Dplyr & ggplot2

Rshah250
StudentGrades.csv
gender race_ethnicity parents_education lunch test_preparation_course reading_score writing_score math_score
female group B bachelor's degree standard none 72 74 72
female group C some college standard completed 90 88 69
female group B master's degree standard none 95 93 90
male group A associate's degree free/reduced none 57 44 47
male group C some college standard none 78 75 76
female group B associate's degree standard none 83 78 71
female group B some college standard completed 95 92 88
male group B some college free/reduced none 43 39 40
male group D high school free/reduced completed 64 67 64
female group B high school free/reduced none 60 50 38
male group C associate's degree standard none 54 52 58
male group D associate's degree standard none 52 43 40
female group B high school standard none 81 73 65
male group A some college standard completed 72 70 78
female group A master's degree standard none 53 58 50
female group C some high school standard none 75 78 69
male group C high school standard none 89 86 88
female group B some high school free/reduced none 32 28 18
male group C master's degree free/reduced completed 42 46 46
female group C associate's degree free/reduced none 58 61 54
male group D high school standard none 69 63 66
female group B some college free/reduced completed 75 70 65
male group D some college standard none 54 53 44
female group C some high school standard none 73 73 69
male group D bachelor's degree free/reduced completed 71 80 74
male group A master's degree free/reduced none 74 72 73
male group B some college standard none 54 55 69
female group C bachelor's degree standard none 69 75 67
male group C high school standard none 70 65 70
female group D master's degree standard none 70 75 62
female group D some college standard none 74 74 69
female group B some college standard none 65 61 63
female group E master's degree free/reduced none 72 65 56
male group D some college standard none 42 38 40
male group E some college standard none 87 82 97
male group E associate's degree standard completed 81 79 81
female group D associate's degree standard none 81 83 74
female group D some high school free/reduced none 64 59 50
female group D associate's degree free/reduced completed 90 88 75
male group B associate's degree free/reduced none 56 57 57
male group C associate's degree free/reduced none 61 54 55
female group C associate's degree standard none 73 68 58
female group B associate's degree standard none 58 65 53
male group B some college free/reduced completed 65 66 59
female group E associate's degree free/reduced none 56 54 50
male group B associate's degree standard none 54 57 65
female group A associate's degree standard completed 65 62 55
female group C high school standard none 71 76 66
female group D associate's degree free/reduced completed 74 76 57
male group C high school standard completed 84 82 82
male group E some college standard none 55 48 53
male group E associate's degree free/reduced completed 69 68 77
male group C some college standard none 44 42 53
male group D high school standard none 78 75 88
female group C some high school free/reduced completed 84 87 71
female group C high school free/reduced none 41 43 33
female group E associate's degree standard completed 85 86 82
male group D associate's degree standard none 55 49 52
male group D some college standard completed 59 58 58
female group C some high school free/reduced none 17 10 0
male group E bachelor's degree free/reduced completed 74 72 79
male group A some high school free/reduced none 39 34 39
male group A associate's degree free/reduced none 61 55 62
female group C associate's degree standard none 80 71 69
female group D some high school standard none 58 59 59
male group B some high school standard none 64 61 67
male group D some high school free/reduced none 37 37 45
female group C some college standard none 72 74 60
male group B associate's degree free/reduced none 58 56 61
female group C associate's degree standard none 64 57 39
female group D some college free/reduced completed 63 73 58
male group D some college standard completed 55 63 63
female group A associate's degree free/reduced none 51 48 41
male group C some high school free/reduced none 57 56 61
male group C some high school standard none 49 41 49
male group B associate's degree free/reduced none 41 38 44
male group E some high school standard none 26 22 30
male group A bachelor's degree standard completed 78 81 80
female group D some high school standard completed 74 72 61
female group E master's degree standard none 68 68 62
female group B associate's degree standard none 49 50 47
male group B high school free/reduced none 45 45 49
male group A some college free/reduced completed 47 54 50
male group E associate's degree standard none 64 63 72
male group D high school free/reduced none 39 34 42
female group C some college standard none 80 82 73
female group C some college free/reduced none 83 88 76
female group D associate's degree standard none 71 74 71
female group A some college standard none 70 67 58
female group D some high school standard none 86 82 73
female group C bachelor's degree standard none 72 74 65
male group C high school free/reduced none 34 36 27
male group C high school standard none 79 71 71
male group C associate's degree free/reduced completed 45 50 43
female group B some college standard none 86 92 79
male group C associate's degree free/reduced completed 81 82 78
male group B some high school standard completed 66 62 65
female group E some college standard completed 72 70 63
female group D some college free/reduced none 67 62 58
female group D bachelor's degree standard none 67 62 65
male group B some college standard none 67 67 79
male group D bachelor's degree standard completed 74 74 68
female group D associate's degree standard none 91 89 85
male group B high school standard completed 44 47 60
male group C some college standard completed 86 90 98
female group C some college standard none 67 72 58
female group D master's degree standard none 100 100 87
male group E associate's degree standard completed 63 64 66
female group B associate's degree free/reduced none 76 70 52
female group B some high school standard none 64 72 70
female group D associate's degree free/reduced completed 89 98 77
male group C high school standard none 55 49 62
male group A associate's degree standard none 53 47 54
female group D some college standard none 58 54 51
female group E bachelor's degree standard completed 100 100 99
male group C high school standard none 77 74 84
female group B bachelor's degree free/reduced none 85 82 75
female group D bachelor's degree standard none 82 79 78
female group D some high school standard none 63 61 51
female group C some college standard none 69 65 55
female group C bachelor's degree standard completed 92 89 79
male group B associate's degree standard completed 89 92 91
female group C some college standard completed 93 93 88
male group D high school free/reduced none 57 56 63
male group E some college standard none 80 73 83
female group B high school standard none 95 86 87
male group B some high school standard none 68 67 72
male group D some college standard completed 77 74 65
male group D master's degree standard none 82 74 82
female group A bachelor's degree standard none 49 51 51
male group D master's degree standard none 84 82 89
male group C some high school free/reduced completed 37 40 53
male group E some college free/reduced completed 74 70 87
female group C some college standard completed 81 84 75
male group D bachelor's degree free/reduced completed 79 75 74
male group C bachelor's degree standard none 55 48 58
male group B some high school standard completed 54 41 51
male group E high school standard none 55 56 70
female group C associate's degree standard none 66 67 59
male group D some college standard completed 61 69 71
female group D some high school standard none 72 71 76
female group C some college free/reduced none 62 64 59
female group E some college free/reduced completed 55 54 42
male group A high school standard none 43 47 57
male group D some college standard none 73 78 88
female group C some college free/reduced none 39 33 22
male group B some high school standard none 84 75 88
male group C associate's degree free/reduced none 68 66 73
female group D bachelor's degree standard completed 75 81 68
male group E associate's degree free/reduced completed 100 93 100
male group A some high school standard completed 67 69 62
male group A bachelor's degree standard none 67 68 77
female group B associate's degree standard completed 70 66 59
male group D bachelor's degree standard none 49 47 54
male group D some high school standard none 67 61 62
female group C some college standard completed 89 88 70
female group E high school free/reduced completed 74 78 66
male group B some college free/reduced none 60 60 60
female group B associate's degree standard completed 86 87 61
male group D associate's degree free/reduced none 62 64 66
male group B associate's degree free/reduced completed 78 74 82
female group E some college free/reduced completed 88 85 75
male group B master's degree free/reduced none 53 52 49
male group C high school standard none 53 49 52
female group E master's degree standard none 92 91 81
female group C bachelor's degree standard completed 100 100 96
male group C high school free/reduced completed 51 51 53
female group B master's degree free/reduced completed 76 78 58
female group B high school standard completed 83 78 68
female group C some college free/reduced completed 75 70 67
male group A high school standard completed 73 74 72
male group E some high school standard none 88 78 94
female group D some college standard none 86 81 79
female group C associate's degree standard none 67 70 63
female group C bachelor's degree free/reduced completed 51 54 43
female group C master's degree standard completed 91 87 81
female group B high school free/reduced completed 54 58 46
female group C associate's degree standard completed 77 77 71
female group B master's degree free/reduced completed 70 62 52
female group D some high school standard completed 100 100 97
male group C master's degree free/reduced completed 68 75 62
female group C some college free/reduced none 64 66 46
female group E high school standard none 50 47 50
female group D associate's degree standard none 69 70 65
male group C some high school free/reduced completed 52 49 45
male group C associate's degree free/reduced completed 67 65 65
male group E high school standard none 76 65 80
male group D some high school standard completed 66 68 62
male group B some high school free/reduced none 52 45 48
female group C bachelor's degree standard none 88 87 77
female group E associate's degree standard none 65 69 66
male group D some college standard completed 83 79 76
female group B some high school standard none 64 66 62
male group D some college standard completed 62 62 77
female group C master's degree standard completed 84 85 69
male group D associate's degree standard none 55 52 61
male group C some high school free/reduced completed 69 65 59
male group E high school free/reduced none 56 51 55
female group B some college free/reduced none 53 55 45
female group B bachelor's degree free/reduced none 79 76 78
female group C associate's degree standard completed 84 86 67
female group D some college free/reduced none 81 77 65
male group C associate's degree standard none 77 69 69
female group B associate's degree standard none 69 68 57
male group C some college standard none 41 42 59
male group D some high school standard completed 71 78 74
male group E bachelor's degree standard none 62 62 82
male group E high school standard completed 80 76 81
female group B some college free/reduced none 81 76 74
female group B some college free/reduced none 61 66 58
male group D some high school free/reduced completed 79 79 80
male group C some college free/reduced none 28 27 35
female group C high school free/reduced none 62 60 42
male group C associate's degree free/reduced completed 51 56 60
male group E high school standard completed 91 81 87
male group B some high school standard completed 83 75 84
female group E associate's degree free/reduced completed 86 88 83
female group C high school free/reduced none 42 39 34
male group B high school free/reduced none 77 70 66
male group B some high school standard completed 56 56 61
female group D high school standard completed 68 74 56
male group B associate's degree standard none 85 73 87
female group C some high school free/reduced none 65 62 55
male group D some high school standard none 80 75 86
female group B associate's degree standard completed 66 73 52
female group E master's degree free/reduced none 56 54 45
female group C some college standard none 72 71 72
male group D high school standard none 50 54 57
male group A some high school free/reduced none 72 64 68
female group C some college standard completed 95 94 88
male group D some college standard none 64 66 76
male group C associate's degree standard none 43 42 46
female group B bachelor's degree standard none 86 83 67
male group E some high school standard none 87 78 92
male group C bachelor's degree standard completed 82 84 83
male group D associate's degree standard none 75 77 80
male group D bachelor's degree free/reduced none 66 67 63
female group D some high school standard completed 60 74 64
male group B some college standard none 52 51 54
male group C associate's degree standard none 80 80 84
male group D high school free/reduced completed 68 66 73
female group E bachelor's degree standard none 83 83 80
female group D high school standard none 52 55 56
male group E some college standard none 51 43 59
male group D some high school standard none 74 69 75
male group C associate's degree standard none 76 71 85
male group E associate's degree standard none 76 74 89
female group B high school standard completed 70 68 58
female group B high school standard none 64 62 65
male group C high school standard none 60 53 68
male group A some high school standard completed 49 49 47
female group D some college free/reduced none 83 83 71
female group B some high school standard completed 70 70 60
male group D master's degree standard none 80 72 80
male group D high school standard none 52 52 54
female group E some college standard none 73 70 62
female group C associate's degree free/reduced none 73 68 64
male group C associate's degree standard completed 77 77 78
female group B some college standard none 75 78 70
female group C master's degree free/reduced completed 81 81 65
female group C some high school free/reduced completed 79 77 64
male group C some college standard completed 79 78 79
female group C some high school free/reduced none 50 51 44
female group E high school standard none 93 90 99
male group D high school standard none 73 68 76
male group D some high school free/reduced none 42 41 59
female group C bachelor's degree standard none 75 81 63
female group D high school standard none 72 77 69
female group D associate's degree standard completed 92 95 88
female group E some college free/reduced none 76 70 71
male group C bachelor's degree standard none 63 61 69
male group C some college standard none 49 42 58
female group D associate's degree free/reduced none 53 58 47
female group D some college standard none 70 71 65
male group B some college standard completed 85 76 88
male group C bachelor's degree standard none 78 73 83
female group C some high school standard completed 92 93 85
female group E high school standard completed 63 75 59
female group C some high school free/reduced none 86 80 65
male group B bachelor's degree free/reduced none 56 57 73
male group D high school standard none 52 42 53
male group D high school standard none 48 46 45
female group D bachelor's degree free/reduced none 79 84 73
female group D some college free/reduced completed 78 78 70
female group B some high school standard none 46 46 37
male group B associate's degree standard completed 82 82 81
male group E associate's degree standard completed 82 88 97
female group B some high school standard none 89 82 67
male group B bachelor's degree free/reduced none 75 76 88
male group E some high school standard completed 76 77 77
male group C associate's degree standard none 70 68 76
male group D some high school standard none 73 70 86
male group C some high school standard completed 60 57 63
female group E bachelor's degree standard none 73 75 65
male group D high school free/reduced completed 77 80 78
male group B associate's degree free/reduced none 62 60 67
male group A some high school standard completed 41 43 46
male group E associate's degree standard completed 74 68 71
male group C high school free/reduced completed 46 50 40
male group D associate's degree free/reduced none 87 75 90
male group A some college free/reduced completed 78 81 81
male group D some high school free/reduced none 54 52 56
female group C associate's degree standard completed 84 81 67
male group B associate's degree standard none 76 64 80
female group C associate's degree standard completed 75 83 74
male group A some college standard none 67 69 69
male group E some college standard completed 87 81 99
male group C some high school standard none 52 44 51
female group B associate's degree free/reduced none 71 67 53
female group D high school free/reduced none 57 52 49
female group B associate's degree standard none 76 80 73
male group B bachelor's degree standard none 60 57 66
male group D bachelor's degree standard completed 61 68 67
female group C associate's degree free/reduced completed 67 69 68
female group C bachelor's degree standard completed 64 75 59
male group C high school standard none 66 65 71
female group D master's degree standard completed 82 91 77
male group C associate's degree standard none 72 78 83
male group B bachelor's degree standard none 71 69 63
female group D associate's degree free/reduced none 65 63 56
female group C high school free/reduced completed 79 84 67
female group E high school standard none 86 79 75
female group C some college standard none 81 80 71
female group C some high school free/reduced none 53 53 43
female group C high school free/reduced none 46 43 41
female group C some college standard none 90 94 82
male group C some college standard none 61 62 61
male group A some college free/reduced none 23 19 28
male group C associate's degree standard completed 75 77 82
female group B some high school standard none 55 51 41
male group C high school standard none 60 61 71
male group C associate's degree standard none 37 35 47
male group E associate's degree standard completed 56 53 62
male group B associate's degree standard none 78 81 90
female group C bachelor's degree standard none 93 95 83
female group B some college free/reduced none 68 66 61
male group D some high school standard completed 70 69 76
male group C associate's degree standard none 51 43 49
female group B some high school free/reduced none 38 27 24
female group D some high school free/reduced completed 55 60 35
male group C high school free/reduced none 61 52 58
female group C high school standard none 73 63 61
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male group D associate's degree standard completed 72 67 67
male group D some college standard none 73 67 79
female group C high school standard none 80 75 72
male group B some college standard none 61 57 62
female group C bachelor's degree standard completed 94 95 77
male group D high school free/reduced none 74 66 75
male group E associate's degree standard none 74 76 87
female group B bachelor's degree standard none 65 69 52
male group E some college standard none 57 52 66
female group C some college standard completed 78 80 63
female group C associate's degree standard none 58 57 46
female group C some college standard none 71 70 59
female group B bachelor's degree standard none 72 70 61
male group A associate's degree standard none 61 61 63
female group C some college free/reduced completed 66 69 42
male group D some college free/reduced none 62 61 59
female group D some college standard none 90 89 80
female group B high school standard none 62 59 58
male group B some high school standard completed 84 78 85
female group C some college standard none 58 58 52
female group D some high school free/reduced none 34 32 27
male group C some college standard none 60 58 59
male group A bachelor's degree free/reduced completed 58 60 49
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male group C bachelor's degree free/reduced none 66 61 61
female group A some high school free/reduced none 64 58 44
female group D some high school standard none 84 85 73
male group E some college standard none 77 71 84
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male group D some high school standard none 74 72 74
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female group D bachelor's degree standard none 70 73 59
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female group D some high school standard none 90 82 80
female group D master's degree free/reduced completed 95 100 85
female group A some high school standard none 83 77 71
male group A bachelor's degree standard none 64 62 66
female group B associate's degree standard none 86 83 80
male group C associate's degree standard completed 100 95 87
male group C master's degree free/reduced none 81 71 79
female group E some high school free/reduced none 49 45 38
female group A some high school free/reduced none 43 43 38
female group E some college standard none 76 75 67
female group E bachelor's degree standard none 73 70 64
female group C associate's degree free/reduced none 78 67 57
female group D high school standard none 64 64 62
male group D master's degree standard none 70 75 73
male group E some high school free/reduced completed 67 59 73
female group D some college standard none 68 77 77
male group E some college standard none 67 67 76
male group C associate's degree standard completed 54 56 57
female group C some high school standard completed 74 77 65
male group A high school free/reduced none 45 41 48
female group B high school free/reduced none 67 63 50
female group C associate's degree standard none 89 95 85
male group B some high school standard none 63 57 74
male group D some high school standard none 59 54 60
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male group A some college standard none 43 43 53
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female group C high school standard none 59 62 54
female group C some high school standard none 73 68 63
male group B associate's degree standard completed 65 63 65
female group B associate's degree standard none 80 77 82
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male group D associate's degree standard completed 84 85 87
female group D master's degree standard completed 71 74 70
male group E some college standard completed 83 78 84
male group D associate's degree standard none 66 60 71
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female group C bachelor's degree free/reduced completed 72 79 51
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male group C associate's degree standard none 73 67 74
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female group D high school standard completed 58 64 57
female group D master's degree free/reduced completed 58 67 47
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female group C some college free/reduced none 67 62 62
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male group C some high school free/reduced none 71 65 69
male group A some high school free/reduced none 59 53 65
male group C some high school free/reduced none 63 54 68
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female group C high school standard none 72 70 61
male group C high school standard none 56 55 61
female group A some high school free/reduced none 59 50 47
male group C some high school standard none 66 66 73
male group C some college free/reduced completed 48 53 50
male group D associate's degree standard none 68 64 75
male group D associate's degree free/reduced none 66 73 75
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female group A some high school free/reduced none 73 69 59
female group B associate's degree standard none 83 76 73
male group A some high school free/reduced none 82 73 79
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male group D some college free/reduced none 66 60 69
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female group C associate's degree free/reduced none 77 74 65
male group C some college free/reduced none 58 49 65
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male group C bachelor's degree free/reduced none 56 47 37
female group D bachelor's degree standard none 89 89 79
male group D associate's degree free/reduced none 54 48 53
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female group C some college free/reduced none 90 91 77
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female group C some college standard none 87 91 84
female group D associate's degree free/reduced none 31 38 26
male group A high school free/reduced completed 67 65 72
female group A high school free/reduced completed 88 85 77
male group C some college standard none 74 76 91
female group C associate's degree standard completed 85 90 83
female group C high school standard none 69 74 63
female group C associate's degree standard completed 86 84 68
female group D some high school standard none 67 61 59
female group B associate's degree standard completed 90 91 90
female group D bachelor's degree standard completed 76 83 71
male group E bachelor's degree standard completed 62 66 76
male group D associate's degree standard none 68 72 80
female group D master's degree standard none 64 70 55
male group E associate's degree standard none 71 67 76
male group B high school standard completed 71 68 73
female group D associate's degree free/reduced none 59 56 52
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female group C associate's degree free/reduced none 75 74 60
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female group C bachelor's degree standard none 92 87 86
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female group C some high school standard none 54 53 47
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female group D associate's degree standard none 95 89 82
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