diff --git a/Programing_project/Instruction_Programming_project.pdf b/Programing_project/Instruction_Programming_project.pdf index 5170cb8..fa8e9c7 100644 Binary files a/Programing_project/Instruction_Programming_project.pdf and b/Programing_project/Instruction_Programming_project.pdf differ diff --git a/Programing_project/data/raw_data.txt b/Programing_project/data/raw_data.txt index ac63486..5159caa 100644 --- a/Programing_project/data/raw_data.txt +++ b/Programing_project/data/raw_data.txt @@ -1 +1,2001 @@ -subjID trial delay_later amount_later delay_sooner amount_sooner choice(1=choosingLL) 1 1 6 10.5 0 10 1 1 2 170 38.3 0 10 1 1 3 28 13.4 0 10 1 1 4 28 31.4 0 10 1 1 5 85 30.9 0 10 1 1 6 28 21.1 0 10 1 1 7 28 13 0 10 1 1 8 1 21.3 0 10 1 1 9 28 21.1 0 10 1 1 10 15 30.1 0 10 1 1 11 1 10.7 0 10 1 1 12 85 36.1 0 10 1 1 13 15 10.5 0 10 1 1 14 6 16.7 0 10 1 1 15 1 11 0 10 1 1 16 15 14.2 0 10 1 1 17 15 12.5 0 10 1 1 18 15 20.7 0 10 1 1 19 6 11 0 10 0 1 20 28 16.9 0 10 1 1 21 15 30.1 0 10 1 1 22 85 24.4 0 10 1 1 23 170 41.3 0 10 1 1 24 15 14.2 0 10 1 1 25 6 10.5 0 10 1 1 26 170 24.4 0 10 1 1 27 15 49 0 10 1 1 28 170 29.7 0 10 1 1 29 1 11.8 0 10 0 1 30 6 13.2 0 10 0 1 31 85 30.9 0 10 1 1 32 6 44 0 10 1 1 33 6 35.1 0 10 1 1 34 28 15.5 0 10 1 1 35 170 43.3 0 10 1 1 36 170 33.9 0 10 1 1 37 1 11 0 10 1 1 38 1 21.3 0 10 1 1 39 85 45 0 10 1 1 40 15 39.6 0 10 1 1 41 85 10.5 0 10 0 1 42 170 15 0 10 1 1 43 170 49.8 0 10 1 1 44 170 24.4 0 10 1 1 45 28 13.4 0 10 1 1 46 1 31.6 0 10 1 1 47 170 35.6 0 10 1 1 48 1 41.9 0 10 NA 1 49 6 17.4 0 10 1 1 50 85 18.4 0 10 1 1 51 85 27.3 0 10 1 1 52 85 26 0 10 1 1 53 170 38.3 0 10 1 1 54 28 21.7 0 10 1 1 55 1 10.7 0 10 1 1 56 170 49.8 0 10 1 1 57 1 11.2 0 10 1 1 58 15 20.7 0 10 1 1 59 6 44 0 10 1 1 60 28 41.1 0 10 1 1 61 28 16.9 0 10 1 1 62 6 14 0 10 1 1 63 1 31.6 0 10 1 1 64 15 18.6 0 10 1 1 65 28 12 0 10 1 1 66 6 13.2 0 10 1 1 67 170 43.3 0 10 1 1 68 28 31.4 0 10 1 1 69 85 19.5 0 10 1 1 70 170 35.6 0 10 1 1 71 85 18.4 0 10 1 1 72 1 12.5 0 10 1 1 73 170 41.3 0 10 1 1 74 170 15 0 10 0 1 75 28 12 0 10 0 1 76 85 36.1 0 10 1 1 77 1 18 0 10 1 1 78 85 10.5 0 10 0 1 79 170 33.9 0 10 1 1 80 6 26.3 0 10 1 1 81 85 45 0 10 1 1 82 28 21.7 0 10 1 1 83 28 13 0 10 0 1 84 85 27.3 0 10 1 1 85 15 18.6 0 10 NA 1 86 15 12.5 0 10 1 1 87 6 26.3 0 10 1 1 88 6 11 0 10 1 1 89 15 10.7 0 10 0 1 90 6 16.7 0 10 1 1 91 28 41.1 0 10 1 1 92 85 26 0 10 1 1 93 85 24.4 0 10 1 1 94 1 12.5 0 10 1 1 95 6 17.4 0 10 1 1 96 6 35.1 0 10 1 1 97 6 14 0 10 1 1 98 15 10.5 0 10 0 1 99 1 11.8 0 10 1 1 100 15 10.7 0 10 1 1 101 15 39.6 0 10 1 1 102 85 19.5 0 10 1 1 103 1 11.2 0 10 1 1 104 170 29.7 0 10 1 1 105 15 49 0 10 1 1 106 1 41.9 0 10 1 1 107 1 18 0 10 1 1 108 28 15.5 0 10 NA 2 1 1 11.8 0 10 0 2 2 170 35.6 0 10 0 2 3 85 10.5 0 10 0 2 4 28 21.1 0 10 1 2 5 28 13 0 10 0 2 6 6 10.5 0 10 0 2 7 15 10.5 0 10 0 2 8 6 17.4 0 10 1 2 9 85 26 0 10 1 2 10 6 35.1 0 10 1 2 11 28 21.7 0 10 1 2 12 6 14 0 10 1 2 13 15 14.2 0 10 0 2 14 1 12.5 0 10 1 2 15 170 38.3 0 10 0 2 16 1 18 0 10 1 2 17 15 39.6 0 10 1 2 18 85 18.4 0 10 0 2 19 28 21.1 0 10 0 2 20 85 19.5 0 10 0 2 21 6 11 0 10 1 2 22 85 30.9 0 10 1 2 23 1 10.7 0 10 1 2 24 28 16.9 0 10 0 2 25 170 29.7 0 10 1 2 26 170 43.3 0 10 0 2 27 6 14 0 10 1 2 28 6 11 0 10 1 2 29 28 41.1 0 10 1 2 30 1 31.6 0 10 1 2 31 15 18.6 0 10 1 2 32 15 14.2 0 10 1 2 33 28 12 0 10 0 2 34 1 21.3 0 10 1 2 35 85 36.1 0 10 1 2 36 85 26 0 10 1 2 37 15 49 0 10 1 2 38 1 41.9 0 10 1 2 39 1 21.3 0 10 NA 2 40 170 41.3 0 10 0 2 41 170 43.3 0 10 0 2 42 15 18.6 0 10 1 2 43 15 49 0 10 1 2 44 170 15 0 10 0 2 45 85 24.4 0 10 1 2 46 15 30.1 0 10 1 2 47 85 18.4 0 10 0 2 48 170 41.3 0 10 0 2 49 28 41.1 0 10 1 2 50 28 31.4 0 10 NA 2 51 6 35.1 0 10 1 2 52 1 11.2 0 10 0 2 53 170 33.9 0 10 0 2 54 28 15.5 0 10 0 2 55 1 18 0 10 1 2 56 15 10.7 0 10 0 2 57 85 45 0 10 1 2 58 85 19.5 0 10 0 2 59 6 44 0 10 1 2 60 85 30.9 0 10 0 2 61 1 11 0 10 0 2 62 170 35.6 0 10 NA 2 63 170 29.7 0 10 0 2 64 6 16.7 0 10 1 2 65 28 15.5 0 10 0 2 66 6 44 0 10 1 2 67 85 10.5 0 10 0 2 68 85 45 0 10 1 2 69 1 11 0 10 0 2 70 15 10.5 0 10 0 2 71 170 49.8 0 10 0 2 72 15 20.7 0 10 0 2 73 6 13.2 0 10 1 2 74 15 12.5 0 10 1 2 75 28 13 0 10 1 2 76 1 10.7 0 10 1 2 77 28 13.4 0 10 NA 2 78 15 39.6 0 10 1 2 79 15 20.7 0 10 1 2 80 1 11.2 0 10 1 2 81 85 24.4 0 10 1 2 82 1 12.5 0 10 0 2 83 170 49.8 0 10 1 2 84 170 33.9 0 10 1 2 85 85 27.3 0 10 NA 2 86 170 24.4 0 10 0 2 87 15 10.7 0 10 0 2 88 6 16.7 0 10 1 2 89 1 11.8 0 10 0 2 90 6 10.5 0 10 0 2 91 28 12 0 10 0 2 92 6 17.4 0 10 1 2 93 28 16.9 0 10 0 2 94 28 13.4 0 10 1 2 95 1 31.6 0 10 1 2 96 85 36.1 0 10 1 2 97 15 30.1 0 10 0 2 98 170 15 0 10 0 2 99 85 27.3 0 10 0 2 100 170 38.3 0 10 0 2 101 15 12.5 0 10 0 2 102 6 26.3 0 10 1 2 103 1 41.9 0 10 1 2 104 6 13.2 0 10 1 2 105 28 21.7 0 10 0 2 106 170 24.4 0 10 0 2 107 28 31.4 0 10 0 2 108 6 26.3 0 10 1 3 1 28 16.9 0 10 0 3 2 1 21.3 0 10 1 3 3 6 44 0 10 1 3 4 170 49.8 0 10 1 3 5 28 13.4 0 10 1 3 6 28 21.1 0 10 1 3 7 15 14.2 0 10 NA 3 8 6 26.3 0 10 1 3 9 85 24.4 0 10 0 3 10 170 41.3 0 10 1 3 11 28 12 0 10 0 3 12 15 39.6 0 10 1 3 13 85 30.9 0 10 1 3 14 28 31.4 0 10 1 3 15 85 10.5 0 10 1 3 16 1 10.7 0 10 1 3 17 28 31.4 0 10 1 3 18 6 26.3 0 10 1 3 19 1 41.9 0 10 1 3 20 6 13.2 0 10 0 3 21 28 41.1 0 10 1 3 22 15 12.5 0 10 1 3 23 15 39.6 0 10 1 3 24 85 10.5 0 10 0 3 25 28 12 0 10 1 3 26 170 38.3 0 10 1 3 27 85 36.1 0 10 1 3 28 1 41.9 0 10 1 3 29 15 10.5 0 10 0 3 30 85 19.5 0 10 0 3 31 85 26 0 10 1 3 32 85 45 0 10 1 3 33 1 12.5 0 10 1 3 34 6 13.2 0 10 1 3 35 15 10.7 0 10 1 3 36 1 11 0 10 1 3 37 15 30.1 0 10 0 3 38 15 20.7 0 10 1 3 39 6 17.4 0 10 1 3 40 6 10.5 0 10 0 3 41 170 15 0 10 1 3 42 15 12.5 0 10 1 3 43 1 31.6 0 10 1 3 44 15 10.5 0 10 0 3 45 170 41.3 0 10 1 3 46 170 15 0 10 0 3 47 15 18.6 0 10 1 3 48 6 17.4 0 10 1 3 49 85 18.4 0 10 0 3 50 170 43.3 0 10 1 3 51 28 21.7 0 10 0 3 52 6 16.7 0 10 0 3 53 170 33.9 0 10 0 3 54 1 18 0 10 1 3 55 1 18 0 10 1 3 56 15 30.1 0 10 1 3 57 1 10.7 0 10 0 3 58 85 27.3 0 10 1 3 59 6 35.1 0 10 1 3 60 85 30.9 0 10 1 3 61 85 24.4 0 10 1 3 62 85 19.5 0 10 0 3 63 170 33.9 0 10 1 3 64 6 10.5 0 10 0 3 65 85 27.3 0 10 1 3 66 28 16.9 0 10 0 3 67 6 35.1 0 10 1 3 68 15 49 0 10 1 3 69 85 26 0 10 1 3 70 85 45 0 10 1 3 71 1 11.8 0 10 1 3 72 170 35.6 0 10 1 3 73 1 31.6 0 10 1 3 74 28 13 0 10 0 3 75 28 21.1 0 10 1 3 76 15 20.7 0 10 1 3 77 15 10.7 0 10 0 3 78 28 15.5 0 10 0 3 79 1 21.3 0 10 1 3 80 6 14 0 10 1 3 81 170 49.8 0 10 1 3 82 85 36.1 0 10 1 3 83 1 11.2 0 10 0 3 84 28 15.5 0 10 0 3 85 170 29.7 0 10 1 3 86 170 24.4 0 10 1 3 87 170 24.4 0 10 1 3 88 28 13.4 0 10 0 3 89 15 18.6 0 10 1 3 90 28 21.7 0 10 1 3 91 85 18.4 0 10 1 3 92 6 16.7 0 10 1 3 93 6 11 0 10 1 3 94 28 41.1 0 10 1 3 95 170 43.3 0 10 1 3 96 6 44 0 10 1 3 97 1 11.2 0 10 1 3 98 6 11 0 10 1 3 99 170 35.6 0 10 1 3 100 15 49 0 10 1 3 101 170 38.3 0 10 1 3 102 28 13 0 10 0 3 103 170 29.7 0 10 1 3 104 1 12.5 0 10 1 3 105 1 11 0 10 1 3 106 1 11.8 0 10 1 3 107 6 14 0 10 0 3 108 15 14.2 0 10 1 4 1 170 41.3 0 10 1 4 2 170 38.3 0 10 1 4 3 28 21.1 0 10 1 4 4 15 20.7 0 10 1 4 5 85 45 0 10 1 4 6 85 45 0 10 1 4 7 28 21.7 0 10 1 4 8 1 11.2 0 10 1 4 9 170 49.8 0 10 1 4 10 6 14 0 10 0 4 11 28 21.7 0 10 1 4 12 1 11.2 0 10 1 4 13 1 31.6 0 10 1 4 14 6 10.5 0 10 1 4 15 1 21.3 0 10 1 4 16 170 43.3 0 10 1 4 17 1 18 0 10 1 4 18 15 10.5 0 10 0 4 19 15 20.7 0 10 1 4 20 15 39.6 0 10 1 4 21 170 33.9 0 10 1 4 22 1 21.3 0 10 1 4 23 85 30.9 0 10 1 4 24 15 18.6 0 10 1 4 25 28 13.4 0 10 1 4 26 170 15 0 10 1 4 27 170 41.3 0 10 1 4 28 85 27.3 0 10 0 4 29 1 11.8 0 10 0 4 30 85 24.4 0 10 1 4 31 15 49 0 10 1 4 32 6 17.4 0 10 1 4 33 6 35.1 0 10 1 4 34 170 15 0 10 0 4 35 6 26.3 0 10 1 4 36 170 35.6 0 10 0 4 37 6 13.2 0 10 1 4 38 28 15.5 0 10 1 4 39 1 11 0 10 1 4 40 15 12.5 0 10 1 4 41 6 13.2 0 10 0 4 42 1 10.7 0 10 1 4 43 6 17.4 0 10 1 4 44 85 10.5 0 10 0 4 45 28 13.4 0 10 1 4 46 1 41.9 0 10 1 4 47 28 13 0 10 1 4 48 28 16.9 0 10 0 4 49 85 36.1 0 10 1 4 50 15 18.6 0 10 1 4 51 85 27.3 0 10 1 4 52 15 49 0 10 1 4 53 15 30.1 0 10 1 4 54 170 29.7 0 10 1 4 55 6 14 0 10 1 4 56 28 41.1 0 10 1 4 57 15 30.1 0 10 1 4 58 15 12.5 0 10 1 4 59 85 30.9 0 10 1 4 60 28 21.1 0 10 1 4 61 6 44 0 10 1 4 62 28 16.9 0 10 1 4 63 6 11 0 10 0 4 64 170 38.3 0 10 1 4 65 85 18.4 0 10 1 4 66 85 19.5 0 10 1 4 67 170 33.9 0 10 0 4 68 170 35.6 0 10 1 4 69 15 14.2 0 10 1 4 70 28 13 0 10 0 4 71 28 31.4 0 10 1 4 72 1 11.8 0 10 0 4 73 1 12.5 0 10 0 4 74 28 31.4 0 10 1 4 75 1 12.5 0 10 1 4 76 28 41.1 0 10 1 4 77 1 10.7 0 10 1 4 78 170 24.4 0 10 1 4 79 6 16.7 0 10 1 4 80 170 24.4 0 10 1 4 81 6 35.1 0 10 1 4 82 1 11 0 10 0 4 83 28 12 0 10 0 4 84 15 10.5 0 10 0 4 85 15 10.7 0 10 0 4 86 28 12 0 10 1 4 87 85 19.5 0 10 1 4 88 6 16.7 0 10 1 4 89 6 11 0 10 0 4 90 15 39.6 0 10 1 4 91 85 24.4 0 10 0 4 92 6 26.3 0 10 1 4 93 85 18.4 0 10 1 4 94 15 14.2 0 10 0 4 95 6 10.5 0 10 0 4 96 1 41.9 0 10 1 4 97 85 36.1 0 10 1 4 98 85 26 0 10 1 4 99 28 15.5 0 10 0 4 100 1 31.6 0 10 1 4 101 6 44 0 10 1 4 102 85 26 0 10 1 4 103 170 29.7 0 10 1 4 104 170 43.3 0 10 1 4 105 170 49.8 0 10 1 4 106 85 10.5 0 10 0 4 107 1 18 0 10 1 4 108 15 10.7 0 10 1 5 1 170 41.3 0 10 1 5 2 85 18.4 0 10 1 5 3 28 21.7 0 10 1 5 4 85 10.5 0 10 0 5 5 15 14.2 0 10 1 5 6 28 21.7 0 10 1 5 7 85 30.9 0 10 1 5 8 85 26 0 10 1 5 9 1 10.7 0 10 1 5 10 28 13 0 10 0 5 11 170 33.9 0 10 1 5 12 85 36.1 0 10 0 5 13 15 30.1 0 10 1 5 14 1 31.6 0 10 1 5 15 6 13.2 0 10 1 5 16 1 11 0 10 1 5 17 85 24.4 0 10 1 5 18 1 41.9 0 10 1 5 19 15 14.2 0 10 0 5 20 15 20.7 0 10 1 5 21 15 10.5 0 10 0 5 22 6 10.5 0 10 1 5 23 85 45 0 10 1 5 24 28 16.9 0 10 1 5 25 1 21.3 0 10 1 5 26 6 14 0 10 1 5 27 28 13.4 0 10 0 5 28 6 17.4 0 10 1 5 29 170 33.9 0 10 0 5 30 15 18.6 0 10 1 5 31 85 45 0 10 1 5 32 28 13.4 0 10 0 5 33 15 10.5 0 10 0 5 34 15 49 0 10 1 5 35 170 43.3 0 10 1 5 36 15 39.6 0 10 1 5 37 85 18.4 0 10 0 5 38 170 49.8 0 10 1 5 39 15 10.7 0 10 0 5 40 170 24.4 0 10 0 5 41 15 39.6 0 10 1 5 42 28 41.1 0 10 1 5 43 85 27.3 0 10 1 5 44 1 18 0 10 1 5 45 1 12.5 0 10 1 5 46 1 11.8 0 10 0 5 47 28 15.5 0 10 0 5 48 170 15 0 10 0 5 49 28 21.1 0 10 1 5 50 6 11 0 10 0 5 51 28 31.4 0 10 1 5 52 1 31.6 0 10 1 5 53 15 20.7 0 10 1 5 54 28 31.4 0 10 1 5 55 1 11.2 0 10 1 5 56 6 11 0 10 1 5 57 6 10.5 0 10 1 5 58 15 10.7 0 10 1 5 59 28 13 0 10 0 5 60 85 26 0 10 1 5 61 6 35.1 0 10 1 5 62 170 35.6 0 10 1 5 63 85 27.3 0 10 1 5 64 85 30.9 0 10 1 5 65 1 41.9 0 10 1 5 66 170 35.6 0 10 1 5 67 28 15.5 0 10 1 5 68 1 11.2 0 10 1 5 69 170 49.8 0 10 1 5 70 15 12.5 0 10 0 5 71 85 19.5 0 10 1 5 72 6 16.7 0 10 1 5 73 1 10.7 0 10 1 5 74 6 44 0 10 1 5 75 170 29.7 0 10 1 5 76 6 17.4 0 10 1 5 77 1 21.3 0 10 1 5 78 170 38.3 0 10 0 5 79 170 24.4 0 10 0 5 80 6 35.1 0 10 1 5 81 1 12.5 0 10 1 5 82 1 11.8 0 10 1 5 83 28 12 0 10 1 5 84 28 12 0 10 1 5 85 85 36.1 0 10 1 5 86 170 29.7 0 10 1 5 87 170 43.3 0 10 1 5 88 1 11 0 10 0 5 89 85 24.4 0 10 0 5 90 15 30.1 0 10 1 5 91 6 14 0 10 0 5 92 170 38.3 0 10 1 5 93 6 44 0 10 1 5 94 6 16.7 0 10 1 5 95 6 26.3 0 10 1 5 96 28 16.9 0 10 0 5 97 85 10.5 0 10 0 5 98 15 18.6 0 10 1 5 99 28 21.1 0 10 1 5 100 170 15 0 10 0 5 101 15 49 0 10 1 5 102 170 41.3 0 10 1 5 103 6 13.2 0 10 1 5 104 85 19.5 0 10 1 5 105 6 26.3 0 10 1 5 106 28 41.1 0 10 1 5 107 1 18 0 10 1 5 108 15 12.5 0 10 0 6 1 15 18.6 0 10 1 6 2 1 10.7 0 10 1 6 3 1 11.2 0 10 1 6 4 15 18.6 0 10 1 6 5 28 16.9 0 10 1 6 6 85 27.3 0 10 1 6 7 28 13 0 10 1 6 8 15 10.7 0 10 0 6 9 170 33.9 0 10 1 6 10 15 14.2 0 10 1 6 11 15 10.5 0 10 1 6 12 170 33.9 0 10 1 6 13 15 39.6 0 10 1 6 14 1 11.8 0 10 1 6 15 15 10.7 0 10 0 6 16 28 21.1 0 10 1 6 17 85 18.4 0 10 0 6 18 1 18 0 10 1 6 19 1 11 0 10 1 6 20 15 12.5 0 10 1 6 21 170 38.3 0 10 1 6 22 1 11 0 10 0 6 23 6 16.7 0 10 0 6 24 28 16.9 0 10 1 6 25 6 17.4 0 10 1 6 26 1 12.5 0 10 1 6 27 85 18.4 0 10 0 6 28 28 31.4 0 10 1 6 29 6 26.3 0 10 1 6 30 85 45 0 10 1 6 31 85 24.4 0 10 1 6 32 6 16.7 0 10 1 6 33 85 10.5 0 10 0 6 34 6 44 0 10 1 6 35 1 12.5 0 10 1 6 36 170 15 0 10 0 6 37 170 15 0 10 0 6 38 15 39.6 0 10 1 6 39 85 19.5 0 10 1 6 40 15 10.5 0 10 1 6 41 85 27.3 0 10 1 6 42 170 29.7 0 10 1 6 43 170 24.4 0 10 1 6 44 15 14.2 0 10 0 6 45 6 11 0 10 1 6 46 1 41.9 0 10 1 6 47 1 31.6 0 10 1 6 48 28 13.4 0 10 1 6 49 15 30.1 0 10 1 6 50 28 41.1 0 10 1 6 51 28 13 0 10 1 6 52 85 19.5 0 10 1 6 53 170 43.3 0 10 1 6 54 28 41.1 0 10 1 6 55 6 17.4 0 10 1 6 56 15 20.7 0 10 1 6 57 15 30.1 0 10 1 6 58 170 49.8 0 10 1 6 59 85 36.1 0 10 1 6 60 85 30.9 0 10 1 6 61 170 35.6 0 10 1 6 62 15 20.7 0 10 1 6 63 1 11.2 0 10 0 6 64 170 24.4 0 10 1 6 65 28 21.7 0 10 1 6 66 1 10.7 0 10 1 6 67 85 45 0 10 1 6 68 6 10.5 0 10 1 6 69 15 12.5 0 10 1 6 70 28 31.4 0 10 1 6 71 170 38.3 0 10 1 6 72 1 18 0 10 1 6 73 1 21.3 0 10 1 6 74 6 35.1 0 10 1 6 75 28 13.4 0 10 0 6 76 85 10.5 0 10 0 6 77 28 12 0 10 1 6 78 6 10.5 0 10 1 6 79 1 11.8 0 10 1 6 80 6 13.2 0 10 1 6 81 1 41.9 0 10 1 6 82 85 36.1 0 10 1 6 83 28 15.5 0 10 1 6 84 85 30.9 0 10 1 6 85 170 43.3 0 10 1 6 86 85 26 0 10 1 6 87 28 21.1 0 10 1 6 88 28 15.5 0 10 0 6 89 6 11 0 10 1 6 90 1 31.6 0 10 1 6 91 170 49.8 0 10 1 6 92 1 21.3 0 10 1 6 93 28 21.7 0 10 1 6 94 170 41.3 0 10 1 6 95 15 49 0 10 1 6 96 6 35.1 0 10 1 6 97 15 49 0 10 1 6 98 6 26.3 0 10 1 6 99 28 12 0 10 1 6 100 6 14 0 10 1 6 101 6 44 0 10 1 6 102 170 29.7 0 10 1 6 103 6 14 0 10 1 6 104 170 35.6 0 10 1 6 105 85 26 0 10 1 6 106 6 13.2 0 10 1 6 107 170 41.3 0 10 1 6 108 85 24.4 0 10 1 7 1 28 13 0 10 1 7 2 28 41.1 0 10 1 7 3 170 29.7 0 10 0 7 4 1 10.7 0 10 1 7 5 6 17.4 0 10 1 7 6 15 12.5 0 10 NA 7 7 15 18.6 0 10 1 7 8 170 24.4 0 10 0 7 9 1 11 0 10 1 7 10 28 16.9 0 10 1 7 11 170 41.3 0 10 1 7 12 15 10.5 0 10 0 7 13 6 10.5 0 10 1 7 14 28 12 0 10 1 7 15 170 24.4 0 10 1 7 16 1 10.7 0 10 0 7 17 6 35.1 0 10 1 7 18 85 19.5 0 10 0 7 19 6 26.3 0 10 1 7 20 85 26 0 10 1 7 21 1 11.2 0 10 1 7 22 6 16.7 0 10 1 7 23 28 31.4 0 10 1 7 24 170 35.6 0 10 0 7 25 1 21.3 0 10 1 7 26 15 20.7 0 10 1 7 27 15 14.2 0 10 1 7 28 85 24.4 0 10 1 7 29 1 11 0 10 1 7 30 85 27.3 0 10 1 7 31 15 18.6 0 10 1 7 32 6 16.7 0 10 1 7 33 28 21.1 0 10 1 7 34 15 39.6 0 10 1 7 35 28 31.4 0 10 1 7 36 1 11.8 0 10 1 7 37 170 38.3 0 10 1 7 38 1 12.5 0 10 1 7 39 1 11.8 0 10 1 7 40 28 21.7 0 10 1 7 41 28 21.1 0 10 1 7 42 170 33.9 0 10 0 7 43 6 14 0 10 1 7 44 15 12.5 0 10 1 7 45 15 10.7 0 10 1 7 46 1 41.9 0 10 NA 7 47 1 18 0 10 1 7 48 15 14.2 0 10 1 7 49 6 11 0 10 0 7 50 85 30.9 0 10 1 7 51 170 49.8 0 10 1 7 52 6 44 0 10 1 7 53 85 45 0 10 1 7 54 170 49.8 0 10 1 7 55 85 10.5 0 10 0 7 56 15 49 0 10 1 7 57 170 15 0 10 0 7 58 6 13.2 0 10 1 7 59 170 35.6 0 10 1 7 60 170 29.7 0 10 0 7 61 170 15 0 10 0 7 62 28 15.5 0 10 1 7 63 28 21.7 0 10 1 7 64 85 45 0 10 1 7 65 28 13.4 0 10 0 7 66 6 44 0 10 1 7 67 6 10.5 0 10 1 7 68 85 36.1 0 10 1 7 69 6 14 0 10 1 7 70 170 43.3 0 10 1 7 71 28 12 0 10 0 7 72 85 24.4 0 10 1 7 73 85 18.4 0 10 0 7 74 15 10.7 0 10 0 7 75 6 35.1 0 10 1 7 76 15 49 0 10 1 7 77 85 19.5 0 10 0 7 78 1 12.5 0 10 1 7 79 1 18 0 10 1 7 80 28 13 0 10 0 7 81 6 17.4 0 10 1 7 82 1 21.3 0 10 1 7 83 15 30.1 0 10 1 7 84 85 26 0 10 0 7 85 85 30.9 0 10 1 7 86 170 33.9 0 10 0 7 87 15 39.6 0 10 1 7 88 1 41.9 0 10 1 7 89 170 43.3 0 10 1 7 90 28 16.9 0 10 0 7 91 85 10.5 0 10 0 7 92 1 31.6 0 10 1 7 93 6 26.3 0 10 1 7 94 15 30.1 0 10 1 7 95 1 31.6 0 10 1 7 96 6 13.2 0 10 1 7 97 170 38.3 0 10 1 7 98 85 36.1 0 10 1 7 99 170 41.3 0 10 1 7 100 28 13.4 0 10 1 7 101 28 15.5 0 10 0 7 102 15 10.5 0 10 0 7 103 6 11 0 10 0 7 104 15 20.7 0 10 1 7 105 85 27.3 0 10 0 7 106 28 41.1 0 10 1 7 107 85 18.4 0 10 1 7 108 1 11.2 0 10 0 8 1 85 19.5 0 10 0 8 2 85 19.5 0 10 0 8 3 28 21.1 0 10 0 8 4 1 11.2 0 10 0 8 5 170 33.9 0 10 0 8 6 85 18.4 0 10 1 8 7 15 20.7 0 10 1 8 8 1 21.3 0 10 1 8 9 15 14.2 0 10 0 8 10 85 30.9 0 10 0 8 11 1 11 0 10 1 8 12 170 49.8 0 10 1 8 13 1 41.9 0 10 1 8 14 6 44 0 10 1 8 15 170 38.3 0 10 1 8 16 28 12 0 10 0 8 17 6 10.5 0 10 0 8 18 28 13 0 10 0 8 19 6 14 0 10 1 8 20 170 43.3 0 10 0 8 21 6 17.4 0 10 1 8 22 1 18 0 10 1 8 23 85 36.1 0 10 0 8 24 15 10.5 0 10 0 8 25 85 24.4 0 10 1 8 26 170 29.7 0 10 0 8 27 6 14 0 10 1 8 28 15 12.5 0 10 0 8 29 28 15.5 0 10 0 8 30 85 45 0 10 1 8 31 28 13.4 0 10 0 8 32 6 16.7 0 10 1 8 33 170 49.8 0 10 0 8 34 6 17.4 0 10 1 8 35 85 26 0 10 1 8 36 1 10.7 0 10 0 8 37 6 11 0 10 1 8 38 1 11.8 0 10 1 8 39 1 12.5 0 10 0 8 40 85 26 0 10 0 8 41 15 10.7 0 10 0 8 42 170 35.6 0 10 1 8 43 85 27.3 0 10 1 8 44 170 43.3 0 10 0 8 45 28 13.4 0 10 0 8 46 28 12 0 10 0 8 47 1 31.6 0 10 1 8 48 6 13.2 0 10 1 8 49 85 36.1 0 10 1 8 50 28 21.7 0 10 1 8 51 15 18.6 0 10 0 8 52 85 27.3 0 10 0 8 53 6 26.3 0 10 1 8 54 1 41.9 0 10 1 8 55 15 30.1 0 10 1 8 56 1 10.7 0 10 0 8 57 170 15 0 10 0 8 58 6 10.5 0 10 0 8 59 28 31.4 0 10 1 8 60 28 41.1 0 10 1 8 61 170 29.7 0 10 0 8 62 1 11.8 0 10 0 8 63 15 18.6 0 10 NA 8 64 1 11 0 10 0 8 65 170 41.3 0 10 1 8 66 15 39.6 0 10 1 8 67 28 31.4 0 10 0 8 68 6 16.7 0 10 1 8 69 15 49 0 10 1 8 70 85 45 0 10 1 8 71 170 24.4 0 10 1 8 72 85 24.4 0 10 1 8 73 1 18 0 10 1 8 74 85 10.5 0 10 0 8 75 28 21.7 0 10 1 8 76 28 16.9 0 10 0 8 77 6 44 0 10 1 8 78 170 33.9 0 10 1 8 79 6 11 0 10 1 8 80 28 13 0 10 1 8 81 28 41.1 0 10 1 8 82 6 13.2 0 10 1 8 83 28 15.5 0 10 0 8 84 15 49 0 10 1 8 85 15 14.2 0 10 1 8 86 170 41.3 0 10 1 8 87 15 12.5 0 10 0 8 88 85 18.4 0 10 1 8 89 1 12.5 0 10 1 8 90 15 20.7 0 10 0 8 91 6 26.3 0 10 1 8 92 170 24.4 0 10 0 8 93 28 21.1 0 10 1 8 94 15 10.5 0 10 0 8 95 6 35.1 0 10 1 8 96 85 30.9 0 10 1 8 97 1 21.3 0 10 1 8 98 15 39.6 0 10 1 8 99 170 35.6 0 10 1 8 100 15 10.7 0 10 1 8 101 85 10.5 0 10 0 8 102 28 16.9 0 10 0 8 103 170 15 0 10 0 8 104 170 38.3 0 10 0 8 105 6 35.1 0 10 1 8 106 1 31.6 0 10 1 8 107 15 30.1 0 10 1 8 108 1 11.2 0 10 1 9 1 1 11.2 0 10 1 9 2 6 10.5 0 10 0 9 3 28 31.4 0 10 1 9 4 15 49 0 10 1 9 5 15 12.5 0 10 1 9 6 170 33.9 0 10 1 9 7 170 35.6 0 10 0 9 8 6 17.4 0 10 1 9 9 1 21.3 0 10 1 9 10 1 10.7 0 10 0 9 11 1 11.8 0 10 1 9 12 1 31.6 0 10 1 9 13 6 16.7 0 10 0 9 14 1 10.7 0 10 1 9 15 170 15 0 10 0 9 16 170 43.3 0 10 1 9 17 85 27.3 0 10 0 9 18 28 21.7 0 10 1 9 19 1 11 0 10 0 9 20 1 11.8 0 10 1 9 21 1 12.5 0 10 1 9 22 6 16.7 0 10 1 9 23 170 35.6 0 10 1 9 24 6 11 0 10 1 9 25 85 30.9 0 10 0 9 26 28 13 0 10 0 9 27 28 41.1 0 10 1 9 28 85 10.5 0 10 0 9 29 1 11.2 0 10 1 9 30 85 36.1 0 10 1 9 31 1 12.5 0 10 1 9 32 6 26.3 0 10 1 9 33 170 33.9 0 10 1 9 34 170 43.3 0 10 0 9 35 85 10.5 0 10 0 9 36 170 49.8 0 10 0 9 37 15 18.6 0 10 1 9 38 6 14 0 10 1 9 39 6 11 0 10 0 9 40 15 39.6 0 10 1 9 41 85 19.5 0 10 0 9 42 15 10.7 0 10 0 9 43 85 36.1 0 10 1 9 44 1 18 0 10 0 9 45 170 49.8 0 10 1 9 46 15 20.7 0 10 1 9 47 1 11 0 10 1 9 48 28 13.4 0 10 1 9 49 15 20.7 0 10 1 9 50 1 18 0 10 1 9 51 85 18.4 0 10 1 9 52 85 18.4 0 10 0 9 53 85 26 0 10 1 9 54 28 31.4 0 10 1 9 55 6 44 0 10 1 9 56 6 13.2 0 10 0 9 57 6 10.5 0 10 0 9 58 28 12 0 10 0 9 59 15 10.5 0 10 0 9 60 6 17.4 0 10 1 9 61 170 24.4 0 10 0 9 62 15 30.1 0 10 1 9 63 6 35.1 0 10 1 9 64 15 10.7 0 10 1 9 65 15 14.2 0 10 1 9 66 170 41.3 0 10 1 9 67 28 21.1 0 10 1 9 68 6 26.3 0 10 1 9 69 15 14.2 0 10 1 9 70 85 24.4 0 10 0 9 71 85 27.3 0 10 0 9 72 28 13.4 0 10 1 9 73 170 29.7 0 10 0 9 74 28 15.5 0 10 0 9 75 85 45 0 10 1 9 76 170 38.3 0 10 0 9 77 28 16.9 0 10 1 9 78 6 35.1 0 10 1 9 79 85 19.5 0 10 0 9 80 15 18.6 0 10 1 9 81 15 12.5 0 10 1 9 82 85 30.9 0 10 0 9 83 28 12 0 10 1 9 84 28 21.7 0 10 1 9 85 28 13 0 10 0 9 86 1 41.9 0 10 1 9 87 15 39.6 0 10 1 9 88 6 13.2 0 10 0 9 89 1 21.3 0 10 1 9 90 170 15 0 10 0 9 91 15 30.1 0 10 1 9 92 85 26 0 10 0 9 93 15 49 0 10 1 9 94 85 45 0 10 1 9 95 6 14 0 10 0 9 96 170 38.3 0 10 1 9 97 170 29.7 0 10 0 9 98 28 16.9 0 10 0 9 99 6 44 0 10 1 9 100 1 31.6 0 10 1 9 101 15 10.5 0 10 0 9 102 28 41.1 0 10 1 9 103 85 24.4 0 10 0 9 104 28 15.5 0 10 0 9 105 28 21.1 0 10 1 9 106 1 41.9 0 10 1 9 107 170 41.3 0 10 1 9 108 170 24.4 0 10 0 10 1 170 41.3 0 10 0 10 2 6 10.5 0 10 0 10 3 170 15 0 10 0 10 4 85 27.3 0 10 0 10 5 170 15 0 10 0 10 6 28 13 0 10 0 10 7 6 35.1 0 10 1 10 8 15 14.2 0 10 1 10 9 85 19.5 0 10 0 10 10 170 43.3 0 10 1 10 11 85 45 0 10 1 10 12 1 41.9 0 10 1 10 13 15 30.1 0 10 1 10 14 85 26 0 10 1 10 15 28 12 0 10 1 10 16 1 11.8 0 10 1 10 17 15 10.7 0 10 0 10 18 6 44 0 10 1 10 19 1 18 0 10 1 10 20 28 12 0 10 0 10 21 15 20.7 0 10 1 10 22 28 41.1 0 10 1 10 23 15 39.6 0 10 1 10 24 85 26 0 10 0 10 25 6 26.3 0 10 1 10 26 6 35.1 0 10 1 10 27 6 26.3 0 10 1 10 28 15 10.5 0 10 0 10 29 1 31.6 0 10 1 10 30 170 41.3 0 10 0 10 31 6 10.5 0 10 1 10 32 1 11.2 0 10 0 10 33 170 29.7 0 10 0 10 34 85 45 0 10 0 10 35 15 12.5 0 10 0 10 36 170 38.3 0 10 0 10 37 85 19.5 0 10 0 10 38 28 13.4 0 10 0 10 39 28 13.4 0 10 0 10 40 15 30.1 0 10 1 10 41 28 41.1 0 10 1 10 42 15 10.5 0 10 0 10 43 170 33.9 0 10 0 10 44 6 14 0 10 1 10 45 170 35.6 0 10 1 10 46 85 10.5 0 10 0 10 47 85 30.9 0 10 1 10 48 28 15.5 0 10 0 10 49 15 39.6 0 10 1 10 50 6 13.2 0 10 1 10 51 1 10.7 0 10 1 10 52 15 14.2 0 10 1 10 53 6 11 0 10 0 10 54 6 17.4 0 10 1 10 55 170 24.4 0 10 1 10 56 85 18.4 0 10 1 10 57 28 31.4 0 10 1 10 58 28 21.7 0 10 1 10 59 15 18.6 0 10 1 10 60 85 10.5 0 10 0 10 61 6 16.7 0 10 1 10 62 85 18.4 0 10 0 10 63 6 44 0 10 1 10 64 1 18 0 10 1 10 65 28 16.9 0 10 0 10 66 15 10.7 0 10 0 10 67 1 10.7 0 10 1 10 68 15 49 0 10 1 10 69 170 38.3 0 10 1 10 70 28 15.5 0 10 0 10 71 28 31.4 0 10 1 10 72 6 14 0 10 1 10 73 170 35.6 0 10 0 10 74 1 12.5 0 10 1 10 75 15 18.6 0 10 0 10 76 1 31.6 0 10 1 10 77 28 16.9 0 10 1 10 78 1 21.3 0 10 1 10 79 15 12.5 0 10 0 10 80 170 49.8 0 10 0 10 81 85 27.3 0 10 0 10 82 6 16.7 0 10 1 10 83 85 36.1 0 10 0 10 84 85 36.1 0 10 1 10 85 6 17.4 0 10 1 10 86 1 11 0 10 0 10 87 6 13.2 0 10 0 10 88 170 29.7 0 10 0 10 89 1 11.2 0 10 0 10 90 1 41.9 0 10 1 10 91 170 33.9 0 10 0 10 92 1 11.8 0 10 0 10 93 15 49 0 10 1 10 94 1 21.3 0 10 0 10 95 85 30.9 0 10 0 10 96 15 20.7 0 10 1 10 97 28 21.1 0 10 0 10 98 170 24.4 0 10 0 10 99 85 24.4 0 10 0 10 100 85 24.4 0 10 0 10 101 28 21.1 0 10 0 10 102 28 21.7 0 10 1 10 103 170 49.8 0 10 1 10 104 6 11 0 10 1 10 105 1 12.5 0 10 1 10 106 28 13 0 10 0 10 107 170 43.3 0 10 0 10 108 1 11 0 10 0 11 1 6 10.5 0 10 0 11 2 85 36.1 0 10 1 11 3 85 27.3 0 10 0 11 4 6 16.7 0 10 1 11 5 1 31.6 0 10 1 11 6 170 33.9 0 10 0 11 7 15 10.5 0 10 0 11 8 170 35.6 0 10 0 11 9 15 10.7 0 10 0 11 10 15 10.7 0 10 1 11 11 170 15 0 10 0 11 12 85 26 0 10 0 11 13 28 21.1 0 10 1 11 14 170 24.4 0 10 0 11 15 28 13 0 10 0 11 16 15 12.5 0 10 1 11 17 85 19.5 0 10 0 11 18 85 26 0 10 0 11 19 6 11 0 10 0 11 20 6 13.2 0 10 0 11 21 28 15.5 0 10 0 11 22 170 41.3 0 10 0 11 23 6 14 0 10 1 11 24 1 21.3 0 10 1 11 25 85 18.4 0 10 1 11 26 28 12 0 10 1 11 27 15 49 0 10 1 11 28 85 45 0 10 1 11 29 170 41.3 0 10 0 11 30 170 33.9 0 10 0 11 31 28 21.7 0 10 1 11 32 15 18.6 0 10 1 11 33 1 12.5 0 10 0 11 34 1 10.7 0 10 1 11 35 28 21.1 0 10 0 11 36 170 35.6 0 10 0 11 37 1 11.2 0 10 1 11 38 85 19.5 0 10 1 11 39 1 41.9 0 10 1 11 40 28 16.9 0 10 0 11 41 15 30.1 0 10 1 11 42 15 20.7 0 10 0 11 43 15 14.2 0 10 1 11 44 28 13 0 10 1 11 45 15 12.5 0 10 1 11 46 170 43.3 0 10 1 11 47 170 49.8 0 10 1 11 48 6 10.5 0 10 1 11 49 15 30.1 0 10 1 11 50 28 41.1 0 10 1 11 51 28 41.1 0 10 1 11 52 6 26.3 0 10 1 11 53 85 10.5 0 10 0 11 54 6 26.3 0 10 1 11 55 6 44 0 10 1 11 56 85 30.9 0 10 1 11 57 85 24.4 0 10 0 11 58 15 39.6 0 10 1 11 59 1 41.9 0 10 1 11 60 170 49.8 0 10 0 11 61 28 31.4 0 10 1 11 62 28 15.5 0 10 1 11 63 28 12 0 10 0 11 64 6 35.1 0 10 1 11 65 85 24.4 0 10 0 11 66 15 49 0 10 1 11 67 15 39.6 0 10 1 11 68 1 31.6 0 10 1 11 69 85 36.1 0 10 0 11 70 15 14.2 0 10 1 11 71 28 16.9 0 10 0 11 72 6 35.1 0 10 1 11 73 170 15 0 10 0 11 74 1 12.5 0 10 1 11 75 15 20.7 0 10 0 11 76 170 24.4 0 10 0 11 77 85 18.4 0 10 0 11 78 6 17.4 0 10 1 11 79 28 31.4 0 10 1 11 80 1 10.7 0 10 1 11 81 6 11 0 10 1 11 82 1 11.8 0 10 0 11 83 170 43.3 0 10 1 11 84 1 18 0 10 1 11 85 1 11.8 0 10 1 11 86 6 14 0 10 1 11 87 85 10.5 0 10 0 11 88 85 30.9 0 10 0 11 89 85 27.3 0 10 0 11 90 28 13.4 0 10 0 11 91 6 17.4 0 10 1 11 92 170 38.3 0 10 0 11 93 6 16.7 0 10 1 11 94 170 38.3 0 10 0 11 95 1 18 0 10 1 11 96 1 11 0 10 1 11 97 170 29.7 0 10 0 11 98 170 29.7 0 10 0 11 99 15 18.6 0 10 1 11 100 15 10.5 0 10 0 11 101 1 21.3 0 10 1 11 102 1 11.2 0 10 0 11 103 28 13.4 0 10 0 11 104 85 45 0 10 1 11 105 28 21.7 0 10 1 11 106 1 11 0 10 0 11 107 6 13.2 0 10 1 11 108 6 44 0 10 1 12 1 1 11.2 0 10 0 12 2 15 20.7 0 10 1 12 3 6 10.5 0 10 0 12 4 6 35.1 0 10 1 12 5 28 13 0 10 0 12 6 1 21.3 0 10 1 12 7 170 35.6 0 10 0 12 8 1 11 0 10 0 12 9 1 31.6 0 10 1 12 10 85 10.5 0 10 0 12 11 28 13 0 10 0 12 12 170 43.3 0 10 0 12 13 170 29.7 0 10 0 12 14 85 24.4 0 10 0 12 15 85 27.3 0 10 NA 12 16 85 27.3 0 10 1 12 17 28 16.9 0 10 1 12 18 170 41.3 0 10 0 12 19 28 13.4 0 10 0 12 20 170 38.3 0 10 0 12 21 170 43.3 0 10 1 12 22 15 12.5 0 10 0 12 23 15 10.7 0 10 0 12 24 85 45 0 10 1 12 25 170 15 0 10 0 12 26 28 12 0 10 1 12 27 1 41.9 0 10 1 12 28 15 39.6 0 10 1 12 29 6 11 0 10 1 12 30 170 29.7 0 10 0 12 31 170 49.8 0 10 1 12 32 15 10.7 0 10 1 12 33 85 10.5 0 10 1 12 34 170 15 0 10 0 12 35 170 41.3 0 10 1 12 36 6 16.7 0 10 1 12 37 15 18.6 0 10 1 12 38 15 14.2 0 10 1 12 39 6 35.1 0 10 1 12 40 6 13.2 0 10 1 12 41 1 12.5 0 10 1 12 42 6 17.4 0 10 1 12 43 1 18 0 10 1 12 44 1 21.3 0 10 1 12 45 1 11.2 0 10 NA 12 46 1 12.5 0 10 1 12 47 1 41.9 0 10 1 12 48 15 30.1 0 10 1 12 49 6 17.4 0 10 1 12 50 15 10.5 0 10 0 12 51 15 14.2 0 10 0 12 52 28 41.1 0 10 1 12 53 85 45 0 10 1 12 54 15 39.6 0 10 1 12 55 28 15.5 0 10 0 12 56 85 30.9 0 10 0 12 57 85 36.1 0 10 1 12 58 170 35.6 0 10 0 12 59 6 16.7 0 10 1 12 60 6 13.2 0 10 0 12 61 85 30.9 0 10 1 12 62 15 10.5 0 10 0 12 63 28 12 0 10 0 12 64 1 11 0 10 1 12 65 15 18.6 0 10 1 12 66 6 10.5 0 10 1 12 67 6 11 0 10 0 12 68 15 20.7 0 10 1 12 69 28 13.4 0 10 1 12 70 1 10.7 0 10 1 12 71 6 44 0 10 1 12 72 170 38.3 0 10 NA 12 73 28 31.4 0 10 1 12 74 15 12.5 0 10 1 12 75 170 33.9 0 10 0 12 76 15 49 0 10 1 12 77 85 26 0 10 0 12 78 85 18.4 0 10 0 12 79 1 11.8 0 10 0 12 80 85 18.4 0 10 0 12 81 85 24.4 0 10 1 12 82 170 49.8 0 10 0 12 83 28 21.7 0 10 1 12 84 28 16.9 0 10 1 12 85 1 18 0 10 0 12 86 6 26.3 0 10 0 12 87 28 21.7 0 10 NA 12 88 6 26.3 0 10 1 12 89 6 44 0 10 1 12 90 28 21.1 0 10 1 12 91 85 36.1 0 10 1 12 92 85 26 0 10 0 12 93 28 41.1 0 10 1 12 94 28 21.1 0 10 1 12 95 28 31.4 0 10 1 12 96 1 10.7 0 10 0 12 97 15 30.1 0 10 1 12 98 1 31.6 0 10 1 12 99 85 19.5 0 10 0 12 100 170 24.4 0 10 0 12 101 15 49 0 10 1 12 102 6 14 0 10 1 12 103 85 19.5 0 10 1 12 104 28 15.5 0 10 0 12 105 170 24.4 0 10 0 12 106 1 11.8 0 10 0 12 107 6 14 0 10 1 12 108 170 33.9 0 10 0 13 1 170 41.3 0 10 0 13 2 15 10.5 0 10 0 13 3 170 15 0 10 0 13 4 15 12.5 0 10 1 13 5 85 45 0 10 1 13 6 6 44 0 10 1 13 7 1 11.2 0 10 1 13 8 170 29.7 0 10 0 13 9 85 27.3 0 10 1 13 10 1 12.5 0 10 1 13 11 15 20.7 0 10 1 13 12 1 18 0 10 1 13 13 6 16.7 0 10 1 13 14 28 12 0 10 0 13 15 6 35.1 0 10 1 13 16 15 39.6 0 10 1 13 17 28 41.1 0 10 1 13 18 15 18.6 0 10 1 13 19 1 11.2 0 10 1 13 20 85 36.1 0 10 0 13 21 15 10.5 0 10 0 13 22 170 41.3 0 10 1 13 23 28 16.9 0 10 1 13 24 85 26 0 10 0 13 25 28 16.9 0 10 1 13 26 6 35.1 0 10 1 13 27 85 24.4 0 10 1 13 28 85 45 0 10 1 13 29 1 11.8 0 10 1 13 30 170 49.8 0 10 1 13 31 170 33.9 0 10 0 13 32 28 13.4 0 10 1 13 33 1 41.9 0 10 1 13 34 6 26.3 0 10 1 13 35 170 35.6 0 10 1 13 36 6 13.2 0 10 1 13 37 170 29.7 0 10 0 13 38 1 11.8 0 10 0 13 39 85 27.3 0 10 1 13 40 28 21.7 0 10 1 13 41 6 14 0 10 0 13 42 1 11 0 10 1 13 43 6 14 0 10 1 13 44 170 43.3 0 10 1 13 45 15 10.7 0 10 1 13 46 170 24.4 0 10 0 13 47 28 21.1 0 10 1 13 48 6 11 0 10 1 13 49 15 39.6 0 10 1 13 50 6 13.2 0 10 1 13 51 15 10.7 0 10 0 13 52 85 10.5 0 10 0 13 53 85 18.4 0 10 1 13 54 1 12.5 0 10 1 13 55 15 30.1 0 10 1 13 56 85 24.4 0 10 0 13 57 28 12 0 10 0 13 58 15 49 0 10 1 13 59 28 41.1 0 10 1 13 60 170 15 0 10 0 13 61 85 26 0 10 1 13 62 15 18.6 0 10 1 13 63 28 13 0 10 0 13 64 28 15.5 0 10 0 13 65 28 31.4 0 10 1 13 66 85 30.9 0 10 1 13 67 28 13.4 0 10 0 13 68 85 10.5 0 10 0 13 69 1 18 0 10 1 13 70 28 31.4 0 10 1 13 71 170 33.9 0 10 0 13 72 1 31.6 0 10 1 13 73 28 21.1 0 10 1 13 74 6 17.4 0 10 1 13 75 1 21.3 0 10 1 13 76 6 44 0 10 1 13 77 85 36.1 0 10 1 13 78 170 38.3 0 10 0 13 79 85 30.9 0 10 1 13 80 170 24.4 0 10 0 13 81 15 14.2 0 10 0 13 82 85 19.5 0 10 0 13 83 85 19.5 0 10 1 13 84 1 11 0 10 0 13 85 170 49.8 0 10 1 13 86 1 41.9 0 10 1 13 87 6 11 0 10 0 13 88 28 13 0 10 1 13 89 15 14.2 0 10 1 13 90 15 20.7 0 10 1 13 91 170 35.6 0 10 0 13 92 28 21.7 0 10 1 13 93 15 49 0 10 1 13 94 1 10.7 0 10 1 13 95 15 12.5 0 10 1 13 96 28 15.5 0 10 1 13 97 170 43.3 0 10 1 13 98 1 21.3 0 10 1 13 99 6 10.5 0 10 0 13 100 15 30.1 0 10 1 13 101 6 17.4 0 10 1 13 102 6 10.5 0 10 1 13 103 1 10.7 0 10 1 13 104 1 31.6 0 10 1 13 105 6 16.7 0 10 1 13 106 6 26.3 0 10 1 13 107 170 38.3 0 10 0 13 108 85 18.4 0 10 0 14 1 28 21.7 0 10 1 14 2 15 14.2 0 10 0 14 3 6 11 0 10 0 14 4 15 14.2 0 10 0 14 5 15 10.7 0 10 1 14 6 85 30.9 0 10 1 14 7 6 16.7 0 10 0 14 8 1 11.8 0 10 1 14 9 28 13.4 0 10 1 14 10 1 18 0 10 1 14 11 15 39.6 0 10 1 14 12 15 30.1 0 10 1 14 13 1 11 0 10 0 14 14 170 41.3 0 10 0 14 15 6 16.7 0 10 1 14 16 170 43.3 0 10 0 14 17 6 35.1 0 10 1 14 18 15 20.7 0 10 1 14 19 85 26 0 10 1 14 20 28 16.9 0 10 1 14 21 85 19.5 0 10 0 14 22 28 21.1 0 10 1 14 23 1 31.6 0 10 1 14 24 6 26.3 0 10 1 14 25 28 21.7 0 10 1 14 26 6 10.5 0 10 0 14 27 85 24.4 0 10 0 14 28 85 10.5 0 10 0 14 29 15 49 0 10 1 14 30 85 45 0 10 1 14 31 170 29.7 0 10 1 14 32 85 27.3 0 10 1 14 33 170 35.6 0 10 0 14 34 1 11.8 0 10 1 14 35 1 18 0 10 1 14 36 85 27.3 0 10 1 14 37 6 14 0 10 0 14 38 28 15.5 0 10 0 14 39 28 12 0 10 0 14 40 170 38.3 0 10 1 14 41 6 13.2 0 10 1 14 42 85 45 0 10 1 14 43 6 17.4 0 10 1 14 44 85 10.5 0 10 0 14 45 15 10.5 0 10 0 14 46 15 30.1 0 10 1 14 47 170 24.4 0 10 0 14 48 1 12.5 0 10 1 14 49 15 10.5 0 10 0 14 50 170 38.3 0 10 1 14 51 85 18.4 0 10 1 14 52 1 11 0 10 1 14 53 170 24.4 0 10 1 14 54 1 11.2 0 10 1 14 55 6 10.5 0 10 0 14 56 1 10.7 0 10 1 14 57 6 35.1 0 10 1 14 58 28 13 0 10 1 14 59 170 29.7 0 10 0 14 60 28 12 0 10 0 14 61 85 36.1 0 10 1 14 62 15 10.7 0 10 1 14 63 28 21.1 0 10 1 14 64 15 18.6 0 10 1 14 65 170 43.3 0 10 1 14 66 15 18.6 0 10 0 14 67 85 26 0 10 1 14 68 28 13.4 0 10 1 14 69 1 21.3 0 10 1 14 70 6 11 0 10 1 14 71 170 35.6 0 10 1 14 72 170 49.8 0 10 1 14 73 1 41.9 0 10 1 14 74 15 12.5 0 10 0 14 75 1 10.7 0 10 1 14 76 170 49.8 0 10 1 14 77 1 31.6 0 10 1 14 78 85 36.1 0 10 1 14 79 28 15.5 0 10 1 14 80 6 44 0 10 1 14 81 28 13 0 10 0 14 82 6 14 0 10 1 14 83 85 18.4 0 10 0 14 84 15 12.5 0 10 0 14 85 1 11.2 0 10 0 14 86 15 49 0 10 1 14 87 170 33.9 0 10 1 14 88 85 19.5 0 10 0 14 89 6 17.4 0 10 1 14 90 28 41.1 0 10 1 14 91 6 44 0 10 1 14 92 170 15 0 10 0 14 93 28 31.4 0 10 1 14 94 1 12.5 0 10 1 14 95 28 16.9 0 10 1 14 96 85 24.4 0 10 1 14 97 15 39.6 0 10 1 14 98 170 41.3 0 10 1 14 99 1 21.3 0 10 1 14 100 170 15 0 10 0 14 101 170 33.9 0 10 1 14 102 85 30.9 0 10 1 14 103 28 41.1 0 10 1 14 104 6 26.3 0 10 1 14 105 28 31.4 0 10 1 14 106 6 13.2 0 10 1 14 107 15 20.7 0 10 1 14 108 1 41.9 0 10 1 15 1 15 10.7 0 10 0 15 2 28 13.4 0 10 0 15 3 170 33.9 0 10 0 15 4 15 49 0 10 1 15 5 28 21.7 0 10 0 15 6 170 15 0 10 0 15 7 28 41.1 0 10 1 15 8 85 45 0 10 1 15 9 28 13 0 10 1 15 10 170 33.9 0 10 1 15 11 6 11 0 10 0 15 12 85 27.3 0 10 1 15 13 1 11.8 0 10 1 15 14 1 10.7 0 10 1 15 15 28 12 0 10 0 15 16 6 14 0 10 0 15 17 1 11.2 0 10 0 15 18 15 39.6 0 10 1 15 19 15 30.1 0 10 0 15 20 15 20.7 0 10 1 15 21 28 13 0 10 0 15 22 6 44 0 10 1 15 23 170 38.3 0 10 0 15 24 15 18.6 0 10 1 15 25 15 14.2 0 10 1 15 26 15 18.6 0 10 1 15 27 170 41.3 0 10 0 15 28 28 21.1 0 10 1 15 29 6 14 0 10 1 15 30 28 15.5 0 10 0 15 31 170 24.4 0 10 0 15 32 1 31.6 0 10 1 15 33 6 35.1 0 10 1 15 34 15 30.1 0 10 1 15 35 170 49.8 0 10 1 15 36 85 18.4 0 10 0 15 37 15 10.5 0 10 1 15 38 170 38.3 0 10 0 15 39 6 26.3 0 10 1 15 40 170 41.3 0 10 1 15 41 85 10.5 0 10 NA 15 42 1 18 0 10 1 15 43 6 10.5 0 10 1 15 44 85 19.5 0 10 0 15 45 1 21.3 0 10 1 15 46 28 13.4 0 10 1 15 47 15 39.6 0 10 1 15 48 170 15 0 10 0 15 49 85 24.4 0 10 0 15 50 15 12.5 0 10 0 15 51 85 30.9 0 10 0 15 52 28 12 0 10 0 15 53 85 18.4 0 10 0 15 54 28 31.4 0 10 1 15 55 170 35.6 0 10 0 15 56 1 41.9 0 10 1 15 57 15 10.7 0 10 0 15 58 6 44 0 10 1 15 59 85 26 0 10 0 15 60 6 26.3 0 10 1 15 61 170 29.7 0 10 0 15 62 6 17.4 0 10 1 15 63 85 36.1 0 10 NA 15 64 1 11 0 10 1 15 65 1 11.2 0 10 1 15 66 15 20.7 0 10 1 15 67 6 10.5 0 10 0 15 68 28 16.9 0 10 0 15 69 170 43.3 0 10 0 15 70 1 21.3 0 10 0 15 71 1 31.6 0 10 1 15 72 170 24.4 0 10 0 15 73 170 35.6 0 10 0 15 74 1 10.7 0 10 1 15 75 170 29.7 0 10 0 15 76 85 36.1 0 10 0 15 77 6 11 0 10 1 15 78 1 12.5 0 10 1 15 79 15 49 0 10 1 15 80 85 45 0 10 1 15 81 28 41.1 0 10 1 15 82 85 10.5 0 10 0 15 83 1 12.5 0 10 1 15 84 85 30.9 0 10 1 15 85 28 16.9 0 10 0 15 86 85 24.4 0 10 NA 15 87 1 41.9 0 10 1 15 88 6 16.7 0 10 1 15 89 170 43.3 0 10 1 15 90 1 11 0 10 1 15 91 170 49.8 0 10 1 15 92 15 12.5 0 10 0 15 93 1 11.8 0 10 0 15 94 6 17.4 0 10 0 15 95 28 21.1 0 10 1 15 96 28 21.7 0 10 1 15 97 85 27.3 0 10 0 15 98 28 31.4 0 10 1 15 99 6 13.2 0 10 0 15 100 28 15.5 0 10 1 15 101 1 18 0 10 0 15 102 85 19.5 0 10 0 15 103 6 16.7 0 10 1 15 104 15 14.2 0 10 0 15 105 6 13.2 0 10 1 15 106 6 35.1 0 10 1 15 107 15 10.5 0 10 1 15 108 85 26 0 10 0 16 1 85 10.5 0 10 0 16 2 85 36.1 0 10 0 16 3 28 41.1 0 10 1 16 4 15 12.5 0 10 0 16 5 6 17.4 0 10 1 16 6 6 44 0 10 1 16 7 6 14 0 10 0 16 8 28 12 0 10 0 16 9 28 41.1 0 10 1 16 10 15 18.6 0 10 0 16 11 85 27.3 0 10 0 16 12 1 31.6 0 10 1 16 13 85 45 0 10 1 16 14 170 38.3 0 10 0 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+"1965" 20 65 2 -1 +"1966" 20 66 2 1 +"1967" 20 67 2 -1 +"1968" 20 68 1 -1 +"1969" 20 69 1 -1 +"1970" 20 70 2 -1 +"1971" 20 71 2 -1 +"1972" 20 72 2 -1 +"1973" 20 73 2 1 +"1974" 20 74 2 1 +"1975" 20 75 1 1 +"1976" 20 76 1 -1 +"1977" 20 77 1 1 +"1978" 20 78 2 -1 +"1979" 20 79 1 1 +"1980" 20 80 1 1 +"1981" 20 81 1 -1 +"1982" 20 82 1 -1 +"1983" 20 83 1 1 +"1984" 20 84 2 1 +"1985" 20 85 2 1 +"1986" 20 86 NA 1 +"1987" 20 87 2 -1 +"1988" 20 88 1 1 +"1989" 20 89 2 -1 +"1990" 20 90 1 1 +"1991" 20 91 2 -1 +"1992" 20 92 1 -1 +"1993" 20 93 1 1 +"1994" 20 94 1 -1 +"1995" 20 95 1 -1 +"1996" 20 96 2 1 +"1997" 20 97 2 1 +"1998" 20 98 2 1 +"1999" 20 99 2 -1 +"2000" 20 100 2 -1 diff --git a/Programing_project/docs/marzilliericson2015.pdf b/Programing_project/docs/marzilliericson2015.pdf deleted file mode 100644 index 17fded0..0000000 Binary files a/Programing_project/docs/marzilliericson2015.pdf and /dev/null differ diff --git a/Programing_project/scripts/hyperbolic.stan b/Programing_project/scripts/hyperbolic.stan deleted file mode 100644 index 6d783e1..0000000 --- a/Programing_project/scripts/hyperbolic.stan +++ /dev/null @@ -1,75 +0,0 @@ -data { - int nSubjects; - int nTrials; - int Tsubj[nSubjects]; - real delay_later[nSubjects,nTrials]; - real amount_later[nSubjects,nTrials]; - real delay_sooner[nSubjects,nTrials]; - real amount_sooner[nSubjects,nTrials]; - int Choice[nSubjects, nTrials]; # 0 for instant reward, 1 for delayed reward -} - -parameters { - # Hyper(group)-parameters - real mu_k_raw; - real mu_beta_raw; - real sd_k_raw; - real sd_beta_raw; - - # Subject-level raw parameters - vector[nSubjects] k_raw; - vector[nSubjects] beta_raw; -} - -transformed parameters { - # Transform subject-level raw parameters - vector[nSubjects] k; - vector[nSubjects] beta; - - k[s] = Phi_approx( mu_k_raw + sd_k_raw * k_raw[s] ) - beta[s] = Phi_approx( mu_beta_raw + sd_beta_raw * beta_raw[s] ) * 5; -} - -model { - # Hyperparameters - sd_k_raw ~ cauchy(0, 3); - sd_beta_raw ~ cauchy(0, 3); - - # individual parameters - k_raw ~ normal(0, 1); - beta_raw ~ normal(0, 1); - - for (s in 1:nSubjects) { - # Define values - real ev_later; - real ev_sooner - - for (t in 1:(Tsubj[s])) { - ev_later = amount_later[s,t] / ( 1 + k[s] * delay_later[s,t] ); - ev_sooner = amount_sooner[s,t] / ( 1 + k[s] * delay_sooner[s,t] ); - choice[s,t] ~ bernoulli_logit( beta[ns] * (ev_later - ev_sooner) ); - } - } -} - -generated quantities { - real mu_k; - real mu_beta; - real log_lik[nSubjects]; - - mu_k = Phi_approx(mu_k_raw); - mu_beta = Phi_approx(mu_beta_raw) * 5; - - { # local section, this saves time and space - for (s in 1:nSubjects) { - real ev_later; - real ev_sooner; - - for (t in 1:(Tsubj[s])) { - ev_later = amount_later[s,t] / ( 1 + k[s] * delay_later[s,t] ); - ev_sooner = amount_sooner[s,t] / ( 1 + k[s] * delay_sooner[s,t] ); - log_lik[s] += bernoulli_logit_lpmf( choice[s,t] | beta[s] * (ev_later - ev_sooner) ); - } - } - } -} diff --git a/Programing_project/scripts/delay_discounting_main.R b/Programing_project/scripts/learning_task_main.R similarity index 69% rename from Programing_project/scripts/delay_discounting_main.R rename to Programing_project/scripts/learning_task_main.R index 0a4f9a4..2e53343 100644 --- a/Programing_project/scripts/delay_discounting_main.R +++ b/Programing_project/scripts/learning_task_main.R @@ -1,106 +1,98 @@ -# ============================================================================= -#### Info #### -# ============================================================================= -# Hierachical models for delay discounting models -# - -# ============================================================================= -#### Construct Data #### -# ============================================================================= -# clear workspace -rm(list=ls(all=TRUE)) -library(rstan) -library(loo) -library(ggplot2) - -#### read raw ----------------------------------------------------------------- -rawdata = # complete this line for reading raw data - -#### Preprocess the data ------------------------------------------------------ -subjList = unique(rawdata[,"subjID"]) -nSubjects = length(subjList) - -Tsubj = as.vector( rep( 0, nSubjects ) ) # number of valid trials per subj - -for ( s in 1:nSubjects ) { - curSubj = subjList[ s ] - Tsubj[s] = sum( rawdata$subjID == curSubj ) -} - -maxTrials = max(Tsubj) -delay_later = array(0, c(nSubjects, maxTrials) ) -amount_later = array(0, c(nSubjects, maxTrials) ) -delay_sooner = array(0, c(nSubjects, maxTrials) ) -amount_sooner = array(0, c(nSubjects, maxTrials) ) -choice = array(0, c(nSubjects, maxTrials) ) - -for (s in 1:nSubjects) { - curSubj = subjList[s] - useTrials = Tsubj[s] - tmp = subset(rawdata, rawdata$subjID == curSubj) - delay_later[s, 1:useTrials] = tmp$delay_later - amount_later[s, 1:useTrials] = tmp$amount_later - delay_sooner[s, 1:useTrials] = tmp$delay_sooner - amount_sooner[s, 1:useTrials] = tmp$amount_sooner - choice[s, 1:useTrials] = tmp$choice -} - -dataList = list( - nSubjects = nSubjects, - nTrials = maxTrials, - Tsubj = Tsubj, - choice = choice, - amount_later = amount_later, - delay_later = delay_later, - amount_sooner = amount_sooner, - delay_sooner = delay_sooner -) - -# ============================================================================= -#### Running Stan #### -# ============================================================================= -rstan_options(auto_write = TRUE) -options(mc.cores = 2) - -nIter = 2000 -nChains = 4 -nWarmup = floor(nIter/2) -nThin = 1 - -#### run the hyperbolic model ---------------------------------------- -modelFile1 = 'scripts/hyperbolic.stan' - -cat("Estimating", modelFile1, "model... \n") -startTime = Sys.time(); print(startTime) -cat("Calling", nChains, "simulations in Stan... \n") - -fit_hyperbolic = stan() # complete this line for calling Stan - -cat("Finishing", modelFile1, "model simulation ... \n") -endTime = Sys.time(); print(endTime) -cat("It took",as.character.Date(endTime - startTime), "\n") - -#### run the simple heuristic model --------------------------------------- -modelFile2 = 'scripts/heuristic.stan' - -cat("Estimating", modelFile1, "model... \n") -startTime = Sys.time(); print(startTime) -cat("Calling", nChains, "simulations in Stan... \n") - -fit_heuristic = stan() # complete this line for calling Stan - -cat("Finishing", modelFile2, "model simulation ... \n") -endTime = Sys.time(); print(endTime) -cat("It took",as.character.Date(endTime - startTime), "\n") - -# ============================================================================= -#### Model selection #### -# ============================================================================= -LL_hyperbolic = # complete this line for extreact log-likelihood -LL_heuristic = # complete this line for extreact log-likelihood - -waic_hyperbolic = waic(LL1) -waic_heuristic = waic(LL2) - - -#### End of file +# ============================================================================= +#### Info #### +# ============================================================================= +# Hierachical models for two-armed bandit learning task +# (C) Lei Zhang + +# ============================================================================= +#### Construct Data #### +# ============================================================================= +# clear workspace +rm(list=ls(all=TRUE)) +library(rstan) +library(loo) +library(ggplot2) + +#### read raw ----------------------------------------------------------------- +rawdata = # complete this line for reading raw data + +# write a line here to remove missing trials + +#### Preprocess the data ------------------------------------------------------ +subjList = unique(rawdata[,"subjID"]) +nSubjects = length(subjList) + +Tsubj = as.vector( rep( 0, nSubjects ) ) # number of valid trials per subj + +for ( s in 1:nSubjects ) { + curSubj = subjList[ s ] + Tsubj[s] = sum( rawdata$subjID == curSubj ) +} + +maxTrials = max(Tsubj) +choice = array(0, c(nSubjects, maxTrials) ) +reward = array(0, c(nSubjects, maxTrials) ) + +for (s in 1:nSubjects) { + curSubj = subjList[s] + useTrials = Tsubj[s] + tmp = subset(rawdata, rawdata$subjID == curSubj) + choice[s, 1:useTrials] = tmp$choice + reward[s, 1:useTrials] = tmp$reward +} + +dataList = list( + nSubjects = nSubjects, + nTrials = maxTrials, + Tsubj = Tsubj, + choice = choice, + reward = reward +) + +# ============================================================================= +#### Running Stan #### +# ============================================================================= +rstan_options(auto_write = TRUE) +options(mc.cores = 2) # <-- adjust if you want to run 4 cores in parallel + +nIter = 2000 +nChains = 4 +nWarmup = floor(nIter/2) +nThin = 1 + +#### run the Rescorla-Wagner model ---------------------------------------- +modelFile1 = 'scripts/rw.stan' + +cat("Estimating", modelFile1, "model... \n") +startTime = Sys.time(); print(startTime) +cat("Calling", nChains, "simulations in Stan... \n") + +fit_hyperbolic = stan() # complete this line for calling Stan + +cat("Finishing", modelFile1, "model simulation ... \n") +endTime = Sys.time(); print(endTime) +cat("It took",as.character.Date(endTime - startTime), "\n") + +#### run the reward-punishment model --------------------------------------- +modelFile2 = 'scripts/rp.stan' + +cat("Estimating", modelFile1, "model... \n") +startTime = Sys.time(); print(startTime) +cat("Calling", nChains, "simulations in Stan... \n") + +fit_heuristic = stan() # complete this line for calling Stan + +cat("Finishing", modelFile2, "model simulation ... \n") +endTime = Sys.time(); print(endTime) +cat("It took",as.character.Date(endTime - startTime), "\n") + +# ============================================================================= +#### Model selection #### +# ============================================================================= +LL_rw = # complete this line for extreact log-likelihood +LL_rp = # complete this line for extreact log-likelihood + +waic_rw = waic(LL_rw) +waic_rp = waic(LL_rp) + +#### End of file diff --git a/Programing_project/scripts/heuristic.stan b/Programing_project/scripts/rp.stan similarity index 80% rename from Programing_project/scripts/heuristic.stan rename to Programing_project/scripts/rp.stan index e2b73ce..ba936a9 100644 --- a/Programing_project/scripts/heuristic.stan +++ b/Programing_project/scripts/rp.stan @@ -1,14 +1,17 @@ -data { -} - -parameters { -} - -transformed parameters { -} - -model { -} - -generated quantities { -} +data { +} + +transformed data { +} + +parameters { +} + +transformed parameters { +} + +model { +} + +generated quantities { +} diff --git a/Programing_project/scripts/rw.stan b/Programing_project/scripts/rw.stan new file mode 100644 index 0000000..34cb4c3 --- /dev/null +++ b/Programing_project/scripts/rw.stan @@ -0,0 +1,81 @@ +data { + int nSubjects; + int nTrials; + int choice; + real reward[nSubjects, nTrials]; +} + +transformed data { + vector[2] initV; // initial values for V + initV = rep_vector(0.0, 2); +} + +parameters { + // group-level parameters + real lr_mu_rae; + real tau_mu_raw; + real lr_sd_raw; + real tau_sd_raw; + + // subject-level raw parameters + vector[nSubjects] lr_raw; + vector[nSubjects] tau_raw; +} + +transformed parameters { + vector[nSubjects] lr; + vector[nSubjects] tau; + + lr = Phi_approx( lr_mu_raw + lr_sd_raw * lr_raw[s] ) + tau = Phi_approx( tau_mu_raw + tau_sd_raw * tau_raw ) * 5; +} + + +model { + // group-level prior + lr_mu_raw ~ normal(0,1); + tau_mu_raw ~ normal(0,1); + + // individual-level prior + lr_raw ~ normal(0,1); + tau_raw ~ normal(0,1); + + for (s in 1:nSubjects) { + vector[2] v; + real pe; + v = initV; + + for (t in 1:nTrials) { + Choice[s,t] ~ categorical( tau[s] * v ); + + pe = Reward - v[choice[s,t]]; + v[choice[s,t]] = v[choice[s,t]] + lr[s] * pe; + } + } +} + +generated quantities { + real lr_mu; + real tau_mu; + + real log_lik[nSubjects]; + + lr_mu = Phi_approx(lr_mu_raw); + tau_mu = Phi_approx(tau_mu_raw) * 5; + + { // local section, this saves time and space + for (s in 1:nSubjects) { + vector[2] v; + real pe; + + v = initV; + + for (t in 1:nTrials) { + log_lik[s] = log_lik[s] + categorical_logit_lpdf(choice[s,t] | tau[s] * v); + + pe = reward[s,t] - v[choice[s,t]]; + v[choice[s,t]] = v[choice[s,t]] + lr[s] * pe; + } + } + } +} diff --git a/Programing_project/short_summary_template.docx b/Programing_project/short_summary.docx similarity index 70% rename from Programing_project/short_summary_template.docx rename to Programing_project/short_summary.docx index ee85574..37b6fbb 100644 Binary files a/Programing_project/short_summary_template.docx and b/Programing_project/short_summary.docx differ