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 E
0
true
false
62
57
1
false
group D
2
false
false
48
53
0
false
group C
3
true
false
70
72
0
true
group C
2
false
false
77
70
1
true
group C
1
true
false
89
83
1
true
group D
0
true
true
48
54
0
false
group D
4
true
false
73
77
1
true
group D
5
true
false
67
59
1
true
group D
0
true
true
84
87
1
false
group C
1
true
false
81
70
1
true
group D
2
true
true
66
68
1
true
group E
1
true
false
80
78
1
true
group C
1
true
false
79
75
1
false
group D
1
true
true
78
74
1
false
group D
5
true
false
51
51
0
false
group A
1
true
false
72
66
1
true
group C
2
true
false
76
71
1
true
group C
2
true
false
74
73
1
true
group B
2
false
false
48
33
0
false
group D
3
false
true
68
71
0
true
group D
3
true
false
65
70
1
true
group C
0
true
true
69
68
1
true
group E
2
true
true
77
79
1
false
group A
3
false
false
75
73
1
false
group C
5
false
true
76
82
1
true
group C
0
true
false
79
76
1
true
group D
3
true
false
65
58
1
true
group C
1
true
true
67
67
1
true
group E
5
true
false
68
68
1
false
group C
3
true
false
66
71
1
false
group A
1
true
false
97
85
1
false
group D
1
true
false
66
64
0
true
group B
2
true
true
68
66
1
true
group A
1
false
false
49
43
0
true
group B
1
true
false
50
37
0
false
group C
5
true
true
84
88
1
false
group B
5
true
true
65
67
0
true
group B
0
true
false
39
33
0
false
group A
1
true
true
95
93
1
true
group E
4
false
false
70
62
1
false
group D
0
false
false
63
65
0
false
group B
1
true
false
68
67
1
true
group C
5
true
false
42
35
0
false
group D
5
false
true
72
79
1
true
group D
0
false
true
50
47
0
false
group C
0
false
true
67
74
0
true
group C
5
false
false
58
51
0
true
group C
2
false
false
60
57
0
false
group B
0
true
false
86
89
1
true
group C
4
true
false
56
57
1
true
group D
3
true
false
76
73
1
true
group B
4
false
false
68
70
1
false
group C
0
false
false
45
44
0
false
group C
1
true
false
64
59
1
true
group E
3
false
false
79
72
1
true
group E
1
false
false
84
78
1
false
group D
5
true
false
90
90
1
false
group E
1
false
true
69
71
1
false
group A
0
false
false
70
71
0
false
group C
4
true
false
82
81
1
false
group C
1
false
false
50
41
0
false
group D
0
true
true
77
78
0
true
group D
5
true
false
73
69
1
true
group A
2
true
false
64
55
0
false
group D
5
true
false
70
73
1
false
group D
5
true
true
85
94
1
false
group D
5
true
true
87
83
1
false
group D
0
true
false
66
63
0
true
group B
0
false
false
47
32
0
true
group D
5
true
true
68
69
1
false
group B
0
false
false
80
82
1
false
group E
5
true
true
89
96
1
true
group D
3
true
true
96
100
1
true
group C
2
true
true
56
63
1
true
group B
5
false
false
59
52
0
true
group C
2
true
false
68
62
1
true
group C
0
true
true
89
87
1
false
group B
1
true
false
52
51
0
false
group C
0
true
false
86
84
1
false
group A
5
true
false
69
65
0
false
group C
1
true
false
30
26
0
true
group D
1
false
false
53
47
0
true
group D
1
true
false
78
74
1
true
group B
5
false
false
79
65
1
true
group C
3
true
false
67
73
1
true
group D
0
false
true
70
75
1
false
group C
2
true
false
93
94
1
true
group E
3
true
true
90
89
1
true
group E
2
true
true
88
81
1
false
group C
4
true
true
68
75
1
true
group C
0
true
false
57
59
1
false
group D
1
true
true
72
70
0
false
group D
0
true
false
33
32
0
true
group D
0
true
false
67
64
1
true
group D
5
false
true
58
54
0
true
group C
1
true
false
62
61
1
false
group E
1
true
false
89
87
1
false
group D
5
false
false
65
69
1
true
group D
5
true
false
94
91
1
false
group A
2
true
false
64
63
1