 4 BigTwelve
Rutgers 5 BigTen
UCF 6 American
UCLA 7 PacTwelve
WestVirginiaU 8 BigTwelve
Duke 9 ACC
LSU 10 SEC
Princeton 11 Ivy
FloridaU 12 SEC
PennState 13 BigTen
NotreDame 14 ACC
Georgetown 15 BigEast
CaliforniaU 16 PacTwelve
Rice 17 ConferenceUSA
Cincinnati 18 American
MurrayState 19 OhioValley
WashingtonU 20 PacTwelve
MississippiU 21 SEC
TennesseeU 22 SEC
SantaClara 23 WestCoast
WisconsinU 24 BigTen
TexasA&M 25 SEC
Drexel 26 Colonial
MichiganU 27 BigTen
FloridaGulfCoast 28 AtlanticSun
AlabamaU 29 SEC
Memphis 30 American
Baylor 31 BigTwelve
Pepperdine 32 WestCoast
Purdue 33 BigTen
VirginiaU 34 ACC
LongBeachState 35 BigWest
Monmouth 36 MetroAtlantic
LoyolaMarymount 37 WestCoast
WakeForest 38 ACC
FloridaState 39 ACC
UtahU 40 PacTwelve
Butler 41 BigEast
SanJoseState 42 MountainWest
Northeastern 43 Colonial
Clemson 44 ACC
Auburn 45 SEC
Marquette 46 BigEast
NewHampshireU 47 AmericaEast
UNI 48 MissouriValley
SouthFlorida 49 American
KentState 50 MidAmerican
NCState 51 ACC
OhioState 52 BigTen
UAB 53 ConferenceUSA
MontanaU 54 BigSky
NorthwesternU 55 BigTen
Hofstra 56 Colonial
ArizonaU 57 PacTwelve
Milwaukee 58 Horizon
StLouis 59 AtlanticTen
Bryant 60 Northeast
NewMexicoU 61 MountainWest
MississippiState 62 SEC
Lamar 63 Southland
AustinPeay 64 OhioValley
UCIrvine 65 BigWest
LaSalle 66 AtlanticTen
Navy 67 Patriot
UALR 68 SunBelt
StJosephs 69 AtlanticTen
SouthAlabama 70 SunBelt
NorthFlorida 71 AtlanticSun
UtahState 72 MountainWest
Belmont 73 OhioValley
WashingtonState 74 PacTwelve
Gonzaga 75 WestCoast
BostonCollege 76 ACC
Furman 77 Southern
Yale 78 Ivy
Brown 79 Ivy
TexasTech 80 BigTwelve
UNLV 81 MountainWest
Charlotte 82 ConferenceUSA
Stetson 83 AtlanticSun
NorthernIllinois 84 MidAmerican
ColoradoU 85 PacTwelve
Vanderbilt 86 SEC
SMU 87 American
Providence 88 BigEast
Radford 89 BigSouth
IndianaU 90 BigTen
LouisianaTech 91 ConferenceUSA
Colgate 92 Patriot
TCU 93 BigTwelve
Binghamton 94 AmericaEast
MarylandU 95 BigTen
LoyolaChicago 96 MissouriValley
Quinnipiac 97 MetroAtlantic
LouisianaLafayette 98 SunBelt
MinnesotaU 99 BigTen
Harvard 100 Ivy
VirginiaTech 101 ACC
NorthTexas 102 ConferenceUSA
Villanova 103 BigEast
Liberty 104 BigSouth
SouthernCalifornia 105 PacTwelve
UCSantaBarbara 106 BigWest
SacramentoState 107 BigSky
CalStateFullerton 108 BigWest
VCU 109 AtlanticTen
TennesseeTech 110 OhioValley
Houston 111 American
NebraskaU 112 BigTen
OklahomaState 113 BigTwelve
McNeeseState 114 Southland
DelawareU 115 Colonial
BostonU 116 Patriot
BYU 117 WestCoast
Samford 118 Southern
NorthernKentucky 119 Horizon
Dayton 120 AtlanticTen
KansasU 121 BigTwelve
KentuckyU 122 SEC
ArkansasState 123 SunBelt
Valparaiso 124 MissouriValley
JamesMadison 125 Colonial
OregonU 126 PacTwelve
CentralConnecticut 127 Northeast
GeorgiaU 128 SEC
Xavier 129 BigEast
EastCarolina 130 American
Seattle 131 WAC
ArkansasU 132 SEC
HighPoint 133 BigSouth
EasternWashington 134 BigSky
Louisville 135 ACC
IUPUI 136 Horizon
Dartmouth 137 Ivy
WesternMichigan 138 MidAmerican
StephenFAustin 139 Southland
NorthernColorado 140 BigSky
UNCGreensboro 141 Southern
Pittsburgh 142 ACC
CollegeofCharleston 143 Colonial
IndianaState 144 MissouriValley
ClevelandState 145 Horizon
Syracuse 146 ACC
Columbia 147 Ivy
GeorgeWashington 148 AtlanticTen
SouthDakotaState 149 Summit
UNCWilmington 150 Colonial
OhioU 151 MidAmerican
KennesawState 152 AtlanticSun
OldDominion 153 ConferenceUSA
Drake 154 MissouriValley
WesternKentucky 155 ConferenceUSA
CalStateNorthridge 156 BigWest
TexasRGV 157 WAC
SanFrancisco 158 WestCoast
FloridaAtlantic 159 ConferenceUSA
CentralArkansas 160 Southland
Marist 161 MetroAtlantic
ArizonaState 162 PacTwelve
NewMexicoState 163 WAC
VermontU 164 AmericaEast
Niagara 165 MetroAtlantic
MichiganState 166 BigTen
Elon 167 Colonial
RhodeIslandU 168 AtlanticTen
Lehigh 169 Patriot
FresnoState 170 MountainWest
Lipscomb 171 AtlanticSun
AirForce 172 MountainWest
Duquesne 173 AtlanticTen
MississippiValley 174 Southwestern
IowaU 175 BigTen
MaineU 176 AmericaEast
CentralMichigan 177 MidAmerican
TexasState 178 SunBelt
CalPoly 179 BigWest
MiamiFL 180 ACC
ConnecticutU 181 American
StJohns 182 BigEast
NorthernArizona 183 BigSky
TexasCorpusChristi 184 Southland
Bucknell 185 Patriot
AlabamaState 186 Southwestern
DePaul 187 BigEast
IllinoisState 188 MissouriValley
EasternKentucky 189 OhioValley
WrightState 190 Horizon
Mercer 191 Southern
SIUEdwardsville 192 OhioValley
SanDiegoState 193 MountainWest
SamHoustonState 194 Southland
Troy 195 SunBelt
Toledo 196 MidAmerican
PortlandU 197 WestCoast
BoiseState 198 MountainWest
NorthwesternState 199 Southland
WyomingU 200 MountainWest
PennsylvaniaU 201 Ivy
EasternIllinois 202 OhioValley
CoastalCarolina 203 SunBelt
StFrancis 204 Northeast
CharlestonSouthern 205 BigSouth
MissouriU 206 SEC
IdahoU 207 BigSky
GeorgiaSouthern 208 SunBelt
GeorgeMason 209 AtlanticTen
StonyBrook 210 AmericaEast
KansasState 211 BigTwelve
William&Mary 212 Colonial
UNCAsheville 213 BigSouth
AlcornState 214 Southwestern
SanDiegoU 215 WestCoast
SoutheastMissouriState 216 OhioValley
WesternCarolina 217 Southern
Manhattan 218 MetroAtlantic
BallState 219 MidAmerican
Denver 220 Summit
SouthernMississippi 221 ConferenceUSA
SacredHeart 222 Northeast
ColoradoState 223 MountainWest
IowaState 224 BigTwelve
UMassLowell 225 AmericaEast
UTSA 226 ConferenceUSA
Tulsa 227 American
MissouriState 228 MissouriValley
MassachusettsU 229 AtlanticTen
OregonState 230 PacTwelve
Fairfield 231 MetroAtlantic
HawaiiU 232 BigWest
Cornell 233 Ivy
EastTennesseeState 234 Southern
BowlingGreen 235 MidAmerican
NorthDakotaU 236 BigSky
OklahomaU 237 BigTwelve
Fordham 238 AtlanticTen
FairleighDickinson 239 Northeast
HoustonBaptist 240 Southland
MiddleTennessee 241 ConferenceUSA
Buffalo 242 MidAmerican
Pacific 243 WestCoast
Lafayette 244 Patriot
UNOmaha 245 Summit
NJIT 246 AtlanticSun
UTEP 247 ConferenceUSA
JacksonvilleState 248 OhioValley
Siena 249 MetroAtlantic
StMarys 250 WestCoast
Temple 251 American
ColoradoCollege 252 MountainWest
Chattanooga 253 Southern
Canisius 254 MetroAtlantic
Winthrop 255 BigSouth
CalStateBakersfield 256 WAC
HolyCross 257 Patriot
Citadel 258 Southern
Hartford 259 AmericaEast
Towson 260 Colonial
IllinoisU 261 BigTen
Longwood 262 BigSouth
EasternMichigan 263 MidAmerican
LongIsland 264 Northeast
Grambling 265 Southwestern
Marshall 266 ConferenceUSA
GrandCanyon 267 WAC
Detroit 268 Horizon
Creighton 269 BigEast
UCRiverside 270 BigWest
TennesseeMartin 271 OhioValley
SouthDakotaU 272 Summit
IdahoState 273 BigSky
UtahValley 274 WAC
Army 275 Patriot
AppalachianState 276 SunBelt
NichollsState 277 Southland
GeorgiaState 278 SunBelt
Howard 279 Southwestern
USCUpstate 280 AtlanticSun
IncarnateWord 281 Southland
Presbyterian 282 BigSouth
SetonHall 283 BigEast
StBonaventure 284 AtlanticTen
Akron 285 MidAmerican
Campbell 286 BigSouth
UCDavis 287 BigWest
IllinoisChicago 288 Horizon
Richmond 289 AtlanticTen
JacksonvilleU 290 AtlanticSun
Morehead 291 OhioValley
UMKC 292 WAC
OralRoberts 293 Summit
AbileneChristian 294 Southland
Evansville 295 MissouriValley
TexasSouthern 296 Southwestern
FIU 297 ConferenceUSA
Albany 298 AmericaEast
YoungstownState 299 Horizon
Davidson 300 AtlanticTen
Rider 301 MetroAtlantic
WeberState 302 BigSky
Wofford 303 Southern
Wagner 304 Northeast
LouisianaMonroe 305 SunBelt
RobertMorris 306 Northeast
UMBC 307 AmericaEast
SELouisiana 308 Southland
ArkansasPineBluff 309 Southwestern
SouthernUtah 310 BigSky
American 311 Patriot
PrairieViewA&M 312 Southwestern
GardnerWebb 313 BigSouth
NevadaU 314 MountainWest
WesternIllinois 315 Summit
Iona 316 MetroAtlantic
Oakland 317 Horizon
GreenBay 318 Horizon
LoyolaMD 319 Patriot
PortlandState 320 BigSky
NorthDakotaState 321 Summit
MountStMary 322 Northeast
VMI 323 Southern
MiamiOH 324 MidAmerican
JacksonState 325 Southwestern
SouthCarolinaState 326 Independent
IPFW 327 Summit
StPeters 328 MetroAtlantic
ChicagoState 329 WAC
DelawareState 330 Independent
SouthernU 331 Southwestern
AlabamaA&M 332 Southwestern
Hampton 333 Independent

2017 NCAA Tournament Bracket Simulation 9.25.2017

Here are my system's simulated NCAA Tournament seeds, automatic qualifiers, and at large selections, based on (1) the actual results of games played through Sunday, September 24 and (2) the simulated results of future games (including simulated conference tournaments).  The simulated results of future games are based on teams' actual ARPIs derived from games played through September 24.  I've also indicated teams within the Top 60 that the simulation does not give at large selections as well as teams outside the Top 60 but that might get consideration if they were within the Top 60.  At the bottom of the table, I've indicated other potential candidates for seeds.

The NCAA Seed or Selection column's code is as follows:

1 = #1 seed
2 = #2 seed
3 = #3 seed
4 = #4 seed
5 = unseeded automatic qualifiers
6 = unseeded at large selections
7 = teams within the Top 60, not getting at large selections
8 = teams disqualified from at large selection due to records poorer than 0.500
9 = teams outside the Top 60 that might get consideration for at large selections if within the Top 60

NCAA Seed or Selection Automatic Qualifier ARPI Rank for Formation Team for Formation
1 AQ 1 SouthCarolinaU
1 AQ 2 Stanford
1 AQ 3 NorthCarolinaU
1 AQ 5 Rutgers
2 AQ 4 TexasU
2 AQ 6 UCF
2 0 7 UCLA
2 0 9 Duke
3 0 8 WestVirginiaU
3 0 10 LSU
3 0 12 FloridaU
3 0 13 PennState
4 AQ 11 Princeton
4 AQ 15 Georgetown
4 0 16 CaliforniaU
4 0 18 Cincinnati
5 AQ 17 Rice
5 AQ 19 MurrayState
5 AQ 23 SantaClara
5 AQ 26 Drexel
5 AQ 28 FloridaGulfCoast
5 AQ 35 LongBeachState
5 AQ 36 Monmouth
5 AQ 42 SanJoseState
5 AQ 47 NewHampshireU
5 AQ 48 UNI
5 AQ 50 KentState
5 AQ 54 MontanaU
5 AQ 58 Milwaukee
5 AQ 59 StLouis
5 AQ 60 Bryant
5 AQ 63 Lamar
5 AQ 67 Navy
5 AQ 68 UALR
5 AQ 77 Furman
5 AQ 89 Radford
5 AQ 131 Seattle
5 AQ 149 SouthDakotaState
5 AQ 186 AlabamaState
6 0 14 NotreDame
6 0 20 WashingtonU
6 0 21 MississippiU
6 0 22 TennesseeU
6 0 24 WisconsinU
6 0 25 TexasA&M
6 0 27 MichiganU
6 0 29 AlabamaU
6 0 30 Memphis
6 0 31 Baylor
6 0 32 Pepperdine
6 0 33 Purdue
6 0 34 VirginiaU
6 0 37 LoyolaMarymount
6 0 38 WakeForest
6 0 39 FloridaState
6 0 40 UtahU
6 0 41 Butler
6 0 43 Northeastern
6 0 44 Clemson
6 0 45 Auburn
6 0 49 SouthFlorida
6 0 51 NCState
6 0 52 OhioState
6 0 55 NorthwesternU
7 0 46 Marquette
7 0 53 UAB
7 0 56 Hofstra
7 0 57 ArizonaU
9 0 61 NewMexicoU
9 0 62 MississippiState
9 0 64 AustinPeay
9 0 65 UCIrvine
9 0 74 WashingtonState
9 0 75 Gonzaga
9 0 79 Brown
9 0 80 TexasTech

Other potential seeds:

#1:  Texas, UCF, UCLA, Duke
#2:  LSU, Florida, Penn State, West Virginia
#3:  Princeton, Cincinnati, California, Notre Dame, Texas A&M, Washington
#4:  Wake Forest, Notre Dame, Texas A&M, Washington, Wisconsin, Tennessee, Virginia, Pepperdine, Santa Clara

Wednesday, September 20, 2017

Good Data Sources

For those with a high interest in Division I women's soccer, there are some very good data sources.  Here are the ones that are the most valuable:

NCAA Division I Women's Soccer Schedules (presented by All White Kit).  This is a great source and provides instantaneous ratings as new game results are entered into their system.  And, if you navigate around through the system, it has a whole lot more great information.  I've prepared a Manual that describes a lot of the different things the system can do, which are far more than initially appear on the surface.  (The Manual title refers to the system as the NC-Soccer system, which is the original system that Chris Henderson at AWK inherited, but the Manual applies equally to the AWK system.)

NCAA Statistics.  This part of the NCAA's official data collection system.  The linked page (Available Teams) is a list of the teams with Division I women's soccer.  If you click on the Scoreboard tab (next to the Available Teams tab), you will go to the daily scoreboard, from which you can navigate to earlier or future dates.  On the Available Teams page, if you click on a team's name, you will go to a team page with the team's schedule, including results to date, and statistics.  On the team page, if you click on a game score, you will go to the official box score for the game.  If you navigate around using the different links next to Schedule/Results, you can find all sorts of team-related data.

NCAA RPI Archive.  Here, as the season progresses, the NCAA posts various detailed reports that underlie the RPI Rankings it posts weekly on the Division I Women's Soccer page at the NCAA.com website.  You start by using the Query function on the linked page to ask the system for the Soccer, Women's, Current reports and then designate the reports you want to see.  The reports I typically use are Nitty Gritty (data summary for each team), Team Sheets (an individual page for each team with lots of detailed information to be used by the Women's Soccer Committee in making NCAA Tournament seeding and at large selection decisions), and Team Rankings (all games) (with detailed RPI information for each team).  So far this year, the NCAA statistics staff has not published any reports in the Archive, but hopefully they'll start posting them soon.

Monday, September 18, 2017

2017 RPI Ranks 9.18.2017

This is my first actual RPI report for the year.  It has the bare essentials.  If you want a more report with a lot more detail including conference and regional playing pool average ratings, you can go to the RPI for Division I Women's Soccer website and download them from the RPI: This Year's Reports page.  They're in an Excel workbook that's an attachment at the bottom of the page, 2017 ARPI Report 9.18.2017.

For those really interested in the RPI and how it works, it's important to start out knowing that the Women's Soccer Committee really only should be using the RPI at the end of the season immediately before the NCAA Tournament.  The Committee uses it earlier, as it has its bi-weekly meetings, but hopefully the Committee members know that the RPI at the time of those meetings has significant limitations.

Here's a way to think about the RPI at the current stage of the season.  Let's say a team I'm interested in has played 8 games so far and that each of its opponents has played 8 games.  In terms of effective weight in determining a team's rating, the team's winning percentage and their opponents' average winning percentage account for about 90% of the team's rating.  Thus the competition among 64 teams (our team's opponents' opponents) plus 8 teams (our team's opponents) plus 1 team (our team) account for about 90% of our team's ratings.  Those 73 teams are about 25% of all the Division I teams.  So, about 25% of all teams play a significant role in our team's rating and about 75% of all teams don't.  Each team has its own group that contribute to its rating,but essentially there are a bunch of different playing pools and a team's rating reflects only where it fits within its pool.  But, the ratings all are put together as though a team from one pool has a rating that fits properly in relation to the rating of a team from another pool.  This really isn't true, as the pools aren't equal.

As the season shifts from the non-conference competition to the conference competition, the in-conference competition over the weeks does a better and better job of producing ratings of the conference teams that reflect where they really stand in relation to each other.  This feeds back into the system and, to some extent, gets the non-conference pools of teams in a more correct relation to each other.  Does it get them into a truly correct relation to each other?  No.  It would take in the vicinity of a 28 to 30 game season to overcome the unbalanced nature of the non-conference playing pools, whereas the average team plays about 19 games.

If the season were turned around and the conference season preceded the non-conference season, you might see this better.  At the end of the conference season, each conference's teams' ratings would be essentially the same as each other conference teams' ratings.  The non-conference season then would put the different conferences' teams in a more correct relation to each other.  Again, however, there wouldn't be enough games to do get the teams into a truly correct relation to each other.  And in fact, I have run statistical analyses that prove this:  stronger conferences' teams' ratings are not high enough to match with actual game results and weaker conferences' teams' ratings are not low enough.

So, what you're seeing in this week's RPI report, with the conference season just having begun, is the very early stage of corrections to the ratings from the non-conference season.

With that little lecture, here are the ARPI ranks generated from games played through Sunday, September 17:

Team Conference ARPI Rank 2015 BPs NC
SouthCarolinaU SEC 1
Stanford PacTwelve 2
TexasU BigTwelve 3
UCF American 4
NorthCarolinaU ACC 5
Duke ACC 6
Rutgers BigTen 7
Princeton Ivy 8
FloridaU SEC 9
WestVirginiaU BigTwelve 10
TennesseeU SEC 11
Wisconsin BigTen 12
NCState ACC 13
WakeForest ACC 14
LSU SEC 15
WashingtonU PacTwelve 16
Clemson ACC 17
VirginiaU ACC 18
UCLA PacTwelve 19
Cincinnati American 20
NotreDame ACC 21
Purdue BigTen 22
LoyolaMarymount WestCoast 23
StLouis AtlanticTen 24
Penn State BigTen 25
Marquette BigEast 26
Michigan BigTen 27
Pepperdine WestCoast 28
Rice ConferenceUSA 29
MississippiU SEC 30
VirginiaTech ACC 31
Georgetown BigEast 32
Memphis American 33
CaliforniaU PacTwelve 34
KansasU BigTwelve 35
AlabamaU SEC 36
Butler BigEast 37
SMU American 38
UtahU PacTwelve 39
Baylor BigTwelve 40
TexasA&M SEC 41
IndianaU BigTen 42
SantaClara WestCoast 43
WashingtonState PacTwelve 44
Vanderbilt SEC 45
FloridaGulfCoast AtlanticSun 46
MississippiState SEC 47
OhioState BigTen 48
FloridaState ACC 49
LongBeachState BigWest 50
Maryland BigTen 51
MontanaU BigSky 52
NorthwesternU BigTen 53
ColoradoU PacTwelve 54
BostonCollege ACC 55
MurrayState OhioValley 56
MinnesotaU BigTen 57
Oregon PacTwelve 58
CalStateNorthridge BigWest 59
SouthFlorida American 60
EastCarolina American 61
Auburn SEC 62
Monmouth MetroAtlantic 63
NebraskaU BigTen 64
SouthernCalifornia PacTwelve 65
CollegeofCharleston Colonial 66
Drexel Colonial 67
CalStateFullerton BigWest 68
Syracuse ACC 69
Milwaukee Horizon 70
Navy Patriot 71
Gonzaga WestCoast 72
ArizonaU PacTwelve 73
Northeastern Colonial 74
Providence BigEast 75
BYU WestCoast 76
Harvard Ivy 77
StJosephs AtlanticTen 78
GeorgiaU SEC 79
OklahomaState BigTwelve 80
UNLV MountainWest 81
UCIrvine BigWest 82
Charlotte ConferenceUSA 83
NorthFlorida AtlanticSun 84
KentuckyU SEC 85
MichiganState BigTen 86
Colgate Patriot 87
CoastalCarolina SunBelt 88
Yale Ivy 89
Villanova BigEast 90
NewHampshireU AmericaEast 91
You AtlanticTen 92
Louisville ACC 93
SacramentoState BigSky 94
UCSantaBarbara BigWest 95
Houston American 96
SanFrancisco WestCoast 97
Belmont OhioValley 98
ArkansasU SEC 99
UtahState MountainWest 100
TCU BigTwelve 101
NewMexicoU MountainWest 102
UNCWilmington Colonial 103
Pittsburgh ACC 104
Bryant Northeast 105
GeorgiaSouthern SunBelt 106
FresnoState MountainWest 107
IowaU BigTen 108
LoyolaChicago MissouriValley 109
UAB ConferenceUSA 110
William&Mary Colonial 111
NorthernColorado BigSky 112
TexasTech BigTwelve 113
Hofstra Colonial 114
Elon Colonial 115
Brown Ivy 116
Lehigh Patriot 117
Connecticut American 118
Kent State MidAmerican 119
DelawareU Colonial 120
Old Domain ConferenceUSA 121
MiamiFL ACC 122
GeorgeWashington AtlanticTen 123
UALR SunBelt 124
DePaul BigEast 125
StJohns BigEast 126
Lamar Southland 127
AustinPeay OhioValley 128
JamesMadison Colonial 129
Radford BigSouth 130
RhodeIslandU AtlanticTen 131
UNI MissouriValley 132
Furman Southern 133
ArizonaState PacTwelve 134
MissouriU SEC 135
TexasRGV WAC 136
WesternMichigan MidAmerican 137
IndianaState MissouriValley 138
SouthAlabama SunBelt 139
CentralMichigan MidAmerican 140
NorthTexas ConferenceUSA 141
CalPoly BigWest 142
ArkansasState SunBelt 143
Xavier BigEast 144
LaSalle AtlanticTen 145
Dartmouth Ivy 146
IUPUI Horizon 147
KennesawState AtlanticSun 148
Drake MissouriValley 149
Liberty BigSouth 150
Binghamton AmericaEast 151
Boston Patriot 152
Seattle WAC 153
UNCGreensboro Southern 154
Dayton AtlanticTen 155
LouisianaTech ConferenceUSA 156
SanJoseState MountainWest 157
NorthernIllinois MidAmerican 158
Valparaiso MissouriValley 159
WesternKentucky ConferenceUSA 160
PortlandU WestCoast 161
ColoradoCollege MountainWest 162
LouisianaLafayette SunBelt 163
StephenFAustin Southland 164
Stetson AtlanticSun 165
TennesseeTech OhioValley 166
IllinoisState MissouriValley 167
CentralConnecticut Northeast 168
Quinnipiac MetroAtlantic 169
GeorgeMason AtlanticTen 170
SouthDakotaState Summit 171
SIUEdwardsville OhioValley 172
Wyoming MountainWest 173
UNCAsheville BigSouth 174
KansasState BigTwelve 175
Fairfield MetroAtlantic 176
SanDiegoState MountainWest 177
IowaState BigTwelve 178
NewMexicoState WAC 179
Towson Colonial 180
Bucknell Patriot 181
BowlingGreen MidAmerican 182
WrightState Horizon 183
Samford Southern 184
MiddleTennessee ConferenceUSA 185
ClevelandState Horizon 186
IdahoU BigSky 187
OregonState PacTwelve 188
EasternWashington BigSky 189
NorthernKentucky Horizon 190
OklahomaU BigTwelve 191
NorthernArizona BigSky 192
Toledo MidAmerican 193
Cornell Ivy 194
HighPoint BigSouth 195
WesternCarolina Southern 196
StFrancis Northeast 197
MassachusettsU AtlanticTen 198
SoutheastMissouriState OhioValley 199
Columbia Ivy 200
BoiseState MountainWest 201
Lipscomb AtlanticSun 202
ColoradoState MountainWest 203
TexasCorpusChristi Southland 204
Troy SunBelt 205
HawaiiU BigWest 206
Duquesne AtlanticTen 207
Pacific WestCoast 208
UMassLowell AmericaEast 209
FloridaAtlantic ConferenceUSA 210
AirForce MountainWest 211
CalStateBakersfield WAC 212
UTSA ConferenceUSA 213
EasternIllinois OhioValley 214
Longwood BigSouth 215
Tulsa American 216
EasternKentucky OhioValley 217
Richmond AtlanticTen 218
SanDiegoU WestCoast 219
StonyBrook AmericaEast 220
VermontU AmericaEast 221
StMarys WestCoast 222
Mercer Southern 223
TexasState SunBelt 224
MissouriState MissouriValley 225
IllinoisU BigTen 226
Niagara MetroAtlantic 227
UNOmaha Summit 228
SouthernMississippi ConferenceUSA 229
McNeeseState Southland 230
SamHoustonState Southland 231
Denver Summit 232
MississippiValley Southwestern 233
CharlestonSouthern BigSouth 234
EastTennesseeState Southern 235
UCDavis BigWest 236
Lafayette Patriot 237
Temple American 238
Davidson AtlanticTen 239
OhioU MidAmerican 240
EasternMichigan MidAmerican 241
Creighton BigEast 242
UTEP ConferenceUSA 243
Winthrop BigSouth 244
AlcornState Southwestern 245
NJIT AtlanticSun 246
SacredHeart Northeast 247
Siena MetroAtlantic 248
JacksonvilleState OhioValley 249
utahvalley WAC 250
Army Patriot 251
IncarnateWord Southland 252
Buffalo MidAmerican 253
MaineU AmericaEast 254
SouthDakotaU Summit 255
Presbyterian BigSouth 256
FIU ConferenceUSA 257
Manhattan MetroAtlantic 258
BallState MidAmerican 259
CentralArkansas Southland 260
Chattanooga Southern 261
Canisius MetroAtlantic 262
USCUpstate AtlanticSun 263
Wofford Southern 264
Detroit Horizon 265
Akron MidAmerican 266
PennsylvaniaU Ivy 267
TennesseeMartin OhioValley 268
Marist MetroAtlantic 269
Citadel Southern 270
TexasSouthern Southwestern 271
MKC WAC 272
Marshall ConferenceUSA 273
SouthernUtah BigSky 274
NorthDakotaU BigSky 275
FairleighDickinson Northeast 276
UCRiverside BigWest 277
GrandCanyon WAC 278
Campbell BigSouth 279
MountStMary Northeast 280
HolyCross Patriot 281
JacksonvilleU AtlanticSun 282
NorthwesternState Southland 283
Fordham AtlanticTen 284
Evansville MissouriValley 285
AbileneChristian Southland 286
LongIsland Northeast 287
GeorgiaState SunBelt 288
OralRoberts Summit 289
AlabamaState Southwestern 290
Albany AmericaEast 291
Morehead OhioValley 292
GardnerWebb BigSouth 293
AppalachianState SunBelt 294
Weber State BigSky 295
IdahoState BigSky 296
RobertMorris Northeast 297
American Patriot 298
UMBC AmericaEast 299
Howard Southwestern 300
Wagner Northeast 301
LoyolaMD Patriot 302
YoungstownState Horizon 303
StBonaventure AtlanticTen 304
Grambling Southwestern 305
NorthDakotaState Summit 306
Oakland Horizon 307
MiamiOH MidAmerican 308
Hartford AmericaEast 309
SetonHall BigEast 310
HoustonBaptist Southland 311
IllinoisChicago Horizon 312
VMI Southern 313
PrairieViewA&M Southwestern 314
WesternIllinois Summit 315
Iona MetroAtlantic 316
PortlandState BigSky 317
ArkansasPineBluff Southwestern 318
LouisianaMonroe SunBelt 319
Rider MetroAtlantic 320
NichollsState Southland 321
GreenBay Horizon 322
IPFW Summit 323
NevadaU MountainWest 324
DelawareState Independent 325
StPeters MetroAtlantic 326
SouthCarolinaState Independent 327
SELouisiana Southland 328
SouthernU Southwestern 329
JacksonState Southwestern 330
AlabamaA&M Southwestern 331
Hampton Independent 332
ChicagoState WAC 333