is_male
bool
ethnicity
string
parental_level_of_education
int64
has_standard_lunch
bool
has_completed_preparation_test
bool
reading_score
int64
writing_score
int64
has_passed_math_exam
int64
false
group A
2
false
true
97
92
1
true
group D
2
false
false
61
57
1
false
group B
1
true
false
76
67
1
true
group E
1
true
false
91
85
1
false
group B
5
true
false
81
77
1
false
group B
5
true
false
95
94
1
true
group C
2
true
false
56
53
0
true
group E
4
false
false
67
67
1
true
group C
1
false
false
66
58
1
true
group C
0
true
true
59
59
0
true
group E
4
false
false
56
56
1
false
group E
0
false
true
57
57
0
false
group E
2
true
false
77
73
1
true
group B
4
true
false
90
88
1
true
group A
0
true
false
77
77
1
true
group D
5
false
true
78
90
1
false
group D
1
true
false
66
70
0
true
group A
0
false
true
55
58
0
false
group D
1
true
false
90
82
1
false
group E
1
true
false
61
57
1
true
group C
4
true
false
81
80
1
false
group E
1
false
true
68
68
0
false
group C
4
false
true
92
93
1
false
group E
0
true
false
71
70
0
false
group D
2
true
false
62
68
1
true
group B
5
true
false
48
49
0
true
group D
2
true
true
92
88
1
false
group E
0
true
false
60
57
0
true
group C
1
false
false
25
15
0
false
group C
0
true
false
75
76
1
true
group B
1
false
true
62
58
0
false
group E
5
false
false
80
83
1
false
group B
2
true
false
88
90
1
true
group C
3
true
false
71
76
1
true
group D
2
false
true
68
72
1
false
group C
5
true
false
78
82
1
true
group B
3
true
true
82
93
1
false
group B
0
false
true
63
66
0
true
group D
2
false
true
77
77
1
true
group B
0
true
false
56
47
1
true
group B
3
true
true
70
72
1
false
group D
0
false
false
69
70
0
false
group D
2
true
false
79
73
1
false
group B
1
false
false
77
81
1
true
group C
1
true
true
81
80
1
true
group C
1
true
true
75
72
1
false
group C
5
false
true
64
66
0
true
group C
1
true
false
66
73
1
true
group A
1
true
true
88
85
1
false
group C
1
true
false
62
61
0
false
group C
2
true
false
69
73
1
true
group C
1
false
false
79
68
1
true
group B
3
true
true
60
55
1
false
group B
3
true
true
73
72
1
true
group D
3
true
false
45
36
0
true
group B
2
true
false
80
73
1
false
group B
1
false
false
57
53
0
true
group C
4
false
true
64
66
0
false
group B
5
true
true
78
81
1
true
group C
2
true
false
82
72
1
true
group C
0
true
false
50
41
0
false
group D
0
false
true
69
68
0
true
group B
2
false
false
50
44
0
false
group A
5
true
false
57
60
0
false
group C
2
true
false
84
83
1
false
group C
1
false
false
68
66
0
false
group D
0
true
false
79
79
1
false
group D
4
false
false
72
75
1
false
group D
1
false
false
61
63
0
false
group C
2
false
true
59
56
0
false
group C
2
true
false
88
84
1
false
group D
2
false
true
66
62
1
false
group E
1
false
false
88
75
1
true
group C
5
true
false
84
77
1
true
group D
5
true
false
72
65
1
false
group B
1
true
false
56
59
0
false
group D
4
true
false
39
37
0
false
group C
4
true
true
84
86
1
true
group A
5
true
false
40
36
0
false
group A
5
false
false
75
78
0
false
group C
3
false
false
78
78
1
true
group C
0
true
false
56
51
1
false
group C
1
true
false
63
63
1
false
group B
1
false
false
68
66
0
false
group B
2
true
true
63
67
0
true
group E
2
true
true
70
71
1
true
group A
2
true
false
73
69
1
true
group B
3
false
false
54
44
0
false
group C
3
true
false
72
72
1
false
group A
4
true
false
70
72
1
true
group C
1
true
false
53
43
0
false
group D
5
true
false
48
42
0
false
group E
5
true
false
93
100
1
false
group C
3
false
false
56
54
0
true
group D
4
true
false
65
56
1
true
group C
3
false
false
53
51
0
false
group B
2
false
true
49
50
0
true
group D
1
true
false
54
47
0
false
group B
0
true
false
56
47
0
false
group C
1
true
true
73
74
1