Mark GradeID 88 82 55 56 72 87 55 82 73 77 91 86 44 62 94 87 72 80 89 92 83 81 78 44 58 41 84 47 73 82 97 47 46 42 43 41 62 81 38 70 49 79 57 73 77 55 48 94 Topic raisedhandVisITedRes Announcem Discussion gender 4 Math 15 16 2 20 M 4 Math 20 20 3 25 M 4 Math 10 7 0 30 M 4 Math 30 25 5 35 M 4 Math 40 50 12 50 M 4 Math 42 30 13 70 F 7 Math 35 12 0 17 M 7 Math 50 10 15 22 M 7 Math 12 21 16 50 F 7 Math 70 80 25 70 F 7 Math 50 88 30 80 M 7 Math 19 6 19 12 M 4 Math 5 1 0 11 M 8 Math 20 14 12 19 M 8 Math 62 70 44 60 F 6 Math 30 40 22 66 F 7 Math 36 30 20 80 M 7 Math 55 13 35 90 M 7 Math 69 15 36 96 F 7 Math 70 50 40 99 M 7 Math 60 60 33 90 F 7 Math 10 12 4 80 F 7 Math 15 21 2 90 M 7 Math 2 0 2 50 M 7 Math 0 2 3 70 M 7 Math 8 7 30 40 M 7 Math 19 19 25 40 M 8 Language 25 15 12 33 M 8 Science 75 85 52 43 M 8 Language 30 90 33 35 F 8 Language 35 80 50 70 F 7 Math 4 5 40 16 M 7 Math 2 19 10 50 F 5 Language 8 22 9 40 M 7 Science 12 11 8 40 M 7 Language 10 12 17 30 M 7 Science 8 6 4 22 M 7 Math 45 54 26 90 F 6 Math 0 0 0 4M 7 Science 50 90 37 70 F 7 Math 14 13 3 70 F 7 Math 19 20 16 50 M 9 Math 10 12 7 33 M 9 Math 30 35 28 90 F 9 Math 33 33 30 90 F 7 Religion 20 12 15 70 M 5 Language 7 10 1 30 M 12 Language 70 4 39 90 F 94 77 60 36 79 94 54 51 51 52 77 85 61 77 91 86 35 59 84 93 97 77 54 72 39 87 58 80 89 76 55 97 46 64 52 89 91 58 98 48 61 53 48 94 97 91 67 92 12 Language 12 Language 12 Language 12 Language 12 Language 11 Science 12 Language 7 Math 8 Math 7 Math 7 Math 7 Math 5 Language 10 Math 10 Math 10 Math 10 Math 12 Language 12 Language 12 Language 12 Math 7 Math 7 Math 7 Math 7 Math 7 Language 7 Math 7 Religion 9 Math 9 Math 11 Religion 7 Math 7 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 13 29 20 39 55 49 12 16 19 5 28 27 21 50 80 17 0 13 25 65 70 39 22 29 11 19 12 50 15 20 13 80 8 8 7 7 50 1 70 19 3 5 4 80 50 55 80 100 80 39 14 15 90 70 50 14 5 2 60 22 10 70 90 13 5 5 10 75 69 40 30 22 2 30 0 90 70 80 3 90 15 25 5 4 70 0 12 70 12 20 8 90 70 89 44 80 40 50 12 16 16 19 8 6 4 6 19 22 28 32 70 16 7 18 19 23 35 11 10 9 2 26 6 29 37 33 11 49 10 1 2 10 50 1 40 3 4 1 10 55 19 40 35 2 88 F 77 F 70 F 50 M 40 F 75 F 30 M 20 M 1M 5M 50 M 40 F 20 F 40 M 80 M 12 M 2M 19 M 30 F 80 F 30 F 33 M 12 M 20 M 8M 19 F 13 M 60 M 44 M 33 M 9M 55 F 40 M 70 M 80 M 50 M 10 M 12 M 50 M 50 M 33 F 50 M 60 M 19 M 15 F 40 M 10 F 70 F 92 70 77 87 71 96 54 46 70 50 81 100 89 74 92 70 36 56 51 42 74 97 78 78 73 51 85 76 45 68 72 37 48 48 56 84 45 60 95 90 90 79 91 84 42 46 77 100 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 2 Math 7 Religion 7 Religion 11 Religion 11 Religion 7 Religion 7 Religion 7 Religion 7 Religion 7 Religion 7 Religion 14 6 10 50 50 70 2 1 0 0 12 70 7 90 70 77 2 25 11 0 77 25 24 60 21 0 66 70 0 12 2 55 12 70 7 80 0 12 80 70 70 60 100 100 10 19 10 80 60 2 3 7 90 92 6 7 12 0 26 90 12 70 88 80 5 27 2 8 80 29 35 60 12 4 90 98 6 30 9 33 10 90 9 42 3 60 80 80 80 80 80 85 60 65 75 90 11 38 0 9 40 50 2 6 3 5 7 41 5 30 55 51 3 0 0 11 12 40 23 3 0 8 55 7 4 0 7 6 20 2 5 20 10 0 15 95 95 50 95 85 5 50 55 55 75 F 12 F 30 F 50 M 90 M 7F 8F 10 M 3M 80 F 40 F 33 M 3M 14 M 40 F 80 M 50 M 69 M 50 M 70 M 19 F 17 F 22 F 60 M 50 M 30 M 12 F 5F 15 M 17 M 55 F 9M 16 M 2M 30 F 50 M 3M 70 M 70 M 70 F 70 F 40 F 90 F 70 M 20 M 10 M 11 M 19 M 61 87 91 80 70 95 99 89 90 65 78 90 88 74 64 89 100 71 94 80 73 94 74 98 91 70 96 80 55 42 83 59 97 76 91 85 92 43 99 80 59 100 72 76 100 88 48 37 7 Religion 7 Religion 7 Religion 7 Religion 7 Religion 7 Religion 11 Religion 11 Science 11 Science 11 Language 11 Language 11 Math 11 Language 11 Science 7 Science 7 Science 7 Science 7 Science 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 10 70 100 10 60 100 80 23 100 10 70 70 70 70 22 62 82 72 70 60 55 72 51 80 60 30 40 60 20 20 50 10 60 15 80 40 60 50 85 25 10 87 85 80 75 85 23 15 10 75 75 79 55 75 80 63 91 51 50 58 50 50 51 68 89 80 82 82 72 65 82 92 52 12 62 52 22 52 62 2 52 52 42 51 70 62 75 15 35 65 15 71 71 66 25 25 15 55 50 30 30 50 51 71 98 40 33 73 30 33 48 48 58 58 3 93 83 73 53 83 23 29 83 23 53 23 73 13 23 83 33 20 63 13 62 32 30 82 22 52 72 12 32 37 19 M 11 M 70 F 30 F 40 F 70 F 59 M 89 M 40 F 40 M 41 M 91 M 49 F 40 M 10 M 80 F 50 F 66 M 73 F 43 F 14 M 66 F 43 M 43 M 33 M 23 M 33 M 33 M 13 M 33 M 43 F 53 M 33 M 11 F 13 F 33 M 93 F 33 M 53 M 53 F 13 M 33 M 53 M 51 F 53 M 23 F 53 M 13 M 74 72 81 79 98 91 57 80 93 91 70 86 63 92 83 87 73 81 100 84 96 69 46 47 78 76 96 83 74 80 78 92 92 85 69 46 98 38 71 51 71 80 74 40 47 77 75 99 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 8 Language 11 Math 8 Language 8 Language 8 Language 7 Religion 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 95 81 53 15 92 83 27 45 15 45 25 22 29 72 67 17 27 70 27 17 87 7 17 5 27 87 96 57 77 80 62 72 87 72 2 5 73 5 51 9 19 32 32 12 52 72 72 92 91 75 75 43 65 75 15 95 90 58 5 51 10 51 31 21 41 81 90 61 81 61 50 21 41 88 61 51 69 51 61 83 81 90 11 3 84 17 42 7 72 80 60 8 10 80 80 80 62 62 72 42 62 62 42 12 52 52 12 42 12 42 42 42 49 39 82 42 42 22 2 42 32 40 42 46 41 40 82 12 22 12 62 2 77 21 12 21 15 58 58 18 13 58 58 88 53 M 53 M 23 M 33 M 53 M 53 M 53 M 13 M 83 M 43 F 33 M 40 F 24 M 24 F 14 M 14 M 14 M 84 M 14 M 14 M 19 M 14 M 4M 14 M 61 M 10 F 94 M 34 M 13 M 24 M 40 M 90 M 70 M 30 M 30 M 10 M 81 M 10 M 29 M 20 M 50 M 46 F 66 M 26 M 6M 66 M 66 F 76 M 95 71 40 78 94 73 90 83 54 89 91 38 74 65 94 98 91 70 77 50 50 79 82 88 74 92 89 81 80 72 93 77 74 97 98 96 93 93 89 77 98 92 92 99 89 78 92 93 7 Science 7 Science 7 Science 7 Science 7 Math 6 Math 6 Science 6 Math 6 Religion 4 Math 4 Math 4 Language 4 Science 4 Language 4 Language 4 History 4 History 4 History 4 History 4 Language 4 History 4 History 4 History 4 Math 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 6 Language 72 72 22 12 70 50 80 87 70 65 15 19 69 39 59 10 80 70 80 69 10 61 21 49 70 79 19 11 10 18 90 92 42 22 95 90 72 92 82 72 74 74 95 97 40 41 51 81 80 80 20 20 92 40 94 48 40 86 6 74 76 26 97 17 87 99 97 34 17 97 27 94 64 84 80 70 8 28 84 81 21 20 82 62 21 31 31 41 71 60 94 87 38 39 79 79 98 58 18 38 83 52 62 82 2 62 32 32 82 12 42 12 72 66 86 12 12 82 52 42 42 82 12 32 10 40 52 32 2 6 82 80 22 42 52 46 56 56 72 82 32 35 85 91 96 M 86 M 6M 46 M 85 M 66 F 77 F 96 F 16 F 40 M 40 M 17 M 94 F 44 M 70 M 40 M 60 F 65 F 95 F 17 M 14 M 64 M 34 F 7M 32 F 37 F 17 M 29 M 10 M 20 M 30 F 36 F 16 M 26 M 70 F 60 F 26 M 27 M 25 M 27 M 37 M 37 M 80 F 86 F 36 M 39 M 89 F 85 F 85 82 60 68 96 95 73 88 91 100 83 85 49 46 76 72 79 74 93 90 89 73 89 77 94 98 97 90 93 100 98 95 76 70 68 52 83 85 38 37 86 86 66 57 79 89 50 52 6 Language 6 Language 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 4 Science 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 71 75 49 42 90 62 90 62 98 72 18 32 10 22 11 12 15 32 65 72 95 82 25 42 55 62 78 72 60 50 60 50 60 50 10 30 24 27 10 30 80 75 40 35 10 25 10 15 70 71 36 24 86 64 86 64 87 74 17 14 12 34 20 44 50 44 59 64 57 84 29 34 79 64 88 84 92 90 97 95 87 80 15 10 35 20 15 10 77 85 7 2 90 80 8 7 65 76 32 12 82 72 82 72 86 82 26 32 20 15 21 25 24 29 74 59 74 79 34 29 44 69 74 89 83 83 13 23 23 20 10 20 18 33 10 20 63 73 50 29 30 29 9 12 69 M 80 M 44 F 24 F 74 F 84 F 74 M 84 M 84 F 89 F 34 M 29 M 13 M 9M 23 F 39 F 43 F 89 F 83 M 89 M 89 M 79 M 33 M 39 M 43 F 49 F 83 F 89 F 23 M 13 M 3F 10 F 11 F 15 F 21 M 5M 31 M 35 M 21 M 5M 83 F 80 F 41 M 33 M 21 F 23 F 3M 7M 78 78 86 77 86 82 73 88 100 99 90 94 43 54 66 50 73 87 95 96 80 74 92 90 74 83 95 94 90 99 74 85 100 98 78 89 63 55 39 45 82 86 49 55 61 62 96 91 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 70 75 78 79 16 17 40 35 14 13 24 23 20 15 5 7 10 25 30 35 32 25 72 75 20 10 90 80 80 78 10 10 98 75 10 35 10 5 10 35 20 32 10 12 11 10 69 70 90 80 98 89 90 80 87 92 97 82 97 82 3 4 13 9 94 89 98 97 88 87 98 90 88 98 98 88 95 70 18 58 88 81 17 2 20 9 10 2 90 82 30 22 20 12 82 83 20 15 10 11 15 13 50 29 15 20 15 20 9 12 6 11 40 21 42 41 32 21 52 51 31 41 41 51 21 31 71 51 60 51 50 29 22 19 40 29 50 59 50 59 20 29 20 29 21 F 20 F 11 F 14 F 11 F 10 F 41 M 33 M 14 F 30 F 14 F 30 F 3M 7M 6M 10 M 11 F 13 F 21 M 23 M 25 M 27 M 15 F 17 F 28 M 38 M 38 M 39 M 28 M 29 M 38 M 48 M 31 F 34 F 21 M 23 M 97 F 98 F 51 M 23 M 61 M 63 M 91 M 83 M 98 F 93 F 28 M 33 M 92 97 85 79 57 35 88 78 99 99 97 92 71 79 94 93 78 72 100 93 97 98 66 64 89 83 92 97 78 75 68 38 99 94 100 99 97 92 78 82 94 99 83 84 69 60 93 96 2 Language 2 Language 2 Language 2 Language 2 Language 2 Language 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 7 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 89 79 15 20 4 5 88 90 86 90 78 70 80 85 88 89 39 35 76 65 96 80 2 3 50 53 70 59 78 79 10 9 98 89 88 99 82 84 70 74 90 84 80 81 10 11 85 80 92 93 90 77 10 0 81 88 98 90 91 98 80 82 90 92 71 80 81 89 95 91 9 8 79 88 89 90 80 72 9 7 90 92 90 96 89 92 69 62 79 77 80 82 0 2 89 89 40 49 21 31 11 1 50 54 50 57 50 54 46 59 86 89 40 34 80 64 70 87 10 19 10 9 12 19 66 79 2 9 86 89 76 89 22 29 46 49 76 79 62 69 2 9 22 23 28 F 23 F 97 M 88 M 7M 8M 10 F 12 F 20 F 22 F 40 M 72 M 61 M 63 M 81 M 83 M 26 M 22 M 86 M 82 M 70 F 72 F 1M 3M 31 M 33 M 21 F 43 F 51 M 83 M 1F 3F 71 M 83 M 81 M 84 M 31 F 43 F 45 F 43 F 79 F 68 F 11 M 13 M 41 M 49 M 61 M 68 M 82 84 75 85 88 86 84 83 75 75 75 75 38 57 85 74 97 98 91 100 76 71 86 82 100 99 98 92 82 72 78 73 93 92 90 98 39 41 76 78 73 88 41 68 81 89 44 66 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 History 8 History 8 Science 8 Science 8 Science 8 Science 8 History 8 History 8 Science 8 Science 8 Science 8 Science 8 History 8 History 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 History 8 History 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 History 8 History 8 Science 8 Science 8 Science 8 Science 8 Science 8 Science 8 History 8 History 95 87 85 79 80 70 80 70 89 90 69 70 75 72 77 71 87 81 15 19 25 29 45 39 85 79 90 80 80 71 72 69 85 89 80 87 15 9 81 78 80 85 2 5 50 55 30 35 87 79 87 88 81 83 82 82 87 86 77 76 72 76 82 84 92 84 97 98 82 78 87 88 90 91 91 90 83 81 87 77 99 96 82 93 9 6 86 82 87 88 7 4 77 74 17 14 62 73 72 79 71 70 76 75 86 85 76 65 64 66 74 67 74 77 22 20 52 40 57 43 52 49 80 80 82 83 72 83 42 45 64 63 14 15 86 78 74 79 4 5 14 25 14 23 81 M 98 M 10 M 20 M 30 M 23 M 19 M 29 M 15 M 10 M 75 M 70 M 39 M 40 M 79 M 80 M 89 M 85 M 10 F 2F 20 F 12 F 80 F 72 F 30 F 22 F 81 M 83 M 71 M 72 M 89 M 92 M 90 F 92 F 58 F 60 F 80 F 85 F 41 M 53 M 68 M 70 M 8F 8F 28 F 29 F 57 F 62 F Mark Mark that student received in course GradeID Grade of student in primary or secondary school raisedhandNumber of times raised hand during course VisITedRes Number of times visited resources in Blackboard Announcem Number of announcements read in Blackboard Discussion Number of times commenting in discussion board Female Dummy Variable = 1 if student is Female, 0 otherwise Math Dummy Variable for math course Science Dummy Variable for science course Language Dummy variable for language course Religion Dummy variable for religion course History Dummy variable for history course Mark GradeID 88 82 55 56 72 87 55 82 73 77 91 86 44 62 94 87 72 80 89 92 83 81 78 44 58 41 84 47 73 82 97 47 46 42 43 41 62 81 38 70 49 79 57 73 77 55 48 94 4 4 4 4 4 4 7 7 7 7 7 7 4 8 8 6 7 7 7 7 7 7 7 7 7 7 7 8 8 8 8 7 7 5 7 7 7 7 6 7 7 7 9 9 9 7 5 12 raisedhandVisITedRes Announcem Discussion Female 15 16 2 20 20 20 3 25 10 7 0 30 30 25 5 35 40 50 12 50 42 30 13 70 35 12 0 17 50 10 15 22 12 21 16 50 70 80 25 70 50 88 30 80 19 6 19 12 5 1 0 11 20 14 12 19 62 70 44 60 30 40 22 66 36 30 20 80 55 13 35 90 69 15 36 96 70 50 40 99 60 60 33 90 10 12 4 80 15 21 2 90 2 0 2 50 0 2 3 70 8 7 30 40 19 19 25 40 25 15 12 33 75 85 52 43 30 90 33 35 35 80 50 70 4 5 40 16 2 19 10 50 8 22 9 40 12 11 8 40 10 12 17 30 8 6 4 22 45 54 26 90 0 0 0 4 50 90 37 70 14 13 3 70 19 20 16 50 10 12 7 33 30 35 28 90 33 33 30 90 20 12 15 70 7 10 1 30 70 4 39 90 Math 0 0 0 0 0 1 0 0 1 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 1 0 1 1 0 0 1 1 0 0 1 Science 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1 0 0 0 0 1 1 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 0 Language 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 1 1 94 77 60 36 79 94 54 51 51 52 77 85 61 77 91 86 35 59 84 93 97 77 54 72 39 87 58 80 89 76 55 97 46 64 52 89 91 58 98 48 61 53 48 94 97 91 67 92 12 12 12 12 12 11 12 7 8 7 7 7 5 10 10 10 10 12 12 12 12 7 7 7 7 7 7 7 9 9 11 7 7 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 13 29 20 39 55 49 12 16 19 5 28 27 21 50 80 17 0 13 25 65 70 39 22 29 11 19 12 50 15 20 13 80 8 8 7 7 50 1 70 19 3 5 4 80 50 55 80 100 80 39 14 15 90 70 50 14 5 2 60 22 10 70 90 13 5 5 10 75 69 40 30 22 2 30 0 90 70 80 3 90 15 25 5 4 70 0 12 70 12 20 8 90 70 89 44 80 40 50 12 16 16 19 8 6 4 6 19 22 28 32 70 16 7 18 19 23 35 11 10 9 2 26 6 29 37 33 11 49 10 1 2 10 50 1 40 3 4 1 10 55 19 40 35 2 88 77 70 50 40 75 30 20 1 5 50 40 20 40 80 12 2 19 30 80 30 33 12 20 8 19 13 60 44 33 9 55 40 70 80 50 10 12 50 50 33 50 60 19 15 40 10 70 1 1 1 0 1 1 0 0 0 0 0 1 1 0 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 1 1 0 0 0 0 0 0 0 1 1 1 1 1 0 1 1 1 1 0 0 0 1 1 1 1 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 1 0 0 0 0 0 1 0 0 0 0 1 1 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 92 70 77 87 71 96 54 46 70 50 81 100 89 74 92 70 36 56 51 42 74 97 78 78 73 51 85 76 45 68 72 37 48 48 56 84 45 60 95 90 90 79 91 84 42 46 77 100 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 7 7 11 11 7 7 7 7 7 7 14 6 10 50 50 70 2 1 0 0 12 70 7 90 70 77 2 25 11 0 77 25 24 60 21 0 66 70 0 12 2 55 12 70 7 80 0 12 80 70 70 60 100 100 10 19 10 80 60 2 3 7 90 92 6 7 12 0 26 90 12 70 88 80 5 27 2 8 80 29 35 60 12 4 90 98 6 30 9 33 10 90 9 42 3 60 80 80 80 80 80 85 60 65 75 90 11 38 0 9 40 50 2 6 3 5 7 41 5 30 55 51 3 0 0 11 12 40 23 3 0 8 55 7 4 0 7 6 20 2 5 20 10 0 15 95 95 50 95 85 5 50 55 55 75 12 30 50 90 7 8 10 3 80 40 33 3 14 40 80 50 69 50 70 19 17 22 60 50 30 12 5 15 17 55 9 16 2 30 50 3 70 70 70 70 40 90 70 20 10 11 19 1 1 1 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 1 1 1 0 0 0 1 1 0 0 1 0 0 0 1 0 0 0 0 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 61 87 91 80 70 95 99 89 90 65 78 90 88 74 64 89 100 71 94 80 73 94 74 98 91 70 96 80 55 42 83 59 97 76 91 85 92 43 99 80 59 100 72 76 100 88 48 37 7 7 7 7 7 7 11 11 11 11 11 11 11 11 7 7 7 7 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 8 8 8 8 8 8 8 8 8 10 70 100 10 60 100 80 23 100 10 70 70 70 70 22 62 82 72 70 60 55 72 51 80 60 30 40 60 20 20 50 10 60 15 80 40 60 50 85 25 10 87 85 80 75 85 23 15 10 75 75 79 55 75 80 63 91 51 50 58 50 50 51 68 89 80 82 82 72 65 82 92 52 12 62 52 22 52 62 2 52 52 42 51 70 62 75 15 35 65 15 71 71 66 25 25 15 55 50 30 30 50 51 71 98 40 33 73 30 33 48 48 58 58 3 93 83 73 53 83 23 29 83 23 53 23 73 13 23 83 33 20 63 13 62 32 30 82 22 52 72 12 32 37 19 11 70 30 40 70 59 89 40 40 41 91 49 40 10 80 50 66 73 43 14 66 43 43 33 23 33 33 13 33 43 53 33 11 13 33 93 33 53 53 13 33 53 51 53 23 53 13 0 0 1 1 1 1 0 0 1 0 0 0 1 0 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 1 1 0 1 0 0 1 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 74 72 81 79 98 91 57 80 93 91 70 86 63 92 83 87 73 81 100 84 96 69 46 47 78 76 96 83 74 80 78 92 92 85 69 46 98 38 71 51 71 80 74 40 47 77 75 99 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 11 8 8 8 7 7 7 7 7 7 7 7 95 81 53 15 92 83 27 45 15 45 25 22 29 72 67 17 27 70 27 17 87 7 17 5 27 87 96 57 77 80 62 72 87 72 2 5 73 5 51 9 19 32 32 12 52 72 72 92 91 75 75 43 65 75 15 95 90 58 5 51 10 51 31 21 41 81 90 61 81 61 50 21 41 88 61 51 69 51 61 83 81 90 11 3 84 17 42 7 72 80 60 8 10 80 80 80 62 62 72 42 62 62 42 12 52 52 12 42 12 42 42 42 49 39 82 42 42 22 2 42 32 40 42 46 41 40 82 12 22 12 62 2 77 21 12 21 15 58 58 18 13 58 58 88 53 53 23 33 53 53 53 13 83 43 33 40 24 24 14 14 14 84 14 14 19 14 4 14 61 10 94 34 13 24 40 90 70 30 30 10 81 10 29 20 50 46 66 26 6 66 66 76 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 0 0 0 0 0 0 95 71 40 78 94 73 90 83 54 89 91 38 74 65 94 98 91 70 77 50 50 79 82 88 74 92 89 81 80 72 93 77 74 97 98 96 93 93 89 77 98 92 92 99 89 78 92 93 7 7 7 7 7 6 6 6 6 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 72 72 22 12 70 50 80 87 70 65 15 19 69 39 59 10 80 70 80 69 10 61 21 49 70 79 19 11 10 18 90 92 42 22 95 90 72 92 82 72 74 74 95 97 40 41 51 81 80 80 20 20 92 40 94 48 40 86 6 74 76 26 97 17 87 99 97 34 17 97 27 94 64 84 80 70 8 28 84 81 21 20 82 62 21 31 31 41 71 60 94 87 38 39 79 79 98 58 18 38 83 52 62 82 2 62 32 32 82 12 42 12 72 66 86 12 12 82 52 42 42 82 12 32 10 40 52 32 2 6 82 80 22 42 52 46 56 56 72 82 32 35 85 91 96 86 6 46 85 66 77 96 16 40 40 17 94 44 70 40 60 65 95 17 14 64 34 7 32 37 17 29 10 20 30 36 16 26 70 60 26 27 25 27 37 37 80 86 36 39 89 85 0 0 0 0 0 1 1 1 1 0 0 0 1 0 0 0 1 1 1 0 0 0 1 0 1 1 0 0 0 0 1 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 1 1 0 0 0 0 1 1 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 85 82 60 68 96 95 73 88 91 100 83 85 49 46 76 72 79 74 93 90 89 73 89 77 94 98 97 90 93 100 98 95 76 70 68 52 83 85 38 37 86 86 66 57 79 89 50 52 6 6 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 71 75 49 42 90 62 90 62 98 72 18 32 10 22 11 12 15 32 65 72 95 82 25 42 55 62 78 72 60 50 60 50 60 50 10 30 24 27 10 30 80 75 40 35 10 25 10 15 70 71 36 24 86 64 86 64 87 74 17 14 12 34 20 44 50 44 59 64 57 84 29 34 79 64 88 84 92 90 97 95 87 80 15 10 35 20 15 10 77 85 7 2 90 80 8 7 65 76 32 12 82 72 82 72 86 82 26 32 20 15 21 25 24 29 74 59 74 79 34 29 44 69 74 89 83 83 13 23 23 20 10 20 18 33 10 20 63 73 50 29 30 29 9 12 69 80 44 24 74 84 74 84 84 89 34 29 13 9 23 39 43 89 83 89 89 79 33 39 43 49 83 89 23 13 3 10 11 15 21 5 31 35 21 5 83 80 41 33 21 23 3 7 0 0 1 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 1 1 1 1 0 0 0 0 0 0 1 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 78 78 86 77 86 82 73 88 100 99 90 94 43 54 66 50 73 87 95 96 80 74 92 90 74 83 95 94 90 99 74 85 100 98 78 89 63 55 39 45 82 86 49 55 61 62 96 91 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 70 75 78 79 16 17 40 35 14 13 24 23 20 15 5 7 10 25 30 35 32 25 72 75 20 10 90 80 80 78 10 10 98 75 10 35 10 5 10 35 20 32 10 12 11 10 69 70 90 80 98 89 90 80 87 92 97 82 97 82 3 4 13 9 94 89 98 97 88 87 98 90 88 98 98 88 95 70 18 58 88 81 17 2 20 9 10 2 90 82 30 22 20 12 82 83 20 15 10 11 15 13 50 29 15 20 15 20 9 12 6 11 40 21 42 41 32 21 52 51 31 41 41 51 21 31 71 51 60 51 50 29 22 19 40 29 50 59 50 59 20 29 20 29 21 20 11 14 11 10 41 33 14 30 14 30 3 7 6 10 11 13 21 23 25 27 15 17 28 38 38 39 28 29 38 48 31 34 21 23 97 98 51 23 61 63 91 83 98 93 28 33 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 92 97 85 79 57 35 88 78 99 99 97 92 71 79 94 93 78 72 100 93 97 98 66 64 89 83 92 97 78 75 68 38 99 94 100 99 97 92 78 82 94 99 83 84 69 60 93 96 2 2 2 2 2 2 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 8 8 8 8 8 8 8 8 8 8 8 8 89 79 15 20 4 5 88 90 86 90 78 70 80 85 88 89 39 35 76 65 96 80 2 3 50 53 70 59 78 79 10 9 98 89 88 99 82 84 70 74 90 84 80 81 10 11 85 80 92 93 90 77 10 0 81 88 98 90 91 98 80 82 90 92 71 80 81 89 95 91 9 8 79 88 89 90 80 72 9 7 90 92 90 96 89 92 69 62 79 77 80 82 0 2 89 89 40 49 21 31 11 1 50 54 50 57 50 54 46 59 86 89 40 34 80 64 70 87 10 19 10 9 12 19 66 79 2 9 86 89 76 89 22 29 46 49 76 79 62 69 2 9 22 23 28 23 97 88 7 8 10 12 20 22 40 72 61 63 81 83 26 22 86 82 70 72 1 3 31 33 21 43 51 83 1 3 71 83 81 84 31 43 45 43 79 68 11 13 41 49 61 68 1 1 0 0 0 0 1 1 1 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1 0 0 1 1 0 0 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 82 84 75 85 88 86 84 83 75 75 75 75 38 57 85 74 97 98 91 100 76 71 86 82 100 99 98 92 82 72 78 73 93 92 90 98 39 41 76 78 73 88 41 68 81 89 44 66 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8 95 87 85 79 80 70 80 70 89 90 69 70 75 72 77 71 87 81 15 19 25 29 45 39 85 79 90 80 80 71 72 69 85 89 80 87 15 9 81 78 80 85 2 5 50 55 30 35 87 79 87 88 81 83 82 82 87 86 77 76 72 76 82 84 92 84 97 98 82 78 87 88 90 91 91 90 83 81 87 77 99 96 82 93 9 6 86 82 87 88 7 4 77 74 17 14 62 73 72 79 71 70 76 75 86 85 76 65 64 66 74 67 74 77 22 20 52 40 57 43 52 49 80 80 82 83 72 83 42 45 64 63 14 15 86 78 74 79 4 5 14 25 14 23 81 98 10 20 30 23 19 29 15 10 75 70 39 40 79 80 89 85 10 2 20 12 80 72 30 22 81 83 71 72 89 92 90 92 58 60 80 85 41 53 68 70 8 8 28 29 57 62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Religion History 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1