Import data
# excel file
data <- read_excel("data/Shooting Splits.xlsx")
data
## # A tibble: 949 × 37
## YEAR `TEAM NO` `TEAM ID` TEAM CONF `DUNKS FG%` `DUNKS SHARE` `DUNKS FG%D`
## <dbl> <dbl> <dbl> <chr> <chr> <dbl> <dbl> <dbl>
## 1 2024 1079 2 Akron MAC 97.2 6.8 90.6
## 2 2024 1078 3 Alaba… SEC 81.9 9.5 89.2
## 3 2024 1077 8 Arizo… P12 91.2 11.9 89.3
## 4 2024 1076 12 Auburn SEC 87.7 13.2 87.1
## 5 2024 1075 14 Baylor B12 89.2 11.6 91.8
## 6 2024 1074 17 Boise… MWC 90.2 4.9 87.5
## 7 2024 1073 25 BYU B12 88.9 6.1 92.1
## 8 2024 1072 33 Clems… ACC 97.2 6.4 81
## 9 2024 1071 36 Colga… Pat 100 1.8 97.2
## 10 2024 1070 37 Colle… CAA 92.9 7.6 86
## # ℹ 939 more rows
## # ℹ 29 more variables: `DUNKS D SHARE` <dbl>, `CLOSE TWOS FG%` <dbl>,
## # `CLOSE TWOS SHARE` <dbl>, `CLOSE TWOS FG%D` <dbl>,
## # `CLOSE TWOS D SHARE` <dbl>, `FARTHER TWOS FG%` <dbl>,
## # `FARTHER TWOS SHARE` <dbl>, `FARTHER TWOS FG%D` <dbl>,
## # `FARTHER TWOS D SHARE` <dbl>, `THREES FG%` <dbl>, `THREES SHARE` <dbl>,
## # `THREES FG%D` <dbl>, `THREES D SHARE` <dbl>, `DUNKS FG% RANK` <dbl>, …
print(data, n = Inf) # `Inf` ensures all rows are printed
## # A tibble: 949 × 37
## YEAR `TEAM NO` `TEAM ID` TEAM CONF `DUNKS FG%` `DUNKS SHARE` `DUNKS FG%D`
## <dbl> <dbl> <dbl> <chr> <chr> <dbl> <dbl> <dbl>
## 1 2024 1079 2 Akron MAC 97.2 6.8 90.6
## 2 2024 1078 3 Alab… SEC 81.9 9.5 89.2
## 3 2024 1077 8 Ariz… P12 91.2 11.9 89.3
## 4 2024 1076 12 Aubu… SEC 87.7 13.2 87.1
## 5 2024 1075 14 Bayl… B12 89.2 11.6 91.8
## 6 2024 1074 17 Bois… MWC 90.2 4.9 87.5
## 7 2024 1073 25 BYU B12 88.9 6.1 92.1
## 8 2024 1072 33 Clem… ACC 97.2 6.4 81
## 9 2024 1071 36 Colg… Pat 100 1.8 97.2
## 10 2024 1070 37 Coll… CAA 92.9 7.6 86
## 11 2024 1069 38 Colo… P12 87 6.8 86
## 12 2024 1068 39 Colo… MWC 93.1 5.2 89.4
## 13 2024 1067 40 Conn… BE 92.1 12.9 83.3
## 14 2024 1066 43 Crei… BE 88.9 11.9 84
## 15 2024 1065 45 Dayt… A10 94.4 11.7 92.7
## 16 2024 1064 48 Drake MVC 83.3 2.5 92.3
## 17 2024 1063 50 Duke ACC 94.6 7.8 82.4
## 18 2024 1062 246 Duqu… A10 77.9 9 83.3
## 19 2024 1061 55 Flor… SEC 90.4 11.1 74.5
## 20 2024 1060 56 Flor… Amer 82.9 9 80.4
## 21 2024 1059 68 Gonz… WCC 94.2 5.3 88.3
## 22 2024 1058 247 Gram… SWAC 95.2 3.7 96.9
## 23 2024 1057 69 Gran… WAC 88.2 8 83
## 24 2024 1056 76 Hous… B12 91 7.6 86.2
## 25 2024 1055 77 Howa… MEAC 93 5.3 93.2
## 26 2024 1054 78 Illi… B10 88.2 7.1 83.9
## 27 2024 1053 83 Iowa… B12 90.5 7 97.7
## 28 2024 1052 85 Jame… SB 87.4 7.4 90.3
## 29 2024 1051 86 Kans… B12 89.2 9.6 90.8
## 30 2024 1050 90 Kent… SEC 85.7 10.2 84.2
## 31 2024 1049 99 Long… BW 96.4 3.9 73.6
## 32 2024 1048 100 Long… BSth 88 5.8 90.2
## 33 2024 1047 107 Marq… BE 91.3 9.3 86.8
## 34 2024 1046 248 McNe… Slnd 92.8 7.6 88.1
## 35 2024 1045 115 Mich… B10 86.9 9 80
## 36 2024 1044 120 Miss… SEC 90.5 9.5 90.4
## 37 2024 1043 124 Mont… BSky 87.5 4.7 89.7
## 38 2024 1042 125 More… OVC 87.9 7.3 83.6
## 39 2024 1041 129 Nebr… B10 83.3 3.9 87.1
## 40 2024 1040 130 Neva… MWC 95.4 5.6 94.4
## 41 2024 1039 131 New … MWC 84.1 5.7 84.6
## 42 2024 1038 135 Nort… ACC 85.2 6.5 89.5
## 43 2024 1037 138 Nort… ACC 91.7 3.3 90.7
## 44 2024 1036 147 Nort… B10 86.3 6.9 84.6
## 45 2024 1035 150 Oakl… Horz 90.7 6.2 89.5
## 46 2024 1034 157 Oreg… P12 94.6 7.3 91.5
## 47 2024 1033 167 Purd… B10 95.6 10.9 91.7
## 48 2024 1032 175 Sain… WCC 88.2 5.7 82.6
## 49 2024 1031 176 Sain… MAAC 83.7 3.6 89.7
## 50 2024 1030 249 Samf… SC 78.9 5 79.7
## 51 2024 1029 179 San … MWC 83.3 6.7 89.4
## 52 2024 1028 185 Sout… SEC 83.6 6.4 79.5
## 53 2024 1027 186 Sout… Sum 86 10.8 95.2
## 54 2024 1026 250 Stet… ASun 91 6.5 84.4
## 55 2024 1025 197 TCU B12 87.5 7.4 89.8
## 56 2024 1024 199 Tenn… SEC 83.3 9.8 85.4
## 57 2024 1023 200 Texas B12 88.7 12.3 85.2
## 58 2024 1022 201 Texa… SEC 81.3 5.6 85.2
## 59 2024 1021 204 Texa… B12 91.7 8.7 88.9
## 60 2024 1020 207 UAB Amer 88.5 7.7 81.7
## 61 2024 1019 221 Utah… MWC 86.4 9.9 95.4
## 62 2024 1018 227 Verm… AE 87.3 5.4 80
## 63 2024 1017 229 Virg… ACC 84.4 7.8 90
## 64 2024 1016 251 Wagn… NEC 86.4 2.2 91.8
## 65 2024 1015 233 Wash… P12 92.6 8.2 80.6
## 66 2024 1014 236 West… CUSA 89.1 5 81.7
## 67 2024 1013 240 Wisc… B10 83.6 5.1 92.3
## 68 2024 1012 245 Yale Ivy 93.9 3 85.3
## 69 2023 1011 3 Alab… SEC 88.7 13 85.2
## 70 2023 1010 8 Ariz… P12 90.9 9.4 90.9
## 71 2023 1009 9 Ariz… P12 88.6 10.1 81.4
## 72 2023 1008 10 Arka… SEC 92 11.7 95.8
## 73 2023 1007 12 Aubu… SEC 93.5 10.8 88.9
## 74 2023 1006 14 Bayl… B12 83.8 7.4 95.7
## 75 2023 1005 17 Bois… MWC 84.1 5.3 82.4
## 76 2023 1004 36 Colg… Pat 95.7 1.8 91.8
## 77 2023 1003 37 Coll… CAA 86.5 4.6 79.5
## 78 2023 1002 40 Conn… BE 85 11.8 86.8
## 79 2023 1001 43 Crei… BE 94.7 10.4 78.9
## 80 2023 1000 48 Drake MVC 72.7 2.7 88.2
## 81 2023 999 50 Duke ACC 92.4 8.8 85.7
## 82 2023 998 54 Fair… NEC 79.4 2.5 90.9
## 83 2023 997 56 Flor… CUSA 77.3 7.1 93.2
## 84 2023 996 60 Furm… SC 91.5 9.1 93.6
## 85 2023 995 68 Gonz… WCC 92.9 5.7 84.3
## 86 2023 994 69 Gran… WAC 78.6 5.2 86.3
## 87 2023 993 76 Hous… Amer 94 9.8 83.6
## 88 2023 992 77 Howa… MEAC 81.5 5.5 90.2
## 89 2023 991 78 Illi… B10 93 8.8 79.1
## 90 2023 990 79 Indi… B10 91.4 10.1 82.8
## 91 2023 989 81 Iona MAAC 80.9 7.6 80.7
## 92 2023 988 82 Iowa B10 84.4 4.9 96
## 93 2023 987 83 Iowa… B12 91.2 7.3 80
## 94 2023 986 86 Kans… B12 89.8 9 82.5
## 95 2023 985 87 Kans… B12 86.8 9.7 89
## 96 2023 984 88 Kenn… ASun 85.9 6.9 91.8
## 97 2023 983 89 Kent… MAC 90.4 6.7 86
## 98 2023 982 90 Kent… SEC 92.5 9.3 92
## 99 2023 981 101 Loui… SB 84.6 3.2 93
## 100 2023 980 107 Marq… BE 95.6 10.9 86
## 101 2023 979 109 Mary… B10 80.2 6.7 86.7
## 102 2023 978 111 Memp… Amer 83.2 8.8 86.1
## 103 2023 977 113 Miam… ACC 90.6 8.8 91.5
## 104 2023 976 115 Mich… B10 89.2 5.5 88.1
## 105 2023 975 120 Miss… SEC 93.2 8.1 90.3
## 106 2023 974 122 Miss… SEC 90.9 10.2 90.9
## 107 2023 973 124 Mont… BSky 89.5 9.9 88.2
## 108 2023 972 130 Neva… MWC 90.2 5.6 94.4
## 109 2023 971 138 Nort… ACC 81.3 4.7 90.4
## 110 2023 970 146 Nort… Horz 80.9 6.1 86.5
## 111 2023 969 147 Nort… B10 91.1 7.8 94
## 112 2023 968 156 Oral… Sum 92.3 8.7 92.9
## 113 2023 967 161 Penn… B10 84.1 3.9 91.2
## 114 2023 966 162 Pitt… ACC 80.9 7.6 90.2
## 115 2023 965 165 Prin… Ivy 89.6 6.4 90.7
## 116 2023 964 166 Prov… BE 87.7 8.5 88.6
## 117 2023 963 167 Purd… B10 95.5 9.3 77.8
## 118 2023 962 175 Sain… WCC 91.7 3 86.1
## 119 2023 961 179 San … MWC 87.5 7.8 75
## 120 2023 960 188 Sout… OVC 88.1 4.8 89.3
## 121 2023 959 197 TCU B12 85.2 7.2 90
## 122 2023 958 199 Tenn… SEC 90.4 8.3 73.7
## 123 2023 957 200 Texas B12 91 7.4 88.2
## 124 2023 956 201 Texa… SEC 86 6.8 87.3
## 125 2023 955 202 Texa… Slnd 90 1.6 97.6
## 126 2023 954 203 Texa… SWAC 91.5 5.9 85.7
## 127 2023 953 210 UC S… BW 88.1 4.7 91.5
## 128 2023 952 212 UCLA P12 90.2 7.7 80.8
## 129 2023 951 214 UNC … BSth 92.7 7.4 91.5
## 130 2023 950 218 USC P12 82.2 8 88.2
## 131 2023 949 221 Utah… MWC 85 12 85.9
## 132 2023 948 226 VCU A10 86.2 10.3 86.6
## 133 2023 947 227 Verm… AE 97.1 3.3 88.2
## 134 2023 946 229 Virg… ACC 89.7 9.4 81.5
## 135 2023 945 235 West… B12 89.7 6.3 92.8
## 136 2023 944 244 Xavi… BE 90.9 5.7 89.2
## 137 2022 943 2 Akron MAC 86.9 6.3 90.5
## 138 2022 942 3 Alab… SEC 91.5 10.8 86.7
## 139 2022 941 8 Ariz… P12 90.8 15.7 80.6
## 140 2022 940 10 Arka… SEC 87.2 8 91.9
## 141 2022 939 12 Aubu… SEC 92.5 14.3 76.7
## 142 2022 938 14 Bayl… B12 91.9 10.5 89
## 143 2022 937 17 Bois… MWC 91.2 5 86.6
## 144 2022 936 21 Brya… NEC 84.7 7.8 87.3
## 145 2022 935 28 Cal … BW 85.7 5.4 79.2
## 146 2022 934 31 Chat… SC 78.7 4 83.6
## 147 2022 933 36 Colg… Pat 100 2.2 94.1
## 148 2022 932 39 Colo… MWC 87.9 5.8 88.7
## 149 2022 931 40 Conn… BE 85.6 7.3 84.5
## 150 2022 930 43 Crei… BE 90.7 12.2 81.3
## 151 2022 929 44 Davi… A10 94.3 5 88.9
## 152 2022 928 46 Dela… CAA 89.4 9 80
## 153 2022 927 50 Duke ACC 89.7 13.4 86.2
## 154 2022 926 66 Geor… SB 78.3 2.3 87.8
## 155 2022 925 68 Gonz… WCC 96.6 9 88.5
## 156 2022 924 76 Hous… Amer 93 10.2 85.5
## 157 2022 923 78 Illi… B10 85.3 9.2 84.6
## 158 2022 922 79 Indi… B10 89.1 12.8 84.1
## 159 2022 921 82 Iowa B10 90.5 8.9 87.5
## 160 2022 920 83 Iowa… B12 86 8.1 91.7
## 161 2022 919 84 Jack… ASun 92.6 8.6 88.9
## 162 2022 918 86 Kans… B12 91.2 8.5 86.6
## 163 2022 917 90 Kent… SEC 89.1 11.4 91.5
## 164 2022 916 100 Long… BSth 90.7 4.2 91.7
## 165 2022 915 103 Loyo… MVC 88.9 6.4 95.1
## 166 2022 914 105 LSU SEC 94.3 10.8 83.5
## 167 2022 913 107 Marq… BE 82.9 13.1 77.2
## 168 2022 912 111 Memp… Amer 89.2 12.6 79.1
## 169 2022 911 113 Miam… ACC 89.5 6.3 88
## 170 2022 910 114 Mich… B10 88.5 7.2 85.9
## 171 2022 909 115 Mich… B10 84.9 6.8 91.1
## 172 2022 908 124 Mont… BSky 90.4 8.2 83.7
## 173 2022 907 128 Murr… OVC 81.8 7.6 90.5
## 174 2022 906 132 New … WAC 94.5 7.2 85.1
## 175 2022 905 134 Norf… MEAC 85.7 11.8 82.5
## 176 2022 904 135 Nort… ACC 86.8 8.6 88.3
## 177 2022 903 149 Notr… ACC 88.9 5.7 91.5
## 178 2022 902 152 Ohio… B10 92.3 6.2 83.3
## 179 2022 901 166 Prov… BE 89.5 7.5 81.8
## 180 2022 900 167 Purd… B10 92.2 10.1 89.4
## 181 2022 899 170 Rich… A10 92.9 3.4 92.4
## 182 2022 898 172 Rutg… B10 87.3 11.2 83.9
## 183 2022 897 175 Sain… WCC 85 3.4 82.5
## 184 2022 896 176 Sain… MAAC 88.4 3.4 85.1
## 185 2022 895 179 San … MWC 90.5 8.6 85.4
## 186 2022 894 180 San … WCC 92.6 8.6 92.5
## 187 2022 893 181 Seto… BE 90.3 7.8 75.3
## 188 2022 892 186 Sout… Sum 89 5.8 91.8
## 189 2022 891 197 TCU B12 86.8 6.8 88.8
## 190 2022 890 199 Tenn… SEC 91.9 6.8 85.7
## 191 2022 889 200 Texas B12 86.3 4.2 92.5
## 192 2022 888 202 Texa… Slnd 83.3 1.9 87.1
## 193 2022 887 203 Texa… SWAC 90.9 6 89.8
## 194 2022 886 204 Texa… B12 92.4 9.7 83
## 195 2022 885 207 UAB CUSA 86.6 8.1 83.6
## 196 2022 884 212 UCLA P12 82.4 3.5 90.4
## 197 2022 883 218 USC P12 90.3 7.6 91.2
## 198 2022 882 227 Verm… AE 93.3 2.9 91.3
## 199 2022 881 228 Vill… BE 83.3 5.8 84.3
## 200 2022 880 230 Virg… ACC 89.2 8 92
## 201 2022 879 240 Wisc… B10 91.4 4.7 90.2
## 202 2022 878 242 Wrig… Horz 98.2 4 88.5
## 203 2022 877 243 Wyom… MWC 89.1 5.3 87
## 204 2022 876 245 Yale Ivy 85.4 3.7 94.4
## 205 2021 875 1 Abil… Slnd 93.3 4.7 92.3
## 206 2021 874 3 Alab… SEC 89 7.2 86.4
## 207 2021 873 7 Appa… SB 76.7 5.4 97.4
## 208 2021 872 10 Arka… SEC 93.2 7.5 93.5
## 209 2021 871 14 Bayl… B12 81.8 9.5 90.8
## 210 2021 870 25 BYU WCC 90.6 3.4 94.4
## 211 2021 869 33 Clem… ACC 87.5 6.4 88.2
## 212 2021 868 34 Clev… Horz 88.6 3.4 84.4
## 213 2021 867 36 Colg… Pat 88.9 1.4 100
## 214 2021 866 38 Colo… P12 85.7 3.6 92.6
## 215 2021 865 40 Conn… BE 92.9 7.6 91.5
## 216 2021 864 43 Crei… BE 90.2 9.7 90.9
## 217 2021 863 48 Drake MVC 88.1 4.9 79.3
## 218 2021 862 49 Drex… CAA 95.7 3.2 91.2
## 219 2021 861 53 East… BSky 85.2 3.3 89.5
## 220 2021 860 55 Flor… SEC 87 10.2 75.3
## 221 2021 859 58 Flor… ACC 92.6 12.7 76.1
## 222 2021 858 64 Geor… BE 82.8 6.9 80.6
## 223 2021 857 67 Geor… ACC 90.5 10.9 90.8
## 224 2021 856 68 Gonz… WCC 91.3 6.1 91.7
## 225 2021 855 69 Gran… WAC 81.3 6.4 80.6
## 226 2021 854 72 Hart… AE 82.8 3.9 75.7
## 227 2021 853 76 Hous… Amer 91.5 5.4 80
## 228 2021 852 78 Illi… B10 95.1 9.6 75
## 229 2021 851 81 Iona MAAC 90 3.2 85.4
## 230 2021 850 82 Iowa B10 88.9 5.3 85.2
## 231 2021 849 86 Kans… B12 77.8 5.7 88.1
## 232 2021 848 95 Libe… ASun 88.5 3.6 90.5
## 233 2021 847 103 Loyo… MVC 92.3 2.7 83.3
## 234 2021 846 105 LSU SEC 96.6 5 92.4
## 235 2021 845 109 Mary… B10 91.9 6.9 96.6
## 236 2021 844 114 Mich… B10 92.8 7.9 77.5
## 237 2021 843 115 Mich… B10 83.3 5.6 85.4
## 238 2021 842 122 Miss… SEC 87.5 7.7 91.4
## 239 2021 841 125 More… OVC 91.1 4.5 87.2
## 240 2021 840 127 Moun… NEC 87.5 6.1 87.5
## 241 2021 839 134 Norf… MEAC 87.1 3.5 85
## 242 2021 838 135 Nort… ACC 91.3 7.8 89.9
## 243 2021 837 142 Nort… CUSA 91.3 5.1 82.2
## 244 2021 836 151 Ohio MAC 84 2.8 87.5
## 245 2021 835 152 Ohio… B10 89.5 5.2 89.8
## 246 2021 834 153 Okla… B12 87.3 7.8 83
## 247 2021 833 154 Okla… B12 87.5 7.3 88
## 248 2021 832 156 Oral… Sum 90.3 3.6 83.7
## 249 2021 831 157 Oreg… P12 93.5 7.5 79.4
## 250 2021 830 158 Oreg… P12 92 4.4 95.9
## 251 2021 829 167 Purd… B10 83.9 8.8 90.5
## 252 2021 828 172 Rutg… B10 83.5 9.9 87.7
## 253 2021 827 179 San … MWC 88.5 6.6 87.5
## 254 2021 826 191 St. … A10 97.1 8.4 93.8
## 255 2021 825 196 Syra… ACC 93.4 6.1 86.8
## 256 2021 824 199 Tenn… SEC 84.4 8.9 78.8
## 257 2021 823 200 Texas B12 88.2 17.1 82.4
## 258 2021 822 203 Texa… SWAC 88.7 6.6 79.5
## 259 2021 821 204 Texa… B12 94.6 4.9 93.9
## 260 2021 820 210 UC S… BW 87.5 7 85.7
## 261 2021 819 212 UCLA P12 90 3.9 89.5
## 262 2021 818 215 UNC … SC 84.3 7 90.7
## 263 2021 817 218 USC P12 91.4 10.6 91.8
## 264 2021 816 221 Utah… MWC 88.9 6.4 82.8
## 265 2021 815 226 VCU A10 85.1 9.2 86.3
## 266 2021 814 228 Vill… BE 87.9 7.3 91.8
## 267 2021 813 229 Virg… ACC 94.3 11.6 81.1
## 268 2021 812 230 Virg… ACC 86.7 6.1 88.9
## 269 2021 811 235 West… B12 94.8 4.8 92.5
## 270 2021 810 238 Wich… Amer 93.2 6.3 95
## 271 2021 809 239 Wint… BSth 88 5.4 87.1
## 272 2021 808 240 Wisc… B10 90.7 4 90
## 273 2019 807 1 Abil… Slnd 97.2 3.3 86.7
## 274 2019 806 9 Ariz… P12 88.5 12 79.5
## 275 2019 805 12 Aubu… SEC 85.1 13 88.2
## 276 2019 804 14 Bayl… B12 89.4 9 83.5
## 277 2019 803 15 Belm… OVC 96.6 7.7 84.8
## 278 2019 802 20 Brad… MVC 83 4 87.5
## 279 2019 801 23 Buff… MAC 91 8.7 82.7
## 280 2019 800 32 Cinc… Amer 88.8 7.3 83.6
## 281 2019 799 36 Colg… Pat 93.6 4.2 94.6
## 282 2019 798 50 Duke ACC 90.7 14.3 78.9
## 283 2019 797 54 Fair… NEC 95.4 7.4 88.2
## 284 2019 796 55 Flor… SEC 84.8 6.9 88.1
## 285 2019 795 58 Flor… ACC 92.6 15.9 76
## 286 2019 794 61 Gard… BSth 87.7 5.2 85.1
## 287 2019 793 66 Geor… SB 77.2 7.4 90.5
## 288 2019 792 68 Gonz… WCC 92.2 11.5 83.6
## 289 2019 791 76 Hous… Amer 90.9 7.9 85.1
## 290 2019 790 81 Iona MAAC 80.6 2.9 94.3
## 291 2019 789 82 Iowa B10 86.8 7.4 92.9
## 292 2019 788 83 Iowa… B12 91.9 6 91.9
## 293 2019 787 86 Kans… B12 94.3 6.4 84.2
## 294 2019 786 87 Kans… B12 86.7 7.8 92
## 295 2019 785 90 Kent… SEC 90.8 9.1 90.1
## 296 2019 784 95 Libe… BSth 89.7 6.6 82.9
## 297 2019 783 102 Loui… ACC 86.3 9.2 91
## 298 2019 782 105 LSU SEC 90 14.1 87.7
## 299 2019 781 107 Marq… BE 88.1 5.9 83.8
## 300 2019 780 109 Mary… B10 90.7 10.7 90.3
## 301 2019 779 114 Mich… B10 94.1 9.4 83.3
## 302 2019 778 115 Mich… B10 87.6 7 90.5
## 303 2019 777 118 Minn… B10 87.2 8.7 90
## 304 2019 776 119 Miss… SEC 85.7 7.3 84.8
## 305 2019 775 120 Miss… SEC 83.9 12.3 77.4
## 306 2019 774 123 Mont… BSky 92.5 5.8 84.3
## 307 2019 773 128 Murr… OVC 89 13.8 89.7
## 308 2019 772 130 Neva… MWC 93.8 11.3 90.2
## 309 2019 771 132 New … WAC 98.5 6.5 96.6
## 310 2019 770 135 Nort… ACC 92.1 7.4 87.6
## 311 2019 769 137 Nort… MEAC 94.3 8 89.1
## 312 2019 768 140 Nort… Sum 85 6.4 80.7
## 313 2019 767 143 Nort… CAA 90.2 10.4 89.8
## 314 2019 766 146 Nort… Horz 80 3.1 92.6
## 315 2019 765 152 Ohio… B10 98.2 4.9 90.9
## 316 2019 764 153 Okla… B12 90.5 5.6 92.3
## 317 2019 763 155 Old … CUSA 91.8 4.8 88.4
## 318 2019 762 157 Oreg… P12 82.2 8.3 87.8
## 319 2019 761 164 Prai… SWAC 83.9 2.3 90.3
## 320 2019 760 167 Purd… B10 86.4 7.5 90.1
## 321 2019 759 174 Sain… A10 83.1 4.7 87.5
## 322 2019 758 175 Sain… WCC 88.6 3.6 94.6
## 323 2019 757 181 Seto… BE 77.7 7.3 83.8
## 324 2019 756 192 St. … BE 89.1 7.8 88.5
## 325 2019 755 196 Syra… ACC 94.6 6.8 93
## 326 2019 754 198 Temp… Amer 87.2 6.9 88.9
## 327 2019 753 199 Tenn… SEC 89.7 9.3 83.8
## 328 2019 752 204 Texa… B12 90.8 8.8 81
## 329 2019 751 209 UC I… BW 90.7 3 87.5
## 330 2019 750 211 UCF Amer 92.5 14 80.4
## 331 2019 749 221 Utah… MWC 90.1 6.6 88.9
## 332 2019 748 226 VCU A10 86.2 5.9 85
## 333 2019 747 227 Verm… AE 80 2.8 95
## 334 2019 746 228 Vill… BE 89.2 12.8 89.5
## 335 2019 745 229 Virg… ACC 88.7 10 90.8
## 336 2019 744 230 Virg… ACC 87.5 6.7 85.5
## 337 2019 743 232 Wash… P12 86 10.3 86.3
## 338 2019 742 240 Wisc… B10 86.4 4.6 81.7
## 339 2019 741 241 Woff… SC 92.6 6.3 85.7
## 340 2019 740 245 Yale Ivy 94.3 9.3 82.6
## 341 2018 739 3 Alab… SEC 91.3 13.6 90
## 342 2018 738 8 Ariz… P12 93 10.4 84.9
## 343 2018 737 9 Ariz… P12 84.9 9.4 83.5
## 344 2018 736 10 Arka… SEC 93.9 9.1 93.1
## 345 2018 735 12 Aubu… SEC 83.3 11 86.3
## 346 2018 734 22 Buck… Pat 91.1 6.5 87.8
## 347 2018 733 23 Buff… MAC 88.7 5.3 98.2
## 348 2018 732 24 Butl… BE 89.1 4.7 94
## 349 2018 731 28 Cal … BW 88.3 6.8 88.6
## 350 2018 730 32 Cinc… Amer 94.3 6.5 80
## 351 2018 729 33 Clem… ACC 93.5 7.8 95.6
## 352 2018 728 37 Coll… CAA 97.7 4.2 93.2
## 353 2018 727 43 Crei… BE 93.5 9.9 89.7
## 354 2018 726 44 Davi… A10 93.9 3.7 88.4
## 355 2018 725 50 Duke ACC 94.6 16.6 82
## 356 2018 724 55 Flor… SEC 81.9 6.7 91.3
## 357 2018 723 58 Flor… ACC 91.8 14.6 85.4
## 358 2018 722 66 Geor… SB 92.2 7 77.2
## 359 2018 721 68 Gonz… WCC 95.2 9.1 84.4
## 360 2018 720 76 Hous… Amer 93.2 3.4 86.9
## 361 2018 719 81 Iona MAAC 82.7 6.1 86.7
## 362 2018 718 86 Kans… B12 91.5 16.8 83.8
## 363 2018 717 87 Kans… B12 85.6 7 87.5
## 364 2018 716 90 Kent… SEC 90.6 10.1 89.7
## 365 2018 715 96 Lips… ASun 94.1 3.2 96.5
## 366 2018 714 98 LIU … NEC 95.7 3.9 88.9
## 367 2018 713 103 Loyo… MVC 75 1.6 95.1
## 368 2018 712 108 Mars… CUSA 87 9.4 87.7
## 369 2018 711 113 Miam… ACC 91.7 10 92.8
## 370 2018 710 114 Mich… B10 96.1 7.9 89.7
## 371 2018 709 115 Mich… B10 93.3 10.6 83.8
## 372 2018 708 122 Miss… SEC 90.2 8.8 87.5
## 373 2018 707 123 Mont… BSky 89.2 5.5 87.5
## 374 2018 706 128 Murr… OVC 84.7 10 84.9
## 375 2018 705 130 Neva… MWC 95 4.5 81.1
## 376 2018 704 132 New … WAC 90.9 5.6 88.9
## 377 2018 703 135 Nort… ACC 87.8 6.3 93.3
## 378 2018 702 137 Nort… MEAC 95.9 5.8 89.5
## 379 2018 701 138 Nort… ACC 90 7.4 88.3
## 380 2018 700 152 Ohio… B10 86.3 5.6 94.4
## 381 2018 699 153 Okla… B12 89.4 12.3 89.5
## 382 2018 698 160 Penn Ivy 83.3 1.1 96.7
## 383 2018 697 166 Prov… BE 81.3 5.9 93.4
## 384 2018 696 167 Purd… B10 85.1 5.9 93.5
## 385 2018 695 168 Radf… BSth 88.6 4 87.1
## 386 2018 694 169 Rhod… A10 84 3.5 88.5
## 387 2018 693 179 San … MWC 87.2 7.7 91.7
## 388 2018 692 181 Seto… BE 82.7 5.4 83.3
## 389 2018 691 186 Sout… Sum 100 2.6 84.6
## 390 2018 690 191 St. … A10 87.5 6.8 89.7
## 391 2018 689 194 Step… Slnd 91.8 6.1 82.5
## 392 2018 688 196 Syra… ACC 84 9.3 84.9
## 393 2018 687 197 TCU B12 85.9 7.3 86.9
## 394 2018 686 199 Tenn… SEC 91.1 6.1 92.5
## 395 2018 685 200 Texas B12 88.8 13.7 92.7
## 396 2018 684 201 Texa… SEC 88.6 10.5 83.3
## 397 2018 683 203 Texa… SWAC 88.1 8.9 95.6
## 398 2018 682 204 Texa… B12 92.2 11 89.9
## 399 2018 681 212 UCLA P12 86 7.2 91.6
## 400 2018 680 213 UMBC AE 89.7 2.7 92.3
## 401 2018 679 215 UNC … SC 86.3 9.2 87.5
## 402 2018 678 228 Vill… BE 87.2 13.5 78.8
## 403 2018 677 229 Virg… ACC 94.6 7.7 89.5
## 404 2018 676 230 Virg… ACC 95 5.4 92
## 405 2018 675 235 West… B12 89 5.6 73.8
## 406 2018 674 238 Wich… Amer 91.3 8.5 86.5
## 407 2018 673 242 Wrig… Horz 83.6 4.5 94.4
## 408 2018 672 244 Xavi… BE 86.7 6.8 84.6
## 409 2017 671 8 Ariz… P12 88.8 8.8 86.2
## 410 2017 670 10 Arka… SEC 93.6 3.1 89.5
## 411 2017 669 14 Bayl… B12 92.9 8.9 83.8
## 412 2017 668 22 Buck… Pat 95.7 5.7 91.1
## 413 2017 667 24 Butl… BE 90.7 4.6 95.3
## 414 2017 666 32 Cinc… Amer 90.4 6.2 85.2
## 415 2017 665 43 Crei… BE 94.2 10.5 90.2
## 416 2017 664 45 Dayt… A10 88.1 5.6 93.1
## 417 2017 663 50 Duke ACC 89.9 6.7 86.8
## 418 2017 662 51 East… SC 86.4 9.2 83.7
## 419 2017 661 55 Flor… SEC 86.3 8.7 93.8
## 420 2017 660 57 Flor… ASun 89.7 11.9 94.2
## 421 2017 659 58 Flor… ACC 87.1 14.3 79.5
## 422 2017 658 68 Gonz… WCC 90.7 6.3 90.7
## 423 2017 657 81 Iona MAAC 73.3 2.3 81.8
## 424 2017 656 83 Iowa… B12 89.7 5.1 89.6
## 425 2017 655 84 Jack… OVC 94.5 4.9 86.1
## 426 2017 654 86 Kans… B12 89.6 12.3 86.4
## 427 2017 653 87 Kans… B12 86.3 6.7 90.5
## 428 2017 652 89 Kent… MAC 82.4 2.3 87.2
## 429 2017 651 90 Kent… SEC 92.1 11.6 93
## 430 2017 650 102 Loui… ACC 83.9 8.3 86.7
## 431 2017 649 107 Marq… BE 90.3 5.6 89.2
## 432 2017 648 109 Mary… B10 89.2 7.1 90
## 433 2017 647 113 Miam… ACC 91.6 10.8 88.6
## 434 2017 646 114 Mich… B10 90.5 6.5 89.2
## 435 2017 645 115 Mich… B10 90.5 7.9 86.8
## 436 2017 644 116 Midd… CUSA 85.9 4.6 95
## 437 2017 643 118 Minn… B10 92.1 8.9 88.8
## 438 2017 642 127 Moun… NEC 87.3 5 84.1
## 439 2017 641 130 Neva… MWC 88.9 7.2 91.2
## 440 2017 640 132 New … WAC 93.8 6 86.7
## 441 2017 639 133 New … Slnd 89.9 5.9 86
## 442 2017 638 135 Nort… ACC 92.2 6.4 88.2
## 443 2017 637 137 Nort… MEAC 89.1 5.8 84.2
## 444 2017 636 139 Nort… BSky 90.6 4.4 88.6
## 445 2017 635 146 Nort… Horz 91.2 3.1 93.2
## 446 2017 634 147 Nort… B10 93.5 5.7 84.5
## 447 2017 633 149 Notr… ACC 87.7 5.8 81
## 448 2017 632 154 Okla… B12 89.3 5.9 85.9
## 449 2017 631 157 Oreg… P12 92.4 10.7 82.9
## 450 2017 630 165 Prin… Ivy 87 5.2 92.3
## 451 2017 629 166 Prov… BE 89.1 4.8 82.9
## 452 2017 628 167 Purd… B10 88.3 6.1 87.3
## 453 2017 627 169 Rhod… A10 88.7 4.5 90.9
## 454 2017 626 175 Sain… WCC 88.9 4.3 92.9
## 455 2017 625 181 Seto… BE 83 3.9 89.8
## 456 2017 624 183 SMU Amer 88.7 10.9 83.6
## 457 2017 623 185 Sout… SEC 84.8 4.7 80.8
## 458 2017 622 186 Sout… Sum 91.1 4.5 95.6
## 459 2017 621 203 Texa… SWAC 87.7 9.2 91.5
## 460 2017 620 205 Troy SB 82.2 3.8 90.2
## 461 2017 619 208 UC D… BW 88.2 3.9 90.9
## 462 2017 618 212 UCLA P12 93.9 11.4 84.7
## 463 2017 617 216 UNC … CAA 98.9 7.6 95.7
## 464 2017 616 218 USC P12 85.7 12.4 88.2
## 465 2017 615 225 Vand… SEC 88.8 8.2 89.9
## 466 2017 614 226 VCU A10 93.3 7.3 75.4
## 467 2017 613 227 Verm… AE 90 4 78.8
## 468 2017 612 228 Vill… BE 91.9 11.2 84.9
## 469 2017 611 229 Virg… ACC 93.4 6.2 96.2
## 470 2017 610 230 Virg… ACC 94 7.7 89.6
## 471 2017 609 231 Wake… ACC 86.8 8.5 96.8
## 472 2017 608 235 West… B12 86.9 6.8 80.9
## 473 2017 607 238 Wich… MVC 91.8 6.7 78
## 474 2017 606 239 Wint… BSth 85.3 9.2 79.1
## 475 2017 605 240 Wisc… B10 87.2 6.4 84.2
## 476 2017 604 244 Xavi… BE 90.6 8 96.9
## 477 2016 603 8 Ariz… P12 91.7 10.4 85.9
## 478 2016 602 13 Aust… OVC 91.2 7 96.1
## 479 2016 601 14 Bayl… B12 90.7 5.5 81.9
## 480 2016 600 23 Buff… MAC 91.7 3.8 94.2
## 481 2016 599 24 Butl… BE 94.7 4.2 98.1
## 482 2016 598 27 Cal … WAC 91.9 2.9 91.7
## 483 2016 597 30 Cali… P12 89.5 6.7 96.4
## 484 2016 596 31 Chat… SC 89.5 9.8 88.6
## 485 2016 595 32 Cinc… Amer 93.4 6.1 83.7
## 486 2016 594 38 Colo… P12 95.9 5.5 86.8
## 487 2016 593 40 Conn… Amer 92.5 9.7 85.7
## 488 2016 592 45 Dayt… A10 92.8 5.8 82.2
## 489 2016 591 50 Duke ACC 94.6 8.7 92.7
## 490 2016 590 54 Fair… NEC 89.1 4.2 94.1
## 491 2016 589 57 Flor… ASun 91.2 4.9 89.4
## 492 2016 588 59 Fres… MWC 93.7 6.8 91.5
## 493 2016 587 68 Gonz… WCC 85 3.1 88.6
## 494 2016 586 70 Gree… Horz 91.4 3.8 90.8
## 495 2016 585 71 Hamp… MEAC 84.5 5.7 91.1
## 496 2016 584 74 Hawa… BW 92.9 6.3 87
## 497 2016 583 75 Holy… Pat 95 1.8 95.9
## 498 2016 582 79 Indi… B10 92.4 9.8 91.1
## 499 2016 581 81 Iona MAAC 89.5 5.1 87.2
## 500 2016 580 82 Iowa B10 83.1 4.5 90.2
## 501 2016 579 83 Iowa… B12 91 10.3 88.3
## 502 2016 578 86 Kans… B12 85.8 8.4 87.5
## 503 2016 577 90 Kent… SEC 91.8 11.5 81.9
## 504 2016 576 97 Litt… SB 86.1 3 83.3
## 505 2016 575 109 Mary… B10 90.9 11.3 88.2
## 506 2016 574 113 Miam… ACC 89.6 8.5 94.2
## 507 2016 573 114 Mich… B10 89.4 5.9 95.1
## 508 2016 572 115 Mich… B10 91.5 10.6 78
## 509 2016 571 116 Midd… CUSA 92.6 5.5 88.9
## 510 2016 570 135 Nort… ACC 94.3 7.5 85.9
## 511 2016 569 145 Nort… MVC 90.9 3.2 93.3
## 512 2016 568 149 Notr… ACC 91.9 5.5 86.2
## 513 2016 567 153 Okla… B12 84 8 82.1
## 514 2016 566 157 Oreg… P12 89.1 9.7 86.1
## 515 2016 565 158 Oreg… P12 93.5 7.6 90
## 516 2016 564 162 Pitt… ACC 91.9 5.8 90.4
## 517 2016 563 166 Prov… BE 85.4 6.8 92.6
## 518 2016 562 167 Purd… B10 89 6.9 85.1
## 519 2016 561 173 Sain… A10 90 5.8 89.2
## 520 2016 560 181 Seto… BE 89.7 4.1 88.2
## 521 2016 559 186 Sout… Sum 95.2 1.8 95
## 522 2016 558 189 Sout… SWAC 82.4 2.6 80
## 523 2016 557 194 Step… Slnd 89.1 5 87
## 524 2016 556 195 Ston… AE 92.6 4.1 84
## 525 2016 555 196 Syra… ACC 87.8 9.6 89.8
## 526 2016 554 198 Temp… Amer 95.2 3.3 92.2
## 527 2016 553 200 Texas B12 81.7 7.8 93.7
## 528 2016 552 201 Texa… SEC 87.8 8.9 86.3
## 529 2016 551 204 Texa… B12 95.9 6.1 91.1
## 530 2016 550 206 Tulsa Amer 93.3 5.1 92.7
## 531 2016 549 214 UNC … BSth 96.8 2.4 98.1
## 532 2016 548 216 UNC … CAA 93.3 2.4 100
## 533 2016 547 218 USC P12 85.3 8.9 83.5
## 534 2016 546 220 Utah P12 86.5 6.1 85.5
## 535 2016 545 225 Vand… SEC 88.4 9.6 94
## 536 2016 544 226 VCU A10 94.1 5.7 87.8
## 537 2016 543 228 Vill… BE 95.8 9.2 89.8
## 538 2016 542 229 Virg… ACC 96.9 9.2 91.7
## 539 2016 541 234 Webe… BSky 89.2 12.2 87.2
## 540 2016 540 235 West… B12 94.7 6.4 89.9
## 541 2016 539 238 Wich… MVC 89.7 5.6 89.5
## 542 2016 538 240 Wisc… B10 85 4.8 90.7
## 543 2016 537 244 Xavi… BE 89.2 8.2 90.2
## 544 2016 536 245 Yale Ivy 85.9 7 92.9
## 545 2015 535 5 Alba… AE 80 1.4 84
## 546 2015 534 8 Ariz… P12 90 8.5 83
## 547 2015 533 10 Arka… SEC 85.2 7.6 88.3
## 548 2015 532 14 Bayl… B12 87.2 7.8 87.2
## 549 2015 531 15 Belm… OVC 94.1 3.7 92.5
## 550 2015 530 17 Bois… MWC 82 5 94.3
## 551 2015 529 23 Buff… MAC 86.3 7.6 91.7
## 552 2015 528 24 Butl… BE 98.1 4 92.3
## 553 2015 527 25 BYU WCC 91.8 4 91.2
## 554 2015 526 32 Cinc… Amer 93.9 6.8 83.3
## 555 2015 525 35 Coas… BSth 86.5 3.4 90.6
## 556 2015 524 44 Davi… A10 85.3 3.4 86.9
## 557 2015 523 45 Dayt… A10 88.6 6.5 80.3
## 558 2015 522 50 Duke ACC 95.4 8.9 96.6
## 559 2015 521 53 East… BSky 95.1 5.7 90.9
## 560 2015 520 64 Geor… BE 88.1 7.2 84.1
## 561 2015 519 65 Geor… SEC 94.8 4.9 83.8
## 562 2015 518 66 Geor… SB 92.1 6.8 81
## 563 2015 517 68 Gonz… WCC 90.4 3.9 97.1
## 564 2015 516 71 Hamp… MEAC 85.3 5.7 92
## 565 2015 515 73 Harv… Ivy 86.9 5.7 93.5
## 566 2015 514 79 Indi… B10 90.5 7 93.4
## 567 2015 513 82 Iowa B10 84.7 8.9 85
## 568 2015 512 83 Iowa… B12 88.6 8.4 88.7
## 569 2015 511 86 Kans… B12 79.8 9.1 81
## 570 2015 510 90 Kent… SEC 92.5 13.5 88.5
## 571 2015 509 92 Lafa… Pat 83.3 0.5 85.7
## 572 2015 508 102 Loui… ACC 92.8 9.9 85.4
## 573 2015 507 105 LSU SEC 94.1 7.2 90.2
## 574 2015 506 106 Manh… MAAC 85.1 6.7 90.5
## 575 2015 505 109 Mary… B10 90.5 6.8 79.7
## 576 2015 504 115 Mich… B10 88.5 9.2 82.1
## 577 2015 503 119 Miss… SEC 88.2 6.3 92.1
## 578 2015 502 132 New … WAC 97.8 7.3 86.8
## 579 2015 501 135 Nort… ACC 95.9 8.2 85.4
## 580 2015 500 138 Nort… ACC 85.7 8 89
## 581 2015 499 140 Nort… Sum 96.9 3.1 80.5
## 582 2015 498 141 Nort… ASun 88.5 7.7 91.5
## 583 2015 497 143 Nort… CAA 88.6 5.8 95.6
## 584 2015 496 145 Nort… MVC 94.9 4 83.9
## 585 2015 495 149 Notr… ACC 91.6 9.3 93.9
## 586 2015 494 152 Ohio… B10 91.6 9.7 85.5
## 587 2015 493 153 Okla… B12 90.5 7.8 88.7
## 588 2015 492 154 Okla… B12 88.2 9 89.6
## 589 2015 491 157 Oreg… P12 92 8.3 90
## 590 2015 490 166 Prov… BE 88.2 6.9 96.6
## 591 2015 489 167 Purd… B10 89.2 5.9 90.3
## 592 2015 488 171 Robe… NEC 88.5 3.9 86.1
## 593 2015 487 179 San … MWC 84.3 5.4 87.7
## 594 2015 486 183 SMU Amer 86.8 9.9 93.9
## 595 2015 485 192 St. … BE 89 5.8 82.5
## 596 2015 484 194 Step… Slnd 96.4 5.1 84.1
## 597 2015 483 200 Texas B12 82.8 9.6 76.9
## 598 2015 482 203 Texa… SWAC 90 3.2 84.1
## 599 2015 481 207 UAB CUSA 85 5.8 89.9
## 600 2015 480 209 UC I… BW 86.3 6.6 76.4
## 601 2015 479 212 UCLA P12 93.8 6.4 86.1
## 602 2015 478 220 Utah P12 90.3 5.8 85.2
## 603 2015 477 224 Valp… Horz 85 5.7 100
## 604 2015 476 226 VCU A10 91.1 6.1 93.2
## 605 2015 475 228 Vill… BE 90.5 8.5 88.9
## 606 2015 474 229 Virg… ACC 92.9 7.7 86.3
## 607 2015 473 235 West… B12 94.2 3.6 89.6
## 608 2015 472 238 Wich… MVC 86.2 7.1 83.7
## 609 2015 471 240 Wisc… B10 88.1 6.3 94.3
## 610 2015 470 241 Woff… SC 94.1 3 88.4
## 611 2015 469 243 Wyom… MWC 93.6 17.1 81.8
## 612 2015 468 244 Xavi… BE 83.5 5.9 87.9
## 613 2014 467 5 Alba… AE 86.1 2.8 88.2
## 614 2014 466 6 Amer… Pat 89.2 3.8 89.7
## 615 2014 465 8 Ariz… P12 91.9 11.9 84.4
## 616 2014 464 9 Ariz… P12 86.5 6.4 89
## 617 2014 463 14 Bayl… B12 87.8 11.3 85.3
## 618 2014 462 25 BYU WCC 93.7 3.8 88.1
## 619 2014 461 26 Cal … BW 83.3 4.9 90.2
## 620 2014 460 32 Cinc… Amer 91.1 6 90.5
## 621 2014 459 35 Coas… BSth 97.7 3.5 89.2
## 622 2014 458 38 Colo… P12 88.1 5.1 91.8
## 623 2014 457 40 Conn… Amer 89.7 8.2 83.3
## 624 2014 456 43 Crei… BE 97.1 3.3 90.6
## 625 2014 455 45 Dayt… A10 88.5 4.4 87.3
## 626 2014 454 46 Dela… CAA 84.4 5.6 94
## 627 2014 453 50 Duke ACC 90.7 8.8 86.7
## 628 2014 452 52 East… OVC 90 7.4 87.8
## 629 2014 451 55 Flor… SEC 89 7.4 86.8
## 630 2014 450 63 Geor… A10 93.3 5.8 86.2
## 631 2014 449 68 Gonz… WCC 94.7 4.5 86.7
## 632 2014 448 73 Harv… Ivy 91 6.7 86.4
## 633 2014 447 82 Iowa B10 90.7 7.5 91
## 634 2014 446 83 Iowa… B12 92.6 3.9 88.7
## 635 2014 445 86 Kans… B12 93.3 10.8 83.6
## 636 2014 444 87 Kans… B12 89.2 5.2 91.7
## 637 2014 443 90 Kent… SEC 92.8 11.3 88.7
## 638 2014 442 101 Loui… SB 90.5 4.8 90.5
## 639 2014 441 102 Loui… Amer 89.7 12 86.9
## 640 2014 440 106 Manh… MAAC 84.1 5.4 82.7
## 641 2014 439 110 Mass… A10 90.7 8.1 82.8
## 642 2014 438 111 Memp… Amer 90.2 12.4 90
## 643 2014 437 112 Merc… ASun 88.9 6.9 87.5
## 644 2014 436 114 Mich… B10 94 9.8 88.6
## 645 2014 435 115 Mich… B10 91.3 10.8 88.1
## 646 2014 434 117 Milw… Horz 82.6 2.1 86.5
## 647 2014 433 127 Moun… NEC 82.9 3.8 91
## 648 2014 432 129 Nebr… B10 89.1 4.1 92.6
## 649 2014 431 131 New … MWC 92.9 10 88.9
## 650 2014 430 132 New … WAC 97.3 10.7 87.9
## 651 2014 429 135 Nort… ACC 92.2 7.9 82.5
## 652 2014 428 137 Nort… MEAC 83.1 5.4 92.6
## 653 2014 427 138 Nort… ACC 96.6 7.6 86.4
## 654 2014 426 140 Nort… Sum 94.6 6.4 89.5
## 655 2014 425 152 Ohio… B10 89.7 8.5 90.4
## 656 2014 424 153 Okla… B12 87.5 5 86.6
## 657 2014 423 154 Okla… B12 88.7 11 90.9
## 658 2014 422 157 Oreg… P12 89.7 5.2 94.9
## 659 2014 421 162 Pitt… ACC 89.7 4.8 91.3
## 660 2014 420 166 Prov… BE 80.8 3.8 82.1
## 661 2014 419 173 Sain… A10 94 10.3 92.6
## 662 2014 418 174 Sain… A10 87.2 3.2 91.5
## 663 2014 417 179 San … MWC 87.7 5.8 95
## 664 2014 416 193 Stan… P12 89.3 6.1 90.4
## 665 2014 415 194 Step… Slnd 96.3 4.5 88.9
## 666 2014 414 196 Syra… ACC 86.6 8.2 88
## 667 2014 413 199 Tenn… SEC 86.9 6.1 94.9
## 668 2014 412 200 Texas B12 90.1 7.1 86.1
## 669 2014 411 203 Texa… SWAC 92.1 6.4 82.3
## 670 2014 410 206 Tulsa CUSA 85.7 4.9 96
## 671 2014 409 212 UCLA P12 91.5 6.7 92.9
## 672 2014 408 226 VCU A10 82.5 6.7 86
## 673 2014 407 228 Vill… BE 86.9 9.4 86.4
## 674 2014 406 229 Virg… ACC 87.9 6.9 87.3
## 675 2014 405 234 Webe… BSky 91.3 8.9 88.6
## 676 2014 404 237 West… MAC 91.1 4.3 92.7
## 677 2014 403 238 Wich… MVC 92.1 7.4 89.7
## 678 2014 402 240 Wisc… B10 88.9 5.2 96.7
## 679 2014 401 241 Woff… SC 83.3 2.6 91.3
## 680 2014 400 244 Xavi… BE 89.1 4.1 85.5
## 681 2013 399 2 Akron MAC 95.2 7.3 91.7
## 682 2013 398 5 Alba… AE 92.1 3.2 92.3
## 683 2013 397 8 Ariz… P12 88.4 7.9 89.3
## 684 2013 396 15 Belm… OVC 84.2 1.8 95.3
## 685 2013 395 17 Bois… MWC 87.5 1.5 100
## 686 2013 394 22 Buck… Pat 89.7 2.9 92.9
## 687 2013 393 24 Butl… A10 96.5 7.1 84.1
## 688 2013 392 30 Cali… P12 93.8 6.7 78.9
## 689 2013 391 32 Cinc… BE 97.4 6.2 91.8
## 690 2013 390 38 Colo… P12 89.6 3.9 85.5
## 691 2013 389 39 Colo… MWC 95.3 6.6 94.3
## 692 2013 388 43 Crei… MVC 98.1 4.6 92.3
## 693 2013 387 44 Davi… SC 84 2.3 92.1
## 694 2013 386 50 Duke ACC 88.3 8.2 84.5
## 695 2013 385 55 Flor… SEC 95.4 7.2 88.4
## 696 2013 384 57 Flor… ASun 85.4 12.1 94
## 697 2013 383 64 Geor… BE 83.1 5.4 86.5
## 698 2013 382 68 Gonz… WCC 90.9 6.9 94.7
## 699 2013 381 73 Harv… Ivy 95.2 6.9 88.9
## 700 2013 380 78 Illi… B10 88.5 5.3 94.1
## 701 2013 379 79 Indi… B10 90.8 10.6 88
## 702 2013 378 81 Iona MAAC 90.6 2.4 92.8
## 703 2013 377 83 Iowa… B12 86.7 6.3 94.9
## 704 2013 376 85 Jame… CAA 85.9 5.4 92.2
## 705 2013 375 86 Kans… B12 94.8 11.9 77.9
## 706 2013 374 87 Kans… B12 85.9 4.9 93
## 707 2013 373 91 La S… A10 91.3 5.6 90.2
## 708 2013 372 95 Libe… BSth 100 2.9 90.7
## 709 2013 371 98 LIU … NEC 90.4 5.8 88.5
## 710 2013 370 102 Loui… BE 92.5 12.5 84.8
## 711 2013 369 107 Marq… BE 90.3 4.6 89.8
## 712 2013 368 111 Memp… CUSA 92 13.5 88.7
## 713 2013 367 113 Miam… ACC 86.3 8.1 80.2
## 714 2013 366 114 Mich… B10 93.8 10 94.2
## 715 2013 365 115 Mich… B10 89.1 8.2 86.8
## 716 2013 364 116 Midd… SB 92.3 5.8 90.7
## 717 2013 363 118 Minn… B10 91.8 11.3 87
## 718 2013 362 119 Miss… SEC 91.8 6.6 89.4
## 719 2013 361 122 Miss… SEC 94.3 7.6 91.7
## 720 2013 360 123 Mont… BSky 89.3 2.9 90.6
## 721 2013 359 131 New … MWC 90.3 6.1 94.6
## 722 2013 358 132 New … WAC 89.9 10.2 87.5
## 723 2013 357 135 Nort… ACC 86.4 8 87.6
## 724 2013 356 136 Nort… MEAC 90.8 5.5 89.8
## 725 2013 355 138 Nort… ACC 91.1 8.9 80.8
## 726 2013 354 148 Nort… Slnd 91.9 6.2 88.6
## 727 2013 353 149 Notr… BE 90 5.3 76.9
## 728 2013 352 152 Ohio… B10 89.3 7.2 93.2
## 729 2013 351 153 Okla… B12 93.2 5.4 84.6
## 730 2013 350 154 Okla… B12 89.1 10.1 84.6
## 731 2013 349 157 Oreg… P12 93.3 7.9 92.9
## 732 2013 348 159 Paci… BW 94.7 1.6 93
## 733 2013 347 162 Pitt… BE 91.7 8.3 90.2
## 734 2013 346 174 Sain… A10 82.9 2.9 87
## 735 2013 345 175 Sain… WCC 90.3 5.3 76
## 736 2013 344 179 San … MWC 92.8 5.7 85.7
## 737 2013 343 186 Sout… Sum 72.7 1 100
## 738 2013 342 189 Sout… SWAC 81.3 3.1 90.3
## 739 2013 341 196 Syra… BE 85.2 11.8 84.1
## 740 2013 340 198 Temp… A10 89.1 4.4 95.9
## 741 2013 339 212 UCLA P12 90.9 4.8 90.1
## 742 2013 338 217 UNLV MWC 90.1 10.3 96.1
## 743 2013 337 224 Valp… Horz 87.9 3.4 87.5
## 744 2013 336 226 VCU A10 88 5.2 88.1
## 745 2013 335 228 Vill… BE 74.6 6.1 85.5
## 746 2013 334 236 West… SB 88.2 4.2 94.6
## 747 2013 333 238 Wich… MVC 86.8 4.9 89.5
## 748 2013 332 240 Wisc… B10 86.7 6.4 80.4
## 749 2012 331 3 Alab… SEC 86.7 7.2 88.9
## 750 2012 330 14 Bayl… B12 91.6 12.5 88.6
## 751 2012 329 15 Belm… ASun 100 1.3 91.8
## 752 2012 328 25 BYU WCC 90.6 4 92.9
## 753 2012 327 30 Cali… P12 92.7 3.8 92.7
## 754 2012 326 32 Cinc… BE 89 5.1 84.1
## 755 2012 325 38 Colo… P12 84.7 6 80.4
## 756 2012 324 39 Colo… MWC 96.9 5.6 92.7
## 757 2012 323 40 Conn… BE 92.3 13.6 83.1
## 758 2012 322 43 Crei… MVC 91.7 3.8 94.7
## 759 2012 321 44 Davi… SC 83.3 3.6 91.9
## 760 2012 320 47 Detr… Horz 91 11.5 92.3
## 761 2012 319 50 Duke ACC 90.6 9.9 86.5
## 762 2012 318 55 Flor… SEC 96.1 8.7 90.9
## 763 2012 317 58 Flor… ACC 93 9.8 87.1
## 764 2012 316 64 Geor… BE 86.2 5 89.3
## 765 2012 315 68 Gonz… WCC 90.9 5.6 90
## 766 2012 314 73 Harv… Ivy 93.7 6.7 96.7
## 767 2012 313 79 Indi… B10 91.1 8.8 86.8
## 768 2012 312 81 Iona MAAC 91.3 5 89.7
## 769 2012 311 83 Iowa… B12 91.4 7.4 89.7
## 770 2012 310 86 Kans… B12 87.9 12.7 89.3
## 771 2012 309 87 Kans… B12 82.8 4.9 86.7
## 772 2012 308 90 Kent… SEC 95.8 13 83.8
## 773 2012 307 93 Lamar Slnd 86.1 4.7 95.9
## 774 2012 306 94 Lehi… Pat 91.8 4.8 89.7
## 775 2012 305 98 LIU … NEC 92.8 5.2 93.5
## 776 2012 304 99 Long… BW 93.7 6.7 96.2
## 777 2012 303 102 Loui… BE 87.4 9.8 85.4
## 778 2012 302 104 Loyo… MAAC 90.1 6.3 96.2
## 779 2012 301 107 Marq… BE 81.3 5.6 82.1
## 780 2012 300 111 Memp… CUSA 86 12.8 77.8
## 781 2012 299 114 Mich… B10 95.2 4.4 97.3
## 782 2012 298 115 Mich… B10 92.9 5.8 88.9
## 783 2012 297 121 Miss… SWAC 78.4 7.1 89.6
## 784 2012 296 122 Miss… B12 90.9 4.6 91.9
## 785 2012 295 123 Mont… BSky 100 2.2 89.3
## 786 2012 294 128 Murr… OVC 89.7 6.7 78.6
## 787 2012 293 131 New … MWC 88.5 8.3 89.4
## 788 2012 292 132 New … WAC 94.9 8.1 91.4
## 789 2012 291 134 Norf… MEAC 91.9 4.9 84.1
## 790 2012 290 135 Nort… ACC 96 9.2 85.1
## 791 2012 289 138 Nort… ACC 93.1 8.3 83.6
## 792 2012 288 149 Notr… BE 91.5 4.1 94.4
## 793 2012 287 151 Ohio MAC 84 6 91.2
## 794 2012 286 152 Ohio… B10 95.6 5.6 95.5
## 795 2012 285 167 Purd… B10 92.9 1.1 93
## 796 2012 284 174 Sain… A10 82.1 2.5 88.2
## 797 2012 283 175 Sain… WCC 87.5 4.6 87.2
## 798 2012 282 179 San … MWC 94.3 4.2 90.9
## 799 2012 281 186 Sout… Sum 83.3 1.6 86
## 800 2012 280 187 Sout… BE 87.8 7.6 70.4
## 801 2012 279 190 Sout… CUSA 90.4 4 88.7
## 802 2012 278 191 St. … A10 92.5 6.8 89.8
## 803 2012 277 196 Syra… BE 87.1 13 81.4
## 804 2012 276 198 Temp… A10 95 4.9 87.3
## 805 2012 275 200 Texas B12 89.5 5.7 86.3
## 806 2012 274 214 UNC … BSth 93.5 4.1 93.5
## 807 2012 273 217 UNLV MWC 92.4 10.1 97.6
## 808 2012 272 225 Vand… SEC 95.9 8.7 93
## 809 2012 271 226 VCU CAA 87.7 5.3 90.3
## 810 2012 270 227 Verm… AE 86.4 1.6 94.4
## 811 2012 269 229 Virg… ACC 90.7 3.9 95.2
## 812 2012 268 235 West… BE 86.5 2.8 84.4
## 813 2012 267 236 West… SB 70 3 83.5
## 814 2012 266 238 Wich… MVC 88.1 4.8 87.5
## 815 2012 265 240 Wisc… B10 83.3 3.8 82.6
## 816 2012 264 244 Xavi… A10 87 6.7 91.8
## 817 2011 263 2 Akron MAC 94.3 2.8 95.5
## 818 2011 262 4 Alab… SWAC 89.7 2.4 88.6
## 819 2011 261 8 Ariz… P10 91.8 7.4 93.8
## 820 2011 260 15 Belm… ASun 100 1.1 93.2
## 821 2011 259 19 Bost… AE 88.4 3.8 86
## 822 2011 258 22 Buck… Pat 91.3 1.9 92.6
## 823 2011 257 24 Butl… Horz 95.2 3.3 93.9
## 824 2011 256 25 BYU MWC 88.9 3.3 94.8
## 825 2011 255 32 Cinc… BE 91 7.8 81.3
## 826 2011 254 33 Clem… ACC 92.9 8.3 90
## 827 2011 253 40 Conn… BE 86.7 6.1 89.1
## 828 2011 252 50 Duke ACC 93.5 8.6 84.9
## 829 2011 251 55 Flor… SEC 90.8 8.4 92
## 830 2011 250 58 Flor… ACC 86.2 8.6 84.3
## 831 2011 249 62 Geor… CAA 94.5 7.1 87.2
## 832 2011 248 64 Geor… BE 90.9 5.3 89.5
## 833 2011 247 65 Geor… SEC 91 9.7 90.6
## 834 2011 246 68 Gonz… WCC 93.2 5.5 89.3
## 835 2011 245 71 Hamp… MEAC 86.3 6.4 70.9
## 836 2011 244 78 Illi… B10 91.5 9.9 88.7
## 837 2011 243 80 Indi… MVC 76.9 4.7 95.7
## 838 2011 242 86 Kans… B12 88.3 11.5 78.8
## 839 2011 241 87 Kans… B12 90.4 4.1 82.1
## 840 2011 240 90 Kent… SEC 89.2 5.6 93.6
## 841 2011 239 97 Litt… SB 96.8 2.5 85.2
## 842 2011 238 98 LIU … NEC 92.9 5.1 93.3
## 843 2011 237 102 Loui… BE 86.9 12.3 83.3
## 844 2011 236 107 Marq… BE 92.2 4.1 89.6
## 845 2011 235 111 Memp… CUSA 91.4 11.4 86.8
## 846 2011 234 114 Mich… B10 92.7 5.3 92
## 847 2011 233 115 Mich… B10 85.7 5.1 92.5
## 848 2011 232 122 Miss… B12 84.6 4.6 88.3
## 849 2011 231 125 More… OVC 90.2 9.9 91.3
## 850 2011 230 135 Nort… ACC 97.1 7.9 94.8
## 851 2011 229 144 Nort… BSky 72.2 3.7 86.2
## 852 2011 228 149 Notr… BE 87.9 5.2 85.1
## 853 2011 227 150 Oakl… Sum 98.9 6.9 90.2
## 854 2011 226 152 Ohio… B10 95.2 9.1 91.9
## 855 2011 225 155 Old … CAA 98 3.8 88.4
## 856 2011 224 161 Penn… B10 97.9 4.2 90.6
## 857 2011 223 162 Pitt… BE 92.9 8.4 83
## 858 2011 222 165 Prin… Ivy 92.9 2.5 91.2
## 859 2011 221 167 Purd… B10 91.4 2.7 94.6
## 860 2011 220 170 Rich… A10 91.3 3.6 92.3
## 861 2011 219 176 Sain… MAAC 78 4.1 81.1
## 862 2011 218 179 San … MWC 93.9 6.9 100
## 863 2011 217 192 St. … BE 92.6 5.2 91.9
## 864 2011 216 196 Syra… BE 88.9 10.3 91.4
## 865 2011 215 198 Temp… A10 94.3 3.9 87.3
## 866 2011 214 199 Tenn… SEC 93 8.5 93
## 867 2011 213 200 Texas B12 90.4 7.4 86.6
## 868 2011 212 201 Texa… B12 91 5.9 89.5
## 869 2011 211 207 UAB CUSA 95.2 6.1 90
## 870 2011 210 210 UC S… BW 96 5.3 90.5
## 871 2011 209 212 UCLA P10 90.7 8.3 91.5
## 872 2011 208 214 UNC … BSth 93.9 6.6 85.2
## 873 2011 207 217 UNLV MWC 91.5 5.6 88.5
## 874 2011 206 218 USC P10 85.1 5.9 79.5
## 875 2011 205 221 Utah… WAC 95.3 3.6 87.5
## 876 2011 204 223 UTSA Slnd 100 2 89.7
## 877 2011 203 225 Vand… SEC 92.4 9.2 89.5
## 878 2011 202 226 VCU CAA 93.8 5 91.1
## 879 2011 201 228 Vill… BE 92.5 4.4 85
## 880 2011 200 232 Wash… P10 88.7 8.6 81.7
## 881 2011 199 235 West… BE 97 2.7 88.7
## 882 2011 198 240 Wisc… B10 86 4 78.9
## 883 2011 197 241 Woff… SC 64.3 1 93.6
## 884 2011 196 244 Xavi… A10 94 7.2 87.5
## 885 2010 195 11 Arka… SWAC 88.3 4.7 91.3
## 886 2010 194 14 Bayl… B12 92.3 12.7 86.1
## 887 2010 193 24 Butl… Horz 91.5 4.2 91.4
## 888 2010 192 25 BYU MWC 94.1 2.5 94.4
## 889 2010 191 30 Cali… P10 92.2 4.7 90
## 890 2010 190 33 Clem… ACC 90.8 9.5 91.8
## 891 2010 189 42 Corn… Ivy 88.9 4.4 89.5
## 892 2010 188 50 Duke ACC 83 6.7 88.3
## 893 2010 187 51 East… ASun 89.1 4.7 90.7
## 894 2010 186 55 Flor… SEC 93 9.4 92.2
## 895 2010 185 58 Flor… ACC 88.1 10.7 82.9
## 896 2010 184 64 Geor… BE 95.7 5.6 86.6
## 897 2010 183 67 Geor… ACC 88.1 9.9 91.2
## 898 2010 182 68 Gonz… WCC 92.6 7.2 82.2
## 899 2010 181 76 Hous… CUSA 91.5 3.3 87.7
## 900 2010 180 86 Kans… B12 94.3 8.3 82
## 901 2010 179 87 Kans… B12 94.7 6.6 92.7
## 902 2010 178 90 Kent… SEC 90.9 14.1 81.6
## 903 2010 177 94 Lehi… Pat 96.7 4.6 93.9
## 904 2010 176 102 Loui… BE 88.8 9.8 91.4
## 905 2010 175 107 Marq… BE 92.9 3.4 91.2
## 906 2010 174 109 Mary… ACC 89.1 3.7 83.5
## 907 2010 173 115 Mich… B10 91.5 6.2 94.9
## 908 2010 172 118 Minn… B10 95 7.6 90.9
## 909 2010 171 122 Miss… B12 89.1 3.9 79.7
## 910 2010 170 123 Mont… BSky 94.4 1.7 73.3
## 911 2010 169 126 Morg… MEAC 87.9 2 93.8
## 912 2010 168 128 Murr… OVC 90.7 7.7 84.6
## 913 2010 167 131 New … MWC 85.7 6.5 92.7
## 914 2010 166 132 New … WAC 97.4 6.6 89
## 915 2010 165 142 Nort… SB 88.2 3 98
## 916 2010 164 145 Nort… MVC 92.3 2.4 95.8
## 917 2010 163 149 Notr… BE 86.3 5.7 83.6
## 918 2010 162 150 Oakl… Sum 97.3 5.5 93.8
## 919 2010 161 151 Ohio MAC 92.6 4.1 95.1
## 920 2010 160 152 Ohio… B10 86.3 9.4 84.7
## 921 2010 159 154 Okla… B12 93.8 6 87.3
## 922 2010 158 155 Old … CAA 85.9 4.6 85.1
## 923 2010 157 162 Pitt… BE 89.4 6.6 87
## 924 2010 156 167 Purd… B10 93.6 3.4 82.8
## 925 2010 155 170 Rich… A10 86.4 3.6 91.7
## 926 2010 154 171 Robe… NEC 92.3 3.9 90.9
## 927 2010 153 175 Sain… WCC 91.2 2.9 86.8
## 928 2010 152 177 Sam … Slnd 97.3 3.6 89.2
## 929 2010 151 179 San … MWC 93.5 7.8 91.7
## 930 2010 150 182 Siena MAAC 80.8 5 87.7
## 931 2010 149 196 Syra… BE 90.6 12.6 89.7
## 932 2010 148 198 Temp… A10 95.2 4.7 83.7
## 933 2010 147 199 Tenn… SEC 89.4 11.4 90.9
## 934 2010 146 200 Texas B12 91.7 7.6 95.4
## 935 2010 145 201 Texa… B12 89.1 7.9 97.1
## 936 2010 144 210 UC S… BW 84.9 5.6 92.1
## 937 2010 143 217 UNLV MWC 94.2 4.3 97.4
## 938 2010 142 221 Utah… WAC 88.9 3.4 80.9
## 939 2010 141 222 UTEP CUSA 95.7 9 82.9
## 940 2010 140 225 Vand… SEC 95.4 8.7 90.4
## 941 2010 139 227 Verm… AE 93.2 5.4 91.8
## 942 2010 138 228 Vill… BE 95.2 4.8 89.6
## 943 2010 137 231 Wake… ACC 93.3 9.4 88.9
## 944 2010 136 232 Wash… P10 92.8 5.9 79.2
## 945 2010 135 235 West… BE 95 2.8 95.2
## 946 2010 134 239 Wint… BSth 87.1 2.3 83.3
## 947 2010 133 240 Wisc… B10 93 4.1 81.5
## 948 2010 132 241 Woff… SC 78.9 1.5 97.2
## 949 2010 131 244 Xavi… A10 90.4 6.6 93.3
## # ℹ 29 more variables: `DUNKS D SHARE` <dbl>, `CLOSE TWOS FG%` <dbl>,
## # `CLOSE TWOS SHARE` <dbl>, `CLOSE TWOS FG%D` <dbl>,
## # `CLOSE TWOS D SHARE` <dbl>, `FARTHER TWOS FG%` <dbl>,
## # `FARTHER TWOS SHARE` <dbl>, `FARTHER TWOS FG%D` <dbl>,
## # `FARTHER TWOS D SHARE` <dbl>, `THREES FG%` <dbl>, `THREES SHARE` <dbl>,
## # `THREES FG%D` <dbl>, `THREES D SHARE` <dbl>, `DUNKS FG% RANK` <dbl>,
## # `DUNKS SHARE RANK` <dbl>, `DUNKS FG%D RANK` <dbl>, …
Plot prices
data %>%
ggplot(aes(TEAM)) +
geom_bar()
