"Docker file"

data.csv

@@ -1,1001 +0,0 @@
-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
-male,group D,master's degree,free/reduced,completed,84,89,90
-male,group C,some high school,standard,none,75,72,62
-female,group C,associate's degree,standard,none,85,84,82
-female,group C,master's degree,free/reduced,none,40,58,54
-female,group E,some college,standard,none,61,64,62
-female,group B,associate's degree,standard,none,58,63,65
-male,group D,some college,free/reduced,completed,69,60,63
-female,group C,some college,standard,none,58,59,66
-male,group C,bachelor's degree,standard,completed,94,90,91
-female,group C,associate's degree,standard,none,65,77,74
-female,group A,associate's degree,standard,none,82,93,93
-female,group C,high school,standard,none,60,68,72
-female,group E,bachelor's degree,standard,none,37,45,38
-male,group D,bachelor's degree,standard,none,88,78,83
-male,group D,master's degree,standard,none,95,81,84
-male,group C,associate's degree,free/reduced,completed,65,73,68
-female,group C,high school,free/reduced,none,35,61,54
-male,group B,bachelor's degree,free/reduced,none,62,63,56
-male,group C,high school,free/reduced,completed,58,51,52
-male,group A,some college,standard,completed,100,96,86
-female,group E,bachelor's degree,free/reduced,none,61,58,62
-male,group D,some college,standard,completed,100,97,99
-male,group B,associate's degree,free/reduced,completed,69,70,63
-male,group D,associate's degree,standard,none,61,48,46
-male,group D,some college,free/reduced,none,49,57,46
-female,group C,some high school,standard,completed,44,51,55
-male,group D,some college,standard,none,67,64,70
-male,group B,high school,standard,none,79,60,65
-female,group B,bachelor's degree,standard,completed,66,74,81
-female,group C,high school,standard,none,75,88,85
-male,group D,some high school,standard,none,84,84,80
-male,group A,high school,standard,none,71,74,64
-female,group B,high school,free/reduced,completed,67,80,81
-female,group D,some high school,standard,completed,80,92,88
-male,group E,some college,standard,none,86,76,74
-female,group D,associate's degree,standard,none,76,74,73
-male,group D,high school,standard,none,41,52,51
-female,group D,associate's degree,free/reduced,completed,74,88,90
-female,group B,some high school,free/reduced,none,72,81,79
-female,group E,high school,standard,completed,74,79,80
-male,group B,high school,standard,none,70,65,60
-female,group B,bachelor's degree,standard,completed,65,81,81
-female,group D,associate's degree,standard,none,59,70,65
-female,group E,high school,free/reduced,none,64,62,68
-female,group B,high school,standard,none,50,53,55
-female,group D,some college,standard,completed,69,79,81
-male,group C,some high school,free/reduced,completed,51,56,53
-female,group A,high school,standard,completed,68,80,76
-female,group D,some college,standard,completed,85,86,98
-female,group A,associate's degree,standard,completed,65,70,74
-female,group B,some high school,standard,none,73,79,79
-female,group B,some college,standard,none,62,67,67
-male,group C,associate's degree,free/reduced,none,77,67,64
-male,group D,some high school,standard,none,69,66,61
-female,group D,associate's degree,free/reduced,none,43,60,58
-male,group D,associate's degree,standard,none,90,87,85
-male,group C,some college,free/reduced,none,74,77,73
-male,group C,some high school,standard,none,73,66,63
-female,group D,some college,free/reduced,none,55,71,69
-female,group C,high school,standard,none,65,69,67
-male,group D,associate's degree,standard,none,80,63,63
-female,group C,some high school,free/reduced,completed,50,60,60
-female,group C,some college,free/reduced,completed,63,73,71
-female,group B,bachelor's degree,free/reduced,none,77,85,87
-male,group C,some college,standard,none,73,74,61
-male,group D,associate's degree,standard,completed,81,72,77
-female,group C,high school,free/reduced,none,66,76,68
-male,group D,associate's degree,free/reduced,none,52,57,50
-female,group C,some college,standard,none,69,78,76
-female,group C,associate's degree,standard,completed,65,84,84
-female,group D,high school,standard,completed,69,77,78
-female,group B,some college,standard,completed,50,64,66
-female,group E,some college,standard,completed,73,78,76
-female,group C,some high school,standard,completed,70,82,76
-male,group D,associate's degree,free/reduced,none,81,75,78
-male,group D,some college,free/reduced,none,63,61,60
-female,group D,high school,standard,none,67,72,74
-male,group B,high school,standard,none,60,68,60
-male,group B,high school,standard,none,62,55,54
-female,group C,some high school,free/reduced,completed,29,40,44
-male,group B,some college,standard,completed,62,66,68
-female,group E,master's degree,standard,completed,94,99,100
-male,group E,some college,standard,completed,85,75,68
-male,group D,associate's degree,free/reduced,none,77,78,73
-male,group A,high school,free/reduced,none,53,58,44
-male,group E,some college,free/reduced,none,93,90,83
-female,group C,associate's degree,standard,none,49,53,53
-female,group E,associate's degree,free/reduced,none,73,76,78
-female,group C,bachelor's degree,free/reduced,completed,66,74,81
-female,group D,associate's degree,standard,none,77,77,73
-female,group C,some high school,standard,none,49,63,56
-female,group D,some college,free/reduced,none,79,89,86
-female,group C,associate's degree,standard,completed,75,82,90
-female,group A,bachelor's degree,standard,none,59,72,70
-female,group D,associate's degree,standard,completed,57,78,79
-male,group C,high school,free/reduced,none,66,66,59
-female,group E,bachelor's degree,standard,completed,79,81,82
-female,group B,some high school,standard,none,57,67,72
-male,group A,bachelor's degree,standard,completed,87,84,87
-female,group D,some college,standard,none,63,64,67
-female,group B,some high school,free/reduced,completed,59,63,64
-male,group A,bachelor's degree,free/reduced,none,62,72,65
-male,group D,high school,standard,none,46,34,36
-male,group C,some college,standard,none,66,59,52
-male,group D,high school,standard,none,89,87,79
-female,group D,associate's degree,free/reduced,completed,42,61,58
-male,group C,some college,standard,completed,93,84,90
-female,group E,some high school,standard,completed,80,85,85
-female,group D,some college,standard,none,98,100,99
-male,group D,master's degree,standard,none,81,81,84
-female,group B,some high school,standard,completed,60,70,74
-female,group B,associate's degree,free/reduced,completed,76,94,87
-male,group C,associate's degree,standard,completed,73,78,72
-female,group C,associate's degree,standard,completed,96,96,99
-female,group C,high school,standard,none,76,76,74
-male,group E,associate's degree,free/reduced,completed,91,73,80
-female,group C,some college,free/reduced,none,62,72,70
-male,group D,some high school,free/reduced,completed,55,59,59
-female,group B,some high school,free/reduced,completed,74,90,88
-male,group C,high school,standard,none,50,48,42
-male,group B,some college,standard,none,47,43,41
-male,group E,some college,standard,completed,81,74,71
-female,group E,associate's degree,standard,completed,65,75,77
-male,group E,some high school,standard,completed,68,51,57
-female,group D,high school,free/reduced,none,73,92,84
-male,group C,some college,standard,none,53,39,37
-female,group B,associate's degree,free/reduced,completed,68,77,80
-male,group A,some high school,free/reduced,none,55,46,43
-female,group C,some college,standard,completed,87,89,94
-male,group D,some high school,standard,none,55,47,44
-female,group E,some college,free/reduced,none,53,58,57
-male,group C,master's degree,standard,none,67,57,59
-male,group C,associate's degree,standard,none,92,79,84
-female,group B,some college,free/reduced,completed,53,66,73
-male,group D,associate's degree,standard,none,81,71,73
-male,group C,high school,free/reduced,none,61,60,55
-male,group D,bachelor's degree,standard,none,80,73,72
-female,group A,associate's degree,free/reduced,none,37,57,56
-female,group C,high school,standard,none,81,84,82
-female,group C,associate's degree,standard,completed,59,73,72
-male,group B,some college,free/reduced,none,55,55,47
-male,group D,associate's degree,standard,none,72,79,74
-male,group D,high school,standard,none,69,75,71
-male,group C,some college,standard,none,69,64,68
-female,group C,bachelor's degree,free/reduced,none,50,60,59
-male,group B,some college,standard,completed,87,84,86
-male,group D,some high school,standard,completed,71,69,68
-male,group E,some college,standard,none,68,72,65
-male,group C,master's degree,free/reduced,completed,79,77,75
-female,group C,some high school,standard,completed,77,90,85
-male,group C,associate's degree,free/reduced,none,58,55,53
-female,group E,associate's degree,standard,none,84,95,92
-male,group D,some college,standard,none,55,58,52
-male,group E,bachelor's degree,free/reduced,completed,70,68,72
-female,group D,some college,free/reduced,completed,52,59,65
-male,group B,some college,standard,completed,69,77,77
-female,group C,high school,free/reduced,none,53,72,64
-female,group D,some high school,standard,none,48,58,54
-male,group D,some high school,standard,completed,78,81,86
-female,group B,high school,standard,none,62,62,63
-male,group D,some college,standard,none,60,63,59
-female,group B,high school,standard,none,74,72,72
-female,group C,high school,standard,completed,58,75,77
-male,group B,high school,standard,completed,76,62,60
-female,group D,some high school,standard,none,68,71,75
-male,group A,some college,free/reduced,none,58,60,57
-male,group B,high school,standard,none,52,48,49
-male,group D,bachelor's degree,standard,none,75,73,74
-female,group B,some high school,free/reduced,completed,52,67,72
-female,group C,bachelor's degree,free/reduced,none,62,78,79
-male,group B,some college,standard,none,66,65,60
-female,group B,some high school,free/reduced,none,49,58,55
-female,group B,high school,standard,none,66,72,70
-female,group C,some college,free/reduced,none,35,44,43
-female,group A,some college,standard,completed,72,79,82
-male,group E,associate's degree,standard,completed,94,85,82
-female,group D,associate's degree,free/reduced,none,46,56,57
-female,group B,master's degree,standard,none,77,90,84
-female,group B,high school,free/reduced,completed,76,85,82
-female,group C,associate's degree,standard,completed,52,59,62
-male,group C,bachelor's degree,standard,completed,91,81,79
-female,group B,some high school,standard,completed,32,51,44
-female,group E,some high school,free/reduced,none,72,79,77
-female,group B,some college,standard,none,19,38,32
-male,group C,associate's degree,free/reduced,none,68,65,61
-female,group C,master's degree,free/reduced,none,52,65,61
-female,group B,high school,standard,none,48,62,60
-female,group D,some college,free/reduced,none,60,66,70
-male,group D,high school,free/reduced,none,66,74,69
-male,group E,some high school,standard,completed,89,84,77
-female,group B,high school,standard,none,42,52,51
-female,group E,associate's degree,free/reduced,completed,57,68,73
-male,group D,high school,standard,none,70,70,70
-female,group E,associate's degree,free/reduced,none,70,84,81
-male,group E,some college,standard,none,69,60,54
-female,group C,associate's degree,standard,none,52,55,57
-male,group C,some high school,standard,completed,67,73,68
-male,group C,some high school,standard,completed,76,80,73
-female,group E,associate's degree,standard,none,87,94,95
-female,group B,some college,standard,none,82,85,87
-female,group C,some college,standard,none,73,76,78
-male,group A,some college,free/reduced,none,75,81,74
-female,group D,some college,free/reduced,none,64,74,75
-female,group E,high school,free/reduced,none,41,45,40
-male,group C,high school,standard,none,90,75,69
-male,group B,bachelor's degree,standard,none,59,54,51
-male,group A,some high school,standard,none,51,31,36
-male,group A,high school,free/reduced,none,45,47,49
-female,group C,master's degree,standard,completed,54,64,67
-male,group E,some high school,standard,completed,87,84,76
-female,group C,high school,standard,none,72,80,83
-male,group B,some high school,standard,completed,94,86,87
-female,group A,bachelor's degree,standard,none,45,59,64
-male,group D,bachelor's degree,free/reduced,completed,61,70,76
-female,group B,high school,free/reduced,none,60,72,68
-female,group C,some high school,standard,none,77,91,88
-female,group A,some high school,standard,completed,85,90,92
-female,group D,bachelor's degree,free/reduced,none,78,90,93
-male,group E,some college,free/reduced,completed,49,52,51
-female,group B,high school,free/reduced,none,71,87,82
-female,group C,some high school,free/reduced,none,48,58,52
-male,group C,high school,standard,none,62,67,58
-female,group C,associate's degree,free/reduced,completed,56,68,70
-female,group C,some high school,standard,none,65,69,76
-female,group D,some high school,free/reduced,completed,69,86,81
-male,group B,some high school,standard,none,68,54,53
-female,group A,some college,free/reduced,none,61,60,57
-female,group C,bachelor's degree,free/reduced,completed,74,86,89
-male,group A,bachelor's degree,standard,none,64,60,58
-female,group B,high school,standard,completed,77,82,89
-male,group B,some college,standard,none,58,50,45
-female,group C,high school,standard,completed,60,64,74
-male,group E,high school,standard,none,73,64,57
-female,group A,high school,standard,completed,75,82,79
-male,group B,associate's degree,free/reduced,completed,58,57,53
-female,group C,associate's degree,standard,none,66,77,73
-female,group D,high school,free/reduced,none,39,52,46
-male,group C,some high school,standard,none,64,58,51
-female,group B,high school,free/reduced,completed,23,44,36
-male,group B,some college,free/reduced,completed,74,77,76
-female,group D,some high school,free/reduced,completed,40,65,64
-male,group E,master's degree,standard,none,90,85,84
-male,group C,master's degree,standard,completed,91,85,85
-male,group D,high school,standard,none,64,54,50
-female,group C,high school,standard,none,59,72,68
-male,group D,associate's degree,standard,none,80,75,69
-male,group C,master's degree,standard,none,71,67,67
-female,group A,high school,standard,none,61,68,63
-female,group E,some college,standard,none,87,85,93
-male,group E,some high school,standard,none,82,67,61
-male,group C,some high school,standard,none,62,64,55
-female,group B,bachelor's degree,standard,none,97,97,96
-male,group B,some college,free/reduced,none,75,68,65
-female,group C,bachelor's degree,standard,none,65,79,81
-male,group B,high school,standard,completed,52,49,46
-male,group C,associate's degree,free/reduced,none,87,73,72
-female,group C,associate's degree,standard,none,53,62,53
-female,group E,master's degree,free/reduced,none,81,86,87
-male,group D,bachelor's degree,free/reduced,completed,39,42,38
-female,group C,some college,standard,completed,71,71,80
-male,group C,associate's degree,standard,none,97,93,91
-male,group D,some college,standard,completed,82,82,88
-male,group C,high school,free/reduced,none,59,53,52
-male,group B,associate's degree,standard,none,61,42,41
-male,group E,associate's degree,free/reduced,completed,78,74,72
-male,group C,associate's degree,free/reduced,none,49,51,51
-male,group B,high school,standard,none,59,58,47
-female,group C,some college,standard,completed,70,72,76
-male,group B,associate's degree,standard,completed,82,84,78
-male,group E,associate's degree,free/reduced,none,90,90,82
-female,group C,bachelor's degree,free/reduced,none,43,62,61
-male,group C,some college,free/reduced,none,80,64,66
-male,group D,some college,standard,none,81,82,84
-male,group C,some high school,standard,none,57,61,54
-female,group D,some high school,standard,none,59,72,80
-female,group D,associate's degree,standard,none,64,76,74
-male,group C,bachelor's degree,standard,completed,63,64,66
-female,group E,bachelor's degree,standard,completed,71,70,70
-female,group B,high school,free/reduced,none,64,73,71
-male,group D,bachelor's degree,free/reduced,none,55,46,44
-female,group E,associate's degree,standard,none,51,51,54
-female,group C,associate's degree,standard,completed,62,76,80
-female,group E,associate's degree,standard,completed,93,100,95
-male,group C,high school,free/reduced,none,54,72,59
-female,group D,some college,free/reduced,none,69,65,74
-male,group D,high school,free/reduced,none,44,51,48
-female,group E,some college,standard,completed,86,85,91
-female,group E,associate's degree,standard,none,85,92,85
-female,group A,master's degree,free/reduced,none,50,67,73
-male,group D,some high school,standard,completed,88,74,75
-female,group E,associate's degree,standard,none,59,62,69
-female,group E,some high school,free/reduced,none,32,34,38
-male,group B,high school,free/reduced,none,36,29,27
-female,group B,some high school,free/reduced,completed,63,78,79
-male,group D,associate's degree,standard,completed,67,54,63
-female,group D,some high school,standard,completed,65,78,82
-male,group D,master's degree,standard,none,85,84,89
-female,group C,master's degree,standard,none,73,78,74
-female,group A,high school,free/reduced,completed,34,48,41
-female,group D,bachelor's degree,free/reduced,completed,93,100,100
-female,group D,some high school,free/reduced,none,67,84,84
-male,group D,some college,standard,none,88,77,77
-male,group B,high school,standard,none,57,48,51
-female,group D,some college,standard,completed,79,84,91
-female,group C,bachelor's degree,free/reduced,none,67,75,72
-male,group E,bachelor's degree,standard,completed,70,64,70
-male,group D,bachelor's degree,free/reduced,none,50,42,48
-female,group A,some college,standard,none,69,84,82
-female,group C,bachelor's degree,standard,completed,52,61,66
-female,group C,bachelor's degree,free/reduced,completed,47,62,66
-female,group B,associate's degree,free/reduced,none,46,61,55
-female,group E,some college,standard,none,68,70,66
-male,group E,bachelor's degree,standard,completed,100,100,100
-female,group C,high school,standard,none,44,61,52
-female,group C,associate's degree,standard,completed,57,77,80
-male,group B,some college,standard,completed,91,96,91
-male,group D,high school,free/reduced,none,69,70,67
-female,group C,high school,free/reduced,none,35,53,46
-male,group D,high school,standard,none,72,66,66
-female,group B,associate's degree,free/reduced,none,54,65,65
-male,group D,high school,free/reduced,none,74,70,69
-male,group E,some high school,standard,completed,74,64,60
-male,group E,associate's degree,free/reduced,none,64,56,52
-female,group D,high school,free/reduced,completed,65,61,71
-male,group E,associate's degree,free/reduced,completed,46,43,44
-female,group C,some high school,free/reduced,none,48,56,51
-male,group C,some college,free/reduced,completed,67,74,70
-male,group D,some college,free/reduced,none,62,57,62
-male,group D,associate's degree,free/reduced,completed,61,71,73
-male,group C,bachelor's degree,free/reduced,completed,70,75,74
-male,group C,associate's degree,standard,completed,98,87,90
-male,group D,some college,free/reduced,none,70,63,58
-male,group A,associate's degree,standard,none,67,57,53
-female,group E,high school,free/reduced,none,57,58,57
-male,group D,some college,standard,completed,85,81,85
-male,group D,some high school,standard,completed,77,68,69
-male,group C,master's degree,free/reduced,completed,72,66,72
-female,group D,master's degree,standard,none,78,91,96
-male,group C,high school,standard,none,81,66,64
-male,group A,some high school,free/reduced,completed,61,62,61
-female,group B,high school,standard,none,58,68,61
-female,group C,associate's degree,standard,none,54,61,58
-male,group B,high school,standard,none,82,82,80
-female,group D,some college,free/reduced,none,49,58,60
-male,group B,some high school,free/reduced,completed,49,50,52
-female,group E,high school,free/reduced,completed,57,75,73
-male,group E,high school,standard,none,94,73,71
-female,group D,some college,standard,completed,75,77,83
-female,group E,some high school,free/reduced,none,74,74,72
-male,group C,high school,standard,completed,58,52,54
-female,group C,some college,standard,none,62,69,69
-male,group E,associate's degree,standard,none,72,57,62
-male,group C,some college,standard,none,84,87,81
-female,group D,master's degree,standard,none,92,100,100
-female,group D,high school,standard,none,45,63,59
-male,group C,high school,standard,none,75,81,71
-female,group A,some college,standard,none,56,58,64
-female,group D,some high school,free/reduced,none,48,54,53
-female,group E,associate's degree,standard,none,100,100,100
-female,group C,some high school,free/reduced,completed,65,76,75
-male,group D,some college,standard,none,72,57,58
-female,group D,some college,standard,none,62,70,72
-male,group A,some high school,standard,completed,66,68,64
-male,group C,some college,standard,none,63,63,60
-female,group E,associate's degree,standard,none,68,76,67
-female,group B,bachelor's degree,standard,none,75,84,80
-female,group D,bachelor's degree,standard,none,89,100,100
-male,group C,some high school,standard,completed,78,72,69
-female,group A,high school,free/reduced,completed,53,50,60
-female,group D,some college,free/reduced,none,49,65,61
-female,group A,some college,standard,none,54,63,67
-female,group C,some college,standard,completed,64,82,77
-male,group B,some college,free/reduced,completed,60,62,60
-male,group C,associate's degree,standard,none,62,65,58
-male,group D,high school,standard,completed,55,41,48
-female,group C,associate's degree,standard,none,91,95,94
-female,group B,high school,free/reduced,none,8,24,23
-male,group D,some high school,standard,none,81,78,78
-male,group B,some high school,standard,completed,79,85,86
-female,group A,some college,standard,completed,78,87,91
-female,group C,some high school,standard,none,74,75,82
-male,group A,high school,standard,none,57,51,54
-female,group C,associate's degree,standard,none,40,59,51
-male,group E,some high school,standard,completed,81,75,76
-female,group A,some high school,free/reduced,none,44,45,45
-female,group D,some college,free/reduced,completed,67,86,83
-male,group E,high school,free/reduced,completed,86,81,75
-female,group B,some high school,standard,completed,65,82,78
-female,group D,associate's degree,free/reduced,none,55,76,76
-female,group D,bachelor's degree,free/reduced,none,62,72,74
-male,group A,high school,standard,none,63,63,62
-female,group E,master's degree,standard,completed,88,99,95
-male,group C,high school,free/reduced,none,62,55,55
-female,group C,high school,free/reduced,completed,59,71,65
-female,group D,some college,standard,completed,68,78,77
-female,group D,some college,free/reduced,none,77,86,86

dockerfile

@@ -0,0 +1,9 @@
+FROM python:3.8-slim-buster
+WORKDIR /app
+COPY . /app
+
+RUN apt update -y && install awscli -y
+
+RUN pip install -r requirements.text
+
+CMD ["python 3","app.py"]

requirements.txt

@@ -6,4 +6,5 @@ scikit-learn
 catboost
 xgboost
 dill
+gradio
 -e .

src/Components/Data_ingestation.py

@@ -21,9 +21,12 @@ class Data_ingestion:
     def intiate_data_ingestion(self):
         logging.info("Entered the data ingestation method or component")
         try:
-            df = pd.read_csv("data.csv")
+            NAMES = []
+            df = pd.read_csv(filepath_or_buffer="data.csv")
             logging.info("Read the dataset as dataframe")
 
+            df = df.c
+
             os.makedirs(os.path.dirname(self.ingestion_config.train_data_path),exist_ok= True) 
             
             df.to_csv(self.ingestion_config.raw_data_path,index = False,header = True)

src/Components/EDA.ipynb

@@ -1,311 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "os.chdir(\"D:\\ml_project\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>gender</th>\n",
-       "      <th>race_ethnicity</th>\n",
-       "      <th>parental_level_of_education</th>\n",
-       "      <th>lunch</th>\n",
-       "      <th>test_preparation_course</th>\n",
-       "      <th>math_score</th>\n",
-       "      <th>reading_score</th>\n",
-       "      <th>writing_score</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>female</td>\n",
-       "      <td>group B</td>\n",
-       "      <td>bachelor's degree</td>\n",
-       "      <td>standard</td>\n",
-       "      <td>none</td>\n",
-       "      <td>72</td>\n",
-       "      <td>72</td>\n",
-       "      <td>74</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>female</td>\n",
-       "      <td>group C</td>\n",
-       "      <td>some college</td>\n",
-       "      <td>standard</td>\n",
-       "      <td>completed</td>\n",
-       "      <td>69</td>\n",
-       "      <td>90</td>\n",
-       "      <td>88</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>female</td>\n",
-       "      <td>group B</td>\n",
-       "      <td>master's degree</td>\n",
-       "      <td>standard</td>\n",
-       "      <td>none</td>\n",
-       "      <td>90</td>\n",
-       "      <td>95</td>\n",
-       "      <td>93</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>male</td>\n",
-       "      <td>group A</td>\n",
-       "      <td>associate's degree</td>\n",
-       "      <td>free/reduced</td>\n",
-       "      <td>none</td>\n",
-       "      <td>47</td>\n",
-       "      <td>57</td>\n",
-       "      <td>44</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>male</td>\n",
-       "      <td>group C</td>\n",
-       "      <td>some college</td>\n",
-       "      <td>standard</td>\n",
-       "      <td>none</td>\n",
-       "      <td>76</td>\n",
-       "      <td>78</td>\n",
-       "      <td>75</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   gender race_ethnicity parental_level_of_education         lunch  \\\n",
-       "0  female        group B           bachelor's degree      standard   \n",
-       "1  female        group C                some college      standard   \n",
-       "2  female        group B             master's degree      standard   \n",
-       "3    male        group A          associate's degree  free/reduced   \n",
-       "4    male        group C                some college      standard   \n",
-       "\n",
-       "  test_preparation_course  math_score  reading_score  writing_score  \n",
-       "0                    none          72             72             74  \n",
-       "1               completed          69             90             88  \n",
-       "2                    none          90             95             93  \n",
-       "3                    none          47             57             44  \n",
-       "4                    none          76             78             75  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df  = pd.read_csv(\"data.csv\")\n",
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>math_score</th>\n",
-       "      <th>reading_score</th>\n",
-       "      <th>writing_score</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>1000.00000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>66.08900</td>\n",
-       "      <td>69.169000</td>\n",
-       "      <td>68.054000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>15.16308</td>\n",
-       "      <td>14.600192</td>\n",
-       "      <td>15.195657</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.00000</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>57.00000</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>57.750000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>66.00000</td>\n",
-       "      <td>70.000000</td>\n",
-       "      <td>69.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>77.00000</td>\n",
-       "      <td>79.000000</td>\n",
-       "      <td>79.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>100.00000</td>\n",
-       "      <td>100.000000</td>\n",
-       "      <td>100.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       math_score  reading_score  writing_score\n",
-       "count  1000.00000    1000.000000    1000.000000\n",
-       "mean     66.08900      69.169000      68.054000\n",
-       "std      15.16308      14.600192      15.195657\n",
-       "min       0.00000      17.000000      10.000000\n",
-       "25%      57.00000      59.000000      57.750000\n",
-       "50%      66.00000      70.000000      69.000000\n",
-       "75%      77.00000      79.000000      79.000000\n",
-       "max     100.00000     100.000000     100.000000"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 1000 entries, 0 to 999\n",
-      "Data columns (total 8 columns):\n",
-      " #   Column                       Non-Null Count  Dtype \n",
-      "---  ------                       --------------  ----- \n",
-      " 0   gender                       1000 non-null   object\n",
-      " 1   race_ethnicity               1000 non-null   object\n",
-      " 2   parental_level_of_education  1000 non-null   object\n",
-      " 3   lunch                        1000 non-null   object\n",
-      " 4   test_preparation_course      1000 non-null   object\n",
-      " 5   math_score                   1000 non-null   int64 \n",
-      " 6   reading_score                1000 non-null   int64 \n",
-      " 7   writing_score                1000 non-null   int64 \n",
-      "dtypes: int64(3), object(5)\n",
-      "memory usage: 62.6+ KB\n"
-     ]
-    }
-   ],
-   "source": [
-    "df.info()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
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