* SAT: To Predict Total SAT Score(Verbal and Math Scores); data sat_fileo; label subject ="subject id #" satm ="sat mathematics score /10" satv ="sat verbal score /10" time1 ="minutes to solution, problem 1" infpat1 ="# informative patterns, problem 1" redpat1 ="# redundant patterns, problem 1" valhyp1 ="# valid hypotheses, problem 1" invhyp1 ="# invalid hypotheses, problem 1" trials1 ="total # trials, problem 1" time2 ="minutes to solution, problem 2" infpat2 ="# informative patterns, problem 2" redpat2 ="# redundant patterns, problem 2" valhyp2 ="# valid hypotheses, problem 2" invhyp2 ="# invalid hypotheses, problem 2" trials2 ="total # trials, problem 2" time3 ="minutes to solution, problem 3" infpat3 ="# informative patterns, problem 3" redpat3 ="# redundant patterns, problem 3" valhyp3 ="# valid hypotheses, problem 3" invhyp3 ="# invalid hypotheses, problem 3" trials3 ="total # trials, problem 3" time4 ="minutes to solution, problem 4" infpat4 ="# informative patterns, problem 4" redpat4 ="# redundant patterns, problem 4" valhyp4 ="# valid hypotheses, problem 4" invhyp4 ="# invalid hypotheses, problem 4" trials4 ="total # trials, problem 4" male ="1 => male, 0 => female"; subject satm satv time1-time4 infpat1-infpat4 redpat1-redpat4 valhyp1-valhyp4 invhyp1-invhyp4 trials1-trials4 male ----------------------------------------------------------------------------------------------- 4 57 51 9.99 13.22 6.52 1.85 4 1 2 1 0 2 0 0 10 15 9 15 2 5 7 0 16 23 18 16 1 6 64 57 4.11 2.13 2.67 3.60 8 4 6 3 0 0 0 2 2 6 2 6 1 0 0 1 11 10 8 12 1 7 66 52 8.01 4.01 5.02 2.69 5 6 5 5 1 0 0 0 3 3 3 2 0 0 0 0 9 9 8 7 1 10 62 54 2.80 1.79 3.85 1.73 6 4 4 6 0 0 3 0 1 5 7 1 0 0 0 0 7 9 14 7 1 13 59 47 8.67 3.53 2.26 3.07 8 6 10 8 6 2 2 1 2 5 1 4 3 4 0 2 19 17 13 15 1 15 56 54 3.72 2.29 6.51 3.49 7 6 5 5 1 0 3 4 1 1 3 3 0 0 1 0 9 7 12 12 1 18 66 40 5.17 1.36 1.62 0.92 9 5 5 4 5 0 0 0 2 3 3 3 1 0 0 0 17 8 8 7 1 19 68 70 2.74 1.19 1.04 2.66 6 7 7 10 1 0 0 3 5 1 1 1 0 0 0 0 12 8 8 14 1 20 69 53 7.50 2.12 3.36 1.07 15 6 7 6 2 0 0 0 1 4 3 4 0 0 1 0 18 10 11 10 1 23 54 54 3.83 3.59 1.13 1.21 6 8 9 9 3 3 0 1 5 2 1 1 1 3 0 0 15 16 10 11 1 28 60 43 4.54 2.29 2.55 1.30 7 6 8 6 10 2 3 0 1 6 5 9 0 1 1 0 18 15 17 15 1 30 61 66 16.66 6.50 6.73 4.04 5 9 7 6 6 4 1 3 13 2 4 4 18 4 2 1 42 19 14 14 1 32 62 58 5.82 5.62 3.19 1.61 7 9 5 6 1 1 0 0 2 1 3 2 0 2 0 0 10 13 8 8 1 33 70 56 3.39 1.88 1.65 3.73 12 10 6 7 5 1 1 1 1 1 1 1 0 0 0 0 18 12 8 9 1 34 58 59 3.89 4.06 4.98 2.98 5 5 5 5 0 0 0 1 15 15 15 15 0 0 0 0 20 20 20 21 1 35 53 48 12.96 2.83 2.97 3.01 14 14 14 14 32 9 15 0 1 1 1 7 0 0 0 0 47 24 30 21 1 36 57 62 12.80 12.59 4.51 6.68 4 0 0 7 0 0 0 7 11 30 30 15 5 3 0 1 20 33 30 30 1 37 64 59 5.76 2.86 3.62 1.59 5 5 7 5 3 3 2 3 4 3 1 2 3 1 1 0 15 12 11 10 1 40 72 75 4.29 8.76 2.08 1.37 10 8 7 7 1 3 0 0 1 2 1 1 0 1 0 0 12 14 8 8 1 41 62 41 4.32 2.27 3.50 2.27 4 4 5 5 0 0 0 0 5 5 4 4 0 0 1 0 9 9 10 9 1 47 51 39 6.21 8.18 4.18 10.30 7 7 5 5 0 0 0 4 1 2 2 3 0 0 0 0 8 9 7 12 1 48 60 52 6.14 4.87 3.14 2.09 7 3 6 7 0 0 2 0 3 11 5 2 2 1 0 0 12 15 13 9 1 49 69 60 8.41 6.84 5.97 9.53 7 7 6 5 0 0 0 6 1 2 1 2 0 0 0 1 8 9 7 14 1 50 55 49 14.89 9.62 14.72 17.88 6 5 5 6 1 1 3 3 1 3 3 2 0 1 2 2 8 10 13 13 1 56 58 54 9.86 3.95 1.60 1.88 3 5 4 3 1 2 0 1 10 3 6 6 0 3 1 1 14 13 11 11 1 57 66 61 1.87 2.89 1.48 1.57 7 6 4 5 2 1 0 0 1 2 4 3 0 1 0 0 10 10 8 8 1 58 59 48 3.88 3.07 4.71 3.39 6 3 5 5 1 1 0 0 1 6 2 2 0 0 0 0 8 10 7 7 1 59 46 49 9.86 3.80 4.45 10.15 7 6 5 7 4 3 7 6 2 5 2 3 9 4 3 5 22 18 17 21 1 61 62 49 10.40 2.96 1.80 4.34 8 8 6 6 2 0 0 4 6 2 4 4 1 2 0 1 17 12 10 15 1 62 71 47 4.16 3.51 2.20 1.93 4 6 6 6 0 0 0 0 3 1 1 1 0 0 0 0 7 7 7 7 1 63 71 63 5.25 4.82 1.55 2.52 6 6 7 7 0 0 0 0 2 3 2 2 2 0 0 0 10 9 9 9 1 65 63 49 9.71 3.59 2.47 4.61 6 6 5 6 5 4 0 0 7 4 5 3 8 2 1 1 26 16 11 10 1 66 55 42 12.85 11.35 10.54 1.98 6 8 5 5 2 0 0 0 10 7 10 10 4 6 3 0 22 21 18 15 1 69 63 66 2.55 1.98 1.68 1.48 10 10 8 9 1 0 0 0 1 1 4 2 0 0 0 0 12 11 12 11 1 70 63 45 2.28 2.51 2.46 1.21 7 7 8 5 1 0 2 0 1 7 1 2 0 0 1 0 9 14 12 7 1 77 61 56 7.53 2.65 3.06 2.40 5 5 6 4 1 0 0 1 3 3 1 4 2 0 0 0 11 8 7 9 1 79 61 57 11.35 12.78 5.27 4.49 6 8 7 7 3 3 4 2 3 1 3 2 5 0 0 1 17 12 14 12 1 80 59 48 7.22 3.77 5.63 4.89 7 4 5 6 2 1 1 1 1 5 2 2 0 1 1 0 10 11 9 9 1 81 56 53 6.16 4.85 5.79 2.94 2 1 5 2 0 1 0 1 9 15 3 14 4 1 4 0 15 18 12 17 1 82 61 53 8.36 4.38 0.95 1.00 7 8 7 7 12 10 1 1 3 1 1 1 4 3 0 0 26 22 9 9 1 83 62 46 10.34 4.26 5.20 8.73 5 5 5 5 1 0 0 0 4 2 3 4 2 0 0 1 12 7 8 10 1 85 69 52 1.53 0.74 0.75 1.10 9 5 5 5 1 0 0 0 3 5 5 5 0 1 0 1 13 11 10 11 1 87 48 51 5.21 4.60 4.48 9.70 6 5 6 6 0 0 0 1 4 3 2 3 1 0 0 2 11 8 8 12 1 95 58 50 5.07 2.21 3.00 5.16 6 6 6 4 0 0 0 1 3 1 3 3 3 0 1 0 12 7 10 8 1 96 53 58 16.53 5.41 2.24 6.54 3 7 8 10 4 6 5 18 16 4 2 3 42 6 2 3 65 23 17 34 1 98 56 53 4.53 4.97 9.09 2.92 6 4 6 5 1 1 0 0 1 3 5 2 0 0 0 0 8 8 11 7 1 108 56 53 7.51 6.78 4.43 2.80 7 7 9 7 1 3 2 0 5 3 1 2 0 1 1 0 13 14 13 9 1 114 68 67 2.26 2.47 2.06 13.67 6 7 5 6 1 0 0 0 2 5 3 2 0 0 0 0 9 12 8 8 1 116 56 56 3.71 1.93 1.63 1.17 5 4 4 4 0 0 0 0 4 10 12 10 2 0 0 0 11 14 16 14 1 117 46 51 4.19 12.70 2.94 5.42 5 3 5 6 2 6 2 5 2 5 2 2 2 11 3 4 11 25 12 17 1 122 66 56 3.32 2.26 1.40 1.34 9 8 7 7 0 1 0 0 1 2 2 2 1 0 0 0 11 11 9 9 1 123 69 71 2.36 1.31 0.90 1.01 7 8 7 8 1 0 0 1 3 1 1 1 0 0 0 0 11 9 8 10 1 127 59 49 1.37 0.93 2.49 1.19 8 6 5 6 2 2 3 0 1 1 4 4 0 0 2 2 11 9 14 12 1 129 54 46 1.49 5.16 1.36 1.66 6 4 6 6 1 7 1 1 1 4 1 1 0 2 0 0 8 17 8 8 1 132 69 54 5.06 1.84 3.84 5.13 10 5 4 4 1 0 2 1 1 2 5 4 0 0 1 2 12 7 12 11 1 137 43 40 16.23 9.49 9.50 6.67 4 5 2 0 2 5 2 0 9 9 11 30 26 5 16 1 41 24 31 31 1 138 73 45 4.40 3.29 9.01 6.96 9 8 7 6 0 0 0 0 1 1 1 1 0 1 0 0 10 10 8 7 1 139 55 54 11.05 16.20 5.48 5.50 11 14 8 9 6 16 7 4 3 1 3 1 1 0 0 3 21 31 18 17 1 140 70 53 4.89 2.40 1.74 1.91 5 6 6 6 2 0 0 0 3 1 1 1 2 0 0 0 12 7 7 7 1 1 68 64 1.88 1.04 1.60 1.28 7 9 9 8 1 0 1 0 3 1 2 1 0 0 0 0 11 10 12 9 0 2 54 40 13.92 7.09 6.27 5.75 2 4 10 8 1 0 0 0 16 12 6 8 4 4 2 0 23 20 18 16 0 3 60 64 3.76 3.97 3.61 2.53 14 13 13 14 2 0 0 0 1 2 2 1 0 0 0 0 17 15 15 15 0 5 67 56 4.56 2.30 2.20 3.82 4 6 4 6 1 0 0 2 10 2 4 3 0 2 0 0 15 10 8 11 0 8 44 45 13.55 3.15 2.84 2.33 4 3 7 7 4 3 3 4 3 6 2 1 11 1 1 1 22 13 13 13 0 9 56 44 5.60 9.35 3.48 5.01 4 2 5 5 0 0 2 5 5 15 9 7 3 4 0 2 12 21 16 19 0 11 59 50 1.95 1.88 3.66 1.68 5 7 5 6 1 0 1 0 2 2 7 2 1 0 0 0 9 9 13 8 0 12 59 43 16.67 4.36 1.46 1.58 6 8 6 6 5 1 0 0 2 1 1 1 3 0 0 0 16 10 7 7 0 14 60 52 33.31 11.12 14.24 11.52 8 5 4 6 1 1 2 2 2 1 4 4 4 3 0 0 15 10 10 12 0 16 60 52 5.41 3.85 4.09 2.88 6 6 6 6 0 0 0 0 5 2 3 2 0 1 0 0 11 9 9 8 0 17 61 67 5.73 1.74 1.77 1.05 5 10 10 3 4 2 1 0 6 2 2 5 5 0 0 0 20 14 13 8 0 21 65 63 7.75 1.68 1.74 0.94 4 7 4 4 9 0 1 0 5 1 3 3 5 0 1 0 23 8 9 7 0 22 60 59 3.64 3.31 3.05 1.09 7 7 8 8 1 2 2 1 4 3 3 1 0 0 0 0 12 12 13 10 0 24 51 67 9.30 10.95 14.59 7.66 4 7 7 5 0 0 1 0 10 4 2 3 0 0 1 1 14 11 11 9 0 25 65 53 10.26 4.38 2.49 2.39 6 6 5 8 6 3 2 3 2 3 3 1 6 1 1 0 20 13 11 12 0 26 60 60 3.42 2.49 1.84 1.44 7 8 8 9 2 1 1 1 13 12 3 2 2 0 0 0 24 21 12 12 0 27 48 42 3.12 1.40 1.07 1.71 6 9 5 8 0 2 0 2 4 1 5 3 4 0 0 0 14 12 10 13 0 29 54 56 12.77 1.53 1.73 2.02 6 7 8 7 8 5 2 2 10 1 2 3 12 0 0 3 36 13 12 15 0 31 56 67 16.54 5.31 4.90 4.03 7 12 11 13 1 0 0 0 11 3 4 2 4 0 0 0 23 15 15 15 0 38 57 43 9.48 4.88 4.79 6.68 7 9 7 8 3 2 1 2 5 1 2 1 2 2 0 1 17 14 10 12 0 39 62 67 2.59 1.80 1.91 1.54 16 19 19 19 6 1 3 2 1 1 1 1 0 0 0 0 23 21 23 22 0 42 71 71 4.48 3.03 5.42 2.50 6 4 5 5 0 0 1 0 4 5 4 5 1 0 1 0 11 9 11 10 0 43 67 56 8.07 10.15 9.76 12.09 5 5 5 6 0 1 0 0 3 2 2 2 0 0 0 0 8 8 7 8 0 44 41 35 7.42 5.39 3.24 2.62 1 1 1 1 0 0 0 0 20 20 20 20 4 13 11 11 25 34 32 32 0 45 64 61 2.81 1.56 0.87 0.88 6 5 5 5 0 1 0 0 6 5 6 5 3 1 0 0 15 12 11 10 0 46 56 54 7.05 11.85 8.03 2.40 3 8 8 2 2 3 5 6 10 10 4 9 2 3 5 0 17 24 22 17 0 51 56 41 6.77 3.56 1.66 2.75 10 10 8 8 3 0 0 0 1 1 2 2 0 0 0 0 14 11 10 10 0 52 60 54 8.64 3.50 2.90 2.14 4 5 5 6 1 0 0 0 4 5 2 1 2 0 1 0 11 10 8 7 0 53 51 48 6.99 6.52 9.18 6.40 6 2 5 1 0 0 1 0 3 14 4 15 0 0 3 0 9 16 13 16 0 54 59 60 8.04 1.56 3.32 1.34 4 5 5 5 4 0 2 0 7 2 3 2 4 0 0 0 19 7 10 7 0 55 70 68 2.63 2.18 4.57 1.81 7 8 10 9 2 1 3 1 3 2 2 1 0 0 0 0 12 11 15 11 0 60 64 61 7.28 4.02 5.13 3.64 6 7 6 5 3 0 1 0 2 2 2 3 1 1 1 0 12 10 10 8 0 64 66 76 12.05 7.96 3.61 1.61 3 5 5 5 5 0 0 0 10 4 4 4 1 1 1 0 19 10 10 9 0 67 51 49 10.69 3.38 2.88 1.89 5 0 0 0 6 0 0 0 5 30 30 30 38 0 0 0 54 30 30 30 0 68 57 62 4.18 3.36 2.63 6.21 7 3 4 5 1 0 0 1 4 7 4 8 0 0 0 1 12 10 8 15 0 71 48 64 3.09 2.28 2.94 2.43 15 14 14 14 1 0 1 0 1 1 1 1 0 0 0 0 17 15 16 15 0 72 73 62 4.31 18.03 4.44 2.42 9 6 5 5 0 0 0 0 1 1 1 1 0 0 0 0 10 7 6 6 0 73 54 53 5.83 2.65 1.87 1.40 7 5 12 6 3 2 4 0 4 3 1 3 2 2 0 1 16 12 17 10 0 74 72 67 3.93 1.91 1.01 0.84 4 8 7 6 1 3 0 0 3 1 1 1 6 0 0 0 14 12 8 7 0 75 56 50 6.76 2.24 1.75 1.52 5 11 14 9 3 4 2 9 6 2 1 1 6 0 0 0 20 17 17 19 0 76 60 58 1.94 1.48 9.19 3.68 6 6 6 6 0 1 1 1 2 2 5 4 1 0 5 1 9 9 17 12 0 78 75 63 4.53 1.54 2.72 1.61 6 5 7 6 0 0 0 0 2 3 1 1 0 0 0 0 8 8 8 7 0 84 65 51 3.42 2.92 3.93 4.29 10 9 8 8 1 1 0 2 1 2 2 2 0 0 0 0 12 12 10 12 0 86 58 50 6.19 2.00 1.62 4.28 6 7 7 8 1 0 0 0 2 1 1 1 1 0 0 0 10 8 8 9 0 88 54 66 4.54 1.80 3.03 1.85 1 4 2 4 0 0 4 2 22 9 9 9 1 0 0 1 24 13 15 16 0 89 53 54 10.55 5.41 2.51 3.78 6 6 4 5 2 0 0 1 2 1 3 4 0 0 0 0 10 7 7 10 0 90 57 51 4.12 4.79 1.72 1.10 10 7 9 9 2 7 0 0 1 3 1 1 0 0 0 0 13 17 10 10 0 91 74 73 3.68 2.48 2.81 4.74 8 8 7 6 0 0 0 1 2 3 1 2 0 0 0 0 10 11 8 9 0 92 68 56 1.94 4.91 4.64 1.24 9 7 8 7 4 1 3 2 1 4 2 1 0 1 0 0 14 13 13 10 0 93 65 66 3.17 4.26 2.87 2.43 6 5 8 4 1 1 0 0 1 8 2 3 0 1 0 0 8 15 10 7 0 94 70 68 6.45 3.95 3.84 3.56 6 6 6 6 0 0 1 0 7 4 2 3 0 0 0 0 13 10 9 9 0 97 53 52 4.04 3.32 5.14 2.22 6 9 6 6 2 1 5 1 4 1 2 2 0 0 1 0 12 11 14 9 0 99 65 67 4.03 3.40 1.55 2.56 5 5 7 6 1 1 0 1 3 5 1 3 1 0 0 0 10 11 8 10 0 100 49 40 10.04 11.42 10.63 3.21 4 5 3 2 4 5 3 0 8 3 10 12 21 19 23 18 37 32 39 32 0 112 46 56 8.47 16.13 8.78 15.51 4 3 4 3 1 1 0 0 5 11 10 10 5 10 7 18 15 25 21 31 0 113 51 46 5.26 4.65 3.38 2.78 9 10 8 8 0 4 0 1 4 1 1 2 0 0 1 0 13 15 10 11 0 115 56 53 10.66 11.20 3.28 2.07 0 14 0 0 0 0 0 0 30 1 30 30 1 35 0 2 31 50 30 32 0 118 55 55 5.84 11.55 6.24 4.97 3 3 4 4 2 13 0 5 12 8 8 7 6 16 2 3 23 40 14 19 0 119 62 55 1.69 1.34 1.53 1.51 9 8 8 7 0 0 0 0 1 1 1 1 0 0 0 0 10 9 9 8 0 120 44 49 6.38 8.27 16.50 2.17 12 10 12 7 5 12 6 1 1 6 5 2 0 1 2 0 18 29 25 10 0 121 61 43 5.19 4.87 1.37 0.90 7 6 6 6 1 2 0 0 1 2 1 1 0 1 0 0 9 11 7 7 0 124 56 67 4.61 8.95 4.61 3.10 4 1 1 1 0 0 0 0 4 20 20 20 2 2 0 0 10 23 21 21 0 125 49 47 27.77 25.61 3.48 3.30 4 2 1 1 8 0 0 0 9 12 15 20 9 45 5 6 30 59 21 27 0 126 48 46 11.65 11.17 4.60 2.69 1 6 1 2 0 4 0 0 20 5 15 12 0 12 1 0 21 27 17 14 0 128 63 64 5.08 1.67 1.65 3.83 5 5 5 6 4 0 0 1 4 3 3 2 2 0 0 1 15 8 8 10 0 130 46 50 6.59 4.94 3.11 3.81 1 1 1 1 0 0 0 0 21 20 20 20 3 3 1 1 25 24 22 22 0 131 57 58 7.55 2.78 2.80 1.45 2 5 2 5 0 0 0 1 15 15 25 6 8 0 1 0 25 20 28 12 0 133 68 51 2.11 1.00 0.92 0.87 4 4 4 4 0 0 0 0 10 10 10 10 0 0 0 0 14 14 14 14 0 134 49 43 3.10 13.07 1.82 2.14 5 5 8 9 2 12 1 8 3 7 1 1 2 12 1 0 12 36 11 18 0 135 47 47 5.00 4.52 4.12 3.11 3 6 4 4 2 6 0 0 9 3 7 9 4 3 3 1 18 18 14 14 0