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
true
group D
1
true
false
72
74
1
true
group C
3
true
false
50
53
0
true
group D
5
true
false
69
63
1
false
group C
2
false
false
58
60
0
false
group C
1
false
false
90
84
1
false
group D
0
true
false
75
74
1
false
group B
0
true
true
76
72
1
false
group B
0
true
false
78
74
1
true
group C
5
false
true
58
56
1
true
group E
2
true
false
81
77
1
false
group D
0
false
true
84
83
1
false
group B
3
true
false
79
73
1
false
group C
2
true
true
86
89
1
false
group C
4
true
true
64
63
0
false
group B
5
true
true
72
78
1
false
group E
3
true
false
95
100
1
false
group E
1
true
false
96
88
1
true
group C
1
false
true
71
68
1
false
group B
1
false
false
55
52
0
false
group B
3
true
false
91
93
1
true
group D
1
true
true
74
79
1
true
group D
4
true
false
84
81
1
false
group D
5
false
true
67
75
1
false
group B
1
true
false
60
67
0
false
group D
3
false
true
78
80
0
false
group E
2
true
false
90
88
1
true
group B
5
true
true
79
80
1
false
group D
0
true
true
95
97
1
false
group C
5
true
false
75
75
1
false
group C
2
false
false
65
60
0
false
group C
5
false
false
65
60
0
false
group C
2
true
false
58
55
0
true
group D
0
false
true
46
51
0
true
group D
4
true
false
61
63
1
false
group C
4
true
true
70
83
1
true
group C
2
true
false
65
60
1
false
group E
4
true
false
90
88
1
false
group E
4
true
false
77
77
1
false
group D
2
false
false
66
66
0
true
group C
1
true
false
81
74
1
true
group C
2
true
false
64
61
1
false
group D
1
true
false
69
64
0
true
group C
1
true
false
77
80
1
true
group E
3
true
false
77
78
1
false
group D
5
true
false
56
60
1
false
group A
3
true
true
79
81
1
true
group D
0
true
false
77
72
1
false
group E
5
true
false
70
71
1
true
group C
3
true
false
83
82
1
false
group C
4
true
false
78
80
1
true
group D
1
true
true
69
67
1
true
group B
4
true
false
56
52
1
false
group C
1
true
false
77
80
1
true
group A
4
true
false
57
51
0
true
group E
2
true
false
76
81
1
false
group B
5
false
false
73
74
1
false
group B
5
true
true
99
100
1
true
group C
5
false
true
82
79
1
true
group B
2
true
true
79
80
1
false
group D
5
true
false
79
76
1
true
group E
5
true
false
83
78
1
true
group C
5
true
false
53
47
0
true
group D
1
true
true
60
57
1
true
group B
5
false
true
56
55
0
true
group A
2
true
false
58
57
1
true
group E
3
true
false
50
50
0
false
group C
5
true
false
49
53
0
false
group E
0
false
false
72
60
1
true
group D
1
true
true
69
74
1
false
group D
3
false
true
77
77
1
false
group B
2
true
true
75
82
1
true
group D
2
false
false
72
69
1
false
group A
0
true
true
68
74
0
true
group E
4
true
false
45
38
0
true
group D
0
true
false
56
59
1
false
group D
4
true
false
71
74
1
false
group B
0
true
false
73
68
0
true
group E
1
true
false
70
70
1
false
group C
5
false
true
84
87
1
true
group C
5
true
false
63
57
1
false
group B
1
true
false
72
67
0
false
group B
5
true
false
89
86
1
true
group A
4
false
false
85
87
1
false
group A
1
true
true
68
70
0
true
group B
4
false
true
75
73
1
false
group D
4
false
false
98
94
1
false
group C
1
true
false
81
85
1
true
group C
2
true
false
40
44
0
false
group D
2
true
false
75
78
1
false
group C
3
true
false
82
80
1
true
group C
3
true
false
65
69
1
false
group A
0
true
true
81
87
1
true
group B
0
true
false
63
55
1
true
group D
0
false
true
57
53
0
false
group D
1
false
false
66
66
0
true
group D
5
true
false
63
54
0
true
group C
2
true
true
89
86
1
false
group B
4
true
false
61
59
0
false
group C
5
false
true
98
99
1
false
group E
2
true
true
94
94
1