Monday, October 30, 2017

2017 RPI Ranks 10.30.2017

Below are teams' current Adjusted RPI ranks, based on games played through Sunday, October 29.  Starting with ranks in the 90s and on to poorer ranks, there are some differences from the NCAA's ranks published the morning of October 30.  These differences are due to the NCAA's RPI data base not including the October 28 Atlantic Ten Conference Tournament game @ Duquesne 1 v George Washington 0.  Whether it was the teams or the conference that took on responsibility to enter the result of that game, they weren't successful so the NCAA didn't have the result.  The NCAA staff is aware of this problem and I'm confident they will fix it.  In the meantime, my numbers should be exactly correct.

The table includes the historic seed candidate ranges and at large "bubble" group as of this stage of the season.

RPI Report 10.30.2017

2017 Simulated RPI Ranks 10.30.2017

Here are my simulated final ARPI rankings based on actual games played through Sunday, October 29 and the simulated results of all remaining games including conference tournament games.  Since all the conference tournament brackets now are official, I no longer use simulated tournament brackets, but rather provide simulated conference tournament results only for tournament games not yet played.

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

2017 NCAA Tournament Bracket Simulation 10.30.2017

Below are my simulation's current NCAA Tournament bracket decisions, derived from the actual results of games played through Sunday, October 29, 2017 including conference tournament games, the official conference tournament brackets, and the simulated results of all games not yet played including future conference tournament games.

On reviewing the simulation, I see a definite question the Women's Soccer Committee will have to deal with this year.  The question comes up because there are teams that meet several standards for which teams that have met those standards over the last 10 years always have gotten at large selections.  These standards involve very good Non-Conference RPI ratings and ranks.  On the other hand, the teams are from the top conferences and have conference finishing positions for which teams over the last 10 years never have gotten at large selections.  These are profiles the Committee has not seen over the last 10 years, and the Committee is going to have to decide how to deal with them.

In the table below, I've arranged the teams in order of the simulated decisions and, within the group getting at large selections and within the group not getting at large selections, in the order in which they seem to rank for at large selection purposes.  Thus the last teams on the list that the simulation gives selections to are the weakest for selection according to the simulation and the first teams the simulation does not give selections to are the strongest for selection.

I've also included in the list additional teams ranked from #63 to 80 (61 and 62 are automatic qualifiers), although history says that at this point in the season they are too poorly ranked to end up getting at large selections.

Here is the key to the NCAA Seed or Selection column:

1 = #1 seed
2 = #2 seed
3 = #3 seed
4 = #4 seed
5 = unseeded automatic qualifier
6 = unseeded at large selection
7 = top 60 team, but no at large selection
8 = top 60 team disqualified due to record under 0.500 (there aren't any)

NCAA Seed or Selection Automatic Qualifier ARPI Rank for Formation Team for Formation
1 AQ 1 SouthCarolinaU
1 0 4 Duke
1 AQ 2 Stanford
1 AQ 3 NorthCarolinaU
2 AQ 6 UCF
2 AQ 5 WestVirginiaU
2 0 7 TexasA&M
2 0 8 UCLA
3 AQ 11 PennState
3 0 15 NotreDame
3 0 12 Rutgers
3 0 14 OhioState
4 0 21 FloridaU
4 0 10 Princeton
4 0 13 TennesseeU
4 0 9 TexasU
5 AQ 16 Pepperdine
5 AQ 27 Georgetown
5 AQ 22 MurrayState
5 AQ 26 Hofstra
5 AQ 19 Rice
5 AQ 34 FloridaGulfCoast
5 AQ 35 Monmouth
5 AQ 41 Drake
5 AQ 53 Navy
5 AQ 49 LaSalle
5 AQ 56 UCIrvine
5 AQ 40 SanJoseState
5 AQ 61 SouthAlabama
5 AQ 62 Milwaukee
5 AQ 82 KentState
5 AQ 75 Lamar
5 0 67 Columbia
5 AQ 84 EasternWashington
5 AQ 130 SouthDakotaState
5 AQ 145 UMKC
5 AQ 73 Samford
5 AQ 113 Liberty
5 AQ 118 Bryant
5 AQ 157 StonyBrook
5 AQ 219 AlabamaState
6 0 23 VirginiaU
6 0 20 SouthFlorida
6 0 18 SouthernCalifornia
6 0 17 FloridaState
6 0 25 WisconsinU
6 0 29 AlabamaU
6 0 33 OklahomaState
6 0 42 WakeForest
6 0 31 NCState
6 0 32 Auburn
6 0 44 Butler
6 0 24 ArizonaU
6 0 28 CaliforniaU
6 0 30 SantaClara
6 0 43 Cincinnati
6 0 38 MississippiU
6 0 45 Vanderbilt
6 0 36 Clemson
6 0 37 NorthwesternU
6 0 39 ColoradoU
6 0 46 Memphis
6 0 51 MinnesotaU
6 0 47 TCU
7 0 59 LSU
7 0 48 MississippiState
7 0 55 ArkansasU
7 0 52 WashingtonState
7 0 50 Drexel
7 0 54 Marquette
7 0 57 VirginiaTech
7 0 58 BostonCollege
7 0 60 NorthTexas
0 63 Yale
0 64 MichiganU
0 65 StLouis
0 66 LouisianaTech
0 68 WashingtonU
0 69 Baylor
0 70 Purdue
0 71 StJosephs
0 72 Northeastern
0 74 LoyolaMarymount
0 76 TennesseeTech
0 77 TexasTech
0 78 NebraskaU
0 79 LongBeachState
0 80 Louisville

Other potential seeds:

#1:  Texas A&M, UCF, UCLA (a stretch)
#2:  Penn State, Ohio State
#3:  Texas, Tennessee, Florida, Virginia, South Florida
#4:  Virginia, South Florida, Wisconsin, Southern California, Arizona, Florida State

Monday, October 23, 2017

2017 RPI Ranks 10.23.2017

Here are my Adjusted RPI ranks based on games played through Sunday, October 22.

If you compare my ranks to the NCAA RPI ranks published the morning of October 23, you may notice some differences.  These are due to three NCAA data errors.  One of the errors was the NCAA's data not including a game that had been cancelled due to weather and later re-scheduled.  This was the teams' fault, as they deleted the cancelled game from the NCAA's schedule but did not add it back in when they re-scheduled it.  Two of the errors have to do with what the NCAA's RPI software does when two opponents, when entering their game into the NCAA's schedule, have entered it differently.  The RPI software has a problem with dual game entries, and this week one game got entered twice into the RPI calculations and the other game, which was a tie, got entered as a win/loss.  I've notified the NCAA of these problems and, if they follow their usual course, they'll check to see whether I'm right and then will make corrections.

If you use All White Kit's "real time" website, you also may notice that sometimes they and I will have two teams inverted.  This is not due to data inconsistencies or programming errors, rather it's due to statistical rounding conventions and how we rank teams when their ratings are equal to a certain number of decimal places.  Our rankings, if the ratings are carried to enough decimal places (mine are to 12 decimal places, since that's Excel's default), are identical.  When the NCAA's data is error free, my rankings have matched theirs exactly this year, so I have a pretty high degree of confidence that my rankings will match theirs once they correct their current data errors.

As in preceding weeks, the rankings table shows which teams are potential #1, 2, 3, and 4 seed candidates as of this stage of the season and also which teams are in the at large "bubble" as of this stage.  As of this week, the "poorly ranked" edge of the bubble has narrowed considerably, to #62, and is getting close to the ultimate edge of the bubble, which is #57.  These seeding and at large ranges are based on the last 10 years' experience, so they're not absolute ranges, simply what's happened over the last 10 years.

RPI Ranks 10.23.2017

2017 Simulated RPI Ranks 10.23.2017

Here are my simulated end-of-season ARPI ranks using actual game results for games played through Sunday, October 22, 2017, and simulated results for games not yet played.  The simulated results are based on opponents' actual Adjusted RPIs as of the completion of Sunday's games, adjusted based on game locations; on the actual conference tournament brackets (with simulated results) for those conferences that completed regular season play as of Sunday's games; and on simulated conference tournament brackets for the remaining conferences that play conference tournaments.

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