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 E
0
true
false
87
84
1
false
group D
1
true
false
82
81
1
true
group A
0
true
true
60
69
1
true
group B
2
false
false
47
48
0
false
group D
5
true
false
92
90
1
true
group B
5
true
false
54
57
1
true
group D
4
false
false
65
65
1
true
group D
1
true
true
72
67
1
true
group C
1
true
false
72
72
1
true
group C
3
true
true
77
80
1
false
group B
1
true
true
83
91
1
true
group D
1
false
true
67
67
0
true
group C
2
false
true
66
68
1
false
group D
4
true
false
67
78
1
true
group D
2
true
true
97
95
1
false
group E
2
false
false
82
81
1
false
group C
1
true
false
72
69
1
true
group C
5
true
false
72
73
1
true
group D
3
false
false
78
81
1
true
group C
0
true
false
84
80
1
true
group E
4
true
false
82
74
1
true
group D
5
true
true
100
98
1
true
group B
1
true
false
66
61
1
false
group D
3
false
false
79
78
1
true
group C
1
false
false
60
56
0
false
group B
3
true
false
87
89
1
true
group B
2
false
true
83
78
1
false
group C
0
true
false
92
83
1
false
group C
5
true
true
74
80
1
true
group D
0
true
false
53
53
1
false
group D
1
false
false
73
71
1
true
group D
2
true
false
62
52
0
true
group B
3
true
false
80
77
1
true
group D
2
false
false
58
58
1
true
group C
5
false
false
64
60
0
true
group C
3
false
false
66
67
0
true
group D
5
true
false
62
60
1
false
group A
5
true
false
65
59
1
false
group B
0
false
false
70
60
0
false
group D
3
true
false
51
53
0
false
group D
2
false
false
45
44
0
true
group E
5
true
true
75
75
1
true
group E
5
false
false
45
42
0
false
group C
5
true
false
96
93
1
true
group A
0
true
false
60
50
0
true
group D
2
false
false
56
56
1
true
group C
2
false
true
62
63
1
false
group C
5
true
false
85
80
1
false
group A
0
false
true
77
75
0
true
group B
0
true
false
69
70
1
false
group C
5
true
true
86
92
1
false
group E
1
false
false
91
88
1
false
group C
2
true
false
93
81
1
false
group B
5
true
true
96
96
1
false
group E
0
false
false
71
61
1
false
group E
2
true
false
68
60
1
false
group E
3
true
false
65
76
1
false
group B
0
false
false
52
51
0
false
group C
0
true
false
77
72
1
false
group B
3
true
true
96
95
1
false
group C
1
true
true
69
68
0
false
group E
2
true
true
78
77
1
false
group C
2
true
true
66
71
0
true
group B
1
true
false
57
52
1
false
group C
2
false
false
74
74
1
true
group C
4
false
false
53
45
0
true
group D
1
true
false
81
83
1
true
group C
0
true
false
48
46
0
true
group B
5
true
false
66
58
1
true
group C
1
true
false
70
57
1
false
group C
1
false
false
60
55
0
false
group C
1
true
false
66
69
0
false
group C
2
true
true
88
90
1
false
group A
3
true
true
80
75
1
false
group B
3
true
true
93
99
1
true
group E
0
false
false
54
48
0
false
group B
1
true
false
90
83
1
true
group B
3
false
false
59
49
0
true
group D
5
true
false
93
89
1
true
group C
0
true
false
84
78
1
true
group C
5
true
false
74
67
1
true
group E
0
true
true
83
80
1
true
group C
0
true
false
27
23
0
true
group D
0
true
true
78
79
1
false
group E
3
true
false
87
90
1
false
group A
3
false
false
64
73
1
true
group D
4
true
false
72
78
1
false
group D
4
true
true
95
100
1
true
group D
0
true
false
53
45
0
true
group D
5
true
true
62
67
1
false
group C
0
true
false
77
76
1
false
group A
5
true
false
77
77
1
true
group A
5
false
true
67
67
1
true
group D
0
true
false
74
80
1
false
group B
5
true
false
97
90
1
true
group C
2
true
false
77
71
1
true
group C
2
true
false
66
66
1
false
group A
1
true
true
86
86
1
true
group E
1
true
false
72
62
1
true
group D
1
true
false
47
45
0