Get KenPom Efficiency and Tempo Summary
Usage
kp_efficiency(min_year, max_year = most_recent_mbb_season())Value
Returns a tibble of efficiency and tempo ratings
| col_name | types |
| team | character |
| conf | character |
| adj_t | numeric |
| adj_t_rk | numeric |
| raw_t | numeric |
| raw_t_rk | numeric |
| avg_poss_length_off | numeric |
| avg_poss_length_off_rk | numeric |
| avg_poss_length_def | numeric |
| avg_poss_length_def_rk | numeric |
| adj_o | numeric |
| adj_o_rk | numeric |
| raw_o | numeric |
| raw_o_rk | numeric |
| adj_d | numeric |
| adj_d_rk | numeric |
| raw_d | numeric |
| raw_d_rk | numeric |
| ncaa_seed | numeric |
| year | numeric |
See also
Other KenPom Ratings Functions:
kp_foul_trouble(),
kp_fourfactors(),
kp_height(),
kp_kpoy(),
kp_playerstats(),
kp_pointdist(),
kp_pomeroy_ratings(),
kp_teamstats()
Examples
# \donttest{
try(kp_efficiency(min_year = 2020, max_year = 2021))
#> 2023-11-28 22:10:56.044372: Invalid arguments or no efficiency data for 2020 - 2021 available!
#> Team Conf AdjT AdjT.Rk RawT RawT.Rk AvgPossLengthOff
#> 1 Mississippi Valley St. SWAC 77.1 1 78.9 1 15.6
#> 2 Houston Baptist Slnd 76.1 2 77.9 2 14.8
#> 3 Marshall CUSA 74.9 3 75.2 7 14.8
#> 4 Alabama SEC 74.8 4 76.1 4 15.2
#> 5 Delaware St. MEAC 74.7 5 76.2 3 15.3
#> 6 Eastern Kentucky OVC 74.5 6 75.6 6 15.8
#> 7 Green Bay Horz 74.0 7 74.2 14 14.4
#> 8 Buffalo MAC 73.9 8 74.6 8 14.9
#> 9 North Carolina A&T MEAC 73.7 9 74.6 9 16.0
#> 10 The Citadel SC 73.7 10 74.3 13 15.9
#> 11 Central Michigan MAC 73.6 11 74.4 11 15.6
#> 12 Coppin St. MEAC 73.4 12 74.4 10 15.4
#> 13 San Jose St. MWC 73.3 13 74.0 19 16.3
#> 14 Arizona St. P12 73.2 14 73.6 23 15.8
#> 15 Central Arkansas Slnd 73.2 15 75.9 5 15.8
#> 16 Nebraska B10 73.1 16 72.8 33 15.1
#> 17 South Carolina SEC 73.1 17 72.5 37 15.3
#> 18 Eastern Washington BSky 73.1 18 73.6 24 15.3
#> 19 Georgia St. SB 73.0 19 73.7 21 15.8
#> 20 Bethune Cookman MEAC 73.0 20 74.0 18 15.6
#> 21 St. John's BE 72.9 21 74.1 16 15.5
#> 22 Texas Southern SWAC 72.9 22 74.4 12 16.0
#> 23 LIU NEC 72.8 23 73.3 26 16.1
#> 24 UTSA CUSA 72.8 24 73.0 30 16.2
#> 25 Samford SC 72.8 25 74.0 17 15.9
#> 26 Coastal Carolina SB 72.8 26 73.3 27 16.4
#> 27 Monmouth MAAC 72.6 27 72.0 44 15.6
#> 28 Memphis Amer 72.6 28 73.1 29 15.6
#> 29 Northwestern St. Slnd 72.4 29 74.1 15 16.3
#> 30 FIU CUSA 72.2 30 72.5 38 15.2
#> 31 Wright St. Horz 72.1 31 73.1 28 15.7
#> 32 James Madison CAA 72.1 32 71.6 57 15.8
#> 33 Southeastern Louisiana Slnd 72.1 33 73.9 20 15.8
#> 34 Duke ACC 72.0 34 72.8 31 16.2
#> 35 Gonzaga WCC 71.9 35 72.6 36 15.2
#> 36 Winthrop BSth 71.9 36 71.7 55 15.4
#> 37 Louisiana SB 71.8 37 72.4 39 16.7
#> 38 New Mexico MWC 71.8 38 72.6 35 16.3
#> 39 Stephen F. Austin Slnd 71.8 39 73.7 22 16.4
#> 40 Portland St. BSky 71.8 40 71.8 50 16.4
#> 41 Georgia Southern SB 71.8 41 72.7 34 15.8
#> 42 Santa Clara WCC 71.6 42 72.8 32 15.3
#> 43 Western Carolina SC 71.5 43 72.3 41 16.7
#> 44 Western Illinois Sum 71.3 44 72.0 45 17.1
#> 45 Arkansas SEC 71.2 45 71.4 61 16.7
#> 46 Rhode Island A10 71.2 46 71.9 47 16.1
#> 47 Saint Joseph's A10 71.2 47 71.2 66 16.5
#> 48 Sam Houston St. Slnd 71.1 48 73.4 25 16.0
#> 49 Rider MAAC 71.1 49 71.8 52 16.6
#> 50 Nevada MWC 71.0 50 71.7 56 16.3
#> 51 UNC Asheville BSth 71.0 51 70.8 79 16.5
#> 52 Loyola MD Pat 71.0 52 71.2 68 16.7
#> 53 Denver Sum 70.9 53 71.5 60 16.5
#> 54 Penn St. B10 70.9 54 71.4 62 16.2
#> 55 Long Beach St. BW 70.9 55 71.3 64 16.6
#> 56 Hampton BSth 70.9 56 70.7 86 16.5
#> 57 Pepperdine WCC 70.8 57 71.8 51 15.8
#> 58 IUPUI Horz 70.8 58 71.2 70 16.5
#> 59 Washington St. P12 70.8 59 71.1 71 16.7
#> 60 Marquette BE 70.7 60 71.4 63 16.5
#> 61 Prairie View A&M SWAC 70.7 61 72.4 40 16.3
#> 62 East Carolina Amer 70.6 62 70.7 87 16.6
#> 63 DePaul BE 70.6 63 71.7 53 15.5
#> 64 Georgia SEC 70.5 64 71.9 48 16.3
#> 65 Belmont OVC 70.5 65 72.3 42 15.7
#> 66 UT Rio Grande Valley WAC 70.4 66 70.5 99 15.9
#> 67 North Carolina ACC 70.4 67 70.4 106 16.6
#> 68 Oral Roberts Sum 70.4 68 71.8 49 16.1
#> 69 Utah Valley WAC 70.4 69 70.3 111 16.8
#> 70 St. Francis NY NEC 70.3 70 70.6 92 17.1
#> 71 Bryant NEC 70.3 71 70.2 116 17.2
#> 72 UMass Lowell AE 70.3 72 70.8 78 16.2
#> 73 Temple Amer 70.3 73 70.6 89 16.1
#> 74 Cal St. Northridge BW 70.3 74 70.9 74 16.9
#> 75 Howard MEAC 70.2 75 71.9 46 16.9
#> 76 Penn Ivy 70.2 76 71.0 72 16.8
#> 77 Iowa B10 70.2 77 70.6 93 16.2
#> 78 San Diego WCC 70.2 78 70.7 85 17.0
#> 79 Wake Forest ACC 70.1 79 70.8 81 16.6
#> 80 Rice CUSA 70.1 80 71.3 65 16.9
#> 81 Bowling Green MAC 70.1 81 70.9 76 16.6
#> 82 Alcorn St. SWAC 70.1 82 72.1 43 16.8
#> 83 North Alabama ASun 70.1 83 69.8 124 16.9
#> 84 LSU SEC 70.0 84 70.8 80 16.8
#> 85 South Dakota Sum 70.0 85 71.0 73 16.8
#> 86 Canisius MAAC 70.0 86 70.3 110 17.1
#> 87 Georgetown BE 70.0 87 71.6 58 15.9
#> 88 Georgia Tech ACC 70.0 88 70.5 96 17.0
#> 89 Florida St. ACC 69.9 89 69.6 139 16.7
#> 90 Iowa St. B12 69.9 90 70.4 102 16.4
#> 91 Seattle WAC 69.9 91 70.4 103 17.4
#> 92 Stony Brook AE 69.8 92 69.8 128 17.0
#> 93 Seton Hall BE 69.8 93 70.9 75 16.9
#> 94 New Orleans Slnd 69.8 94 71.7 54 16.4
#> 95 Middle Tennessee CUSA 69.8 95 70.5 94 16.5
#> 96 Washington P12 69.8 96 70.3 113 16.1
#> 97 Alabama St. SWAC 69.7 97 70.8 83 17.0
#> 98 Oklahoma B12 69.6 98 69.7 135 16.2
#> 99 Lamar Slnd 69.6 99 71.2 67 16.6
#> 100 Morgan St. MEAC 69.6 100 70.9 77 17.1
#> 101 Wichita St. Amer 69.5 101 70.6 88 17.3
#> 102 Milwaukee Horz 69.5 102 70.3 112 16.6
#> 103 N.C. State ACC 69.5 103 70.6 91 16.6
#> 104 Central Connecticut NEC 69.5 104 70.5 97 16.8
#> 105 Illinois Chicago Horz 69.5 105 70.6 90 17.3
#> 106 Army Pat 69.5 106 69.7 132 15.8
#> 107 Bucknell Pat 69.5 107 69.8 126 16.5
#> 108 BYU WCC 69.5 108 69.7 133 17.0
#> 109 Vanderbilt SEC 69.4 109 70.0 120 17.8
#> 110 Akron MAC 69.4 110 70.1 118 16.4
#> 111 North Florida ASun 69.4 111 69.2 161 16.7
#> 112 West Virginia B12 69.4 112 69.4 148 17.5
#> 113 Brown Ivy 69.4 113 69.9 121 17.3
#> 114 Cal St. Fullerton BW 69.3 114 69.2 168 16.6
#> 115 Arizona P12 69.3 115 70.3 109 16.3
#> 116 Colorado St. MWC 69.3 116 69.7 134 16.7
#> 117 Detroit Horz 69.3 117 70.5 95 17.6
#> 118 Southern Utah BSky 69.3 118 69.5 147 17.1
#> 119 Troy SB 69.3 119 70.4 108 17.1
#> 120 Boston College ACC 69.3 120 69.6 138 17.1
#> 121 Tennessee St. OVC 69.3 121 70.4 104 17.1
#> 122 Portland WCC 69.3 122 70.2 115 16.8
#> 123 Valparaiso MVC 69.3 123 69.2 164 16.6
#> 124 Richmond A10 69.3 124 69.3 159 16.7
#> 125 Little Rock SB 69.3 125 70.2 117 17.6
#> 126 Nebraska Omaha Sum 69.2 126 70.8 82 16.6
#> 127 Auburn SEC 69.2 127 70.5 100 16.4
#> 128 USC Upstate BSth 69.2 128 69.3 156 17.8
#> 129 Eastern Illinois OVC 69.1 129 70.4 101 17.4
#> 130 Michigan St. B10 69.1 130 69.3 157 16.6
#> 131 La Salle A10 69.1 131 69.7 129 17.3
#> 132 Columbia Ivy 69.1 132 69.4 151 16.7
#> 133 Boise St. MWC 69.1 133 69.7 131 17.0
#> 134 VCU A10 69.0 134 69.2 162 16.0
#> 135 Chicago St. WAC 69.0 135 69.4 150 17.9
#> 136 SIU Edwardsville OVC 69.0 136 69.9 122 17.4
#> 137 McNeese St. Slnd 69.0 137 71.2 69 17.3
#> 138 St. Francis PA NEC 68.9 138 69.7 130 16.3
#> 139 USC P12 68.9 139 70.0 119 16.9
#> 140 Idaho BSky 68.9 140 69.0 175 17.5
#> 141 Quinnipiac MAAC 68.9 141 68.9 184 17.1
#> 142 Fairleigh Dickinson NEC 68.9 142 69.0 174 16.8
#> 143 Kent St. MAC 68.9 143 69.6 140 17.3
#> 144 Murray St. OVC 68.9 144 69.5 143 17.0
#> 145 North Dakota Sum 68.9 145 70.2 114 17.9
#> 146 Florida Atlantic CUSA 68.8 146 69.6 141 16.1
#> 147 Air Force MWC 68.8 147 68.9 183 17.6
#> 148 Harvard Ivy 68.8 148 68.8 186 16.9
#> 149 Tennessee Martin OVC 68.7 149 69.7 136 18.1
#> 150 Michigan B10 68.7 150 69.4 152 17.1
#> 151 Grambling St. SWAC 68.7 151 70.5 98 17.0
#> 152 Sacred Heart NEC 68.7 152 69.5 145 17.8
#> 153 Lipscomb ASun 68.7 153 68.1 232 17.4
#> 154 Tulane Amer 68.7 154 69.4 154 16.7
#> 155 San Francisco WCC 68.7 155 69.0 176 17.0
#> 156 Iona MAAC 68.7 156 68.6 203 17.0
#> 157 Jackson St. SWAC 68.7 157 70.4 107 17.5
#> 158 Nicholls St. Slnd 68.7 158 71.5 59 17.1
#> 159 American Pat 68.7 159 68.9 181 17.9
#> 160 Florida A&M MEAC 68.6 160 70.8 84 17.3
#> 161 Massachusetts A10 68.6 161 69.2 169 18.0
#> 162 Cal Baptist WAC 68.6 162 69.4 149 16.7
#> 163 New Hampshire AE 68.6 163 69.5 146 18.1
#> 164 Binghamton AE 68.6 164 68.9 182 17.4
#> 165 UNC Wilmington CAA 68.5 165 68.4 216 16.8
#> 166 Albany AE 68.5 166 69.4 153 17.6
#> 167 Connecticut Amer 68.5 167 69.0 179 17.5
#> 168 Colgate Pat 68.5 168 68.6 201 17.2
#> 169 Illinois St. MVC 68.5 169 68.2 229 16.4
#> 170 Hawaii BW 68.4 170 69.1 172 17.9
#> 171 Providence BE 68.4 171 69.6 142 17.3
#> 172 Abilene Christian Slnd 68.4 172 70.4 105 17.0
#> 173 Oklahoma St. B12 68.4 173 68.4 214 17.3
#> 174 Lehigh Pat 68.4 174 68.7 199 17.7
#> 175 Cal Poly BW 68.3 175 68.2 228 17.6
#> 176 Western Kentucky CUSA 68.3 176 69.5 144 17.3
#> 177 Holy Cross Pat 68.3 177 68.7 195 17.9
#> 178 Creighton BE 68.3 178 69.8 127 16.5
#> 179 Syracuse ACC 68.3 179 68.4 220 16.8
#> 180 Miami FL ACC 68.3 180 68.7 193 18.1
#> 181 Missouri St. MVC 68.3 181 68.6 207 17.6
#> 182 Delaware CAA 68.3 182 68.5 209 17.5
#> 183 Stanford P12 68.3 183 68.7 194 17.4
#> 184 Hartford AE 68.2 184 68.5 211 18.2
#> 185 Montana BSky 68.2 185 69.2 163 17.0
#> 186 Kennesaw St. ASun 68.2 186 68.1 230 18.3
#> 187 Furman SC 68.2 187 69.2 166 17.2
#> 188 Colorado P12 68.2 188 68.1 231 17.5
#> 189 Jacksonville St. OVC 68.1 189 69.1 171 18.2
#> 190 Notre Dame ACC 68.1 190 69.0 177 16.8
#> 191 Xavier BE 68.1 191 69.2 167 17.7
#> 192 Mercer SC 68.1 192 69.8 125 17.5
#> 193 Toledo MAC 68.1 193 69.3 160 17.2
#> 194 UC Davis BW 68.0 194 67.8 241 17.3
#> 195 Ohio MAC 68.0 195 68.8 189 18.1
#> 196 Mississippi SEC 68.0 196 68.8 191 17.4
#> 197 Saint Peter's MAAC 68.0 197 68.6 204 17.8
#> 198 Grand Canyon WAC 68.0 198 67.5 254 17.8
#> 199 Cincinnati Amer 68.0 199 68.8 185 17.0
#> 200 Ball St. MAC 68.0 200 69.1 173 17.9
#> 201 South Dakota St. Sum 68.0 201 69.8 123 17.1
#> 202 Hofstra CAA 67.9 202 68.4 221 16.8
#> 203 VMI SC 67.9 203 68.7 196 16.9
#> 204 Drake MVC 67.9 204 67.3 262 17.8
#> 205 Purdue Fort Wayne Sum 67.9 205 68.9 180 16.9
#> 206 Indiana B10 67.9 206 68.7 200 17.5
#> 207 Longwood BSth 67.8 207 68.5 213 16.8
#> 208 UCF Amer 67.8 208 68.7 197 17.6
#> 209 Austin Peay OVC 67.8 209 69.1 170 17.6
#> 210 UNC Greensboro SC 67.8 210 68.6 205 17.0
#> 211 Duquesne A10 67.8 211 67.7 247 17.9
#> 212 UC Irvine BW 67.7 212 68.4 218 17.5
#> 213 Alabama A&M SWAC 67.7 213 69.6 137 17.5
#> 214 UT Arlington SB 67.7 214 68.7 198 17.2
#> 215 Kentucky SEC 67.7 215 68.5 212 17.4
#> 216 Weber St. BSky 67.6 216 67.9 236 17.9
#> 217 Evansville MVC 67.6 217 67.8 243 18.1
#> 218 Southeast Missouri St. OVC 67.6 218 68.6 202 16.9
#> 219 Saint Louis A10 67.6 219 68.4 215 17.5
#> 220 Dayton A10 67.6 220 68.0 233 17.1
#> 221 Maryland Eastern Shore MEAC 67.5 221 69.3 158 17.9
#> 222 William & Mary CAA 67.5 222 67.9 239 18.2
#> 223 Wagner NEC 67.5 223 68.8 192 18.1
#> 224 UTEP CUSA 67.5 224 68.4 219 17.4
#> 225 Norfolk St. MEAC 67.5 225 69.3 155 17.5
#> 226 South Carolina St. MEAC 67.4 226 69.2 165 18.3
#> 227 Yale Ivy 67.4 227 67.9 237 18.2
#> 228 Western Michigan MAC 67.4 228 68.4 217 17.8
#> 229 Utah St. MWC 67.4 229 68.0 234 17.3
#> 230 Idaho St. BSky 67.4 230 67.6 250 18.3
#> 231 Rutgers B10 67.4 231 67.6 253 17.4
#> 232 Morehead St. OVC 67.3 232 68.8 188 17.4
#> 233 Kansas B12 67.3 233 67.6 248 17.0
#> 234 Montana St. BSky 67.3 234 67.8 242 17.6
#> 235 Drexel CAA 67.3 235 67.7 244 18.4
#> 236 Texas Tech B12 67.3 236 68.3 223 17.4
#> 237 Arkansas St. SB 67.3 237 68.3 225 17.0
#> 238 Southern Miss CUSA 67.2 238 68.2 226 18.2
#> 239 Kansas St. B12 67.2 239 67.3 267 17.5
#> 240 Appalachian St. SB 67.2 240 68.3 222 17.2
#> 241 Cleveland St. Horz 67.1 241 69.0 178 17.9
#> 242 Louisville ACC 67.1 242 67.2 269 17.3
#> 243 Miami OH MAC 67.1 243 68.8 190 17.8
#> 244 Bradley MVC 67.1 244 67.1 271 17.4
#> 245 Maryland B10 67.0 245 67.6 249 17.6
#> 246 George Mason A10 67.0 246 67.4 261 17.9
#> 247 UNLV MWC 67.0 247 67.3 266 18.0
#> 248 Chattanooga SC 67.0 248 68.2 227 18.1
#> 249 NJIT ASun 66.9 249 66.6 291 18.2
#> 250 Charleston Southern BSth 66.9 250 67.9 238 17.7
#> 251 Lafayette Pat 66.9 251 67.5 255 17.8
#> 252 Tennessee Tech OVC 66.9 252 68.5 210 17.5
#> 253 Presbyterian BSth 66.9 253 67.0 279 18.4
#> 254 Eastern Michigan MAC 66.8 254 67.7 245 17.3
#> 255 UMBC AE 66.8 255 67.3 265 17.5
#> 256 Southern SWAC 66.8 256 68.5 208 18.0
#> 257 Minnesota B10 66.8 257 67.3 264 17.9
#> 258 Wyoming MWC 66.7 258 67.4 260 18.0
#> 259 Northwestern B10 66.7 259 66.7 287 17.6
#> 260 Utah P12 66.7 260 67.6 252 18.1
#> 261 Siena MAAC 66.7 261 67.2 270 17.6
#> 262 Jacksonville ASun 66.6 262 66.7 285 17.7
#> 263 North Carolina Central MEAC 66.6 263 68.8 187 17.2
#> 264 George Washington A10 66.6 264 66.7 283 18.9
#> 265 Northern Arizona BSky 66.6 265 67.1 273 18.2
#> 266 Louisiana Tech CUSA 66.5 266 67.7 246 17.7
#> 267 Missouri SEC 66.5 267 67.0 277 17.7
#> 268 Old Dominion CUSA 66.4 268 67.5 257 18.2
#> 269 Youngstown St. Horz 66.4 269 68.0 235 17.9
#> 270 Indiana St. MVC 66.4 270 66.2 305 18.4
#> 271 High Point BSth 66.4 271 67.0 275 18.7
#> 272 Boston University Pat 66.3 272 66.5 299 17.9
#> 273 Vermont AE 66.3 273 66.5 298 18.1
#> 274 Princeton Ivy 66.3 274 67.1 272 18.1
#> 275 Villanova BE 66.2 275 67.6 251 18.1
#> 276 Mississippi St. SEC 66.2 276 67.3 263 18.2
#> 277 Baylor B12 66.2 277 66.6 289 18.2
#> 278 Elon CAA 66.2 278 66.5 301 18.0
#> 279 Gardner Webb BSth 66.2 279 66.8 281 17.9
#> 280 Ohio St. B10 66.2 280 66.7 286 18.1
#> 281 East Tennessee St. SC 66.1 281 67.5 258 18.2
#> 282 Robert Morris NEC 66.1 282 67.1 274 17.4
#> 283 Incarnate Word Slnd 66.1 283 68.6 206 18.4
#> 284 Arkansas Pine Bluff SWAC 66.1 284 67.5 259 18.9
#> 285 Oakland Horz 66.1 285 67.2 268 18.8
#> 286 Florida Gulf Coast ASun 66.1 286 66.2 307 18.5
#> 287 North Dakota St. Sum 66.0 287 67.5 256 18.7
#> 288 Illinois B10 66.0 288 67.0 278 18.6
#> 289 Niagara MAAC 66.0 289 66.5 300 18.2
#> 290 Clemson ACC 66.0 290 66.6 294 17.6
#> 291 Northeastern CAA 65.9 291 65.8 320 18.2
#> 292 Texas B12 65.9 292 66.2 310 18.1
#> 293 Wofford SC 65.9 293 66.6 296 18.0
#> 294 Maine AE 65.9 294 66.0 317 18.8
#> 295 Charleston CAA 65.9 295 66.6 288 18.1
#> 296 Manhattan MAAC 65.8 296 66.2 306 17.7
#> 297 Tulsa Amer 65.8 297 67.0 276 17.6
#> 298 Dartmouth Ivy 65.8 298 66.3 303 18.2
#> 299 Northern Iowa MVC 65.8 299 65.7 323 18.4
#> 300 Houston Amer 65.7 300 66.8 282 18.4
#> 301 St. Bonaventure A10 65.7 301 66.2 309 18.3
#> 302 UAB CUSA 65.7 302 67.0 280 18.6
#> 303 Texas A&M Corpus Chris Slnd 65.7 303 68.3 224 18.4
#> 304 Northern Kentucky Horz 65.7 304 67.9 240 18.1
#> 305 Oregon St. P12 65.6 305 66.6 295 18.2
#> 306 Campbell BSth 65.6 306 66.6 292 18.3
#> 307 Charlotte CUSA 65.5 307 66.6 290 18.5
#> 308 Pittsburgh ACC 65.5 308 66.0 314 18.3
#> 309 Virginia Tech ACC 65.5 309 66.1 311 18.0
#> 310 South Alabama SB 65.3 310 66.7 284 17.6
#> 311 Loyola Chicago MVC 65.3 311 65.5 328 17.9
#> 312 Texas St. SB 65.2 312 66.6 293 18.7
#> 313 Tennessee SEC 65.2 313 66.6 297 18.0
#> 314 Cornell Ivy 65.2 314 65.8 319 18.8
#> 315 California P12 65.2 315 65.7 322 19.1
#> 316 Marist MAAC 65.2 316 65.5 327 18.9
#> 317 Towson CAA 65.1 317 65.4 332 19.3
#> 318 TCU B12 65.1 318 65.6 326 18.6
#> 319 Oregon P12 65.0 319 66.2 308 17.9
#> 320 Northern Colorado BSky 65.0 320 65.5 331 19.0
#> 321 Cal St. Bakersfield WAC 64.9 321 65.5 330 18.8
#> 322 Louisiana Monroe SB 64.9 322 66.1 313 19.2
#> 323 Pacific WCC 64.9 323 65.9 318 19.3
#> 324 South Florida Amer 64.9 324 65.5 329 18.5
#> 325 UCLA P12 64.9 325 66.3 302 18.6
#> 326 Florida SEC 64.9 326 66.2 304 17.9
#> 327 UMKC WAC 64.9 327 65.6 324 18.8
#> 328 Fordham A10 64.8 328 65.2 333 18.8
#> 329 Northern Illinois MAC 64.8 329 66.1 312 18.1
#> 330 Davidson A10 64.8 330 65.6 325 18.9
#> 331 SMU Amer 64.8 331 66.0 315 18.4
#> 332 San Diego St. MWC 64.6 332 66.0 316 17.5
#> 333 Purdue B10 64.6 333 64.7 338 18.6
#> 334 Texas A&M SEC 64.5 334 65.7 321 18.8
#> 335 UC Santa Barbara BW 64.5 335 64.9 337 18.7
#> 336 Radford BSth 64.3 336 64.9 336 19.2
#> 337 Southern Illinois MVC 64.2 337 64.1 346 19.6
#> 338 Fresno St. MWC 64.2 338 65.0 334 18.8
#> 339 Saint Mary's WCC 63.9 339 65.0 335 19.9
#> 340 Sacramento St. BSky 63.9 340 64.4 341 19.5
#> 341 Butler BE 63.7 341 64.5 339 19.7
#> 342 Wisconsin B10 63.7 342 64.5 340 19.9
#> 343 New Mexico St. WAC 63.5 343 64.3 342 19.7
#> 344 Stetson ASun 63.2 344 63.9 349 19.8
#> 345 Mount St. Mary's NEC 63.2 345 64.3 344 19.5
#> 346 Fairfield MAAC 63.2 346 63.6 350 20.2
#> 347 UC Riverside BW 63.2 347 64.1 347 20.1
#> 348 Merrimack NEC 63.2 348 64.0 348 18.5
#> 349 Loyola Marymount WCC 63.0 349 64.3 343 20.1
#> 350 North Texas CUSA 62.9 350 64.2 345 19.0
#> 351 Navy Pat 62.5 351 62.2 351 19.9
#> 352 Liberty ASun 61.5 352 61.3 352 20.6
#> 353 Virginia ACC 59.4 353 60.3 353 20.8
#> AvgPossLengthOff.Rk AvgPossLengthDef AvgPossLengthDef.Rk AdjO AdjO.Rk
#> 1 21 14.7 1 89.8 345
#> 2 3 16.0 5 102.9 175
#> 3 2 17.1 111 101.2 199
#> 4 6 16.4 18 111.0 37
#> 5 10 16.2 10 94.1 323
#> 6 27 15.8 2 95.4 297
#> 7 1 17.9 302 105.8 109
#> 8 4 17.3 171 104.1 151
#> 9 37 15.9 4 92.3 335
#> 10 35 16.4 19 94.9 305
#> 11 18 16.6 40 102.0 187
#> 12 13 16.9 71 89.6 346
#> 13 53 16.1 9 97.5 262
#> 14 29 16.6 41 106.0 108
#> 15 28 15.9 3 98.0 256
#> 16 5 17.6 241 102.0 190
#> 17 11 17.7 265 105.4 122
#> 18 9 17.4 187 105.4 120
#> 19 24 16.9 82 105.6 115
#> 20 20 16.7 48 95.4 298
#> 21 16 16.8 59 106.1 104
#> 22 39 16.6 30 99.1 237
#> 23 41 16.7 57 97.4 265
#> 24 48 16.6 32 104.2 149
#> 25 34 16.7 45 98.6 245
#> 26 62 16.3 16 104.8 134
#> 27 19 17.6 229 99.1 238
#> 28 17 17.1 140 100.6 210
#> 29 58 16.1 7 98.3 251
#> 30 8 17.6 224 103.7 157
#> 31 23 17.1 113 104.9 132
#> 32 25 17.6 231 99.5 230
#> 33 32 16.7 53 92.0 338
#> 34 49 16.6 42 115.7 9
#> 35 7 17.7 266 121.3 1
#> 36 14 17.9 306 104.7 136
#> 37 101 16.6 33 101.3 196
#> 38 59 16.7 58 105.3 125
#> 39 65 16.0 6 104.1 152
#> 40 68 16.9 85 108.8 57
#> 41 26 17.1 132 102.2 184
#> 42 12 17.5 202 102.6 176
#> 43 96 16.4 21 107.3 83
#> 44 143 16.2 13 98.3 250
#> 45 94 17.0 103 109.1 55
#> 46 44 17.3 166 105.2 126
#> 47 74 17.1 129 101.9 193
#> 48 40 16.9 77 99.5 229
#> 49 85 16.9 81 100.9 204
#> 50 57 17.3 174 110.3 44
#> 51 72 17.2 151 98.7 243
#> 52 92 16.7 44 100.4 213
#> 53 73 16.9 87 95.0 303
#> 54 50 17.4 183 110.3 43
#> 55 81 17.2 146 94.2 320
#> 56 77 17.1 133 104.8 135
#> 57 30 17.7 252 107.2 85
#> 58 71 17.2 147 99.4 231
#> 59 102 17.0 98 102.2 182
#> 60 76 17.4 185 114.0 14
#> 61 56 16.8 66 96.3 282
#> 62 78 17.5 219 99.6 227
#> 63 15 17.8 271 103.4 165
#> 64 60 16.9 76 108.2 71
#> 65 22 17.3 175 106.5 97
#> 66 33 17.9 294 98.7 244
#> 67 90 17.3 181 107.7 77
#> 68 43 17.1 143 108.2 70
#> 69 106 17.1 139 96.5 277
#> 70 150 16.7 49 94.6 308
#> 71 155 16.8 67 97.8 257
#> 72 47 17.3 179 104.4 144
#> 73 45 17.9 284 100.1 217
#> 74 125 16.8 70 107.4 82
#> 75 124 16.1 8 93.6 326
#> 76 112 17.0 92 103.4 163
#> 77 52 17.6 233 117.3 5
#> 78 139 17.1 128 94.4 315
#> 79 86 17.1 123 108.7 61
#> 80 118 16.7 52 105.8 110
#> 81 88 17.0 93 104.3 146
#> 82 103 16.5 22 96.9 271
#> 83 116 17.5 207 96.0 289
#> 84 111 17.0 101 118.1 4
#> 85 114 17.0 97 108.6 63
#> 86 152 17.0 108 97.7 259
#> 87 36 17.6 232 111.0 36
#> 88 140 17.0 94 103.1 171
#> 89 95 17.9 293 111.7 32
#> 90 64 17.5 220 109.6 48
#> 91 179 17.0 95 101.2 200
#> 92 128 17.6 245 97.7 260
#> 93 119 16.9 90 112.3 29
#> 94 66 17.0 100 99.3 233
#> 95 70 17.4 194 97.5 264
#> 96 46 18.1 327 105.8 112
#> 97 126 17.1 127 86.2 350
#> 98 51 18.1 329 108.8 58
#> 99 84 16.9 74 96.3 283
#> 100 146 16.7 51 93.2 327
#> 101 165 16.6 35 105.6 117
#> 102 87 17.4 186 96.0 288
#> 103 80 17.3 172 110.7 42
#> 104 115 16.9 89 90.3 342
#> 105 171 16.7 46 96.4 280
#> 106 31 18.3 345 98.8 242
#> 107 75 17.9 286 96.2 285
#> 108 131 17.4 184 116.3 7
#> 109 236 16.2 11 104.7 139
#> 110 63 17.7 253 108.5 66
#> 111 91 17.9 307 112.0 31
#> 112 197 17.1 130 108.3 67
#> 113 164 16.9 78 96.4 278
#> 114 82 18.1 326 95.9 292
#> 115 54 17.9 288 111.0 35
#> 116 98 17.5 213 109.3 52
#> 117 214 16.2 14 99.9 221
#> 118 147 17.6 243 98.8 240
#> 119 142 17.1 136 96.2 284
#> 120 149 17.2 155 99.6 228
#> 121 145 16.8 65 96.4 279
#> 122 110 17.2 154 94.4 314
#> 123 83 17.9 297 104.5 141
#> 124 99 17.5 221 109.2 53
#> 125 213 16.6 31 106.4 99
#> 126 89 17.1 125 103.2 170
#> 127 67 17.5 205 111.4 33
#> 128 233 16.6 43 95.5 295
#> 129 176 16.6 37 98.2 253
#> 130 79 18.0 316 115.2 10
#> 131 175 17.0 110 99.6 226
#> 132 100 17.9 282 95.2 302
#> 133 130 17.5 206 107.0 88
#> 134 38 18.4 349 104.7 138
#> 135 253 16.6 39 86.9 349
#> 136 189 16.7 54 92.3 336
#> 137 166 16.5 24 103.0 172
#> 138 55 18.0 309 107.6 81
#> 139 123 17.5 203 104.3 145
#> 140 203 17.3 180 92.8 332
#> 141 154 17.7 260 100.7 207
#> 142 109 17.8 269 102.1 186
#> 143 174 17.2 153 106.1 105
#> 144 138 17.4 201 102.4 178
#> 145 239 16.2 12 102.2 183
#> 146 42 18.1 332 99.7 225
#> 147 219 17.2 148 107.8 76
#> 148 121 17.8 278 104.7 137
#> 149 263 16.3 17 105.1 128
#> 150 148 17.4 188 113.2 20
#> 151 129 17.3 161 93.1 328
#> 152 234 16.6 34 102.2 185
#> 153 182 17.8 273 101.2 201
#> 154 97 17.6 236 101.9 192
#> 155 136 17.5 211 108.3 68
#> 156 141 17.8 280 101.6 194
#> 157 191 16.8 64 92.8 333
#> 158 144 16.5 26 99.7 223
#> 159 242 16.9 84 101.1 202
#> 160 172 16.6 38 94.4 311
#> 161 262 16.6 28 102.9 174
#> 162 93 17.5 208 105.3 124
#> 163 269 16.3 15 95.0 304
#> 164 178 17.1 124 99.7 224
#> 165 113 18.1 325 92.1 337
#> 166 217 17.1 137 94.3 316
#> 167 190 17.2 156 108.6 64
#> 168 156 17.7 246 107.2 86
#> 169 61 18.8 353 98.4 248
#> 170 251 17.1 141 97.6 261
#> 171 167 17.1 114 107.8 75
#> 172 133 17.2 152 99.1 239
#> 173 170 17.5 209 107.2 84
#> 174 223 17.1 142 97.0 269
#> 175 208 17.3 164 95.2 301
#> 176 162 17.1 126 108.9 56
#> 177 254 16.9 75 95.9 291
#> 178 69 17.8 272 118.2 3
#> 179 104 18.2 333 112.8 21
#> 180 266 16.7 50 107.7 79
#> 181 216 17.3 160 104.8 133
#> 182 193 17.6 234 105.6 116
#> 183 181 17.4 196 104.4 143
#> 184 292 16.7 55 94.4 312
#> 185 134 17.5 204 103.2 169
#> 186 297 16.8 61 83.5 351
#> 187 158 17.4 197 107.7 78
#> 188 196 17.7 250 109.1 54
#> 189 286 16.5 23 95.8 293
#> 190 107 17.9 287 110.7 41
#> 191 227 17.1 115 106.1 103
#> 192 201 16.9 86 100.1 216
#> 193 160 17.0 106 106.3 102
#> 194 173 18.0 310 104.7 140
#> 195 265 16.8 62 103.6 161
#> 196 186 17.3 159 103.7 158
#> 197 235 17.1 121 95.4 300
#> 198 228 17.7 267 103.4 164
#> 199 137 17.7 258 108.8 59
#> 200 240 16.9 80 99.2 235
#> 201 153 17.2 157 110.0 46
#> 202 105 18.3 342 108.7 62
#> 203 122 17.8 281 100.2 215
#> 204 231 17.7 248 102.0 189
#> 205 117 17.7 264 95.4 299
#> 206 195 17.5 218 108.5 65
#> 207 108 18.0 313 91.3 339
#> 208 220 17.1 119 103.5 162
#> 209 207 16.9 83 106.9 90
#> 210 135 17.9 300 103.7 160
#> 211 244 17.9 290 106.6 94
#> 212 204 17.3 168 105.4 121
#> 213 198 17.0 99 87.9 348
#> 214 161 17.6 235 102.3 180
#> 215 183 17.7 251 112.7 24
#> 216 246 17.5 215 98.8 241
#> 217 267 17.0 105 96.9 274
#> 218 120 17.7 249 94.0 324
#> 219 194 17.3 182 105.8 111
#> 220 151 18.1 323 119.1 2
#> 221 247 16.5 25 81.7 352
#> 222 280 17.0 102 103.3 167
#> 223 278 16.9 73 97.3 266
#> 224 177 17.7 261 96.9 273
#> 225 199 16.9 72 94.2 321
#> 226 296 16.7 47 94.9 306
#> 227 281 17.1 138 107.9 73
#> 228 230 17.1 120 99.4 232
#> 229 168 17.8 275 109.5 49
#> 230 298 17.2 150 100.8 206
#> 231 180 17.9 291 107.9 72
#> 232 188 17.3 167 94.6 309
#> 233 132 18.2 338 115.8 8
#> 234 206 17.9 295 97.0 270
#> 235 306 16.8 63 100.0 219
#> 236 187 17.8 274 109.8 47
#> 237 127 18.1 322 104.2 148
#> 238 293 16.6 36 94.4 313
#> 239 192 18.0 319 102.5 177
#> 240 159 17.6 239 99.9 220
#> 241 245 16.6 29 92.9 329
#> 242 169 18.1 331 114.5 12
#> 243 229 17.0 96 102.0 188
#> 244 184 18.0 312 106.8 92
#> 245 209 17.9 289 113.5 18
#> 246 238 17.4 189 101.3 197
#> 247 259 17.4 191 107.9 74
#> 248 277 16.8 68 106.6 93
#> 249 288 17.5 222 94.7 307
#> 250 225 17.3 170 95.4 296
#> 251 232 17.7 254 100.6 211
#> 252 200 17.4 193 92.5 334
#> 253 304 17.2 158 96.9 272
#> 254 163 18.0 314 94.2 318
#> 255 205 17.9 303 97.8 258
#> 256 260 17.1 131 97.2 267
#> 257 241 17.6 227 112.1 30
#> 258 258 17.4 190 94.1 322
#> 259 210 18.1 321 104.9 131
#> 260 264 17.3 163 106.3 100
#> 261 218 18.2 336 107.2 87
#> 262 222 18.2 335 96.0 290
#> 263 157 17.7 259 94.2 319
#> 264 331 17.2 149 99.2 236
#> 265 279 17.7 256 102.3 179
#> 266 221 17.6 226 108.7 60
#> 267 226 17.8 270 104.1 150
#> 268 290 17.1 117 98.3 249
#> 269 252 17.3 169 103.0 173
#> 270 307 17.6 228 105.8 113
#> 271 318 16.7 56 94.5 310
#> 272 250 18.1 324 103.3 166
#> 273 276 17.8 279 106.5 98
#> 274 268 17.3 165 107.0 89
#> 275 270 17.1 122 113.9 15
#> 276 285 17.0 109 113.4 19
#> 277 282 17.7 262 113.5 17
#> 278 255 18.0 315 100.6 208
#> 279 249 17.9 296 102.2 181
#> 280 274 17.6 230 114.3 13
#> 281 287 17.1 118 108.2 69
#> 282 185 18.0 318 100.5 212
#> 283 305 16.5 27 90.3 341
#> 284 332 16.9 79 79.0 353
#> 285 322 16.8 60 98.6 246
#> 286 309 17.7 257 91.2 340
#> 287 320 16.8 69 106.8 91
#> 288 316 16.9 88 110.9 38
#> 289 289 17.6 244 100.1 218
#> 290 211 18.2 340 103.9 155
#> 291 284 18.3 344 105.4 123
#> 292 271 17.9 305 104.1 153
#> 293 257 18.2 334 104.5 142
#> 294 327 17.4 199 92.9 330
#> 295 273 17.8 276 105.0 129
#> 296 224 18.1 328 92.8 331
#> 297 215 18.0 308 103.2 168
#> 298 283 17.4 200 96.7 276
#> 299 302 17.9 292 112.7 23
#> 300 303 17.3 178 112.7 22
#> 301 294 17.8 277 106.6 95
#> 302 315 17.0 107 100.8 205
#> 303 301 16.4 20 94.3 317
#> 304 275 17.1 116 102.0 191
#> 305 291 17.8 268 110.9 39
#> 306 295 17.4 195 96.8 275
#> 307 311 17.2 144 98.5 247
#> 308 299 17.7 263 104.0 154
#> 309 256 18.1 320 104.3 147
#> 310 212 18.2 337 104.9 130
#> 311 243 18.3 343 103.7 159
#> 312 319 17.1 135 106.3 101
#> 313 261 17.9 285 106.6 96
#> 314 325 17.5 212 101.2 198
#> 315 335 17.4 192 101.5 195
#> 316 330 17.5 216 90.2 343
#> 317 338 17.3 162 105.7 114
#> 318 312 17.9 304 105.5 119
#> 319 248 18.3 341 117.1 6
#> 320 334 17.6 225 110.2 45
#> 321 326 17.6 240 96.2 286
#> 322 337 16.9 91 96.1 287
#> 323 339 17.2 145 103.8 156
#> 324 308 18.0 317 100.2 214
#> 325 313 17.3 177 109.3 51
#> 326 237 18.2 339 112.5 27
#> 327 323 17.7 247 97.5 263
#> 328 328 17.6 238 89.1 347
#> 329 272 17.9 301 99.8 222
#> 330 329 17.6 242 112.5 26
#> 331 300 18.0 311 112.4 28
#> 332 202 18.5 350 115.1 11
#> 333 314 18.4 348 109.3 50
#> 334 321 17.9 299 101.0 203
#> 335 317 18.1 330 106.1 106
#> 336 336 17.5 210 105.6 118
#> 337 342 17.3 176 98.2 252
#> 338 324 17.9 283 105.1 127
#> 339 348 17.1 134 113.7 16
#> 340 340 17.5 214 97.1 268
#> 341 344 17.4 198 112.6 25
#> 342 346 17.0 104 110.8 40
#> 343 343 17.7 255 107.6 80
#> 344 345 17.5 223 98.1 255
#> 345 341 17.5 217 96.4 281
#> 346 351 17.3 173 90.1 344
#> 347 349 17.1 112 95.8 294
#> 348 310 18.7 352 93.9 325
#> 349 350 17.6 237 100.6 209
#> 350 333 17.9 298 111.2 34
#> 351 347 18.3 347 98.1 254
#> 352 352 18.3 346 106.1 107
#> 353 353 18.6 351 99.3 234
#> RawO RawO.Rk AdjD AdjD.Rk RawD RawD.Rk NCAA_Seed Year
#> 1 86.7 349 117.6 349 112.7 343 NA 2020
#> 2 102.5 140 122.3 352 120.0 352 NA 2020
#> 3 100.1 193 99.1 106 97.8 107 NA 2020
#> 4 106.0 71 99.5 114 102.2 221 NA 2020
#> 5 94.7 310 117.2 347 109.6 329 NA 2020
#> 6 95.7 287 104.9 230 101.7 202 NA 2020
#> 7 105.4 79 110.5 319 107.9 317 NA 2020
#> 8 103.3 123 102.3 175 101.0 187 NA 2020
#> 9 93.3 323 102.4 177 96.6 83 NA 2020
#> 10 94.2 317 112.2 328 111.7 340 NA 2020
#> 11 100.8 175 106.4 264 105.4 283 NA 2020
#> 12 90.5 342 105.3 240 99.2 143 NA 2020
#> 13 93.2 324 107.8 289 110.5 335 NA 2020
#> 14 100.1 191 94.7 49 96.1 64 10 2020
#> 15 96.4 273 107.6 285 107.1 310 NA 2020
#> 16 94.3 316 101.3 152 105.5 287 NA 2020
#> 17 100.8 176 94.7 50 95.4 54 NA 2020
#> 18 105.0 88 101.1 142 99.7 156 15 2020
#> 19 104.1 107 101.4 156 99.9 162 NA 2020
#> 20 96.6 267 105.8 254 98.3 122 NA 2020
#> 21 100.4 183 95.2 53 96.9 91 NA 2020
#> 22 96.7 264 108.6 304 102.2 220 NA 2020
#> 23 100.0 195 106.1 259 103.1 241 NA 2020
#> 24 101.2 168 108.0 293 106.1 296 NA 2020
#> 25 97.5 244 112.6 332 113.2 345 NA 2020
#> 26 103.6 112 106.2 261 104.5 270 NA 2020
#> 27 98.5 222 101.8 162 97.3 101 NA 2020
#> 28 97.4 250 89.1 5 88.5 2 NA 2020
#> 29 100.1 192 107.1 278 104.1 265 NA 2020
#> 30 102.1 149 102.1 170 99.8 159 NA 2020
#> 31 107.9 39 101.4 157 96.2 71 NA 2020
#> 32 99.1 210 111.6 323 108.5 324 NA 2020
#> 33 92.2 332 109.6 312 106.3 300 NA 2020
#> 34 111.9 6 91.1 12 91.4 11 3 2020
#> 35 120.1 1 94.4 43 93.3 23 1 2020
#> 36 108.9 26 102.1 169 98.3 125 16 2020
#> 37 99.5 199 106.2 262 105.2 282 NA 2020
#> 38 104.9 91 102.4 178 103.8 256 NA 2020
#> 39 106.3 65 97.1 75 91.8 14 12 2020
#> 40 107.9 40 108.8 306 106.6 304 NA 2020
#> 41 101.3 162 98.8 102 98.0 115 NA 2020
#> 42 101.6 157 101.3 154 99.7 155 NA 2020
#> 43 106.6 60 106.3 263 104.9 277 NA 2020
#> 44 99.0 212 115.0 343 114.7 349 NA 2020
#> 45 104.7 95 95.5 57 96.2 68 NA 2020
#> 46 101.2 167 94.2 39 95.0 47 NA 2020
#> 47 96.5 270 110.2 315 111.3 338 NA 2020
#> 48 101.6 158 103.7 200 99.8 161 NA 2020
#> 49 100.0 196 102.1 171 96.6 80 NA 2020
#> 50 107.1 52 101.0 141 100.8 183 NA 2020
#> 51 103.8 110 110.3 318 106.7 305 NA 2020
#> 52 102.2 145 109.1 309 105.4 285 NA 2020
#> 53 95.3 297 106.8 274 106.6 302 NA 2020
#> 54 105.0 86 92.4 23 95.8 59 6 2020
#> 55 92.2 333 105.3 238 105.6 288 NA 2020
#> 56 105.6 75 116.7 345 114.3 348 NA 2020
#> 57 104.3 104 104.4 217 105.4 286 NA 2020
#> 58 97.7 239 115.6 344 114.0 347 NA 2020
#> 59 97.5 243 98.0 83 97.4 102 NA 2020
#> 60 107.2 51 96.9 73 99.0 137 9 2020
#> 61 96.2 278 100.5 131 93.3 22 16 2020
#> 62 95.6 292 104.0 213 101.9 213 NA 2020
#> 63 97.3 251 95.5 56 99.2 144 NA 2020
#> 64 103.5 117 100.8 136 103.4 249 NA 2020
#> 65 109.0 25 100.5 132 94.3 38 14 2020
#> 66 98.7 218 106.0 256 103.4 247 NA 2020
#> 67 100.9 173 98.4 94 102.1 219 NA 2020
#> 68 109.8 18 104.9 231 105.0 279 NA 2020
#> 69 96.8 261 104.2 215 101.5 197 NA 2020
#> 70 96.0 281 106.5 266 101.7 204 NA 2020
#> 71 99.0 213 103.8 206 98.7 130 NA 2020
#> 72 103.5 119 113.6 337 107.4 313 NA 2020
#> 73 95.2 299 94.6 47 95.1 51 NA 2020
#> 74 105.5 78 113.3 336 112.6 342 NA 2020
#> 75 94.5 313 119.7 350 113.9 346 NA 2020
#> 76 101.7 154 100.8 137 99.7 157 NA 2020
#> 77 110.3 14 98.6 97 102.4 225 6 2020
#> 78 90.6 340 99.8 117 101.8 206 NA 2020
#> 79 101.9 152 102.0 166 104.0 263 NA 2020
#> 80 102.9 131 108.4 301 106.0 295 NA 2020
#> 81 102.8 133 104.0 210 102.3 222 NA 2020
#> 82 95.8 285 111.3 322 103.0 239 NA 2020
#> 83 96.3 276 105.6 248 100.8 185 NA 2020
#> 84 112.8 4 102.4 179 102.6 231 8 2020
#> 85 109.4 21 108.9 307 106.3 299 NA 2020
#> 86 97.5 245 105.7 249 100.8 181 NA 2020
#> 87 104.5 100 100.2 125 103.6 251 NA 2020
#> 88 96.0 282 91.8 16 94.2 36 NA 2020
#> 89 107.1 53 91.5 15 93.6 24 2 2020
#> 90 101.4 160 101.2 147 103.5 250 NA 2020
#> 91 101.0 169 105.5 247 101.3 193 NA 2020
#> 92 97.4 249 99.4 111 94.5 42 NA 2020
#> 93 105.4 80 92.7 25 96.1 65 3 2020
#> 94 98.8 216 114.8 342 111.8 341 NA 2020
#> 95 95.0 305 108.2 298 107.8 315 NA 2020
#> 96 99.9 197 93.1 31 93.9 30 NA 2020
#> 97 86.7 348 103.4 198 100.7 178 NA 2020
#> 98 100.7 179 93.1 29 96.8 89 10 2020
#> 99 98.3 228 102.5 180 99.3 151 NA 2020
#> 100 95.6 291 107.5 282 100.8 182 NA 2020
#> 101 100.7 177 90.4 8 89.7 5 11 2020
#> 102 97.7 237 104.9 232 102.4 227 NA 2020
#> 103 105.2 82 97.3 79 98.5 127 11 2020
#> 104 88.5 346 114.0 340 110.6 336 NA 2020
#> 105 97.0 258 99.5 115 96.8 87 NA 2020
#> 106 100.7 178 107.4 281 104.0 262 NA 2020
#> 107 96.9 260 102.9 189 101.6 200 NA 2020
#> 108 112.1 5 95.6 60 97.0 92 5 2020
#> 109 101.4 161 104.5 221 106.3 301 NA 2020
#> 110 106.8 58 98.9 103 95.6 57 13 2020
#> 111 111.2 8 111.6 324 107.1 311 NA 2020
#> 112 100.9 172 87.1 3 89.5 4 6 2020
#> 113 95.0 303 101.1 143 99.3 148 NA 2020
#> 114 94.4 314 104.5 218 102.0 217 NA 2020
#> 115 107.6 49 91.4 14 92.4 15 7 2020
#> 116 106.1 69 102.1 172 102.4 229 NA 2020
#> 117 99.1 209 111.7 326 110.1 333 NA 2020
#> 118 98.9 215 98.1 86 95.5 55 NA 2020
#> 119 94.6 312 106.6 268 105.4 284 NA 2020
#> 120 92.5 329 100.3 128 101.4 195 NA 2020
#> 121 98.5 223 104.6 222 100.3 172 NA 2020
#> 122 92.7 328 104.3 216 104.5 272 NA 2020
#> 123 101.9 151 102.5 181 101.6 198 NA 2020
#> 124 107.8 43 95.3 54 95.2 52 11 2020
#> 125 104.2 106 102.5 184 99.8 160 15 2020
#> 126 102.5 139 107.7 286 108.2 319 NA 2020
#> 127 108.3 33 95.5 55 97.7 106 5 2020
#> 128 97.2 255 110.8 320 108.5 323 NA 2020
#> 129 102.0 150 104.5 220 98.9 133 NA 2020
#> 130 109.3 22 91.2 13 93.8 27 3 2020
#> 131 96.5 271 100.4 129 99.1 142 NA 2020
#> 132 93.5 321 106.5 267 104.3 268 NA 2020
#> 133 104.5 99 97.6 81 99.1 141 NA 2020
#> 134 101.7 155 94.4 45 93.8 28 NA 2020
#> 135 83.8 350 120.8 351 120.5 353 NA 2020
#> 136 94.3 315 110.0 314 106.8 307 NA 2020
#> 137 104.9 90 112.3 330 108.3 320 NA 2020
#> 138 109.1 24 107.9 290 102.9 236 NA 2020
#> 139 99.3 206 92.0 18 93.0 21 9 2020
#> 140 91.4 337 107.1 277 106.1 297 NA 2020
#> 141 101.3 163 108.3 300 102.8 234 NA 2020
#> 142 102.2 147 112.4 331 108.3 321 NA 2020
#> 143 106.0 70 102.1 167 100.0 163 NA 2020
#> 144 105.6 77 99.3 110 94.1 33 NA 2020
#> 145 101.7 156 107.7 287 108.6 325 NA 2020
#> 146 98.4 225 101.3 151 99.0 138 NA 2020
#> 147 104.9 89 110.3 316 110.0 332 NA 2020
#> 148 103.8 111 99.0 105 97.0 93 NA 2020
#> 149 105.8 74 122.9 353 119.9 351 NA 2020
#> 150 106.8 57 93.0 28 97.6 103 6 2020
#> 151 94.7 311 105.1 235 98.6 129 NA 2020
#> 152 104.3 102 104.8 227 100.5 174 NA 2020
#> 153 100.2 189 108.0 292 104.1 266 NA 2020
#> 154 97.7 236 103.1 191 101.8 209 NA 2020
#> 155 106.1 68 98.2 88 99.3 147 NA 2020
#> 156 101.0 171 106.1 260 101.5 196 NA 2020
#> 157 93.4 322 102.3 176 96.6 81 NA 2020
#> 158 101.2 166 101.5 158 97.8 111 NA 2020
#> 159 103.5 120 104.0 212 100.2 168 NA 2020
#> 160 93.1 325 107.3 279 101.4 194 NA 2020
#> 161 98.2 229 102.5 185 102.0 218 NA 2020
#> 162 108.3 34 108.1 295 101.9 214 NA 2020
#> 163 95.7 289 102.1 168 97.8 108 NA 2020
#> 164 97.6 240 116.9 346 112.9 344 NA 2020
#> 165 92.4 330 104.5 219 104.7 276 NA 2020
#> 166 94.8 308 103.9 208 99.1 139 NA 2020
#> 167 102.9 132 95.6 59 94.1 34 NA 2020
#> 168 109.9 17 102.5 182 99.6 153 NA 2020
#> 169 96.2 277 102.9 190 103.1 240 NA 2020
#> 170 99.4 205 101.0 140 98.3 123 NA 2020
#> 171 102.2 146 92.8 27 94.9 46 8 2020
#> 172 101.5 159 100.2 126 96.1 67 NA 2020
#> 173 98.7 219 94.5 46 96.7 86 NA 2020
#> 174 97.0 257 108.8 305 107.4 314 NA 2020
#> 175 93.6 320 108.5 302 107.8 316 NA 2020
#> 176 106.3 63 103.3 196 101.7 203 NA 2020
#> 177 95.2 300 117.3 348 115.0 350 NA 2020
#> 178 111.1 10 97.3 78 100.6 176 2 2020
#> 179 107.9 42 99.6 116 100.4 173 NA 2020
#> 180 101.0 170 101.3 149 104.0 264 NA 2020
#> 181 102.5 138 100.2 124 98.8 131 NA 2020
#> 182 107.1 54 106.4 265 103.7 255 NA 2020
#> 183 100.5 182 90.3 7 90.5 9 NA 2020
#> 184 95.7 288 101.1 144 97.0 95 NA 2020
#> 185 101.3 165 100.1 123 97.9 114 NA 2020
#> 186 81.2 352 112.2 329 110.8 337 NA 2020
#> 187 108.2 35 98.1 85 96.4 79 NA 2020
#> 188 103.4 122 93.4 32 93.9 31 8 2020
#> 189 98.5 224 105.5 245 101.2 191 NA 2020
#> 190 106.9 56 98.6 100 98.9 134 NA 2020
#> 191 100.3 186 92.2 20 96.2 69 NA 2020
#> 192 100.3 187 102.7 188 101.0 188 NA 2020
#> 193 105.9 73 105.1 237 102.3 223 NA 2020
#> 194 103.1 128 109.4 311 106.2 298 NA 2020
#> 195 102.2 148 103.3 195 101.7 201 NA 2020
#> 196 99.5 201 97.0 74 98.8 132 NA 2020
#> 197 96.5 272 97.3 80 93.0 20 NA 2020
#> 198 103.3 124 112.1 327 106.8 308 NA 2020
#> 199 102.3 142 94.7 51 94.4 40 12 2020
#> 200 100.2 190 94.0 37 91.5 12 NA 2020
#> 201 110.8 11 105.3 241 101.2 192 NA 2020
#> 202 110.2 15 102.6 187 100.0 165 14 2020
#> 203 100.5 181 108.1 296 106.6 303 NA 2020
#> 204 100.4 185 101.3 155 100.6 175 NA 2020
#> 205 97.7 238 103.8 204 104.6 275 NA 2020
#> 206 103.2 126 92.7 26 97.3 99 10 2020
#> 207 95.5 295 105.1 234 100.0 164 NA 2020
#> 208 99.4 204 98.6 98 98.0 116 NA 2020
#> 209 108.4 31 107.0 275 103.7 253 NA 2020
#> 210 103.4 121 95.5 58 92.9 18 NA 2020
#> 211 104.7 94 99.0 104 97.0 96 NA 2020
#> 212 104.8 93 99.3 109 96.2 72 14 2020
#> 213 88.2 347 108.2 297 101.9 216 NA 2020
#> 214 100.4 184 98.4 95 99.2 145 NA 2020
#> 215 108.0 37 95.1 52 96.2 70 4 2020
#> 216 95.5 294 107.9 291 107.2 312 NA 2020
#> 217 95.0 302 107.4 280 106.8 309 NA 2020
#> 218 95.3 296 113.0 334 109.2 328 NA 2020
#> 219 103.1 129 94.4 44 93.9 29 NA 2020
#> 220 116.4 2 94.1 38 93.7 25 1 2020
#> 221 81.2 351 107.8 288 103.8 257 NA 2020
#> 222 104.3 103 105.5 244 103.7 252 NA 2020
#> 223 97.2 254 113.9 339 109.6 330 NA 2020
#> 224 95.6 290 98.2 89 96.1 66 NA 2020
#> 225 96.8 263 101.9 164 95.0 48 NA 2020
#> 226 96.6 269 113.2 335 106.8 306 NA 2020
#> 227 106.2 67 96.4 67 94.3 37 12 2020
#> 228 97.4 248 105.7 251 105.0 278 NA 2020
#> 229 108.0 38 94.6 48 94.1 35 11 2020
#> 230 99.5 202 111.1 321 109.9 331 NA 2020
#> 231 101.9 153 90.2 6 92.9 19 9 2020
#> 232 96.3 275 108.1 294 102.8 235 NA 2020
#> 233 108.6 28 85.5 2 89.3 3 1 2020
#> 234 96.6 268 101.6 159 100.1 166 NA 2020
#> 235 99.7 198 106.7 271 104.6 274 NA 2020
#> 236 103.8 109 90.5 9 91.7 13 10 2020
#> 237 102.5 137 107.5 284 105.8 292 NA 2020
#> 238 92.3 331 103.8 207 105.6 290 NA 2020
#> 239 95.0 304 94.2 40 96.3 76 NA 2020
#> 240 98.2 230 100.2 127 99.2 146 NA 2020
#> 241 91.9 335 105.7 250 104.2 267 NA 2020
#> 242 109.7 20 93.1 30 94.0 32 4 2020
#> 243 100.3 188 107.0 276 105.6 289 NA 2020
#> 244 105.0 85 100.7 134 97.8 110 14 2020
#> 245 106.3 64 92.4 22 95.7 58 3 2020
#> 246 99.0 214 101.3 153 100.2 167 NA 2020
#> 247 104.3 101 100.6 133 101.8 207 NA 2020
#> 248 105.4 81 104.8 225 102.5 230 NA 2020
#> 249 94.8 309 105.8 255 102.6 232 NA 2020
#> 250 97.3 253 109.1 308 105.9 293 NA 2020
#> 251 102.7 135 105.5 246 102.7 233 NA 2020
#> 252 92.9 327 109.3 310 105.9 294 NA 2020
#> 253 97.9 232 114.4 341 110.3 334 NA 2020
#> 254 91.6 336 96.6 70 96.9 90 NA 2020
#> 255 96.8 262 105.7 252 101.9 211 NA 2020
#> 256 97.5 246 104.8 224 97.8 109 NA 2020
#> 257 104.6 96 94.2 41 98.1 118 NA 2020
#> 258 90.7 339 100.9 139 102.9 237 NA 2020
#> 259 96.7 265 101.3 150 104.5 273 NA 2020
#> 260 102.3 143 100.8 135 103.2 243 NA 2020
#> 261 106.5 61 105.1 236 99.4 152 16 2020
#> 262 96.4 274 102.5 183 97.9 112 NA 2020
#> 263 95.9 284 103.2 193 97.7 105 16 2020
#> 264 96.0 280 105.8 253 103.7 254 NA 2020
#> 265 102.2 144 106.7 269 105.6 291 NA 2020
#> 266 107.7 47 98.2 90 94.7 44 NA 2020
#> 267 99.5 203 96.7 71 96.7 85 NA 2020
#> 268 96.2 279 98.3 92 96.3 74 NA 2020
#> 269 103.5 118 108.5 303 104.4 269 NA 2020
#> 270 103.3 125 101.2 145 100.9 186 NA 2020
#> 271 95.5 293 113.6 338 111.4 339 NA 2020
#> 272 104.6 97 102.6 186 99.6 154 16 2020
#> 273 106.5 62 96.4 68 90.1 8 13 2020
#> 274 105.2 83 105.5 243 103.8 258 NA 2020
#> 275 107.8 44 94.0 36 98.3 121 2 2020
#> 276 109.2 23 99.8 119 101.1 189 NA 2020
#> 277 106.3 66 88.1 4 90.1 7 1 2020
#> 278 100.0 194 110.0 313 108.3 322 NA 2020
#> 279 104.6 98 106.7 270 103.9 260 NA 2020
#> 280 108.1 36 92.0 19 94.5 41 5 2020
#> 281 109.7 19 96.0 65 95.9 62 11 2020
#> 282 102.8 134 103.8 205 100.2 169 16 2020
#> 283 92.0 334 112.8 333 109.0 327 NA 2020
#> 284 78.2 353 104.6 223 100.8 180 NA 2020
#> 285 98.4 226 105.0 233 102.3 224 NA 2020
#> 286 90.8 338 103.3 194 99.7 158 NA 2020
#> 287 108.4 30 101.2 148 99.3 150 15 2020
#> 288 105.1 84 93.7 35 97.2 98 7 2020
#> 289 97.8 235 111.6 325 107.9 318 NA 2020
#> 290 98.6 220 93.5 33 95.2 53 NA 2020
#> 291 107.7 45 103.2 192 100.7 179 NA 2020
#> 292 97.0 259 92.6 24 95.6 56 NA 2020
#> 293 104.3 105 103.4 197 102.4 228 NA 2020
#> 294 90.3 343 106.8 273 103.1 242 NA 2020
#> 295 105.0 87 104.9 229 103.3 246 NA 2020
#> 296 93.1 326 101.6 160 96.4 78 NA 2020
#> 297 99.5 200 93.6 34 92.8 17 NA 2020
#> 298 95.3 298 99.9 121 96.7 84 NA 2020
#> 299 110.7 12 99.3 108 97.9 113 NA 2020
#> 300 107.7 48 92.3 21 92.7 16 7 2020
#> 301 103.6 115 102.2 174 100.8 184 NA 2020
#> 302 99.3 207 102.1 173 98.5 128 NA 2020
#> 303 96.0 283 106.0 257 101.9 210 NA 2020
#> 304 103.6 116 99.8 120 96.3 75 15 2020
#> 305 106.7 59 102.0 165 101.8 208 NA 2020
#> 306 100.5 180 105.3 239 100.7 177 NA 2020
#> 307 98.1 231 98.0 84 95.8 60 NA 2020
#> 308 98.3 227 98.3 91 99.1 140 NA 2020
#> 309 101.3 164 98.0 82 98.4 126 NA 2020
#> 310 104.0 108 103.9 209 102.4 226 NA 2020
#> 311 102.6 136 96.8 72 94.8 45 NA 2020
#> 312 104.8 92 98.3 93 96.4 77 NA 2020
#> 313 100.8 174 95.8 62 96.8 88 NA 2020
#> 314 98.8 217 110.3 317 108.8 326 NA 2020
#> 315 95.1 301 100.4 130 103.9 261 NA 2020
#> 316 90.6 341 103.8 203 98.2 119 NA 2020
#> 317 105.6 76 104.8 226 103.2 244 NA 2020
#> 318 97.5 242 96.1 66 98.2 120 NA 2020
#> 319 111.9 7 97.1 76 98.3 124 4 2020
#> 320 110.3 13 100.1 122 97.0 94 NA 2020
#> 321 97.6 241 104.9 228 103.4 248 NA 2020
#> 322 93.7 318 103.7 201 103.2 245 NA 2020
#> 323 102.4 141 99.1 107 97.1 97 NA 2020
#> 324 95.0 306 95.9 63 95.0 49 NA 2020
#> 325 103.6 114 99.4 112 101.1 190 11 2020
#> 326 107.3 50 95.7 61 99.0 136 9 2020
#> 327 98.5 221 103.6 199 101.9 215 NA 2020
#> 328 88.6 345 95.9 64 93.7 26 NA 2020
#> 329 99.1 211 100.8 138 98.1 117 NA 2020
#> 330 108.6 27 101.9 163 100.3 170 NA 2020
#> 331 108.3 32 103.8 202 101.7 205 NA 2020
#> 332 112.8 3 90.6 10 91.0 10 2 2020
#> 333 102.9 130 90.8 11 94.3 39 NA 2020
#> 334 95.8 286 97.2 77 99.0 135 NA 2020
#> 335 107.0 55 105.3 242 101.6 199 NA 2020
#> 336 108.5 29 106.8 272 103.9 259 NA 2020
#> 337 96.6 266 98.6 99 97.3 100 NA 2020
#> 338 103.2 127 104.1 214 105.1 280 NA 2020
#> 339 111.2 9 98.5 96 100.3 171 8 2020
#> 340 97.1 256 98.2 87 95.8 61 NA 2020
#> 341 105.9 72 94.2 42 95.9 63 5 2020
#> 342 103.6 113 91.9 17 96.3 73 4 2020
#> 343 107.9 41 99.4 113 94.6 43 13 2020
#> 344 97.9 233 108.3 299 104.5 271 NA 2020
#> 345 97.9 234 107.5 283 102.9 238 NA 2020
#> 346 90.2 344 101.6 161 97.7 104 NA 2020
#> 347 97.3 252 99.8 118 96.6 82 NA 2020
#> 348 94.9 307 98.8 101 95.0 50 NA 2020
#> 349 97.4 247 104.0 211 105.2 281 NA 2020
#> 350 107.7 46 101.2 146 99.3 149 13 2020
#> 351 99.2 208 106.0 258 101.9 212 NA 2020
#> 352 109.9 16 96.4 69 89.8 6 12 2020
#> 353 93.6 319 85.1 1 85.9 1 7 2020
# }