Question: Multiple Regression / Model Building NBA Advanced Statistics Predicting Playoff Wins in a Season. What we are trying to do is predict NBA playoff victories

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.

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.

The Excel data file is attached. Multiple Regression / Model Building NBA Advanced

H I J L M REB% 48.6 TOV% 14 TS% 52.9 54.1 55.2 54.8 eFG% 49 50.5 51.4 50.8 51.5 50.3 52.7 52.2 51.9 14.1 15.3 14.3 14.9 13.8 15 16.2 14.2 12.8 13.6 12.9 12.2 A B D E F G 2 Advanced Statistics of NBA Teams for the Seasons 2016-7, 2017-8, 2018-9, and 2019-20 3 120 Observations = 30 Teams in the League and 4 Seasons of Data 4 5 Dependent Variable 6 Playoff Wins OffRtg DefRtg AST% AST/TO ASTRatio OREB% 7 0 104 112.9 52.5 1.43 14.9 26.4 8 0 104.5 112.8 55 1.55 16.3 24.2 9 0 105.3 114.2 59.5 1.53 17.3 24.7 10 0 105.6 108 63.1 1.71 17.9 24.7 11 0 106.7 107.1 61.2 1.65 17.6 29.1 12 0 106.8 116.8 53.2 1.54 15.6 28.2 13 0 107.4 108.9 60 1.63 17.8 27 14 0 107.5 113.1 62.4 1.52 17.7 28.4 15 0 108.7 110.1 60.3 1.64 17 27.3 16 0 109.6 110.8 58.8 1.9 17.7 26.8 17 0 110.2 112.9 62.3 1.87 18.4 25.2 18 0 110.6 112.2 59.1 1.88 17.4 29.2 19 0 110.7 112 57.8 1.9 17 26.8 20 0 110.7 112 61.9 1.82 18.6 28.5 21 0 102.8 111.7 55.3 1.35 15.6 27.1 22 0 103.1 110.4 55.6 1.57 16.6 26.4 23 0 103.4 110.5 60.7 1.68 17.3 25.6 24 0 103.6 110.4 58.6 1.44 16.6 27.6 25 0 104.4 110.1 62.2 1.53 17.6 26.3 26 0 104.7 109.4 60.4 1.61 17.5 24.8 27 0 105.4 108.4 59.4 1.85 17.3 22.4 28 0 106 58.4 1.51 17 27.9 29 0 106.1 109.7 61.9 1.56 17.3 25.1 30 0 106.3 109.7 57.3 1.58 17.2 28.9 31 0 106.6 106.7 58.2 1.7 17.1 26.9 32 0 109 109 55.4 1.7 16.1 27.1 33 0 109.4 109.2 55.5 1.52 16.5 28.4 34 0 111.4 110 61.7 1.68 18.2 30 35 0 108.4 108.7 57.9 1.63 16.5 29.1 36 0 109.4 106 62.8 1.9 18.9 26.9 37 0 108.4 105.7 49.6 1.44 15 27.9 38 0 102.7 108.2 63.1 1.43 17.4 27.3 39 0 110.1 56.6 1.29 15.9 24.1 40 0 103.7 110.3 58 1.67 16.8 26.7 41 0 104.7 106.8 58.2 1.77 17.1 22.8 42 0 104.7 107.7 57.4 1.75 16.8 21.6 DREB% 71.7 72.7 68.3 72.4 73.1 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 71.4 74.9 72.9 73.1 72.7 74 76.3 71.8 73.6 74.5 48.3 46.4 48.4 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 49.5 50.9 49.3 48.9 50 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 52.4 53.1 51.1 51.4 52.9 49.5 50.2 49.7 50 PACE 100.16 99.3 101.15 97.15 98.74 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 96.53 100.9 99.66 97.64 14.2 15.5 14.3 14.1 15.6 15.7 51.2 51.2 49.3 48.9 48 47.8 50.5 48.9 50.9 14.7 12.7 107.3 15.5 51.3 51.7 51.4 54.5 54.4 54.8 55.1 54.4 15.1 15 51 13.8 12.8 14.7 15.1 96.75 98.66 99.54 97.69 14 97.88 54.3 54.9 56.4 57 54.4 56.1 54.9 53.9 55.1 72.2 49.9 51.2 50.4 51.7 50.9 49.9 51.3 49 48.3 49.1 48 46.5 98.64 51.2 50.8 52.7 53.6 50.9 53 51.1 50.1 50.7 48.9 50.4 50.5 13.9 13.9 16.7 16.2 13.7 74.6 70.9 71.6 72.6 72.8 73.3 103.6 97.11 99.07 101.75 96.9 98.56 93.11 12.9 52.4 53.9 54.1 12.7 DATA A B C D E F H I J 0 77.5 0 0 51.9 49.4 50.3 49.2 50 49.9 52.1 53.7 53.8 55.6 53.4 54.1 0 53 53.2 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 61.5 0 0 43 44 45 46 47 48 49 50 51 52 53 54 55 56 M 95.52 99.26 100.85 95.42 96.63 95.51 96.59 95.92 106.7 112 111.3 110.8 110.7 106.4 108.1 108.4 110 110.9 111.7 107.5 108.4 109.2 0 0 0 0 1.78 1.38 1.27 1.54 1.57 1.58 1.63 2.01 1.54 1.69 1.69 1.95 1.82 1.6 1.77 1.84 1.96 1.64 1.64 1.77 1.63 71.7 71.8 72.3 69.8 71.8 71.3 74.9 72 71 75.3 71.8 75.3 73.6 73.3 73.4 75.1 73.6 72.9 0 0 G 28.6 28.4 29.9 25.8 30.5 28.4 25.5 24.7 26.9 30.9 31.4 24.3 28.1 28 27.1 26.1 23.3 25.8 28.7 26,2 28 26.7 30 26.7 12.3 15.3 15.2 15.2 14.3 14 14.1 11.9 13.9 14,6 15 13.2 14.2 14.8 14.7 14.5 12.3 14.4 15.6 55.8 54.7 55.9 55.5 56.8 56.5 56.6 55.4 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 0 0 0 0 49.2 50.1 49.3 51.6 49.6 51.2 51.6 50.1 52 51.1 53 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 51.8 16.1 15.6 14.4 17.3 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 16.8 16.7 18.2 18.6 16.9 16.3 18.5 17.1 17.3 0 0 0 105.3 105.3 106.1 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 111.7 109.5 110.5 110.2 105.9 105.8 105.9 107 108.8 106.9 107.6 104.4 108.2 108.9 109.8 110.3 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 110.1 0 71.2 0 56.1 57.6 57.2 56.6 56.8 56.2 53.9 54.7 53.1 55.4 56.1 55.3 0 1.5 0 1.54 1.48 0 0 1.58 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 47.8 48.6 48.1 51.3 48.4 49.3 51.2 48.8 48.1 27.7 29.6 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 63.9 58.7 55.2 58.9 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 53.5 109.7 110.8 112.6 111.4 111.8 114.7 112.8 108.9 112.4 114.4 112.3 114.8 111.6 113 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 109.2 110.4 107.7 106.4 70.6 71.9 74.2 70.8 71.7 73.8 73.1 72.2 75.4 0 1.4 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 98.65 101.51 103.38 100.84 96.1 95.7 96.75 98.18 101.17 98.99 102.66 97.67 97.34 0 0 13.6 15 15.3 14.3 15.5 15.5 16.5 14.6 14.6 13.3 14.6 13.4 14.9 14.8 13.7 1 1 50.4 50.1 50.9 1.55 1.72 1.94 1.58 1.67 1.72 1.58 1.73 1.82 1.4 1 1 1 26.4 25.5 25.9 28.2 29.8 27.5 26.1 27.7 28.9 32.3 26.6 1 55.1 54 55 55.6 54.5 57.2 55.1 54.3 56.6 54 1 72 73.8 75.9 74.1 74.1 72 74.2 71.2 74.9 72.2 73.2 72.5 17 52 51.4 53.8 52 50.7 52.3 50 53.3 50.6 52.9 52.5 51.4 1 52.2 50.1 50.8 50.3 52.8 49.2 50 50 50.4 51.5 1 1.61 12.8 15.2 12.6 12.9 14.1 15.5 15.2 17.5 17.1 57 1 2 26.7 26.3 1.86 1.65 1.73 1.53 54.4 57.5 56 54.6 18.4 2 2 27.4 32 14.8 14.3 15.8 A B D E F G . T J K L M 2 16 50.4 97.76 2 48.7 84 85 86 87 88 2 17.4 16.8 16.5 18.5 17.7 18.1 104.5 106.5 107 108.5 115.9 112.2 108.5 109 111.8 2 50.2 51.9 50.7 48.7 50.9 50.1 71.7 73.3 73.1 70.6 74 74.4 72.1 70.9 2 89 3 3 28.2 31.1 29.5 26 27.5 24.6 27.1 24.4 25.6 24.1 26.1 27.4 16.8 49.6 48 3 90 91 92 93 3 3 3 105.2 106.2 106.5 108.7 111.2 110.5 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 103.9 107.4 102.5 109.8 110.1 17.7 17.2 16.3 16.8 17.9 16.2 14.5 94 50.1 49.2 51.2 50.2 51.4 50.5 4 14 13.7 14.6 12.6 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 4 27 4 29.1 49.1 52.7 54.5 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 5 1.5 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 1.64 1.79 1.71 1.47 1.59 1.67 1.8 2.04 1.68 1.7 1.63 1.66 1.77 18.8 110.1 111.8 113 109 111.4 111.3 107.4 108.5 108.5 111.9 112.5 114.9 114.1 111.6 95 96 97 98 99 100 101 102 25.7 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 49.5 5 5 96.02 92.84 94.99 99.89 98.89 96.84 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 98.39 100.55 102.59 98.49 97.94 101.19 102.16 99.96 17.1 19.1 25.6 28.6 50.9 52 49.4 52.4 5 19 24 24.1 5 18 103 5 48 48.1 62.1 58.4 58.4 62.4 59.2 58 54.4 58.5 57 54.3 56 59 54.4 47.2 62.4 58.6 66.3 62.7 59.8 53 54.1 62.6 64.8 65.3 57.7 62.7 57.1 54.4 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 14 13.5 6 6 71.7 49.9 15 108.4 109 7 54.1 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 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 58.7 57.9 60.3 59.7 57.3 104 105 106 107 108 109 110 111 112 113 14.4 7 7 7 15.5 15.9 18.1 18.7 19.3 17.6 18.1 16.9 16.6 18.1 18.8 19.1 74.1 74.4 71.6 72.1 73.7 73.9 108.1 108.8 104.7 106.9 109.5 102.9 108 110.4 112.1 110.4 110.8 113.3 113.7 110.3 110.6 112.6 113.5 112.8 106.8 13.6 14.3 14.6 14.2 13.7 14.1 7 53.2 52.7 52.8 53.6 53.5 52.8 52.4 8 8 73 94.86 9 1.9 97.21 70.5 72.5 114 9 10 10 115 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 28.3 1.94 1.88 1.66 51.7 52.4 50.1 49.6 51.5 52.6 51.1 48.5 50.9 51.6 50.9 50.4 50.3 49.2 49.9 50.5 51.2 18.3 13.6 13.9 13.3 13.7 14.4 14.1 75.7 73.1 73.9 75 16.7 17 52.5 53.5 55 53.1 51.8 55.1 54.7 11 11 104.9 106.5 103.2 105.7 111.1 109.7 108.6 109.3 1.6 1.56 1.7 12 73 97.64 103.57 99.92 96.75 98.02 98.72 96.74 101.73 98.7 13.9 13 116 117 118 119 120 121 122 123 124 125 126 127 1.66 54.7 114.1 112 112.8 115 111.9 112.6 112.8 114.8 111.7 14 14 16.4 17.5 17.1 20.4 18.8 18.2 20.9 21.2 18 2.06 1.74 1.81 1.9 56.5 54.7 14 13.9 14.9 13.8 15.3 14.6 16 16 16 72.2 72.7 75.3 72.6 71.2 70.9 73.7 106.8 106.8 103.4 106.1 50.2 49.7 50.4 51.2 54.3 56.9 56.3 54.2 100.52 100.35 100.37 101.2 2.06 16 60 1.67 14.9 H I J L M REB% 48.6 TOV% 14 TS% 52.9 54.1 55.2 54.8 eFG% 49 50.5 51.4 50.8 51.5 50.3 52.7 52.2 51.9 14.1 15.3 14.3 14.9 13.8 15 16.2 14.2 12.8 13.6 12.9 12.2 A B D E F G 2 Advanced Statistics of NBA Teams for the Seasons 2016-7, 2017-8, 2018-9, and 2019-20 3 120 Observations = 30 Teams in the League and 4 Seasons of Data 4 5 Dependent Variable 6 Playoff Wins OffRtg DefRtg AST% AST/TO ASTRatio OREB% 7 0 104 112.9 52.5 1.43 14.9 26.4 8 0 104.5 112.8 55 1.55 16.3 24.2 9 0 105.3 114.2 59.5 1.53 17.3 24.7 10 0 105.6 108 63.1 1.71 17.9 24.7 11 0 106.7 107.1 61.2 1.65 17.6 29.1 12 0 106.8 116.8 53.2 1.54 15.6 28.2 13 0 107.4 108.9 60 1.63 17.8 27 14 0 107.5 113.1 62.4 1.52 17.7 28.4 15 0 108.7 110.1 60.3 1.64 17 27.3 16 0 109.6 110.8 58.8 1.9 17.7 26.8 17 0 110.2 112.9 62.3 1.87 18.4 25.2 18 0 110.6 112.2 59.1 1.88 17.4 29.2 19 0 110.7 112 57.8 1.9 17 26.8 20 0 110.7 112 61.9 1.82 18.6 28.5 21 0 102.8 111.7 55.3 1.35 15.6 27.1 22 0 103.1 110.4 55.6 1.57 16.6 26.4 23 0 103.4 110.5 60.7 1.68 17.3 25.6 24 0 103.6 110.4 58.6 1.44 16.6 27.6 25 0 104.4 110.1 62.2 1.53 17.6 26.3 26 0 104.7 109.4 60.4 1.61 17.5 24.8 27 0 105.4 108.4 59.4 1.85 17.3 22.4 28 0 106 58.4 1.51 17 27.9 29 0 106.1 109.7 61.9 1.56 17.3 25.1 30 0 106.3 109.7 57.3 1.58 17.2 28.9 31 0 106.6 106.7 58.2 1.7 17.1 26.9 32 0 109 109 55.4 1.7 16.1 27.1 33 0 109.4 109.2 55.5 1.52 16.5 28.4 34 0 111.4 110 61.7 1.68 18.2 30 35 0 108.4 108.7 57.9 1.63 16.5 29.1 36 0 109.4 106 62.8 1.9 18.9 26.9 37 0 108.4 105.7 49.6 1.44 15 27.9 38 0 102.7 108.2 63.1 1.43 17.4 27.3 39 0 110.1 56.6 1.29 15.9 24.1 40 0 103.7 110.3 58 1.67 16.8 26.7 41 0 104.7 106.8 58.2 1.77 17.1 22.8 42 0 104.7 107.7 57.4 1.75 16.8 21.6 DREB% 71.7 72.7 68.3 72.4 73.1 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 71.4 74.9 72.9 73.1 72.7 74 76.3 71.8 73.6 74.5 48.3 46.4 48.4 50.9 49.6 50.2 49.6 50.3 48.7 47.7 49.7 49.5 50.9 49.3 48.9 50 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 52.4 53.1 51.1 51.4 52.9 49.5 50.2 49.7 50 PACE 100.16 99.3 101.15 97.15 98.74 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 96.53 100.9 99.66 97.64 14.2 15.5 14.3 14.1 15.6 15.7 51.2 51.2 49.3 48.9 48 47.8 50.5 48.9 50.9 14.7 12.7 107.3 15.5 51.3 51.7 51.4 54.5 54.4 54.8 55.1 54.4 15.1 15 51 13.8 12.8 14.7 15.1 96.75 98.66 99.54 97.69 14 97.88 54.3 54.9 56.4 57 54.4 56.1 54.9 53.9 55.1 72.2 49.9 51.2 50.4 51.7 50.9 49.9 51.3 49 48.3 49.1 48 46.5 98.64 51.2 50.8 52.7 53.6 50.9 53 51.1 50.1 50.7 48.9 50.4 50.5 13.9 13.9 16.7 16.2 13.7 74.6 70.9 71.6 72.6 72.8 73.3 103.6 97.11 99.07 101.75 96.9 98.56 93.11 12.9 52.4 53.9 54.1 12.7 DATA A B C D E F H I J 0 77.5 0 0 51.9 49.4 50.3 49.2 50 49.9 52.1 53.7 53.8 55.6 53.4 54.1 0 53 53.2 49.1 59.4 55.1 54.4 57.2 61.1 53.4 60 61.5 0 0 43 44 45 46 47 48 49 50 51 52 53 54 55 56 M 95.52 99.26 100.85 95.42 96.63 95.51 96.59 95.92 106.7 112 111.3 110.8 110.7 106.4 108.1 108.4 110 110.9 111.7 107.5 108.4 109.2 0 0 0 0 1.78 1.38 1.27 1.54 1.57 1.58 1.63 2.01 1.54 1.69 1.69 1.95 1.82 1.6 1.77 1.84 1.96 1.64 1.64 1.77 1.63 71.7 71.8 72.3 69.8 71.8 71.3 74.9 72 71 75.3 71.8 75.3 73.6 73.3 73.4 75.1 73.6 72.9 0 0 G 28.6 28.4 29.9 25.8 30.5 28.4 25.5 24.7 26.9 30.9 31.4 24.3 28.1 28 27.1 26.1 23.3 25.8 28.7 26,2 28 26.7 30 26.7 12.3 15.3 15.2 15.2 14.3 14 14.1 11.9 13.9 14,6 15 13.2 14.2 14.8 14.7 14.5 12.3 14.4 15.6 55.8 54.7 55.9 55.5 56.8 56.5 56.6 55.4 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 0 0 0 0 49.2 50.1 49.3 51.6 49.6 51.2 51.6 50.1 52 51.1 53 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 51.8 16.1 15.6 14.4 17.3 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 16.8 16.7 18.2 18.6 16.9 16.3 18.5 17.1 17.3 0 0 0 105.3 105.3 106.1 106.6 107.1 107.4 107.9 108.4 109.4 110 112.2 109.5 110.7 108.7 108.7 111.3 111.7 109.5 110.5 110.2 105.9 105.8 105.9 107 108.8 106.9 107.6 104.4 108.2 108.9 109.8 110.3 106.2 107.1 112.5 107.9 113.2 107.9 111.4 108.1 110.1 0 71.2 0 56.1 57.6 57.2 56.6 56.8 56.2 53.9 54.7 53.1 55.4 56.1 55.3 0 1.5 0 1.54 1.48 0 0 1.58 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 47.8 48.6 48.1 51.3 48.4 49.3 51.2 48.8 48.1 27.7 29.6 61.4 62.8 60.6 63.3 66.1 58.5 58.2 63 60.2 63.9 58.7 55.2 58.9 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 53.5 109.7 110.8 112.6 111.4 111.8 114.7 112.8 108.9 112.4 114.4 112.3 114.8 111.6 113 107.6 109 106.5 105.3 105.8 104.1 110.2 107.1 114.3 109.2 110.4 107.7 106.4 70.6 71.9 74.2 70.8 71.7 73.8 73.1 72.2 75.4 0 1.4 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 98.65 101.51 103.38 100.84 96.1 95.7 96.75 98.18 101.17 98.99 102.66 97.67 97.34 0 0 13.6 15 15.3 14.3 15.5 15.5 16.5 14.6 14.6 13.3 14.6 13.4 14.9 14.8 13.7 1 1 50.4 50.1 50.9 1.55 1.72 1.94 1.58 1.67 1.72 1.58 1.73 1.82 1.4 1 1 1 26.4 25.5 25.9 28.2 29.8 27.5 26.1 27.7 28.9 32.3 26.6 1 55.1 54 55 55.6 54.5 57.2 55.1 54.3 56.6 54 1 72 73.8 75.9 74.1 74.1 72 74.2 71.2 74.9 72.2 73.2 72.5 17 52 51.4 53.8 52 50.7 52.3 50 53.3 50.6 52.9 52.5 51.4 1 52.2 50.1 50.8 50.3 52.8 49.2 50 50 50.4 51.5 1 1.61 12.8 15.2 12.6 12.9 14.1 15.5 15.2 17.5 17.1 57 1 2 26.7 26.3 1.86 1.65 1.73 1.53 54.4 57.5 56 54.6 18.4 2 2 27.4 32 14.8 14.3 15.8 A B D E F G . T J K L M 2 16 50.4 97.76 2 48.7 84 85 86 87 88 2 17.4 16.8 16.5 18.5 17.7 18.1 104.5 106.5 107 108.5 115.9 112.2 108.5 109 111.8 2 50.2 51.9 50.7 48.7 50.9 50.1 71.7 73.3 73.1 70.6 74 74.4 72.1 70.9 2 89 3 3 28.2 31.1 29.5 26 27.5 24.6 27.1 24.4 25.6 24.1 26.1 27.4 16.8 49.6 48 3 90 91 92 93 3 3 3 105.2 106.2 106.5 108.7 111.2 110.5 107.3 109.1 107.5 108.1 109.3 105.3 104.7 107.1 107 103 103.9 107.4 102.5 109.8 110.1 17.7 17.2 16.3 16.8 17.9 16.2 14.5 94 50.1 49.2 51.2 50.2 51.4 50.5 4 14 13.7 14.6 12.6 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 4 27 4 29.1 49.1 52.7 54.5 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 5 1.5 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 1.64 1.79 1.71 1.47 1.59 1.67 1.8 2.04 1.68 1.7 1.63 1.66 1.77 18.8 110.1 111.8 113 109 111.4 111.3 107.4 108.5 108.5 111.9 112.5 114.9 114.1 111.6 95 96 97 98 99 100 101 102 25.7 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 49.5 5 5 96.02 92.84 94.99 99.89 98.89 96.84 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 98.39 100.55 102.59 98.49 97.94 101.19 102.16 99.96 17.1 19.1 25.6 28.6 50.9 52 49.4 52.4 5 19 24 24.1 5 18 103 5 48 48.1 62.1 58.4 58.4 62.4 59.2 58 54.4 58.5 57 54.3 56 59 54.4 47.2 62.4 58.6 66.3 62.7 59.8 53 54.1 62.6 64.8 65.3 57.7 62.7 57.1 54.4 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 14 13.5 6 6 71.7 49.9 15 108.4 109 7 54.1 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 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 58.7 57.9 60.3 59.7 57.3 104 105 106 107 108 109 110 111 112 113 14.4 7 7 7 15.5 15.9 18.1 18.7 19.3 17.6 18.1 16.9 16.6 18.1 18.8 19.1 74.1 74.4 71.6 72.1 73.7 73.9 108.1 108.8 104.7 106.9 109.5 102.9 108 110.4 112.1 110.4 110.8 113.3 113.7 110.3 110.6 112.6 113.5 112.8 106.8 13.6 14.3 14.6 14.2 13.7 14.1 7 53.2 52.7 52.8 53.6 53.5 52.8 52.4 8 8 73 94.86 9 1.9 97.21 70.5 72.5 114 9 10 10 115 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 28.3 1.94 1.88 1.66 51.7 52.4 50.1 49.6 51.5 52.6 51.1 48.5 50.9 51.6 50.9 50.4 50.3 49.2 49.9 50.5 51.2 18.3 13.6 13.9 13.3 13.7 14.4 14.1 75.7 73.1 73.9 75 16.7 17 52.5 53.5 55 53.1 51.8 55.1 54.7 11 11 104.9 106.5 103.2 105.7 111.1 109.7 108.6 109.3 1.6 1.56 1.7 12 73 97.64 103.57 99.92 96.75 98.02 98.72 96.74 101.73 98.7 13.9 13 116 117 118 119 120 121 122 123 124 125 126 127 1.66 54.7 114.1 112 112.8 115 111.9 112.6 112.8 114.8 111.7 14 14 16.4 17.5 17.1 20.4 18.8 18.2 20.9 21.2 18 2.06 1.74 1.81 1.9 56.5 54.7 14 13.9 14.9 13.8 15.3 14.6 16 16 16 72.2 72.7 75.3 72.6 71.2 70.9 73.7 106.8 106.8 103.4 106.1 50.2 49.7 50.4 51.2 54.3 56.9 56.3 54.2 100.52 100.35 100.37 101.2 2.06 16 60 1.67 14.9

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