What we are trying to do is predict NBA playoff victories in a season for any given team (dependent variable) using advanced metrics. The columns that are NOT Playoff Wins are the independent variables. There are 12 of them. Your job is to simply provide a good model (equation) from a set of the advanced metrics (independent variables). The model must include at least three independent variables.
Remember how to eliminate independent variables (Section 16.3). Remember to check for things such as multi-collinearity and residual patterns. Remember the regression statistics that you would like to see in your model.
Your end product is: 1) the regression output (Data Analysis); 2) the EQUATION IT IS PREDICTING; and 3) a one page write-up detailing why you selected the variables that you did, and why you like you model.
REB% PACE Dependent Variable Playoff Wins 0 0 0 DefRtg 112.9 AST% 52.5 ASTRatio 14.9 DREB% 71.7 eFG% 49 100.16 55 72.7 OREB% 26.4 24.2 24.7 24.7 50.5 112.8 114.2 108 16.3 17.3 48.6 48.3 46.4 48.4 0 0 68.3 72.4 59.5 63.1 61.2 53.2 17.9 99.3 101.15 97.15 98.74 51.4 50.8 51.5 0 AST/TO 1.43 1.55 1.53 1.71 1.65 1.54 1.63 1.52 1.64 1.9 107.1 29.1 73.1 17.6 15.6 0 116.8 28.2 50.3 OffRtg 104 104.5 105.3 105.6 106.7 106.8 107.4 107.5 108.7 109.6 110.2 110.6 110.7 110.7 102.8 103.1 103.4 103.6 104.4 TOV% 14 14.1 15.3 14.3 14.9 13.8 15 16.2 14.2 12.8 13.6 12.9 0 0 0 60 62.4 60.3 58.8 17.8 17.7 17 17.7 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 27 28.4 27.3 26.8 25.2 52.7 52.2 51.9 52.4 0 TS% 52.9 54.1 55.2 54.8 54.2 54 55.4 55.5 55.5 55.4 56.7 55.2 55.4 56.3 53.2 52.9 52.9 53.9 54.7 0 62.3 1.87 18.4 53.1 0 1.88 108.9 113.1 110.1 110.8 112.9 112.2 112 112 111.7 110.4 110.5 110.4 110.1 73.2 72.5 71.8 73.4 71.3 70.6 70.9 73.1 72.9 72.4 73.1 76.7 72.1 71.9 0 0 29.2 26.8 28.5 27.1 26.4 25.6 27.6 26.3 1.9 1.82 1.35 1.57 1.68 1.44 1.53 12.2 14.2 15.5 14.3 0 0 97.38 103.6 104.56 99.6 103.88 102.24 100.88 99.18 103.89 101.14 95.5 98.65 95.65 98.76 98.58 96.53 49.5 50.9 49.3 48.9 50 49.3 48.9 48 0 0 0 14.1 15.6 15.7 51.1 51.4 52.9 49.5 50.2 49.7 50 51.2 51.2 51.3 51.7 51.4 51 51.2 50.8 0 1.61 17.4 17 18.6 15.6 16.6 17.3 16.6 17.6 17.5 17.3 17 17.3 17.2 17.1 16.1 16.5 18.2 14.7 0 47.8 59.1 57.8 61.9 55.3 55.6 60.7 58.6 62.2 60.4 59.4 58.4 61.9 57.3 58.2 55.4 55.5 61.7 57.9 62.8 49.6 0 104.7 105.4 106 106.1 106.3 106.6 109 109.4 108.4 107.3 109.7 109.7 106.7 100.9 0 1.85 1.51 1.56 1.58 1.7 1.7 24.8 22.4 27.9 25.1 28.9 26.9 27.1 28.4 71.4 74.9 72.9 73.1 72.7 74 76.3 12.7 15.5 15.1 15 13.8 12.8 54.5 54.4 54.8 55.1 54.4 54.3 54.9 0 0 0 109 99.66 97.64 96.75 98.66 99.54 97.69 97.88 0 71.8 109.2 110 1.52 1.68 1.63 56.4 57 0 30 14.7 15.1 14 13.9 0 0 52.7 53.6 50.9 53 108.7 106 105.7 73.6 74.5 72.2 74.6 16.5 18.9 29.1 26.9 27.9 50.5 48.9 50.9 49.9 51.2 50.4 51.7 50.9 49.9 51.3 49 48.3 49.1 48 46.5 51.9 49.4 1.9 1.44 54.4 56.1 54.9 98.64 0 15 51.1 0 108.2 1.43 17.4 109.4 111.4 108.4 109.4 108.4 102.7 103.6 103.7 104.7 104.7 105.3 105.3 27.3 13.9 16.7 16.2 0 15.9 0 0 63.1 56.6 58 58.2 57.4 53 53.2 110.1 110.3 106.8 107.7 106.7 112 70.9 71.6 72.6 72.8 1.29 1.67 1.77 1.75 24.1 26.7 22.8 21.6 16.8 17.1 16.8 16.1 15.6 13.7 12.9 12.7 50.1 50.7 48.9 50.4 50.5 53.9 55.1 52.4 53.9 54.1 97.11 99.07 101.75 96.9 98.56 93.11 95.52 99.26 0 73.3 0 1.78 28.6 28.4 77.5 71.7 12.3 15.3 49.2 50.1 52.1 53.7 0 1.38 106.1 14.4 53.8 0 15.2 15.2 71.8 72.3 69.8 71.8 71.3 49.3 51.6 49.6 51.2 0 14.3 100.85 95.42 96.63 5.51 96.59 0 14 14.1 0 51.6 127 1.54 1.57 1.58 1.63 2.01 1.54 1.69 1.69 1.95 1.82 119 74.9 72 95.92 7.38 0 299 25.8 30.5 28.4 25.5 24.7 26.9 30.9 31.4 24.3 28.1 28 27.1 0 95.48 9.18 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 111.7 109.5 110.5 110.2 105.9 105.8 105.9 107 55.6 53.4 54.1 55.8 54.7 55.9 55.5 56.8 56.5 56.6 55.4 56.1 0 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 61.5 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 39 58.7 55.2 58.9 50.1 52 51.1 53 53.4 53.4 52 52.8 0 0 0 1.6 1.77 1.94 57.6 0 0 26.1 23.3 25.8 173 16.3 16.3 17.2 17.6 16 17.7 18.2 18.9 18.5 17.3 18.7 19.2 17.9 17.4 18.4 17.6 17.7 16.9 16 16.9 17.7 15.8 16.7 18.2 18.6 16.9 16.3 18.5 71 753 71.8 75.3 73.6 73.3 73.4 75.1 73.6 72.9 71.2 70.6 71.9 74.2 70.8 0 0 28.7 26.2 28 111.3 1108 110.7 106.4 108.1 108.4 110 110.9 1117 107.5 108.4 109.2 10.7 110.8 112.6 111.4 111.8 114.7 112.8 1089 112.4 114.4 112.3 114.8 111.6 113 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 1092 110.4 107.7 106.4 105.2 106.2 106.5 108.7 50.3 49.2 50 49.9 48.8 49.6 49.6 50.7 53.2 48.7 51.6 51.1 50.6 49.8 49.5 49.2 50.8 47.8 48.6 48.1 51.3 48.4 49.3 51.2 48.8 48.1 50.4 50.1 50.9 52.2 50.1 50.8 50.3 52.8 49.2 50 13.9 14.6 15 13.2 14.2 14.8 14.7 14.5 12.3 14.4 15.6 13.6 15 15.3 14.3 15.5 15.5 16.5 14.6 14.6 13.3 14.6 13.4 53.2 53.1 53.4 53.9 52.3 50.4 51.5 50.1 51.5 7.2 56.6 56.8 562 53.9 54.7 53.1 55.4 0 0 0 26.7 30 26.7 0 0 0 0 1.96 1.64 1.64 1.77 1.63 1.5 1.54 1.48 1.58 1.4 1.55 1.72 1.94 1.58 1.67 1.72 1.58 1.73 1.82 1.4 1.61 1.86 1.65 1.73 0 52.9 52.2 51.4 49.7 51.8 2 51.4 56.1 55.3 55.1 54 55 55.6 54.5 1 1 1 108.8 106.9 107.6 104.4 108.2 108.9 109.8 110.3 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 110.1 104.5 1 1 9.41 9.59 101.7 103.31 101.74 101.14 99.6 103.9 103.38 5.24 100,46 9.11 103.28 97.86 9.17 103.94 101.04 98.65 101.51 103.38 100.84 5.1 95.7 96.75 98.18 101.17 98.99 102.66 97.67 7.34 9775 96.02 92.84 27.7 29.6 26.4 35.5 25.9 28.2 29.8 27.5 26.1 27.7 289 32.3 26.6 26.7 26.3 27.4 57.2 55.1 53.8 52 50.7 171 17.3 61.2 57.3 59 66.3 63.2 59.2 54.8 64.4 58.5 58.3 55.3 53.2 48.8 60.8 58.2 63.1 53.5 62.1 58.4 58.4 62.4 59.2 1 1 523 71.7 73.8 73.1 72.2 75.4 72 73.8 75.9 74.1 74.1 72 74.2 71.2 74.9 72.2 73.2 72.5 71.7 73.3 73.1 70.6 74 543 56.6 54 7 1 14.9 14.8 13.7 12.8 15.2 12.6 12.9 14.1 14.8 17 15.5 15.2 17.5 17.1 18.4 50 53.3 1 1 50.6 54.4 2 50 50.4 57.5 56 2 2 15.8 32 1.53 1.5 1.66 54.6 54.1 2 17.4 16.8 2 52.9 52.5 51.4 50.4 48.7 49.1 52.7 54.5 28.2 31.1 29.5 26 106.5 107 53 51.5 50.2 51.9 50.7 48.7 50.9 14.3 16 14 13.7 14.6 2 2 1.65 1.73 1.94 16.5 18.5 108.5 53.5 56.5 58.1 94.99 2 115.9 111.2 17.7 27.5 12.5 9.89 3 112.2 110.5 2.03 18.1 50.1 3 49.6 1.67 1.68 1.74 3 3 48 50.1 49.2 1.58 3 3 4 108.5 109 111.8 110.1 111.8 113 109 111.4 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 58 54.4 58.5 7 54.3 56 59 54.4 47.2 62.4 58.6 24.6 27.1 24.4 25.6 24.1 26.1 27.4 27 29.1 16.8 17.7 17.2 16.3 16.8 17.9 16.2 14.5 18.8 17.1 1.48 1.82 1.48 1.46 2.05 1.53 1.64 51.2 50.2 51.4 50.5 12.2 13.6 14.2 13.3 13.7 15.2 13.5 14.8 13.2 12.7 15.2 16.3 14.5 14.2 98.89 96.84 7.03 96.77 9.42 9.15 98.02 2.09 95.41 100.43 96.58 4 111.3 4 5 5 25.7 49.5 50.9 25.6 103.9 28.6 52 66.3 62.7 19.1 19 100.75 101.48 5 1.79 49.4 1.71 1.47 52.4 48 107.4 108.5 108.5 111.9 112.5 114.9 114.1 111.6 112.1 110.4 5 66 6 14 74.4 72.1 70.9 73.3 72.8 74.6 72.5 74.3 71.7 72.8 75.6 73.6 72.6 77.5 71.3 70 71.7 74.1 74.4 71.6 72.1 73.7 73.9 73 70.5 72.5 75.7 73.1 73.9 59.8 53 54.1 62.6 64.8 65.3 57.7 62.7 57.1 18 15.5 15.9 18.1 18.7 19.3 17.6 48.1 53.4 52.5 53.1 53.7 53 54.9 53.9 52.6 51.7 53.4 52.7 53.5 54.1 55.2 53.7 54.2 54.5 53.2 52.7 52.8 53.6 53.5 52.8 52.4 52.5 53.5 55 7 49.9 51.7 52.4 50.1 13.5 15 14.4 13.6 14.3 7 57.2 55.7 571 57.4 57.3 58.5 57.5 56.3 56.1 56.7 56.4 56.8 7.3 58.3 57.8 58.1 58.3 57.4 55.8 56.4 57.4 57.7 56.8 56.4 56.7 56.7 58.3 57 55.2 59 58.4 58 59.6 181 107.4 102.5 109.8 110.1 108.4 109 108.1 108.8 104.7 106.9 109.5 102.9 108 110.4 104.9 106.5 103.2 105.7 1111 109.7 14.6 7 7 7 8 8 8 16.9 15.6 14.2 13.7 110.8 113.3 113.7 110.3 110.6 112.6 113.5 112.8 106.8 114.1 1.59 1.67 1.8 2.04 1.68 1.7 1.63 1.66 1.77 1.9 1.94 1.88 1.66 1.6 1.56 1.7 1.66 2.06 54.4 60.6 65.3 63.6 60.1 24 24.1 24.9 26.9 28.1 27.8 30.8 28.6 25.6 27.8 30.8 28.2 25.9 29.4 25 28.3 26.3 25.4 24.3 26.4 25.7 25.7 26.5 24.3 27.2 283 9 9 10 10 11 11 12 13 105.51 104.04 98.39 100.55 102.59 98.49 97.94 101.19 102.16 9.96 4.86 7.21 97.64 103.57 9.92 6.75 98.02 98.72 96.74 49.6 51.5 52.6 51.1 48.5 50.9 51.6 50.9 50.4 18.1 18.8 19.1 18.3 16.7 17 16.4 17.5 17.1 20.4 188.8 18.2 14.1 13.6 13.9 13.3 13.7 14.4 14.1 55.7 58.6 55.7 579 75 50.3 49.2 112 112.8 115 111.9 112.5 14 13.9 14 13.9 56.7 66.8 65.7 108.6 49.9 50.5 512 53.1 51.8 55.1 54.7 54.7 56.5 54.7 54.3 56.9 56.3 54.2 101.73 14 109.3 1.74 73 72.2 72.7 75.3 72.6 71.2 70.9 73.7 98.7 58.7 79 50.2 16 16 106.8 106.8 60.3 68.5 20.9 1.81 1.9 2.06 1.67 112.8 114.8 111.7 14.9 13.8 15.3 14.6 14.9 16 100.52 100.35 100.37 101.2 103.4 106.1 49.7 50.4 51.2 0.5 60 21.2 18 60.3 59.7 57.3 16 REB% PACE Dependent Variable Playoff Wins 0 0 0 DefRtg 112.9 AST% 52.5 ASTRatio 14.9 DREB% 71.7 eFG% 49 100.16 55 72.7 OREB% 26.4 24.2 24.7 24.7 50.5 112.8 114.2 108 16.3 17.3 48.6 48.3 46.4 48.4 0 0 68.3 72.4 59.5 63.1 61.2 53.2 17.9 99.3 101.15 97.15 98.74 51.4 50.8 51.5 0 AST/TO 1.43 1.55 1.53 1.71 1.65 1.54 1.63 1.52 1.64 1.9 107.1 29.1 73.1 17.6 15.6 0 116.8 28.2 50.3 OffRtg 104 104.5 105.3 105.6 106.7 106.8 107.4 107.5 108.7 109.6 110.2 110.6 110.7 110.7 102.8 103.1 103.4 103.6 104.4 TOV% 14 14.1 15.3 14.3 14.9 13.8 15 16.2 14.2 12.8 13.6 12.9 0 0 0 60 62.4 60.3 58.8 17.8 17.7 17 17.7 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 27 28.4 27.3 26.8 25.2 52.7 52.2 51.9 52.4 0 TS% 52.9 54.1 55.2 54.8 54.2 54 55.4 55.5 55.5 55.4 56.7 55.2 55.4 56.3 53.2 52.9 52.9 53.9 54.7 0 62.3 1.87 18.4 53.1 0 1.88 108.9 113.1 110.1 110.8 112.9 112.2 112 112 111.7 110.4 110.5 110.4 110.1 73.2 72.5 71.8 73.4 71.3 70.6 70.9 73.1 72.9 72.4 73.1 76.7 72.1 71.9 0 0 29.2 26.8 28.5 27.1 26.4 25.6 27.6 26.3 1.9 1.82 1.35 1.57 1.68 1.44 1.53 12.2 14.2 15.5 14.3 0 0 97.38 103.6 104.56 99.6 103.88 102.24 100.88 99.18 103.89 101.14 95.5 98.65 95.65 98.76 98.58 96.53 49.5 50.9 49.3 48.9 50 49.3 48.9 48 0 0 0 14.1 15.6 15.7 51.1 51.4 52.9 49.5 50.2 49.7 50 51.2 51.2 51.3 51.7 51.4 51 51.2 50.8 0 1.61 17.4 17 18.6 15.6 16.6 17.3 16.6 17.6 17.5 17.3 17 17.3 17.2 17.1 16.1 16.5 18.2 14.7 0 47.8 59.1 57.8 61.9 55.3 55.6 60.7 58.6 62.2 60.4 59.4 58.4 61.9 57.3 58.2 55.4 55.5 61.7 57.9 62.8 49.6 0 104.7 105.4 106 106.1 106.3 106.6 109 109.4 108.4 107.3 109.7 109.7 106.7 100.9 0 1.85 1.51 1.56 1.58 1.7 1.7 24.8 22.4 27.9 25.1 28.9 26.9 27.1 28.4 71.4 74.9 72.9 73.1 72.7 74 76.3 12.7 15.5 15.1 15 13.8 12.8 54.5 54.4 54.8 55.1 54.4 54.3 54.9 0 0 0 109 99.66 97.64 96.75 98.66 99.54 97.69 97.88 0 71.8 109.2 110 1.52 1.68 1.63 56.4 57 0 30 14.7 15.1 14 13.9 0 0 52.7 53.6 50.9 53 108.7 106 105.7 73.6 74.5 72.2 74.6 16.5 18.9 29.1 26.9 27.9 50.5 48.9 50.9 49.9 51.2 50.4 51.7 50.9 49.9 51.3 49 48.3 49.1 48 46.5 51.9 49.4 1.9 1.44 54.4 56.1 54.9 98.64 0 15 51.1 0 108.2 1.43 17.4 109.4 111.4 108.4 109.4 108.4 102.7 103.6 103.7 104.7 104.7 105.3 105.3 27.3 13.9 16.7 16.2 0 15.9 0 0 63.1 56.6 58 58.2 57.4 53 53.2 110.1 110.3 106.8 107.7 106.7 112 70.9 71.6 72.6 72.8 1.29 1.67 1.77 1.75 24.1 26.7 22.8 21.6 16.8 17.1 16.8 16.1 15.6 13.7 12.9 12.7 50.1 50.7 48.9 50.4 50.5 53.9 55.1 52.4 53.9 54.1 97.11 99.07 101.75 96.9 98.56 93.11 95.52 99.26 0 73.3 0 1.78 28.6 28.4 77.5 71.7 12.3 15.3 49.2 50.1 52.1 53.7 0 1.38 106.1 14.4 53.8 0 15.2 15.2 71.8 72.3 69.8 71.8 71.3 49.3 51.6 49.6 51.2 0 14.3 100.85 95.42 96.63 5.51 96.59 0 14 14.1 0 51.6 127 1.54 1.57 1.58 1.63 2.01 1.54 1.69 1.69 1.95 1.82 119 74.9 72 95.92 7.38 0 299 25.8 30.5 28.4 25.5 24.7 26.9 30.9 31.4 24.3 28.1 28 27.1 0 95.48 9.18 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 111.7 109.5 110.5 110.2 105.9 105.8 105.9 107 55.6 53.4 54.1 55.8 54.7 55.9 55.5 56.8 56.5 56.6 55.4 56.1 0 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 61.5 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 39 58.7 55.2 58.9 50.1 52 51.1 53 53.4 53.4 52 52.8 0 0 0 1.6 1.77 1.94 57.6 0 0 26.1 23.3 25.8 173 16.3 16.3 17.2 17.6 16 17.7 18.2 18.9 18.5 17.3 18.7 19.2 17.9 17.4 18.4 17.6 17.7 16.9 16 16.9 17.7 15.8 16.7 18.2 18.6 16.9 16.3 18.5 71 753 71.8 75.3 73.6 73.3 73.4 75.1 73.6 72.9 71.2 70.6 71.9 74.2 70.8 0 0 28.7 26.2 28 111.3 1108 110.7 106.4 108.1 108.4 110 110.9 1117 107.5 108.4 109.2 10.7 110.8 112.6 111.4 111.8 114.7 112.8 1089 112.4 114.4 112.3 114.8 111.6 113 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 1092 110.4 107.7 106.4 105.2 106.2 106.5 108.7 50.3 49.2 50 49.9 48.8 49.6 49.6 50.7 53.2 48.7 51.6 51.1 50.6 49.8 49.5 49.2 50.8 47.8 48.6 48.1 51.3 48.4 49.3 51.2 48.8 48.1 50.4 50.1 50.9 52.2 50.1 50.8 50.3 52.8 49.2 50 13.9 14.6 15 13.2 14.2 14.8 14.7 14.5 12.3 14.4 15.6 13.6 15 15.3 14.3 15.5 15.5 16.5 14.6 14.6 13.3 14.6 13.4 53.2 53.1 53.4 53.9 52.3 50.4 51.5 50.1 51.5 7.2 56.6 56.8 562 53.9 54.7 53.1 55.4 0 0 0 26.7 30 26.7 0 0 0 0 1.96 1.64 1.64 1.77 1.63 1.5 1.54 1.48 1.58 1.4 1.55 1.72 1.94 1.58 1.67 1.72 1.58 1.73 1.82 1.4 1.61 1.86 1.65 1.73 0 52.9 52.2 51.4 49.7 51.8 2 51.4 56.1 55.3 55.1 54 55 55.6 54.5 1 1 1 108.8 106.9 107.6 104.4 108.2 108.9 109.8 110.3 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 110.1 104.5 1 1 9.41 9.59 101.7 103.31 101.74 101.14 99.6 103.9 103.38 5.24 100,46 9.11 103.28 97.86 9.17 103.94 101.04 98.65 101.51 103.38 100.84 5.1 95.7 96.75 98.18 101.17 98.99 102.66 97.67 7.34 9775 96.02 92.84 27.7 29.6 26.4 35.5 25.9 28.2 29.8 27.5 26.1 27.7 289 32.3 26.6 26.7 26.3 27.4 57.2 55.1 53.8 52 50.7 171 17.3 61.2 57.3 59 66.3 63.2 59.2 54.8 64.4 58.5 58.3 55.3 53.2 48.8 60.8 58.2 63.1 53.5 62.1 58.4 58.4 62.4 59.2 1 1 523 71.7 73.8 73.1 72.2 75.4 72 73.8 75.9 74.1 74.1 72 74.2 71.2 74.9 72.2 73.2 72.5 71.7 73.3 73.1 70.6 74 543 56.6 54 7 1 14.9 14.8 13.7 12.8 15.2 12.6 12.9 14.1 14.8 17 15.5 15.2 17.5 17.1 18.4 50 53.3 1 1 50.6 54.4 2 50 50.4 57.5 56 2 2 15.8 32 1.53 1.5 1.66 54.6 54.1 2 17.4 16.8 2 52.9 52.5 51.4 50.4 48.7 49.1 52.7 54.5 28.2 31.1 29.5 26 106.5 107 53 51.5 50.2 51.9 50.7 48.7 50.9 14.3 16 14 13.7 14.6 2 2 1.65 1.73 1.94 16.5 18.5 108.5 53.5 56.5 58.1 94.99 2 115.9 111.2 17.7 27.5 12.5 9.89 3 112.2 110.5 2.03 18.1 50.1 3 49.6 1.67 1.68 1.74 3 3 48 50.1 49.2 1.58 3 3 4 108.5 109 111.8 110.1 111.8 113 109 111.4 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 58 54.4 58.5 7 54.3 56 59 54.4 47.2 62.4 58.6 24.6 27.1 24.4 25.6 24.1 26.1 27.4 27 29.1 16.8 17.7 17.2 16.3 16.8 17.9 16.2 14.5 18.8 17.1 1.48 1.82 1.48 1.46 2.05 1.53 1.64 51.2 50.2 51.4 50.5 12.2 13.6 14.2 13.3 13.7 15.2 13.5 14.8 13.2 12.7 15.2 16.3 14.5 14.2 98.89 96.84 7.03 96.77 9.42 9.15 98.02 2.09 95.41 100.43 96.58 4 111.3 4 5 5 25.7 49.5 50.9 25.6 103.9 28.6 52 66.3 62.7 19.1 19 100.75 101.48 5 1.79 49.4 1.71 1.47 52.4 48 107.4 108.5 108.5 111.9 112.5 114.9 114.1 111.6 112.1 110.4 5 66 6 14 74.4 72.1 70.9 73.3 72.8 74.6 72.5 74.3 71.7 72.8 75.6 73.6 72.6 77.5 71.3 70 71.7 74.1 74.4 71.6 72.1 73.7 73.9 73 70.5 72.5 75.7 73.1 73.9 59.8 53 54.1 62.6 64.8 65.3 57.7 62.7 57.1 18 15.5 15.9 18.1 18.7 19.3 17.6 48.1 53.4 52.5 53.1 53.7 53 54.9 53.9 52.6 51.7 53.4 52.7 53.5 54.1 55.2 53.7 54.2 54.5 53.2 52.7 52.8 53.6 53.5 52.8 52.4 52.5 53.5 55 7 49.9 51.7 52.4 50.1 13.5 15 14.4 13.6 14.3 7 57.2 55.7 571 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