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Get KenPom's program ratings

Usage

kp_program_ratings()

Value

A data frame with 17 columns:

col_nametypes
rknumeric
teamcharacter
confcharacter
rtgnumeric
best_rknumeric
best_yrnumeric
worst_rknumeric
worst_yrnumeric
kp_mediannumeric
top10numeric
top25numeric
top50numeric
chnumeric
f4numeric
s16numeric
r1numeric
chgnumeric

See also

Examples

# \donttest{
  try(kp_program_ratings())
#>      rk                   team conf    rtg best_rk best_yr worst_rk worst_yr
#> 1     1                   Duke  ACC  44.92       1    2010       36     2021
#> 2     2               Kentucky  SEC  40.25       1    2015       78     2008
#> 3     3                 Kansas  B12  35.83       1    2020       27     2021
#> 4     4         North Carolina  ACC  32.37       1    2009      137     2002
#> 5     5           Michigan St.  B10  31.79       1    2000       64     2021
#> 6     6                Gonzaga  WCC  29.40       1    2022      149     1997
#> 7     7                Arizona  P12  28.52       2    2014       94     2019
#> 8     8              Villanova   BE  27.79       1    2018       91     1998
#> 9     9               Ohio St.  B10  27.50       1    2011      155     1998
#> 10   10            Connecticut   BE  26.57       1    2023      179     2018
#> 11   11                   UCLA  P12  26.46       3    2023      144     2004
#> 12   12             Louisville  ACC  26.36       1    2014      290     2023
#> 13   13                  Texas  B12  25.92       3    2006      117     1998
#> 14   14                Florida  SEC  25.38       1    2006      106     1997
#> 15   15              Tennessee  SEC  25.11       6    2023      158     1997
#> 16   16               Michigan  B10  25.10       3    2021      146     2001
#> 17   17               Virginia  ACC  24.63       1    2019      104     2009
#> 18   18               Illinois  B10  24.16       2    2005      125     2016
#> 19   19              Wisconsin  B10  23.82       2    2015       95     1998
#> 20   20                 Baylor  B12  23.76       2    2021      236     2005
#> 21   21                 Oregon  P12  23.41       9    2002      159     2009
#> 22   22                 Purdue  B10  23.38       5    2018      155     2006
#> 23   23               Maryland  B10  23.14       3    2002      134     2012
#> 24   24                Indiana  B10  22.71       3    2013      209     2009
#> 25   25               Syracuse  ACC  21.91       3    2010      118     2023
#> 26   26                Alabama  SEC  21.68       4    2023      100     2009
#> 27   27                 Xavier   BE  21.33      12    1998       81     2005
#> 28   28               Arkansas  SEC  21.14      18    2022      134     2003
#> 29   29                Memphis Amer  21.04       2    2008      161     2018
#> 30   30               Oklahoma  B12  20.89       5    2002      144     2011
#> 31   31             Cincinnati  B12  20.86       2    2002      141     2007
#> 32   32           Oklahoma St.  B12  20.57       4    2004       98     2016
#> 33   33                    USC  P12  20.45       6    2021      220     2012
#> 34   34            Florida St.  ACC  20.32      14    2019      205     2023
#> 35   35          West Virginia  B12  20.17       5    2010      192     2002
#> 36   36               Stanford  P12  19.95       2    2001      112     2019
#> 37   37             Notre Dame  ACC  19.55       9    2015      166     2023
#> 38   38               Iowa St.  B12  19.17      10    2000      171     2021
#> 39   39              Marquette   BE  19.06      10    2023      113     1999
#> 40   40              Creighton   BE  19.05      12    2023      116     2010
#> 41   41                   Iowa  B10  18.75       7    2021      174     2010
#> 42   42             Texas Tech  B12  18.60       5    2019      239     2013
#> 43   43                    LSU  SEC  18.18      11    2006      232     2011
#> 44   44               Miami FL  ACC  17.99      13    2013      138     2021
#> 45   45                 Auburn  SEC  17.91       4    1999      234     2011
#> 46   46             Pittsburgh  ACC  17.71       3    2009      227     2018
#> 47   47                    BYU  B12  17.07      10    2010      280     1997
#> 48   48             Georgetown   BE  16.93       4    2007      219     2023
#> 49   49                Clemson  ACC  16.82      11    1997      164     2000
#> 50   50             Kansas St.  B12  16.82       6    2010      161     2000
#> 51   51             N.C. State  ACC  16.72       9    2004      128     2022
#> 52   52                 Butler   BE  16.44      12    2010      145     2005
#> 53   53                Houston  B12  16.40       2    2023      230     1998
#> 54   54               Missouri  SEC  16.15       6    2009      192     2015
#> 55   55             Providence   BE  16.14      24    2004      162     2000
#> 56   56        Mississippi St.  SEC  15.38      14    2004      256     2013
#> 57   57                   Utah  P12  15.29       7    1998      302     2012
#> 58   58             Washington  P12  15.28      14    2005      181     2001
#> 59   59             Vanderbilt  SEC  15.19      16    2012      169     2020
#> 60   60             Seton Hall   BE  15.04      20    2020      117     2013
#> 61   61              Texas A&M  SEC  14.94       7    2007      213     2002
#> 62   62              Minnesota  B10  14.90       3    1997      216     2023
#> 63   63          Virginia Tech  ACC  14.69      13    2019      234     2001
#> 64   64            Mississippi  SEC  14.65      17    1998      147     2006
#> 65   65               Colorado  P12  14.58       8    2021      216     2007
#> 66   66            Arizona St.  P12  14.54      15    2009      230     2012
#> 67   67            Wichita St. Amer  14.54       6    2014      189     2001
#> 68   68          San Diego St.  MWC  14.35       6    2020      275     1999
#> 69   69            Wake Forest  ACC  14.12       5    1997      259     2011
#> 70   70                Georgia  SEC  13.85      16    2003      219     2022
#> 71   71           Saint Mary's  WCC  13.82      13    2023      315     2001
#> 72   72                 Dayton  A10  13.63       4    2020      172     2018
#> 73   73           Georgia Tech  ACC  13.57       8    2004      174     2012
#> 74   74         South Carolina  SEC  12.95      19    2006      221     2023
#> 75   75                    VCU  A10  12.67      18    2013      218     1998
#> 76   76             St. John's   BE  12.60       7    1999      211     2016
#> 77   77               Penn St.  B10  12.53      19    2018      227     2004
#> 78   78               Utah St.  MWC  12.31      21    2005      142     1999
#> 79   79             California  P12  12.05      14    2010      270     2023
#> 80   80                 Temple Amer  12.00       4    2000      150     2014
#> 81   81               Nebraska  B10  11.75      39    2008      162     2020
#> 82   82                    TCU  B12  10.99      18    1998      265     2013
#> 83   83                Rutgers  B10  10.98      28    2020      279     2016
#> 84   84                   UNLV  MWC  10.85      29    2011      248     2017
#> 85   85           Northwestern  B10  10.79      38    2023      257     2000
#> 86   86         Boston College  ACC  10.26      12    2001      261     2012
#> 87   87             New Mexico  MWC  10.20      20    2012      294     2021
#> 88   88                 Nevada  MWC   9.78      20    2004      270     2015
#> 89   89         Washington St.  P12   9.64      10    2008      216     2002
#> 90   90               Davidson  A10   9.48      11    2008      232     2001
#> 91   91              Boise St.  MWC   9.23      37    2023      214     2005
#> 92   92            Saint Louis  A10   8.98      14    2012      289     2015
#> 93   93                    UAB Amer   8.72      46    2004      196     2017
#> 94   94                    SMU Amer   8.61      11    2017      283     2008
#> 95   95         Saint Joseph's  A10   8.46       3    2004      260     2020
#> 96   96          Northern Iowa  MVC   8.40      18    2015      228     2001
#> 97   97               Richmond  A10   8.08      38    2004      278     2007
#> 98   98                  Tulsa Amer   8.03       7    2000      316     2023
#> 99   99                 DePaul   BE   7.85      30    2000      234     1997
#> 100 100           Colorado St.  MWC   7.66      22    2013      265     2008
#> 101 101           Rhode Island  A10   7.52      20    1997      255     2023
#> 102 102                    UCF  B12   7.42      34    2019      300     1997
#> 103 103           Missouri St.  MVC   7.08      21    1999      255     2015
#> 104 104             Oregon St.  P12   7.06      43    2021      264     2017
#> 105 105             Murray St.  MVC   7.03      35    2012      229     2023
#> 106 106         New Mexico St. CUSA   6.92      53    2019      271     2005
#> 107 107                Belmont  MVC   6.63      23    2011      282     1998
#> 108 108               Kent St.  MAC   6.62      14    2002      211     2018
#> 109 109                  Akron  MAC   6.37      45    2007      255     2018
#> 110 110             Fresno St.  MWC   6.32      30    2001      207     2009
#> 111 111        St. Bonaventure  A10   6.30      32    2021      321     2005
#> 112 112      Southern Illinois  MVC   5.81      16    2007      223     2015
#> 113 113       Western Kentucky CUSA   5.73      43    2008      232     2017
#> 114 114          Massachusetts  A10   5.68      28    1998      236     2019
#> 115 115      George Washington  A10   5.55      38    2005      293     2019
#> 116 116          San Francisco  WCC   5.27      23    2022      254     2008
#> 117 117           George Mason  A10   5.23      22    2006      220     2018
#> 118 118           Old Dominion   SB   5.20      37    2010      276     2013
#> 119 119           Illinois St.  MVC   5.08      42    1997      289     2023
#> 120 120              Charlotte Amer   4.83      26    1998      308     2018
#> 121 121                   Ohio  MAC   4.60      51    1999      256     1998
#> 122 122                Wyoming  MWC   4.60      65    2022      317     2019
#> 123 123         Louisiana Tech CUSA   4.58      37    2014      328     2008
#> 124 124         Loyola Chicago  A10   4.50      10    2021      288     2012
#> 125 125             Valparaiso  MVC   4.27      42    2016      292     2023
#> 126 126                 Toledo  MAC   4.25      61    2019      332     2011
#> 127 127              Princeton  Ivy   4.16      15    1998      312     2008
#> 128 128                Bradley  MVC   4.14      25    2006      323     2016
#> 129 129                Buffalo  MAC   4.09      22    2019      281     2000
#> 130 130                   Iona MAAC   3.82      45    1998      323     2007
#> 131 131                   UTEP CUSA   3.73      41    2004      299     2019
#> 132 132                Vermont   AE   3.60      43    2005      253     2001
#> 133 133                  Drake  MVC   3.35      17    2008      287     1998
#> 134 134             Charleston  CAA   3.32      61    1999      279     2015
#> 135 135       Middle Tennessee CUSA   3.26      43    2017      306     2021
#> 136 136            Santa Clara  WCC   3.17      76    2022      277     2018
#> 137 137          South Florida Amer   3.13      48    2012      292     2017
#> 138 138            Indiana St.  MVC   3.06      64    1999      266     2003
#> 139 139       South Dakota St.  Sum   3.00      61    2012      319     2007
#> 140 140                Pacific  WCC   2.78      40    2005      293     2022
#> 141 141               La Salle  A10   2.43      50    2013      267     2016
#> 142 142               Marshall   SB   2.41      78    2012      261     2015
#> 143 143           Oral Roberts  Sum   2.32      66    1997      290     2019
#> 144 144                Hofstra  CAA   2.31      63    2006      303     2013
#> 145 145       North Dakota St.  Sum   2.24      61    2014      242     2010
#> 146 146       UC Santa Barbara   BW   2.18      58    2021      331     2017
#> 147 147             Wright St. Horz   2.00      65    2010      243     2015
#> 148 148                 Hawaii   BW   1.80      51    2002      269     2017
#> 149 149              UC Irvine   BW   1.76      73    2019      303     1997
#> 150 150               Miami OH  MAC   1.70      28    1999      279     2017
#> 151 151              Louisiana   SB   1.63      65    2003      271     2007
#> 152 152           Grand Canyon  WAC   1.62      93    2022      265     2020
#> 153 153              San Diego  WCC   1.44      72    2000      294     2011
#> 154 154               Duquesne  A10   1.44      55    2011      301     2006
#> 155 155            North Texas Amer   1.21      31    2023      320     2017
#> 156 156          Southern Miss   SB   1.16      45    2001      341     2022
#> 157 157      Stephen F. Austin  WAC   1.14      41    2016      311     2019
#> 158 158                Harvard  Ivy   1.04      32    2014      307     2004
#> 159 159             Pepperdine  WCC   0.97      34    2000      303     2017
#> 160 160                   Penn  Ivy   0.94      48    2003      308     2010
#> 161 161          Detroit Mercy Horz   0.92      29    1998      319     2018
#> 162 162                   Yale  Ivy   0.81      47    2016      302     2000
#> 163 163              Air Force  MWC   0.77      20    2007      332     2021
#> 164 164            Georgia St.   SB   0.72      66    2014      281     2023
#> 165 165     East Tennessee St.   SC   0.65      56    2020      319     2013
#> 166 166               Ball St.  MAC   0.60      55    2002      296     2014
#> 167 167                Montana BSky   0.53      72    2018      248     2022
#> 168 168                 Tulane Amer   0.53      68    1997      285     2014
#> 169 169                 Drexel  CAA   0.40      45    2012      257     2008
#> 170 170             Evansville  MVC   0.38      72    2016      352     2023
#> 171 171       Western Michigan  MAC   0.28      31    2004      329     2022
#> 172 172          Bowling Green  MAC   0.23      60    2002      286     2023
#> 173 173              Weber St. BSky   0.09      71    2013      273     2020
#> 174 174                Oakland Horz   0.08      56    2011      272     2023
#> 175 175         UNC Wilmington  CAA  -0.05      37    2003      312     2020
#> 176 176              Milwaukee Horz  -0.13      36    2005      335     2022
#> 177 177        Sam Houston St. CUSA  -0.37      73    2023      287     2012
#> 178 178              Green Bay Horz  -0.67      71    2015      361     2023
#> 179 179           Northeastern  CAA  -0.74      71    2010      310     2023
#> 180 180                Wofford   SC  -0.75      18    2019      292     1997
#> 181 181          South Alabama   SB  -0.77      49    1998      297     2015
#> 182 182         Long Beach St.   BW  -0.82      36    2012      304     2008
#> 183 183                  Siena MAAC  -0.84      59    2010      303     2018
#> 184 184          Cleveland St. Horz  -0.97      66    2009      313     2020
#> 185 185               Bucknell  Pat  -1.23      58    2013      336     2022
#> 186 186                 Furman   SC  -1.47      59    2019      342     2014
#> 187 187       Loyola Marymount  WCC  -1.51      94    2021      332     2008
#> 188 188       Illinois Chicago  MVC  -1.54      41    1998      335     2016
#> 189 189          East Carolina Amer  -1.58     109    1997      307     2018
#> 190 190      Northern Kentucky Horz  -1.62      90    2018      311     2014
#> 191 191            Chattanooga   SC  -1.76      67    2022      310     2013
#> 192 192     Eastern Washington BSky  -1.82     105    2021      299     2013
#> 193 193               Winthrop BSth  -1.83      51    2007      305     1998
#> 194 194                   Rice Amer  -1.87      71    2004      325     2013
#> 195 195           UT Arlington  WAC  -2.31      75    2017      274     1997
#> 196 196               Portland  WCC  -2.35      79    2010      326     2019
#> 197 197         UNC Greensboro   SC  -2.40      82    2018      324     2009
#> 198 198            Utah Valley  WAC  -2.52      64    2023      326     2010
#> 199 199      Boston University  Pat  -2.63      92    2005      291     2000
#> 200 200                  Rider MAAC  -2.69     120    1998      316     2021
#> 201 201               Delaware  CAA  -2.93     104    1999      295     2007
#> 202 202           Arkansas St.   SB  -3.00     101    1999      295     2015
#> 203 203                Fordham  A10  -3.03     127    2006      321     2009
#> 204 204       Eastern Michigan  MAC  -3.08      65    1998      317     2023
#> 205 205          James Madison   SB  -3.12      91    2016      312     2005
#> 206 206                Liberty CUSA  -3.13      48    2023      333     2015
#> 207 207        Appalachian St.   SB  -3.20      76    2007      331     2014
#> 208 208              Manhattan MAAC  -3.27      48    2004      323     2019
#> 209 209              Fairfield MAAC  -3.38     104    2011      309     2021
#> 210 210       Florida Atlantic Amer  -3.45      17    2023      317     2000
#> 211 211                Niagara MAAC  -3.55      75    2009      315     2019
#> 212 212      Cal St. Fullerton   BW  -3.80      88    2008      304     2001
#> 213 213              Texas St.   SB  -3.89      93    2020      321     2006
#> 214 214         William & Mary  CAA  -3.91      87    2016      338     2022
#> 215 215       Central Michigan  MAC  -3.98      70    2003      334     2023
#> 216 216            Cal Baptist  WAC  -3.99     155    2023      229     2021
#> 217 217                 Mercer   SC  -4.10      87    2014      318     2006
#> 218 218       Georgia Southern   SB  -4.17     103    2019      328     2011
#> 219 219                 Queens ASun  -4.19     203    2023      203     2023
#> 220 220            Austin Peay ASun  -4.25     103    2004      324     2023
#> 221 221                 Denver  Sum  -4.31      47    2013      338     2021
#> 222 222                   Troy   SB  -4.32      88    2004      305     2021
#> 223 223               Canisius MAAC  -4.34      89    1997      326     2012
#> 224 224      Northern Illinois  MAC  -4.46     120    2006      337     2021
#> 225 225           South Dakota  Sum  -4.49      81    2018      297     2023
#> 226 226                 Towson  CAA  -4.59      75    2022      339     2012
#> 227 227                   UTSA Amer  -4.63     149    2019      338     2016
#> 228 228                Colgate  Pat  -4.65      89    2021      324     2012
#> 229 229            Little Rock  OVC  -4.67      56    2016      328     2022
#> 230 230            Stony Brook  CAA  -4.70      60    2013      328     2023
#> 231 231      Northern Colorado BSky  -4.73      75    2020      314     2016
#> 232 232     Cal St. Northridge   BW  -4.77      85    2001      332     2022
#> 233 233       Coastal Carolina   SB  -4.77     117    2011      308     1999
#> 234 234                Seattle  WAC  -4.81     139    2022      294     2016
#> 235 235           Morehead St.  OVC  -4.81      89    2011      328     2006
#> 236 236           Tarleton St.  WAC  -4.92     163    2023      261     2021
#> 237 237           Portland St. BSky  -4.94     112    2008      304     2013
#> 238 238     Florida Gulf Coast ASun  -5.01     105    2013      310     2020
#> 239 239            Montana St. BSky  -5.04     113    2023      320     2015
#> 240 240                Cornell  Ivy  -5.09      46    2010      340     2014
#> 241 241               Lipscomb ASun  -5.14      45    2019      310     2002
#> 242 242          Saint Peter's MAAC  -5.16      95    2017      316     2019
#> 243 243      Purdue Fort Wayne Horz  -5.18     135    2016      292     2005
#> 244 244                Samford   SC  -5.34     113    2000      321     2020
#> 245 245                    FIU CUSA  -5.41     111    1998      311     2004
#> 246 246             Bellarmine ASun  -5.52     167    2021      262     2023
#> 247 247           San Jose St.  MWC  -5.55      97    2023      347     2015
#> 248 248          Robert Morris Horz  -5.56     123    2012      327     2022
#> 249 249       Northern Arizona BSky  -5.70      71    1998      343     2016
#> 250 250               American  Pat  -5.73     112    2009      331     2022
#> 251 251               Monmouth  CAA  -5.77      81    2017      348     2023
#> 252 252       Jacksonville St. CUSA  -5.78     110    2019      326     2008
#> 253 253         Youngstown St. Horz  -5.81     131    2023      322     2018
#> 254 254                  IUPUI Horz  -5.82      66    2008      360     2023
#> 255 255       Eastern Kentucky ASun  -5.90     110    2013      300     1999
#> 256 256             Holy Cross  Pat  -6.10      66    2005      349     2022
#> 257 257          UNC Asheville BSth  -6.10     110    2017      347     2019
#> 258 258    Cal St. Bakersfield   BW  -6.16      90    2017      320     2008
#> 259 259               UC Davis   BW  -6.35     101    2015      328     2012
#> 260 260                 Lehigh  Pat  -6.36      79    2012      334     2021
#> 261 261           Gardner Webb BSth  -6.46     163    2019      331     2010
#> 262 262                 Albany   AE  -6.53     121    2016      346     2023
#> 263 263      Abilene Christian  WAC  -6.56      84    2021      348     2014
#> 264 264           UC Riverside   BW  -6.64     106    2021      322     2019
#> 265 265                  Idaho BSky  -6.67     126    2018      350     2021
#> 266 266                  Brown  Ivy  -6.68     134    2008      310     2012
#> 267 267               Cal Poly   BW  -6.74     152    2013      334     2019
#> 268 268          Southern Utah  WAC  -6.81      97    2001      351     2014
#> 269 269             Quinnipiac MAAC  -6.86     149    2014      312     2001
#> 270 270         Tennessee Tech  OVC  -7.03      72    2002      331     2020
#> 271 271                 Marist MAAC  -7.20     108    2006      336     2010
#> 272 272                Radford BSth  -7.24     122    2019      331     2011
#> 273 273                   Navy  Pat  -7.27     127    2000      329     2012
#> 274 274 Texas A&M Corpus Chris Slnd  -7.32      91    2007      344     2021
#> 275 275                   UMKC  Sum  -7.55     147    2004      318     2013
#> 276 276       Louisiana Monroe   SB  -7.55     133    2016      327     2013
#> 277 277       Western Carolina   SC  -7.71     155    2010      322     2017
#> 278 278               Columbia  Ivy  -7.75     113    2016      351     2022
#> 279 279                 Wagner  NEC  -7.79     102    2012      335     2010
#> 280 280       Mount St. Mary's MAAC  -7.90     145    2009      325     2002
#> 281 281              Loyola MD  Pat  -7.96     124    2013      325     2023
#> 282 282                   Elon  CAA  -8.18     136    2017      337     2023
#> 283 283              Lafayette  Pat  -8.33     140    2000      330     2017
#> 284 284                Hampton  CAA  -8.58     116    2002      351     2023
#> 285 285           Jacksonville ASun  -8.60     122    2009      340     2015
#> 286 286          Tennessee St.  OVC  -8.69     160    2017      334     2015
#> 287 287            New Orleans Slnd  -9.00      90    1997      345     2013
#> 288 288          North Florida ASun  -9.05     143    2015      337     2008
#> 289 289              Utah Tech  WAC  -9.20     146    2023      328     2021
#> 290 290             St. Thomas  Sum  -9.32     202    2023      305     2022
#> 291 291 Southeast Missouri St.  OVC  -9.39      84    2000      340     2020
#> 292 292             High Point BSth  -9.41     145    2015      341     2020
#> 293 293         Nebraska Omaha  Sum  -9.42     148    2016      344     2022
#> 294 294                  Lamar Slnd  -9.42     108    2012      358     2023
#> 295 295       Northwestern St. Slnd  -9.50      93    2006      345     2018
#> 296 296           UC San Diego   BW  -9.65     231    2021      276     2023
#> 297 297              Idaho St. BSky  -9.91     158    2007      339     2022
#> 298 298                    LIU  NEC -10.06      93    1997      363     2023
#> 299 299                   UMBC   AE -10.07     127    2008      343     2015
#> 300 300              Dartmouth  Ivy -10.09     116    1997      341     2010
#> 301 301               Campbell  CAA -10.14     163    2010      327     2014
#> 302 302                    VMI   SC -10.25     153    2021      354     2023
#> 303 303       Eastern Illinois  OVC -10.33     112    2001      357     2022
#> 304 304           North Dakota  Sum -10.42     168    2017      348     2022
#> 305 305            Norfolk St. MEAC -10.44     176    2022      322     2007
#> 306 306 North Carolina Central MEAC -10.61      92    2014      343     2009
#> 307 307            McNeese St. Slnd -10.67     100    2002      340     2021
#> 308 308 Southeastern Louisiana Slnd -10.68     134    2005      336     2021
#> 309 309         Sacramento St. BSky -10.72     156    2006      339     2009
#> 310 310       Western Illinois  OVC -10.74     147    1997      330     2020
#> 311 311           UMass Lowell   AE -10.89     134    2023      322     2014
#> 312 312         Texas Southern SWAC -11.11     155    2013      335     2008
#> 313 313            USC Upstate BSth -11.12     136    2012      338     2018
#> 314 314           Nicholls St. Slnd -11.29     167    2009      331     2016
#> 315 315    Charleston Southern BSth -11.36     160    2019      347     2022
#> 316 316       Tennessee Martin  OVC -11.52     117    2009      347     2021
#> 317 317                   Army  Pat -11.58     158    2013      331     2006
#> 318 318   UT Rio Grande Valley  WAC -11.65     167    2002      348     2016
#> 319 319          New Hampshire   AE -11.76     182    2017      345     2019
#> 320 320    Fairleigh Dickinson  NEC -11.79      97    1998      345     2022
#> 321 321                Stetson ASun -11.86     172    2023      338     2015
#> 322 322    Central Connecticut  NEC -12.05     135    2000      351     2016
#> 323 323           Sacred Heart  NEC -12.13     185    2007      326     2023
#> 324 324                 Bryant   AE -12.29     176    2013      346     2016
#> 325 325                  Maine   AE -12.30     153    1999      354     2022
#> 326 326            The Citadel   SC -12.60     151    2002      345     2014
#> 327 327          Saint Francis  NEC -12.64     176    2020      336     2023
#> 328 328          North Alabama ASun -12.92     256    2023      315     2022
#> 329 329             Morgan St. MEAC -13.04     150    2009      333     2019
#> 330 330       Southern Indiana  OVC -13.23     285    2023      285     2023
#> 331 331              Merrimack  NEC -13.26     227    2020      309     2023
#> 332 332             Binghamton   AE -13.55     177    2009      344     2012
#> 333 333               Southern SWAC -13.73     162    2013      345     2011
#> 334 334            Jackson St. SWAC -13.74     218    1999      337     2018
#> 335 335             Coppin St. MEAC -14.22     128    1997      347     2018
#> 336 336     North Carolina A&T  CAA -14.52     227    2013      349     2017
#> 337 337                   NJIT   AE -14.68     173    2015      344     2009
#> 338 338           Kennesaw St. ASun -15.08     123    2023      352     2020
#> 339 339     South Carolina St. MEAC -15.18     149    1998      353     2021
#> 340 340               Longwood BSth -15.27     145    2022      347     2017
#> 341 341     Texas A&M Commerce Slnd -15.73     307    2023      307     2023
#> 342 342            Alabama St. SWAC -15.82     200    2009      354     2021
#> 343 343       Central Arkansas ASun -16.08     213    2018      349     2015
#> 344 344       SIU Edwardsville  OVC -16.28     242    2023      342     2011
#> 345 345       Prairie View A&M SWAC -16.43     209    2019      337     2016
#> 346 346           Delaware St. MEAC -16.68     200    2007      356     2023
#> 347 347           Presbyterian BSth -16.80     179    2019      350     2017
#> 348 348        Bethune Cookman SWAC -17.05     230    2000      349     2023
#> 349 349                 Howard MEAC -17.36     218    2023      350     2020
#> 350 350             Alcorn St. SWAC -17.57     155    1999      349     2019
#> 351 351            Florida A&M SWAC -18.22     254    2007      359     2023
#> 352 352      Houston Christian Slnd -18.70     221    2017      353     2023
#> 353 353 Mississippi Valley St. SWAC -18.99     168    2004      357     2023
#> 354 354            Chicago St.  ind -19.07     203    2007      356     2021
#> 355 355         Incarnate Word Slnd -19.11     228    2015      353     2022
#> 356 356            Alabama A&M SWAC -19.12     247    2000      351     2018
#> 357 357          Grambling St. SWAC -19.52     182    2023      351     2015
#> 358 358              Stonehill  NEC -19.71     331    2023      331     2023
#> 359 359 Maryland Eastern Shore MEAC -20.52     207    2015      355     2021
#> 360 360    Arkansas Pine Bluff SWAC -21.08     231    2010      352     2022
#> 361 361             Lindenwood  OVC -22.23     343    2023      343     2023
#>     kp_median top10 top25 top50 ch f4 s16 r1 chg
#> 1           5    22    26    27  3  6  18 25   0
#> 2           9    16    21    25  2  6  15 23   0
#> 3           7    19    26    27  2  6  15 26   0
#> 4          10    14    19    23  3  9  14 22   0
#> 5          15    13    18    26  1  8  15 24   0
#> 6          21    11    18    26  0  2  13 24   0
#> 7          19     7    20    24  1  2  13 22   0
#> 8          21     7    14    18  2  4   8 18   0
#> 9          19     7    15    21  0  3   6 17   1
#> 10         22     7    14    18  5  6  10 17   7
#> 11         33     4    11    17  0  4  14 19   3
#> 12         19     9    16    21  1  3   8 17   0
#> 13         26     6    13    23  0  1   7 22  -4
#> 14         22     9    15    23  2  4   9 18  -3
#> 15         32     4     8    15  0  0   7 16   4
#> 16         44     4    10    17  0  2   7 12  -3
#> 17         48     5     8    14  1  1   3 12  -1
#> 18         30     6    13    18  0  1   4 16  -3
#> 19         17     8    18    24  0  3  10 23  -1
#> 20         35     4     9    15  1  1   5 11   5
#> 21         42     2     6    15  0  1   7 12   3
#> 22         27     6    13    21  0  0   9 19  -1
#> 23         26     3    13    21  1  2   6 17   0
#> 24         34     3     9    19  0  1   4 16  -2
#> 25         39     4    10    20  1  3  11 18  -5
#> 26         60     2     4     9  0  0   3 10   3
#> 27         31     0    12    18  0  0   8 18   3
#> 28         44     0     5    15  0  0   3 13   4
#> 29         43     4     7    15  0  1   4 12  -3
#> 30         36     4     8    18  0  2   6 18  -2
#> 31         31     4    11    21  0  0   2 18   8
#> 32         38     3     7    16  0  1   3 15   4
#> 33         53     1     3    11  0  0   3 11   1
#> 34         38     0     5    16  0  0   4  9  -7
#> 35         30     4    13    17  0  1   8 14  -4
#> 36         48     5     8    14  0  1   5 12   1
#> 37         39     1     6    16  0  0   3 13  -4
#> 38         64     1     7    13  0  0   5 13   8
#> 39         37     1     7    15  0  1   4 15   2
#> 40         40     0     5    15  0  0   2 15   2
#> 41         37     1    10    16  0  0   1 11  -1
#> 42         71     2     5    11  0  1   4  9  -4
#> 43         66     0     6    10  0  1   3  9  -8
#> 44         47     0     4    14  0  1   5 11  -1
#> 45         83     1     4     8  0  1   3  7   2
#> 46         59     4    11    13  0  0   5 14  -2
#> 47         50     1     6    14  0  0   1 11   8
#> 48         53     2     7    12  0  1   3 11  -3
#> 49         51     0     7    13  0  0   2  8   0
#> 50         57     1     4    10  0  0   3 10   2
#> 51         50     1     3    14  0  0   3 11  -3
#> 52         38     0     8    15  0  2   5 15  -2
#> 53        100     3     6     6  0  1   4  6  18
#> 54         55     2     4    11  0  0   2 13  -3
#> 55         69     0     2    10  0  0   2  9   3
#> 56         67     0     3    11  0  0   0  7  -3
#> 57         47     4     5    14  0  1   4 11   3
#> 58         68     0     4     8  0  0   4  9   1
#> 59         58     0     3    12  0  0   2  8  -2
#> 60         62     0     1     5  0  0   1  8   3
#> 61         89     1     4    11  0  0   3  9   3
#> 62         52     1     2    12  0  1   1  8  -8
#> 63         83     0     2     8  0  0   1  6  -1
#> 64         73     0     3     9  0  0   1  8  -3
#> 65         72     1     1     4  0  0   0  7   3
#> 66         70     0     1     6  0  0   0  5  -1
#> 67         65     2     7    11  0  1   3  8 -11
#> 68         66     2     5    12  0  1   3 12   1
#> 69         73     3     6    10  0  0   1  8  -3
#> 70         78     0     2     6  0  0   0  6   3
#> 71         59     0     4    12  0  0   1 10   3
#> 72         64     1     1     9  0  0   1  8  -2
#> 73         77     1     3     8  0  1   1  6  -6
#> 74         71     0     3     7  0  1   1  4  -2
#> 75         63     0     2     8  0  1   1 13   2
#> 76         76     1     1     5  0  0   1  6   2
#> 77         87     0     1     8  0  0   1  3   2
#> 78         73     0     3    11  0  0   0 12   3
#> 79         62     0     3    10  0  0   1  9  -4
#> 80         66     1     6    10  0  0   2 12  -4
#> 81         85     0     0     3  0  0   0  2  -1
#> 82        110     0     3     6  0  0   0  4   2
#> 83        106     0     0     4  0  0   0  1   6
#> 84         81     0     0     7  0  0   1  8  -2
#> 85        100     0     0     4  0  0   0  2   0
#> 86        105     0     3     7  0  0   1  8  -3
#> 87         92     0     3    10  0  0   0  8  -1
#> 88        103     0     2     5  0  0   2  7   3
#> 89        115     1     1     4  0  0   1  2   3
#> 90        114     0     1     4  0  0   1 10  -3
#> 91        113     0     0     4  0  0   0  3   5
#> 92         96     0     2     3  0  0   0  6   1
#> 93         95     0     0     2  0  0   1  6   8
#> 94        114     0     2     4  0  0   0  2  -6
#> 95         97     1     3     8  0  0   2  7   0
#> 96         95     0     1     5  0  0   1  7  -2
#> 97         97     0     0     4  0  0   1  5   0
#> 98         91     1     2     5  0  0   1  6  -8
#> 99        135     0     0     2  0  0   0  2   0
#> 100       104     0     1     2  0  0   0  4   0
#> 101       115     0     1     4  0  0   1  5  -3
#> 102       130     0     0     1  0  0   0  3  14
#> 103        89     0     1     3  0  0   1  1   1
#> 104       121     0     0     1  0  0   1  2  -2
#> 105       131     0     0     2  0  0   0 11  -2
#> 106        98     0     0     0  0  0   0 11   2
#> 107       123     0     2     4  0  0   0  8  -2
#> 108       115     0     1     2  0  0   1  6   2
#> 109       108     0     0     1  0  0   0  4   0
#> 110       108     0     0     1  0  0   0  3  -3
#> 111       112     0     0     1  0  0   0  4  -5
#> 112       131     0     1     5  0  0   2  6   1
#> 113       118     0     0     3  0  0   1  7  -2
#> 114       127     0     0     3  0  0   0  3  -2
#> 115       111     0     0     5  0  0   0  6  -1
#> 116       145     0     1     1  0  0   0  2   3
#> 117       133     0     2     2  0  1   1  5   1
#> 118       113     0     0     2  0  0   0  6  -1
#> 119       120     0     0     3  0  0   0  2  -4
#> 120       129     0     0     7  0  0   0  7   6
#> 121       125     0     0     0  0  0   1  4   2
#> 122       118     0     0     0  0  0   0  2   2
#> 123       130     0     0     1  0  0   0  0  -1
#> 124       170     1     1     3  0  1   2  3  -4
#> 125       146     0     0     2  0  0   1  8  -4
#> 126       113     0     0     0  0  0   0  0   1
#> 127       120     0     1     2  0  0   1  7   3
#> 128       124     0     1     1  0  0   1  2   3
#> 129       139     0     1     1  0  0   0  4  -4
#> 130       137     0     0     1  0  0   0 11   3
#> 131       131     0     0     2  0  0   0  3  -2
#> 132       133     0     0     1  0  0   0  9   0
#> 133       159     0     1     1  0  0   0  3   8
#> 134       123     0     0     0  0  0   0  5   4
#> 135       159     0     0     4  0  0   0  2   0
#> 136       151     0     0     0  0  0   0  0   3
#> 137       136     0     0     1  0  0   0  1  -9
#> 138       138     0     0     0  0  0   0  3  -1
#> 139       116     0     0     0  0  0   0  6  -3
#> 140       148     0     0     3  0  0   0  5  -6
#> 141       156     0     0     1  0  0   1  1  -1
#> 142       154     0     0     0  0  0   0  1   5
#> 143       140     0     0     0  0  0   1  5   8
#> 144       135     0     0     0  0  0   0  2   1
#> 145       152     0     0     0  0  0   0  4  -3
#> 146       144     0     0     0  0  0   0  5   0
#> 147       146     0     0     0  0  0   0  3  -4
#> 148       137     0     0     0  0  0   0  3   1
#> 149       147     0     0     0  0  0   0  2   1
#> 150       143     0     0     1  0  0   1  3  -6
#> 151       153     0     0     0  0  0   0  5   4
#> 152       126     0     0     0  0  0   0  2   9
#> 153       156     0     0     0  0  0   0  2  -5
#> 154       173     0     0     0  0  0   0  0  -2
#> 155       207     0     0     1  0  0   0  3  24
#> 156       142     0     0     1  0  0   0  1   8
#> 157       155     0     0     1  0  0   0  5   3
#> 158       184     0     0     2  0  0   0  4   0
#> 159       159     0     0     1  0  0   0  2  -3
#> 160       143     0     0     1  0  0   0  8   5
#> 161       154     0     0     2  0  0   0  3  -4
#> 162       182     0     0     1  0  0   0  3  14
#> 163       204     0     1     4  0  0   0  2   6
#> 164       180     0     0     0  0  0   0  5 -10
#> 165       165     0     0     0  0  0   0  5  -6
#> 166       169     0     0     0  0  0   0  1   1
#> 167       172     0     0     0  0  0   0  9   4
#> 168       185     0     0     0  0  0   0  0  -5
#> 169       158     0     0     1  0  0   0  1  -1
#> 170       168     0     0     0  0  0   0  1 -17
#> 171       162     0     0     2  0  0   0  3  -9
#> 172       175     0     0     0  0  0   0  0  -6
#> 173       169     0     0     0  0  0   0  5   1
#> 174       178     0     0     0  0  0   0  3  -4
#> 175       161     0     0     2  0  0   0  6   0
#> 176       168     0     0     1  0  0   1  4  -3
#> 177       182     0     0     0  0  0   0  2  16
#> 178       158     0     0     0  0  0   0  1  -6
#> 179       188     0     0     0  0  0   0  2  -2
#> 180       200     0     1     1  0  0   0  5  -2
#> 181       193     0     0     1  0  0   0  4   5
#> 182       168     0     0     1  0  0   0  2   0
#> 183       170     0     0     0  0  0   0  5  -3
#> 184       195     0     0     0  0  0   0  2  -1
#> 185       187     0     0     0  0  0   0  6  -4
#> 186       220     0     0     0  0  0   0  1   6
#> 187       204     0     0     0  0  0   0  0   4
#> 188       194     0     0     1  0  0   0  3  -3
#> 189       190     0     0     0  0  0   0  0  -5
#> 190       198     0     0     0  0  0   0  3   0
#> 191       184     0     0     0  0  0   1  5  -2
#> 192       197     0     0     0  0  0   0  3   2
#> 193       176     0     0     0  0  0   0  9  -6
#> 194       199     0     0     0  0  0   0  0   3
#> 195       205     0     0     0  0  0   0  1  -7
#> 196       210     0     0     0  0  0   0  0   0
#> 197       223     0     0     0  0  0   0  3   7
#> 198       215     0     0     0  0  0   0  0  16
#> 199       194     0     0     0  0  0   0  3  -4
#> 200       193     0     0     0  0  0   0  0  -1
#> 201       196     0     0     0  0  0   0  4  -1
#> 202       195     0     0     0  0  0   0  1  -1
#> 203       208     0     0     0  0  0   0  0   7
#> 204       203     0     0     0  0  0   0  1  -6
#> 205       215     0     0     0  0  0   0  1   7
#> 206       263     0     0     1  0  0   0  3  45
#> 207       208     0     0     0  0  0   0  1   0
#> 208       199     0     0     1  0  0   0  3  -5
#> 209       206     0     0     0  0  0   0  1  -4
#> 210       235     0     1     1  0  1   1  2  38
#> 211       192     0     0     0  0  0   0  2  -5
#> 212       210     0     0     0  0  0   0  3  11
#> 213       228     0     0     0  0  0   0  1   4
#> 214       214     0     0     0  0  0   0  0  -6
#> 215       229     0     0     0  0  0   0  1  -6
#> 216       202     0     0     0  0  0   0  0  20
#> 217       205     0     0     0  0  0   0  1  -1
#> 218       210     0     0     0  0  0   0  0   3
#> 219       203     0     0     0  0  0   0  0  NA
#> 220       189     0     0     0  0  0   0  3  -9
#> 221       219     0     0     1  0  0   0  0  -2
#> 222       228     0     0     0  0  0   0  2   8
#> 223       235     0     0     0  0  0   0  0  -3
#> 224       223     0     0     0  0  0   0  0   0
#> 225       224     0     0     0  0  0   0  0 -10
#> 226       249     0     0     0  0  0   0  0   7
#> 227       221     0     0     0  0  0   0  3   5
#> 228       237     0     0     0  0  0   0  4  10
#> 229       215     0     0     0  0  0   0  1 -16
#> 230       234     0     0     0  0  0   0  1 -12
#> 231       228     0     0     0  0  0   0  1  -4
#> 232       223     0     0     0  0  0   0  2 -10
#> 233       231     0     0     0  0  0   0  2  -7
#> 234       220     0     0     0  0  0   0  0   7
#> 235       223     0     0     0  0  0   0  3 -10
#> 236       212     0     0     0  0  0   0  0  37
#> 237       239     0     0     0  0  0   0  2  -8
#> 238       199     0     0     0  0  0   1  3  -1
#> 239       222     0     0     0  0  0   0  2   8
#> 240       231     0     0     1  0  0   1  3   5
#> 241       225     0     0     1  0  0   0  1   1
#> 242       222     0     0     0  0  0   1  2 -14
#> 243       238     0     0     0  0  0   0  0  -9
#> 244       241     0     0     0  0  0   0  2   5
#> 245       231     0     0     0  0  0   0  0  -1
#> 246       200     0     0     0  0  0   0  0 -44
#> 247       251     0     0     0  0  0   0  0  13
#> 248       240     0     0     0  0  0   0  3  -9
#> 249       215     0     0     0  0  0   0  2   1
#> 250       206     0     0     0  0  0   0  3 -10
#> 251       242     0     0     0  0  0   0  3 -16
#> 252       256     0     0     0  0  0   0  2  16
#> 253       246     0     0     0  0  0   0  0   2
#> 254       202     0     0     0  0  0   0  1 -23
#> 255       239     0     0     0  0  0   0  3  -1
#> 256       235     0     0     0  0  0   0  5 -13
#> 257       242     0     0     0  0  0   0  5   2
#> 258       243     0     0     0  0  0   0  1 -12
#> 259       226     0     0     0  0  0   0  1   3
#> 260       242     0     0     0  0  0   0  2  -7
#> 261       225     0     0     0  0  0   0  1   0
#> 262       242     0     0     0  0  0   0  5 -10
#> 263       228     0     0     0  0  0   0  2   3
#> 264       265     0     0     0  0  0   0  0   5
#> 265       223     0     0     0  0  0   0  0  -9
#> 266       239     0     0     0  0  0   0  0  -2
#> 267       232     0     0     0  0  0   0  1  -9
#> 268       248     0     0     0  0  0   0  1  11
#> 269       251     0     0     0  0  0   0  0  -4
#> 270       236     0     0     0  0  0   0  0 -13
#> 271       251     0     0     0  0  0   0  0  -8
#> 272       222     0     0     0  0  0   0  3   6
#> 273       255     0     0     0  0  0   0  2   3
#> 274       230     0     0     0  0  0   0  2   0
#> 275       250     0     0     0  0  0   0  0  -3
#> 276       262     0     0     0  0  0   0  0  -5
#> 277       241     0     0     0  0  0   0  0   3
#> 278       262     0     0     0  0  0   0  0  -8
#> 279       240     0     0     0  0  0   0  1 -12
#> 280       242     0     0     0  0  0   0  3   1
#> 281       268     0     0     0  0  0   0  1  -6
#> 282       255     0     0     0  0  0   0  0  -5
#> 283       245     0     0     0  0  0   0  3   1
#> 284       251     0     0     0  0  0   0  5  -2
#> 285       261     0     0     0  0  0   0  0   2
#> 286       241     0     0     0  0  0   0  0  -3
#> 287       231     0     0     0  0  0   0  0  -2
#> 288       259     0     0     0  0  0   0  0   5
#> 289       278     0     0     0  0  0   0  0  46
#> 290       254     0     0     0  0  0   0  0  48
#> 291       251     0     0     0  0  0   0  1   0
#> 292       255     0     0     0  0  0   0  0   0
#> 293       270     0     0     0  0  0   0  0  -3
#> 294       236     0     0     0  0  0   0  1  -6
#> 295       253     0     0     0  0  0   0  3   1
#> 296       261     0     0     0  0  0   0  0 -10
#> 297       267     0     0     0  0  0   0  0   2
#> 298       270     0     0     0  0  0   0  3  -9
#> 299       262     0     0     0  0  0   0  2   1
#> 300       289     0     0     0  0  0   0  0   1
#> 301       283     0     0     0  0  0   0  0   9
#> 302       277     0     0     0  0  0   0  0  -5
#> 303       266     0     0     0  0  0   0  1  -9
#> 304       266     0     0     0  0  0   0  1  -1
#> 305       270     0     0     0  0  0   0  3   0
#> 306       294     0     0     0  0  0   0  1   6
#> 307       276     0     0     0  0  0   0  1  -5
#> 308       274     0     0     0  0  0   0  1  -4
#> 309       279     0     0     0  0  0   0  0  -2
#> 310       274     0     0     0  0  0   0  0 -12
#> 311       281     0     0     0  0  0   0  0  14
#> 312       267     0     0     0  0  0   0  5  -6
#> 313       280     0     0     0  0  0   0  0   0
#> 314       272     0     0     0  0  0   0  1  -5
#> 315       293     0     0     0  0  0   0  1  -4
#> 316       282     0     0     0  0  0   0  0  -8
#> 317       279     0     0     0  0  0   0  0   0
#> 318       283     0     0     0  0  0   0  0   1
#> 319       276     0     0     0  0  0   0  0  -1
#> 320       279     0     0     0  0  0   0  4  -5
#> 321       281     0     0     0  0  0   0  0   3
#> 322       257     0     0     0  0  0   0  3  -8
#> 323       290     0     0     0  0  0   0  0  -7
#> 324       281     0     0     0  0  0   0  0   3
#> 325       277     0     0     0  0  0   0  0  -3
#> 326       304     0     0     0  0  0   0  0  -3
#> 327       285     0     0     0  0  0   0  0  -7
#> 328       284     0     0     0  0  0   0  0   2
#> 329       297     0     0     0  0  0   0  2  -3
#> 330       285     0     0     0  0  0   0  0  NA
#> 331       293     0     0     0  0  0   0  0 -10
#> 332       304     0     0     0  0  0   0  1  -4
#> 333       290     0     0     0  0  0   0  2  -2
#> 334       281     0     0     0  0  0   0  3  -5
#> 335       293     0     0     0  0  0   0  1  -3
#> 336       300     0     0     0  0  0   0  1  -3
#> 337       299     0     0     0  0  0   0  0  -3
#> 338       314     0     0     0  0  0   0  1   7
#> 339       286     0     0     0  0  0   0  3  -3
#> 340       318     0     0     0  0  0   0  1   1
#> 341       307     0     0     0  0  0   0  0  NA
#> 342       294     0     0     0  0  0   0  2  -5
#> 343       318     0     0     0  0  0   0  0  -4
#> 344       311     0     0     0  0  0   0  0  -1
#> 345       310     0     0     0  0  0   0  1  -1
#> 346       297     0     0     0  0  0   0  1  -6
#> 347       327     0     0     0  0  0   0  0  -5
#> 348       306     0     0     0  0  0   0  0  -2
#> 349       315     0     0     0  0  0   0  1  -1
#> 350       323     0     0     0  0  0   0  1  -1
#> 351       310     0     0     0  0  0   0  2  -4
#> 352       326     0     0     0  0  0   0  0  -2
#> 353       322     0     0     0  0  0   0  1  -2
#> 354       308     0     0     0  0  0   0  0   0
#> 355       341     0     0     0  0  0   0  0  -3
#> 356       318     0     0     0  0  0   0  0  -3
#> 357       309     0     0     0  0  0   0  0  -2
#> 358       331     0     0     0  0  0   0  0  NA
#> 359       322     0     0     0  0  0   0  0  -3
#> 360       322     0     0     0  0  0   0  1  -3
#> 361       343     0     0     0  0  0   0  0  NA
# }