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Student Performance

A dataset of test scores by the students in various subjects, the dataset also include theirbackgroud info.

The question is: How does test prep and student background affect student performance?

Categorical: race/ethnicity, gender. Ordinal: parental level of education. Quantitative: math score, reading score, writing score.

From Kaggle.

gender race/ethnicity parental level of education lunch test preparation course math score reading score writing score
female group B bachelor's degree standard none 72 72 74
female group C some college standard completed 69 90 88
female group B master's degree standard none 90 95 93
male group A associate's degree free/reduced none 47 57 44
male group C some college standard none 76 78 75
female group B associate's degree standard none 71 83 78
female group B some college standard completed 88 95 92
male group B some college free/reduced none 40 43 39
male group D high school free/reduced completed 64 64 67
female group B high school free/reduced none 38 60 50
male group C associate's degree standard none 58 54 52
male group D associate's degree standard none 40 52 43
female group B high school standard none 65 81 73
male group A some college standard completed 78 72 70
female group A master's degree standard none 50 53 58
female group C some high school standard none 69 75 78
male group C high school standard none 88 89 86
female group B some high school free/reduced none 18 32 28
male group C master's degree free/reduced completed 46 42 46
female group C associate's degree free/reduced none 54 58 61
male group D high school standard none 66 69 63
female group B some college free/reduced completed 65 75 70
male group D some college standard none 44 54 53
female group C some high school standard none 69 73 73
male group D bachelor's degree free/reduced completed 74 71 80
male group A master's degree free/reduced none 73 74 72
male group B some college standard none 69 54 55
female group C bachelor's degree standard none 67 69 75
male group C high school standard none 70 70 65
female group D master's degree standard none 62 70 75
female group D some college standard none 69 74 74
female group B some college standard none 63 65 61
female group E master's degree free/reduced none 56 72 65
male group D some college standard none 40 42 38
male group E some college standard none 97 87 82
male group E associate's degree standard completed 81 81 79
female group D associate's degree standard none 74 81 83
female group D some high school free/reduced none 50 64 59
female group D associate's degree free/reduced completed 75 90 88
male group B associate's degree free/reduced none 57 56 57
male group C associate's degree free/reduced none 55 61 54
female group C associate's degree standard none 58 73 68
female group B associate's degree standard none 53 58 65
male group B some college free/reduced completed 59 65 66
female group E associate's degree free/reduced none 50 56 54
male group B associate's degree standard none 65 54 57
female group A associate's degree standard completed 55 65 62
female group C high school standard none 66 71 76
female group D associate's degree free/reduced completed 57 74 76
male group C high school standard completed 82 84 82
male group E some college standard none 53 55 48
male group E associate's degree free/reduced completed 77 69 68
male group C some college standard none 53 44 42
male group D high school standard none 88 78 75
female group C some high school free/reduced completed 71 84 87
female group C high school free/reduced none 33 41 43
female group E associate's degree standard completed 82 85 86
male group D associate's degree standard none 52 55 49
male group D some college standard completed 58 59 58
female group C some high school free/reduced none 0 17 10
male group E bachelor's degree free/reduced completed 79 74 72
male group A some high school free/reduced none 39 39 34
male group A associate's degree free/reduced none 62 61 55
female group C associate's degree standard none 69 80 71
female group D some high school standard none 59 58 59
male group B some high school standard none 67 64 61
male group D some high school free/reduced none 45 37 37
female group C some college standard none 60 72 74
male group B associate's degree free/reduced none 61 58 56
female group C associate's degree standard none 39 64 57
female group D some college free/reduced completed 58 63 73
male group D some college standard completed 63 55 63
female group A associate's degree free/reduced none 41 51 48
male group C some high school free/reduced none 61 57 56
male group C some high school standard none 49 49 41
male group B associate's degree free/reduced none 44 41 38
male group E some high school standard none 30 26 22
male group A bachelor's degree standard completed 80 78 81
female group D some high school standard completed 61 74 72
female group E master's degree standard none 62 68 68
female group B associate's degree standard none 47 49 50
male group B high school free/reduced none 49 45 45
male group A some college free/reduced completed 50 47 54
male group E associate's degree standard none 72 64 63
male group D high school free/reduced none 42 39 34
female group C some college standard none 73 80 82
female group C some college free/reduced none 76 83 88
female group D associate's degree standard none 71 71 74
female group A some college standard none 58 70 67
female group D some high school standard none 73 86 82
female group C bachelor's degree standard none 65 72 74
male group C high school free/reduced none 27 34 36
male group C high school standard none 71 79 71
male group C associate's degree free/reduced completed 43 45 50
female group B some college standard none 79 86 92
male group C associate's degree free/reduced completed 78 81 82
male group B some high school standard completed 65 66 62
female group E some college standard completed 63 72 70
female group D some college free/reduced none 58 67 62
female group D bachelor's degree standard none 65 67 62
male group B some college standard none 79 67 67
male group D bachelor's degree standard completed 68 74 74
female group D associate's degree standard none 85 91 89
male group B high school standard completed 60 44 47
male group C some college standard completed 98 86 90
female group C some college standard none 58 67 72
female group D master's degree standard none 87 100 100
male group E associate's degree standard completed 66 63 64
female group B associate's degree free/reduced none 52 76 70
female group B some high school standard none 70 64 72
female group D associate's degree free/reduced completed 77 89 98
male group C high school standard none 62 55 49
male group A associate's degree standard none 54 53 47
female group D some college standard none 51 58 54
female group E bachelor's degree standard completed 99 100 100
male group C high school standard none 84 77 74
female group B bachelor's degree free/reduced none 75 85 82
female group D bachelor's degree standard none 78 82 79
female group D some high school standard none 51 63 61
female group C some college standard none 55 69 65
female group C bachelor's degree standard completed 79 92 89
male group B associate's degree standard completed 91 89 92
female group C some college standard completed 88 93 93
male group D high school free/reduced none 63 57 56
male group E some college standard none 83 80 73
female group B high school standard none 87 95 86
male group B some high school standard none 72 68 67
male group D some college standard completed 65 77 74
male group D master's degree standard none 82 82 74
female group A bachelor's degree standard none 51 49 51
male group D master's degree standard none 89 84 82
male group C some high school free/reduced completed 53 37 40
male group E some college free/reduced completed 87 74 70
female group C some college standard completed 75 81 84
male group D bachelor's degree free/reduced completed 74 79 75
male group C bachelor's degree standard none 58 55 48
male group B some high school standard completed 51 54 41
male group E high school standard none 70 55 56
female group C associate's degree standard none 59 66 67
male group D some college standard completed 71 61 69
female group D some high school standard none 76 72 71
female group C some college free/reduced none 59 62 64
female group E some college free/reduced completed 42 55 54
male group A high school standard none 57 43 47
male group D some college standard none 88 73 78
female group C some college free/reduced none 22 39 33
male group B some high school standard none 88 84 75
male group C associate's degree free/reduced none 73 68 66
female group D bachelor's degree standard completed 68 75 81
male group E associate's degree free/reduced completed 100 100 93
male group A some high school standard completed 62 67 69
male group A bachelor's degree standard none 77 67 68
female group B associate's degree standard completed 59 70 66
male group D bachelor's degree standard none 54 49 47
male group D some high school standard none 62 67 61
female group C some college standard completed 70 89 88
female group E high school free/reduced completed 66 74 78
male group B some college free/reduced none 60 60 60
female group B associate's degree standard completed 61 86 87
male group D associate's degree free/reduced none 66 62 64
male group B associate's degree free/reduced completed 82 78 74
female group E some college free/reduced completed 75 88 85
male group B master's degree free/reduced none 49 53 52
male group C high school standard none 52 53 49
female group E master's degree standard none 81 92 91
female group C bachelor's degree standard completed 96 100 100
male group C high school free/reduced completed 53 51 51
female group B master's degree free/reduced completed 58 76 78
female group B high school standard completed 68 83 78
female group C some college free/reduced completed 67 75 70
male group A high school standard completed 72 73 74
male group E some high school standard none 94 88 78
female group D some college standard none 79 86 81
female group C associate's degree standard none 63 67 70
female group C bachelor's degree free/reduced completed 43 51 54
female group C master's degree standard completed 81 91 87
female group B high school free/reduced completed 46 54 58
female group C associate's degree standard completed 71 77 77
female group B master's degree free/reduced completed 52 70 62
female group D some high school standard completed 97 100 100
male group C master's degree free/reduced completed 62 68 75
female group C some college free/reduced none 46 64 66
female group E high school standard none 50 50 47
female group D associate's degree standard none 65 69 70
male group C some high school free/reduced completed 45 52 49
male group C associate's degree free/reduced completed 65 67 65
male group E high school standard none 80 76 65
male group D some high school standard completed 62 66 68
male group B some high school free/reduced none 48 52 45
female group C bachelor's degree standard none 77 88 87
female group E associate's degree standard none 66 65 69
male group D some college standard completed 76 83 79
female group B some high school standard none 62 64 66
male group D some college standard completed 77 62 62
female group C master's degree standard completed 69 84 85
male group D associate's degree standard none 61 55 52
male group C some high school free/reduced completed 59 69 65
male group E high school free/reduced none 55 56 51
female group B some college free/reduced none 45 53 55
female group B bachelor's degree free/reduced none 78 79 76
female group C associate's degree standard completed 67 84 86
female group D some college free/reduced none 65 81 77
male group C associate's degree standard none 69 77 69
female group B associate's degree standard none 57 69 68
male group C some college standard none 59 41 42
male group D some high school standard completed 74 71 78
male group E bachelor's degree standard none 82 62 62
male group E high school standard completed 81 80 76
female group B some college free/reduced none 74 81 76
female group B some college free/reduced none 58 61 66
male group D some high school free/reduced completed 80 79 79
male group C some college free/reduced none 35 28 27
female group C high school free/reduced none 42 62 60
male group C associate's degree free/reduced completed 60 51 56
male group E high school standard completed 87 91 81
male group B some high school standard completed 84 83 75
female group E associate's degree free/reduced completed 83 86 88
female group C high school free/reduced none 34 42 39
male group B high school free/reduced none 66 77 70
male group B some high school standard completed 61 56 56
female group D high school standard completed 56 68 74
male group B associate's degree standard none 87 85 73
female group C some high school free/reduced none 55 65 62
male group D some high school standard none 86 80 75
female group B associate's degree standard completed 52 66 73
female group E master's degree free/reduced none 45 56 54
female group C some college standard none 72 72 71
male group D high school standard none 57 50 54
male group A some high school free/reduced none 68 72 64
female group C some college standard completed 88 95 94
male group D some college standard none 76 64 66
male group C associate's degree standard none 46 43 42
female group B bachelor's degree standard none 67 86 83
male group E some high school standard none 92 87 78
male group C bachelor's degree standard completed 83 82 84
male group D associate's degree standard none 80 75 77
male group D bachelor's degree free/reduced none 63 66 67
female group D some high school standard completed 64 60 74
male group B some college standard none 54 52 51
male group C associate's degree standard none 84 80 80
male group D high school free/reduced completed 73 68 66
female group E bachelor's degree standard none 80 83 83
female group D high school standard none 56 52 55
male group E some college standard none 59 51 43
male group D some high school standard none 75 74 69
male group C associate's degree standard none 85 76 71
male group E associate's degree standard none 89 76 74
female group B high school standard completed 58 70 68
female group B high school standard none 65 64 62
male group C high school standard none 68 60 53
male group A some high school standard completed 47 49 49
female group D some college free/reduced none 71 83 83
female group B some high school standard completed 60 70 70
male group D master's degree standard none 80 80 72
male group D high school standard none 54 52 52
female group E some college standard none 62 73 70
female group C associate's degree free/reduced none 64 73 68
male group C associate's degree standard completed 78 77 77
female group B some college standard none 70 75 78
female group C master's degree free/reduced completed 65 81 81
female group C some high school free/reduced completed 64 79 77
male group C some college standard completed 79 79 78
female group C some high school free/reduced none 44 50 51
female group E high school standard none 99 93 90
male group D high school standard none 76 73 68
male group D some high school free/reduced none 59 42 41
female group C bachelor's degree standard none 63 75 81
female group D high school standard none 69 72 77
female group D associate's degree standard completed 88 92 95
female group E some college free/reduced none 71 76 70
male group C bachelor's degree standard none 69 63 61
male group C some college standard none 58 49 42
female group D associate's degree free/reduced none 47 53 58
female group D some college standard none 65 70 71
male group B some college standard completed 88 85 76
male group C bachelor's degree standard none 83 78 73
female group C some high school standard completed 85 92 93
female group E high school standard completed 59 63 75
female group C some high school free/reduced none 65 86 80
male group B bachelor's degree free/reduced none 73 56 57
male group D high school standard none 53 52 42
male group D high school standard none 45 48 46
female group D bachelor's degree free/reduced none 73 79 84
female group D some college free/reduced completed 70 78 78
female group B some high school standard none 37 46 46
male group B associate's degree standard completed 81 82 82
male group E associate's degree standard completed 97 82 88
female group B some high school standard none 67 89 82
male group B bachelor's degree free/reduced none 88 75 76
male group E some high school standard completed 77 76 77
male group C associate's degree standard none 76 70 68
male group D some high school standard none 86 73 70
male group C some high school standard completed 63 60 57
female group E bachelor's degree standard none 65 73 75
male group D high school free/reduced completed 78 77 80
male group B associate's degree free/reduced none 67 62 60
male group A some high school standard completed 46 41 43
male group E associate's degree standard completed 71 74 68
male group C high school free/reduced completed 40 46 50
male group D associate's degree free/reduced none 90 87 75
male group A some college free/reduced completed 81 78 81
male group D some high school free/reduced none 56 54 52
female group C associate's degree standard completed 67 84 81
male group B associate's degree standard none 80 76 64
female group C associate's degree standard completed 74 75 83
male group A some college standard none 69 67 69
male group E some college standard completed 99 87 81
male group C some high school standard none 51 52 44
female group B associate's degree free/reduced none 53 71 67
female group D high school free/reduced none 49 57 52
female group B associate's degree standard none 73 76 80
male group B bachelor's degree standard none 66 60 57
male group D bachelor's degree standard completed 67 61 68
female group C associate's degree free/reduced completed 68 67 69
female group C bachelor's degree standard completed 59 64 75
male group C high school standard none 71 66 65
female group D master's degree standard completed 77 82 91
male group C associate's degree standard none 83 72 78
male group B bachelor's degree standard none 63 71 69
female group D associate's degree free/reduced none 56 65 63
female group C high school free/reduced completed 67 79 84
female group E high school standard none 75 86 79
female group C some college standard none 71 81 80
female group C some high school free/reduced none 43 53 53
female group C high school free/reduced none 41 46 43
female group C some college standard none 82 90 94
male group C some college standard none 61 61 62
male group A some college free/reduced none 28 23 19
male group C associate's degree standard completed 82 75 77
female group B some high school standard none 41 55 51
male group C high school standard none 71 60 61
male group C associate's degree standard none 47 37 35
male group E associate's degree standard completed 62 56 53
male group B associate's degree standard none 90 78 81
female group C bachelor's degree standard none 83 93 95
female group B some college free/reduced none 61 68 66
male group D some high school standard completed 76 70 69
male group C associate's degree standard none 49 51 43
female group B some high school free/reduced none 24 38 27
female group D some high school free/reduced completed 35 55 60
male group C high school free/reduced none 58 61 52
female group C high school standard none 61 73 63
female group B high school standard completed 69 76 74
male group D associate's degree standard completed 67 72 67
male group D some college standard none 79 73 67
female group C high school standard none 72 80 75
male group B some college standard none 62 61 57
female group C bachelor's degree standard completed 77 94 95
male group D high school free/reduced none 75 74 66
male group E associate's degree standard none 87 74 76
female group B bachelor's degree standard none 52 65 69
male group E some college standard none 66 57 52
female group C some college standard completed 63 78 80
female group C associate's degree standard none 46 58 57
female group C some college standard none 59 71 70
female group B bachelor's degree standard none 61 72 70
male group A associate's degree standard none 63 61 61
female group C some college free/reduced completed 42 66 69
male group D some college free/reduced none 59 62 61
female group D some college standard none 80 90 89
female group B high school standard none 58 62 59
male group B some high school standard completed 85 84 78
female group C some college standard none 52 58 58
female group D some high school free/reduced none 27 34 32
male group C some college standard none 59 60 58
male group A bachelor's degree free/reduced completed 49 58 60
male group C high school standard completed 69 58 53
male group C bachelor's degree free/reduced none 61 66 61
female group A some high school free/reduced none 44 64 58
female group D some high school standard none 73 84 85
male group E some college standard none 84 77 71
female group C some college free/reduced completed 45 73 70
male group D some high school standard none 74 74 72
female group D some college standard completed 82 97 96
female group D bachelor's degree standard none 59 70 73
male group E associate's degree free/reduced none 46 43 41
female group D some high school standard none 80 90 82
female group D master's degree free/reduced completed 85 95 100
female group A some high school standard none 71 83 77
male group A bachelor's degree standard none 66 64 62
female group B associate's degree standard none 80 86 83
male group C associate's degree standard completed 87 100 95
male group C master's degree free/reduced none 79 81 71
female group E some high school free/reduced none 38 49 45
female group A some high school free/reduced none 38 43 43
female group E some college standard none 67 76 75
female group E bachelor's degree standard none 64 73 70
female group C associate's degree free/reduced none 57 78 67
female group D high school standard none 62 64 64
male group D master's degree standard none 73 70 75
male group E some high school free/reduced completed 73 67 59
female group D some college standard none 77 68 77
male group E some college standard none 76 67 67
male group C associate's degree standard completed 57 54 56
female group C some high school standard completed 65 74 77
male group A high school free/reduced none 48 45 41
female group B high school free/reduced none 50 67 63
female group C associate's degree standard none 85 89 95
male group B some high school standard none 74 63 57
male group D some high school standard none 60 59 54
female group C some high school standard completed 59 54 67
male group A some college standard none 53 43 43
female group A some college free/reduced none 49 65 55
female group D high school standard completed 88 99 100
female group C high school standard none 54 59 62
female group C some high school standard none 63 73 68
male group B associate's degree standard completed 65 65 63
female group B associate's degree standard none 82 80 77
female group D high school free/reduced completed 52 57 56
male group D associate's degree standard completed 87 84 85
female group D master's degree standard completed 70 71 74
male group E some college standard completed 84 83 78
male group D associate's degree standard none 71 66 60
male group B some high school standard completed 63 67 67
female group C bachelor's degree free/reduced completed 51 72 79
male group E high school standard none 84 73 69
male group C bachelor's degree standard completed 71 74 68
male group C associate's degree standard none 74 73 67
male group D some college standard none 68 59 62
male group E high school free/reduced completed 57 56 54
female group C associate's degree free/reduced completed 82 93 93
female group D high school standard completed 57 58 64
female group D master's degree free/reduced completed 47 58 67
female group A some high school standard completed 59 85 80
male group B some college free/reduced none 41 39 34
female group C some college free/reduced none 62 67 62
male group C bachelor's degree standard none 86 83 86
male group C some high school free/reduced none 69 71 65
male group A some high school free/reduced none 65 59 53
male group C some high school free/reduced none 68 63 54
male group C associate's degree free/reduced none 64 66 59
female group C high school standard none 61 72 70
male group C high school standard none 61 56 55
female group A some high school free/reduced none 47 59 50
male group C some high school standard none 73 66 66
male group C some college free/reduced completed 50 48 53
male group D associate's degree standard none 75 68 64
male group D associate's degree free/reduced none 75 66 73
male group C high school standard none 70 56 51
male group D some high school standard completed 89 88 82
female group C some college standard completed 67 81 79
female group D high school standard none 78 81 80
female group A some high school free/reduced none 59 73 69
female group B associate's degree standard none 73 83 76
male group A some high school free/reduced none 79 82 73
female group C some high school standard completed 67 74 77
male group D some college free/reduced none 69 66 60
male group C high school standard completed 86 81 80
male group B high school standard none 47 46 42
male group B associate's degree standard none 81 73 72
female group C some college free/reduced completed 64 85 85
female group E some college standard none 100 92 97
female group C associate's degree free/reduced none 65 77 74
male group C some college free/reduced none 65 58 49
female group C associate's degree free/reduced none 53 61 62
male group C bachelor's degree free/reduced none 37 56 47
female group D bachelor's degree standard none 79 89 89
male group D associate's degree free/reduced none 53 54 48
female group E bachelor's degree standard none 100 100 100
male group B high school standard completed 72 65 68
male group C bachelor's degree free/reduced none 53 58 55
male group B some college free/reduced none 54 54 45
female group E some college standard none 71 70 76
female group C some college free/reduced none 77 90 91
male group A bachelor's degree standard completed 75 58 62
female group C some college standard none 84 87 91
female group D associate's degree free/reduced none 26 31 38
male group A high school free/reduced completed 72 67 65
female group A high school free/reduced completed 77 88 85
male group C some college standard none 91 74 76
female group C associate's degree standard completed 83 85 90
female group C high school standard none 63 69 74
female group C associate's degree standard completed 68 86 84
female group D some high school standard none 59 67 61
female group B associate's degree standard completed 90 90 91
female group D bachelor's degree standard completed 71 76 83
male group E bachelor's degree standard completed 76 62 66
male group D associate's degree standard none 80 68 72
female group D master's degree standard none 55 64 70
male group E associate's degree standard none 76 71 67
male group B high school standard completed 73 71 68
female group D associate's degree free/reduced none 52 59 56
male group C some college free/reduced none 68 68 61
male group A high school standard none 59 52 46
female group B associate's degree standard none 49 52 54
male group C high school standard none 70 74 71
male group D some college free/reduced none 61 47 56
female group C associate's degree free/reduced none 60 75 74
male group B some high school standard completed 64 53 57
male group A associate's degree free/reduced completed 79 82 82
female group A associate's degree free/reduced none 65 85 76
female group C associate's degree standard none 64 64 70
female group C some college standard none 83 83 90
female group C bachelor's degree standard none 81 88 90
female group B high school standard none 54 64 68
male group D high school standard completed 68 64 66
female group C some college standard none 54 48 52
female group D some college free/reduced completed 59 78 76
female group B some high school standard none 66 69 68
male group E some college standard none 76 71 72
female group D master's degree standard none 74 79 82
female group B associate's degree standard completed 94 87 92
male group C some college free/reduced none 63 61 54
female group E associate's degree standard completed 95 89 92
female group D master's degree free/reduced none 40 59 54
female group B some high school standard none 82 82 80
male group A high school standard none 68 70 66
male group B bachelor's degree free/reduced none 55 59 54
male group C master's degree standard none 79 78 77
female group C bachelor's degree standard none 86 92 87
male group D some college standard none 76 71 73
male group A some high school standard none 64 50 43
male group D some high school free/reduced none 62 49 52
female group B some high school standard completed 54 61 62
female group B master's degree free/reduced completed 77 97 94
female group C some high school standard completed 76 87 85
female group D some college standard none 74 89 84
female group E some college standard completed 66 74 73
female group D some high school standard completed 66 78 78
female group B high school free/reduced completed 67 78 79
male group D some college standard none 71 49 52
female group C associate's degree standard none 91 86 84
male group D bachelor's degree standard none 69 58 57
male group C master's degree free/reduced none 54 59 50
male group C high school standard completed 53 52 49
male group E some college standard none 68 60 59
male group C some high school free/reduced completed 56 61 60
female group C high school free/reduced none 36 53 43
female group D bachelor's degree free/reduced none 29 41 47
female group C associate's degree standard none 62 74 70
female group C associate's degree standard completed 68 67 73
female group C some high school standard none 47 54 53
male group E associate's degree standard completed 62 61 58
female group E associate's degree standard completed 79 88 94
male group B high school standard completed 73 69 68
female group C bachelor's degree free/reduced completed 66 83 83
male group C associate's degree standard completed 51 60 58
female group D high school standard none 51 66 62
male group E bachelor's degree standard completed 85 66 71
male group A associate's degree standard completed 97 92 86
male group C high school standard completed 75 69 68
male group D associate's degree free/reduced completed 79 82 80
female group C associate's degree standard none 81 77 79
female group D associate's degree standard none 82 95 89
female group D master's degree standard none 64 63 66
male group E some high school free/reduced completed 78 83 80
female group A some high school standard completed 92 100 97
male group C high school standard completed 72 67 64
female group C high school free/reduced none 62 67 64
male group C master's degree standard none 79 72 69
male group C some high school free/reduced none 79 76 65
male group B bachelor's degree free/reduced completed 87 90 88
female group B associate's degree standard none 40 48 50
male group D some college free/reduced none 77 62 64
male group E associate's degree standard none 53 45 40
female group C some college free/reduced none 32 39 33
female group C associate's degree standard completed 55 72 79
male group C master's degree free/reduced none 61 67 66
female group B associate's degree free/reduced none 53 70 70
male group D some high school standard none 73 66 62
female group D some college standard completed 74 75 79
female group C some college standard none 63 74 74
male group C bachelor's degree standard completed 96 90 92
female group D some college free/reduced completed 63 80 80
male group B bachelor's degree free/reduced none 48 51 46
male group B associate's degree standard none 48 43 45
female group E bachelor's degree free/reduced completed 92 100 100
female group D master's degree free/reduced completed 61 71 78
male group B high school free/reduced none 63 48 47
male group D bachelor's degree free/reduced none 68 68 67
male group B some college standard completed 71 75 70
male group A bachelor's degree standard none 91 96 92
female group C some college standard none 53 62 56
female group C high school free/reduced completed 50 66 64
female group E high school standard none 74 81 71
male group A associate's degree free/reduced completed 40 55 53
male group A some college standard completed 61 51 52
female group B high school standard none 81 91 89
female group B some college free/reduced completed 48 56 58
female group D master's degree standard none 53 61 68
female group D some high school standard none 81 97 96
female group E some high school standard none 77 79 80
female group D bachelor's degree free/reduced none 63 73 78
female group D associate's degree standard completed 73 75 80
female group D some college standard none 69 77 77
female group C associate's degree standard none 65 76 76
female group A high school standard none 55 73 73
female group C bachelor's degree free/reduced none 44 63 62
female group C some college standard none 54 64 65
female group A some high school standard none 48 66 65
male group C some college free/reduced none 58 57 54
male group A some high school standard none 71 62 50
male group E bachelor's degree standard none 68 68 64
female group E high school standard none 74 76 73
female group C bachelor's degree standard completed 92 100 99
female group C bachelor's degree standard completed 56 79 72
male group B high school free/reduced none 30 24 15
male group A some high school standard none 53 54 48
female group D high school standard none 69 77 73
female group D some high school standard none 65 82 81
female group D master's degree standard none 54 60 63
female group C high school standard none 29 29 30
female group E some college standard none 76 78 80
male group D high school free/reduced none 60 57 51
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female group C master's degree free/reduced none 40 58 54
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male group D high school standard none 69 75 71
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female group B high school standard none 74 72 72
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female group C high school standard none 59 72 68
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female group C associate's degree standard none 53 62 53
female group E master's degree free/reduced none 81 86 87
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male group C associate's degree standard none 97 93 91
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male group C high school free/reduced none 59 53 52
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male group E associate's degree free/reduced completed 78 74 72
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male group B associate's degree standard completed 82 84 78
male group E associate's degree free/reduced none 90 90 82
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female group D associate's degree standard none 64 76 74
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male group D high school free/reduced none 44 51 48
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female group A master's degree free/reduced none 50 67 73
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female group E associate's degree standard none 59 62 69
female group E some high school free/reduced none 32 34 38
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female group D some college free/reduced none 77 86 86
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