Multiple Regression / Model Building NBA Advanced Statistics Predicting Playoff Wins in a Season.. 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.

5 6 Dependent Variable Playoff Wins 0 AST% REB% eFG% TS% 7 52.5 48.6 52.9 0 8 9 OffRtg 104 104.5 105.3 105.6 106.7 106.8 DefRtg 112.9 112.8 114.2 108 55 59.5 AST/TO 1.43 1.55 1.53 1.71 48.3 46.4 TOV% 14 14.1 15.3 14.3 0 0 63.1 PACE 100.16 99.3 101.15 97.15 98.74 97.38 103.6 54.1 55.2 54.8 54.2 54 55.4 0 107.1 1.65 DREB% 71.7 72.7 68.3 72.4 73.1 73.2 72.5 71.8 73.4 71.3 70.6 14.9 61.2 53.2 49 50.5 51.4 50.8 51.5 50.3 52.7 52.2 51.9 52.4 0 116.8 1.54 13.8 0 107.4 60 62.4 0 15 16.2 107.5 48.4 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 1.63 1.52 1.64 108.9 113.1 110.1 110.8 55.5 104.56 99.6 0 108.7 0 109.6 1.9 103.88 14.2 12.8 13.6 12.9 60.3 58.8 62.3 59.1 57.8 55.5 55.4 56.7 55.2 0 112.9 1.87 0 1.88 53.1 51.1 51.4 52.9 102.24 100.88 99.18 70.9 73.1 72.9 0 1.9 49.5 12.2 55.4 0 61.9 50.9 14.2 56.3 103.89 1.82 1.35 0 15.5 55.3 55.6 49.3 48.9 53.2 52.9 ASTRatio OREB% 14.9 26.4 16.3 24.2 17.3 24.7 17.9 24.7 17.6 29.1 15.6 28.2 17.8 27 17.7 28.4 17 27.3 17.7 26.8 18.4 25.2 17.4 29.2 17 26.8 18.6 28.5 15.6 27.1 16.6 26.4 17.3 25.6 16.6 17.6 26.3 17.5 24.8 17.3 17 27.9 17.3 17.2 28.9 17.1 26.9 16.1 27.1 16.5 28.4 18.2 30 16.5 29.1 18.9 26.9 15 27.9 101.14 95.5 0 1.57 14.3 14.1 0 60.7 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 52.9 49.5 50.2 49.7 50 51.2 98.65 0 27.6 72.4 73.1 76.7 72.1 71.9 71.4 74.9 15.6 15.7 14.7 53.9 54.7 0 110.2 110.6 110.7 110.7 102.8 103.1 103.4 103.6 104.4 104.7 105.4 106 106.1 106.3 106.6 109 109.4 111.4 108.4 109.4 108.4 95.65 98.76 98.58 96.53 0 51.2 0 22.4 112.2 112 112 111.7 110.4 110.5 110.4 110.1 109.4 108.4 107.3 109.7 109.7 106.7 109 109.2 110 108.7 106 105.7 12.7 54.5 54.4 54.8 0 72.9 100.9 0 25.1 58.6 62.2 60.4 59.4 58.4 61.9 57.3 58.2 55.4 55.5 61.7 57.9 0 1.68 1.44 1.53 1.61 1.85 1.51 1.56 1.58 1.7 1.7 1.52 1.68 1.63 1.9 1.44 73.1 72.7 74 50 49.3 48.9 48 47.8 50.5 48.9 50.9 49.9 51.2 50.4 51.7 50.9 49.9 51.3 0 0 76.3 15.5 15.1 15 13.8 12.8 14.7 15.1 14 13.9 13.9 51.3 51.7 51.4 51 51.2 50.8 52.7 53.6 50.9 53 51.1 0 71.8 55.1 54.4 54.3 54.9 56.4 57 54.4 56.1 54.9 99.66 97.64 96.75 98.66 99.54 97.69 97.88 98.64 97.11 0 73.6 0 62.8 0 0 74.5 72.2 74.6 49.6 1.43 17.4 70.9 49 38 39 102.7 103.6 103.7 108.2 110.1 50.1 50.7 53.9 55.1 15.9 27.3 24.1 26.7 22.8 63.1 56.6 58 58.2 57.4 48.3 49.1 40 110.3 16.8 48.9 52.4 41 17.1 48 50.4 71.6 72.6 72.8 73.3 77.5 717 16.7 16.2 13.7 12.9 12.7 12.3 15.3 15.2 42 16.8 99.07 101.75 96.9 98.56 93.11 95.52 99.26 106.8 1077 106.7 112 21.6 50.5 53.9 54.1 52.1 53.7 43 53 16.1 28.6 49.2 15.6 44 45 46 50.1 46.5 51.9 49.4 50.3 49.2 28.4 29.9 14.4 71.8 49.3 111.3 110.8 1.29 1.67 1.77 1.75 1.78 1.38 1.27 1.54 1.57 1.58 1.63 2.01 1.54 1.69 53.8 55.6 17.3 25.8 51.6 47 110.7 16.3 30.5 50 49.6 15.2 14.3 14 53.4 53.2 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 48 106.4 16.3 72.3 69.8 71.8 71.3 74.9 28.4 49.9 54.1 49 17.2 25.5 14.1 108.1 108.4 51.2 51.6 50.1 50 17.6 24.7 26.9 55.8 54.7 55.9 51 0 16 72 52 52 0 110 110.9 111.7 177 30.9 71 51.1 55.5 11.9 13.9 14.6 15 13.2 14.2 53 0 61.5 18.2 31.4 104.7 104.7 105.3 105.3 106.1 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 1117 109.5 110.5 110.2 105.9 105.8 105.9 107 53 1.69 1.95 0 107.5 24.3 28.1 0 1.82 75.3 71.8 75.3 73.6 73.3 73.4 0 1.6 28 0 56.8 56.5 56.6 55.4 56.1 57.6 57.2 177 27.1 0 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 63.9 0 75.1 108.4 109.2 109.7 110.8 112.6 111.4 111.8 114.7 112.8 108.9 112.4 114.4 0 100.85 95.42 96.63 95.51 96.59 95.92 97.38 95.48 99.18 99.41 99.59 101.7 103.31 101.74 101.14 99.6 103.89 103.38 96.24 100.46 99.11 103.28 97.86 99.17 103.94 101.04 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 56.6 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 0 56.8 18.9 18.5 17.3 18.7 19.2 17.9 17.4 18.4 17.6 177 16.9 16 16.9 177 16.8 16.7 18.2 0 1.84 1.96 1.64 1.64 1.7 1.63 1.5 1.54 1.48 1.58 1.4 73.6 72.9 71.2 70.6 71.9 0 53.4 53.4 52 52.8 53.2 53.1 53.4 53.9 52.3 50.4 51.5 50.1 51.5 52.9 52.2 51.4 49.7 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 26.1 23.3 25.8 28.7 26.2 28 26.7 30 26.7 277 29.6 26.4 25.5 0 58.7 0 55.2 74.2 0 70.8 58.9 61.2 56.2 53.9 54.7 53.1 55.4 56.1 55.3 55.1 54 112.3 71.7 73.8 0 108.8 106.9 107.6 104.4 114.8 111.6 0 57.3 59 66.3 1.55 73.1 0 113 1.72 72.2 48.1 71 1 1.94 18.6 13.3 55 25.9 28.2 72 108.2 108.9 109.8 1 1.58 63.2 59.2 54.8 64.4 75.4 72 73.8 14.6 13.4 55.6 54.5 73 1 29.88 51.8 52 51.4 53.8 52 74 98.65 101.51 103.38 100.84 6.1 1.67 1.72 1.58 1 110.3 16.9 16.3 18.5 17.1 17.3 27.5 75.9 14.9 57.2 55.1 75 1 26.1 74.1 14.88 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 109.2 6 50.4 50.1 50.9 52.2 50.1 50.8 50.3 52.8 49.2 50 1 27.7 74.1 13.7 50.7 54.3 58.5 58.3 55.3 53.2 95.7 1 1.73 1.82 1.4 28.9 96.75 17 15.5 72 74.2 56.6 54 78 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 1 32.3 12.8 15.2 12.6 52.3 50 53.3 50.6 98.18 101.17 1 1.61 26.6 71.2 57 80 1 1.86 26.7 74.9 12.9 98.99 54.4 57.5 81 2 110.4 15.2 17.5 17.1 18.4 15.8 26.3 14.1 48.8 60.8 58.2 63.1 53.5 62.1 102.66 2 27.4 14.8 1.65 1.73 1.53 1.5 97.67 3 2 110.1 32 28.2 72.2 73.2 72.5 71.7 73.3 73.1 52.9 52.5 51.4 50.4 48.7 49.1 56 54.6 54.1 4 2 104.5 14.3 16 14 13.7 17.4 16.8 85 2 106.5 31.1 2 107 29.5 58.4 58.4 62.4 59.2 16.5 188.5 87 2 108.5 70.6 14.6 26 27.5 52.7 54.5 8 2 115.9 74 12.6 12.2 89 3 3 58 54.4 58.5 57 13.6 14.2 3 3 3 3 24.6 27.1 24.4 25.6 24.1 26.1 13.3 50 50.4 51.5 50.2 51.9 50.7 48.7 50.9 50.1 49.6 48 50.1 49.2 51.2 50.2 51.4 50.5 49.5 107.7 106.4 105.2 106.2 106.5 108.7 111.2 110.5 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 103.9 107.4 102.5 109.8 110.1 53.4 52.5 53.1 53.7 53 54.9 54.3 13.7 1.66 1.65 1.73 1.94 2.03 1.67 1.68 1.74 1.58 1.48 1.82 1.48 1.46 2.05 1.53 1.4 1.79 1.71 1.47 90 91 92 93 4 95 5 7 98 99 100 15.2 4 7.34 7.6 6.02 92.84 94.99 99.89 98.89 6.84 97.03 96.77 99.42 99.15 98.02 92.09 95.41 100.43 96.58 100.75 101.48 105.51 104.04 98.39 112.2 108.5 109 111.8 110.1 111.8 113 109 111.4 111.3 107.4 108.5 108.5 111.9 112.5 114.9 27.4 53 53.5 56.5 58.1 57.2 55.7 57.1 57.4 57.3 58.5 57.5 56.3 56.1 56.7 56.4 56.8 57.3 58.3 57.8 58.1 13.5 53.9 17.7 18.1 16.8 17.7 17.2 16.3 16.8 17.9 16.2 14.5 18.8 17.1 19.1 19 18 15.5 15.9 4 52.6 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 7.5 71.3 70 56 59 54.4 47.2 62.4 58.6 66.3 62.7 59.8 53 54.1 4 5 27 29.1 25.7 25.6 28.6 51.7 53.4 52.7 53.5 5 5 50.9 14.8 13.2 12.7 15.2 16.3 14.5 14.2 14 13.5 52 49.4 101 54.1 5 5 102 52.4 55.2 103 24 24.1 24.9 26.9 5 48 48.1 53.7 54.2 104 6 1.59 6 15 54.5 114.1 111.6 112.1 108.4 109 108.1 18.1 188.7 28.1 27.8 71.7 74.1 7 58.3 57.4 14.4 13.6 7 100.55 102.59 98.49 7.94 19.3 62.6 64.8 65.3 57.7 62.7 57.1 55.8 1.67 1.8 2.04 1.68 1.7 1.63 74.4 71.6 7 108.8 17.6 56.4 110.4 110.8 14.3 14.6 7 18.1 57.4 7 49.9 51.7 52.4 50.1 49.6 51.5 52.6 51.1 48.5 50.9 113.3 72.1 73.7 73.9 16.9 14.2 53.2 52.7 52.8 53.6 53.5 52.8 52.4 52.5 53.5 57.7 101.19 102.16 99.96 8 113.7 54.4 1.66 16.6 8 110.3 1.77 18.1 73 9 110.6 112.6 18.88 19.1 9 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 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 13.7 14.1 13.6 13.9 13.3 13.7 10 113.5 70.5 72.5 75.7 73.1 73.9 51.6 50.9 55 53.1 10 112.8 106.8 1.9 1.4 1.88 1.66 1.6 1.56 1.7 1.66 11 104.7 106.9 109.5 102.9 108 110.4 104.9 106.5 103.2 105.7 111.1 109.7 108.6 109.3 106.8 106.8 103.4 106.1 14.4 51.8 18.3 16.7 17 16.4 17.5 17.1 11 114.1 75 14.1 60.6 65.3 63.6 60.1 55.7 58.6 55.7 57.9 56.7 66.8 65.7 60.3 68.5 70.5 60 55.1 12 56.8 56.4 56.7 56.7 58.3 57 55.2 59 58.4 58 59.6 58.7 57.9 60.3 59.7 57.3 112 112.8 13.9 54.7 54.7 13 94.86 7.21 97.64 103.57 99.92 6.75 98.02 98.72 6.74 101.73 98.7 100.52 100.35 100.37 101.2 14 20.4 2.06 1.74 56.5 50.4 50.3 49.2 49.9 50.5 51.2 50.2 49.7 50.4 51.2 14 13.9 14.9 14 115 111.9 112.6 112.8 114.8 111.7 73 72.2 72.7 75.3 72.6 71.2 70.9 73.7 25.7 26.5 24.3 16 16 16 16 18.8 18.2 20.9 21.2 18 1.81 1.9 2.06 1.67 13.8 15.3 14.6 14.9 54.7 54.3 56.9 56.3 54.2 27.2 28.3 5 6 Dependent Variable Playoff Wins 0 AST% REB% eFG% TS% 7 52.5 48.6 52.9 0 8 9 OffRtg 104 104.5 105.3 105.6 106.7 106.8 DefRtg 112.9 112.8 114.2 108 55 59.5 AST/TO 1.43 1.55 1.53 1.71 48.3 46.4 TOV% 14 14.1 15.3 14.3 0 0 63.1 PACE 100.16 99.3 101.15 97.15 98.74 97.38 103.6 54.1 55.2 54.8 54.2 54 55.4 0 107.1 1.65 DREB% 71.7 72.7 68.3 72.4 73.1 73.2 72.5 71.8 73.4 71.3 70.6 14.9 61.2 53.2 49 50.5 51.4 50.8 51.5 50.3 52.7 52.2 51.9 52.4 0 116.8 1.54 13.8 0 107.4 60 62.4 0 15 16.2 107.5 48.4 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 1.63 1.52 1.64 108.9 113.1 110.1 110.8 55.5 104.56 99.6 0 108.7 0 109.6 1.9 103.88 14.2 12.8 13.6 12.9 60.3 58.8 62.3 59.1 57.8 55.5 55.4 56.7 55.2 0 112.9 1.87 0 1.88 53.1 51.1 51.4 52.9 102.24 100.88 99.18 70.9 73.1 72.9 0 1.9 49.5 12.2 55.4 0 61.9 50.9 14.2 56.3 103.89 1.82 1.35 0 15.5 55.3 55.6 49.3 48.9 53.2 52.9 ASTRatio OREB% 14.9 26.4 16.3 24.2 17.3 24.7 17.9 24.7 17.6 29.1 15.6 28.2 17.8 27 17.7 28.4 17 27.3 17.7 26.8 18.4 25.2 17.4 29.2 17 26.8 18.6 28.5 15.6 27.1 16.6 26.4 17.3 25.6 16.6 17.6 26.3 17.5 24.8 17.3 17 27.9 17.3 17.2 28.9 17.1 26.9 16.1 27.1 16.5 28.4 18.2 30 16.5 29.1 18.9 26.9 15 27.9 101.14 95.5 0 1.57 14.3 14.1 0 60.7 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 52.9 49.5 50.2 49.7 50 51.2 98.65 0 27.6 72.4 73.1 76.7 72.1 71.9 71.4 74.9 15.6 15.7 14.7 53.9 54.7 0 110.2 110.6 110.7 110.7 102.8 103.1 103.4 103.6 104.4 104.7 105.4 106 106.1 106.3 106.6 109 109.4 111.4 108.4 109.4 108.4 95.65 98.76 98.58 96.53 0 51.2 0 22.4 112.2 112 112 111.7 110.4 110.5 110.4 110.1 109.4 108.4 107.3 109.7 109.7 106.7 109 109.2 110 108.7 106 105.7 12.7 54.5 54.4 54.8 0 72.9 100.9 0 25.1 58.6 62.2 60.4 59.4 58.4 61.9 57.3 58.2 55.4 55.5 61.7 57.9 0 1.68 1.44 1.53 1.61 1.85 1.51 1.56 1.58 1.7 1.7 1.52 1.68 1.63 1.9 1.44 73.1 72.7 74 50 49.3 48.9 48 47.8 50.5 48.9 50.9 49.9 51.2 50.4 51.7 50.9 49.9 51.3 0 0 76.3 15.5 15.1 15 13.8 12.8 14.7 15.1 14 13.9 13.9 51.3 51.7 51.4 51 51.2 50.8 52.7 53.6 50.9 53 51.1 0 71.8 55.1 54.4 54.3 54.9 56.4 57 54.4 56.1 54.9 99.66 97.64 96.75 98.66 99.54 97.69 97.88 98.64 97.11 0 73.6 0 62.8 0 0 74.5 72.2 74.6 49.6 1.43 17.4 70.9 49 38 39 102.7 103.6 103.7 108.2 110.1 50.1 50.7 53.9 55.1 15.9 27.3 24.1 26.7 22.8 63.1 56.6 58 58.2 57.4 48.3 49.1 40 110.3 16.8 48.9 52.4 41 17.1 48 50.4 71.6 72.6 72.8 73.3 77.5 717 16.7 16.2 13.7 12.9 12.7 12.3 15.3 15.2 42 16.8 99.07 101.75 96.9 98.56 93.11 95.52 99.26 106.8 1077 106.7 112 21.6 50.5 53.9 54.1 52.1 53.7 43 53 16.1 28.6 49.2 15.6 44 45 46 50.1 46.5 51.9 49.4 50.3 49.2 28.4 29.9 14.4 71.8 49.3 111.3 110.8 1.29 1.67 1.77 1.75 1.78 1.38 1.27 1.54 1.57 1.58 1.63 2.01 1.54 1.69 53.8 55.6 17.3 25.8 51.6 47 110.7 16.3 30.5 50 49.6 15.2 14.3 14 53.4 53.2 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 48 106.4 16.3 72.3 69.8 71.8 71.3 74.9 28.4 49.9 54.1 49 17.2 25.5 14.1 108.1 108.4 51.2 51.6 50.1 50 17.6 24.7 26.9 55.8 54.7 55.9 51 0 16 72 52 52 0 110 110.9 111.7 177 30.9 71 51.1 55.5 11.9 13.9 14.6 15 13.2 14.2 53 0 61.5 18.2 31.4 104.7 104.7 105.3 105.3 106.1 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 1117 109.5 110.5 110.2 105.9 105.8 105.9 107 53 1.69 1.95 0 107.5 24.3 28.1 0 1.82 75.3 71.8 75.3 73.6 73.3 73.4 0 1.6 28 0 56.8 56.5 56.6 55.4 56.1 57.6 57.2 177 27.1 0 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 63.9 0 75.1 108.4 109.2 109.7 110.8 112.6 111.4 111.8 114.7 112.8 108.9 112.4 114.4 0 100.85 95.42 96.63 95.51 96.59 95.92 97.38 95.48 99.18 99.41 99.59 101.7 103.31 101.74 101.14 99.6 103.89 103.38 96.24 100.46 99.11 103.28 97.86 99.17 103.94 101.04 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 56.6 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 0 56.8 18.9 18.5 17.3 18.7 19.2 17.9 17.4 18.4 17.6 177 16.9 16 16.9 177 16.8 16.7 18.2 0 1.84 1.96 1.64 1.64 1.7 1.63 1.5 1.54 1.48 1.58 1.4 73.6 72.9 71.2 70.6 71.9 0 53.4 53.4 52 52.8 53.2 53.1 53.4 53.9 52.3 50.4 51.5 50.1 51.5 52.9 52.2 51.4 49.7 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 26.1 23.3 25.8 28.7 26.2 28 26.7 30 26.7 277 29.6 26.4 25.5 0 58.7 0 55.2 74.2 0 70.8 58.9 61.2 56.2 53.9 54.7 53.1 55.4 56.1 55.3 55.1 54 112.3 71.7 73.8 0 108.8 106.9 107.6 104.4 114.8 111.6 0 57.3 59 66.3 1.55 73.1 0 113 1.72 72.2 48.1 71 1 1.94 18.6 13.3 55 25.9 28.2 72 108.2 108.9 109.8 1 1.58 63.2 59.2 54.8 64.4 75.4 72 73.8 14.6 13.4 55.6 54.5 73 1 29.88 51.8 52 51.4 53.8 52 74 98.65 101.51 103.38 100.84 6.1 1.67 1.72 1.58 1 110.3 16.9 16.3 18.5 17.1 17.3 27.5 75.9 14.9 57.2 55.1 75 1 26.1 74.1 14.88 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 109.2 6 50.4 50.1 50.9 52.2 50.1 50.8 50.3 52.8 49.2 50 1 27.7 74.1 13.7 50.7 54.3 58.5 58.3 55.3 53.2 95.7 1 1.73 1.82 1.4 28.9 96.75 17 15.5 72 74.2 56.6 54 78 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 1 32.3 12.8 15.2 12.6 52.3 50 53.3 50.6 98.18 101.17 1 1.61 26.6 71.2 57 80 1 1.86 26.7 74.9 12.9 98.99 54.4 57.5 81 2 110.4 15.2 17.5 17.1 18.4 15.8 26.3 14.1 48.8 60.8 58.2 63.1 53.5 62.1 102.66 2 27.4 14.8 1.65 1.73 1.53 1.5 97.67 3 2 110.1 32 28.2 72.2 73.2 72.5 71.7 73.3 73.1 52.9 52.5 51.4 50.4 48.7 49.1 56 54.6 54.1 4 2 104.5 14.3 16 14 13.7 17.4 16.8 85 2 106.5 31.1 2 107 29.5 58.4 58.4 62.4 59.2 16.5 188.5 87 2 108.5 70.6 14.6 26 27.5 52.7 54.5 8 2 115.9 74 12.6 12.2 89 3 3 58 54.4 58.5 57 13.6 14.2 3 3 3 3 24.6 27.1 24.4 25.6 24.1 26.1 13.3 50 50.4 51.5 50.2 51.9 50.7 48.7 50.9 50.1 49.6 48 50.1 49.2 51.2 50.2 51.4 50.5 49.5 107.7 106.4 105.2 106.2 106.5 108.7 111.2 110.5 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 103.9 107.4 102.5 109.8 110.1 53.4 52.5 53.1 53.7 53 54.9 54.3 13.7 1.66 1.65 1.73 1.94 2.03 1.67 1.68 1.74 1.58 1.48 1.82 1.48 1.46 2.05 1.53 1.4 1.79 1.71 1.47 90 91 92 93 4 95 5 7 98 99 100 15.2 4 7.34 7.6 6.02 92.84 94.99 99.89 98.89 6.84 97.03 96.77 99.42 99.15 98.02 92.09 95.41 100.43 96.58 100.75 101.48 105.51 104.04 98.39 112.2 108.5 109 111.8 110.1 111.8 113 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