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 D
2
true
true
70
78
0
true
group D
5
true
false
93
87
1
false
group D
2
false
false
76
77
0
true
group B
2
false
false
70
63
1
false
group D
5
true
false
85
86
1
true
group C
0
true
false
57
54
1
false
group E
5
true
false
83
80
1
false
group B
0
true
false
61
58
0
true
group C
0
true
false
75
73
1
false
group C
3
true
true
69
77
0
true
group B
0
true
false
69
69
1
true
group B
4
true
false
50
49
0
true
group B
3
false
false
74
76
1
true
group A
2
true
false
73
70
1
true
group C
4
false
false
54
52
0
true
group E
4
false
false
46
43
0
false
group C
2
false
false
47
41
0
false
group C
1
true
false
92
81
1
false
group E
5
false
false
82
85
1
false
group D
5
true
true
71
74
1
true
group C
1
false
false
66
62
1
false
group D
5
true
true
71
76
1
false
group B
2
true
false
71
71
1
true
group E
5
true
false
88
86
1
true
group D
5
true
true
85
88
1
true
group B
2
true
false
83
72
1
true
group D
1
false
false
52
51
0
true
group D
0
true
false
66
59
1
false
group E
5
true
false
79
71
1
true
group D
5
true
false
87
86
1
false
group B
5
true
true
81
85
1
false
group D
5
false
false
76
79
1
false
group B
1
false
true
78
75
1
false
group D
4
false
false
35
37
0
true
group D
1
true
true
82
82
1
false
group A
0
true
false
53
54
0
false
group E
2
false
false
74
75
1
true
group D
5
true
true
66
72
1
true
group C
5
false
true
85
87
1
true
group E
4
true
false
85
78
1
true
group C
5
false
true
46
48
0
true
group C
5
true
true
82
77
1
true
group B
1
true
false
82
72
1
true
group D
2
true
false
73
67
1
false
group B
1
true
false
56
54
0
true
group C
3
true
false
71
65
1
true
group A
5
true
true
82
90
1
true
group C
2
true
true
76
68
1
false
group E
1
true
false
52
56
0
true
group D
0
true
true
77
80
1
false
group E
1
false
true
77
74
1
false
group E
4
false
true
83
84
1
true
group D
0
true
false
93
84
1
false
group B
2
true
true
72
72
1
true
group C
1
true
false
67
63
1
false
group C
2
true
false
64
61
1
false
group D
4
true
false
75
80
1
false
group E
0
true
true
93
93
1
false
group C
3
true
false
86
78
1
true
group C
0
true
false
66
66
1
true
group D
0
true
true
74
75
1
true
group C
0
false
true
69
63
1
false
group D
2
false
false
83
80
1
false
group C
5
true
false
68
73
0
false
group B
1
false
false
74
71
1
false
group B
5
false
false
34
36
0
true
group C
1
false
false
77
66
1
false
group B
0
false
true
91
88
1
false
group C
1
false
false
62
57
0
true
group D
5
true
false
70
73
1
true
group C
0
true
true
81
78
1
false
group D
2
false
true
82
80
1
false
group C
0
true
false
33
33
0
false
group D
0
false
true
58
59
0
true
group E
2
true
true
49
52
1
true
group B
3
true
false
46
46
1
true
group B
5
false
true
91
89
1
true
group C
2
true
false
61
59
0
true
group A
5
true
true
75
74
1
true
group B
1
true
false
61
57
1
true
group C
5
true
false
80
81
1
true
group D
4
false
true
93
95
1
false
group A
2
true
false
46
42
0
true
group C
2
true
true
77
76
1
false
group D
2
true
false
89
89
1
true
group D
4
true
false
97
91
1
false
group D
0
true
true
68
68
0
true
group E
2
true
false
79
85
1
true
group B
4
true
false
65
60
1
true
group C
3
true
false
62
58
1
true
group C
5
false
true
67
61
1
false
group C
3
true
false
74
75
1
true
group C
2
true
false
51
38
0
true
group D
2
true
false
75
74
1
false
group C
2
true
false
88
83
1
false
group C
5
true
true
96
97
1
false
group D
2
true
true
84
87
1
false
group B
5
true
false
80
78
1
false
group B
1
false
true
90
95
1
true
group C
2
false
false
62
64
1