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 C
2
true
false
92
84
1
false
group D
0
true
false
55
57
0
true
group C
1
true
false
71
66
1
true
group B
0
true
false
49
44
0
false
group C
1
true
false
62
63
0
true
group C
0
false
false
77
71
1
true
group C
5
true
false
77
71
1
true
group D
5
true
true
75
80
1
true
group C
5
false
true
68
66
0
true
group D
2
true
true
79
81
1
true
group D
5
true
false
84
82
1
false
group D
2
false
false
58
60
0
false
group D
4
true
true
67
72
1
true
group A
5
false
true
71
64
1
true
group E
1
false
true
67
61
1
false
group C
2
false
true
44
53
0
false
group C
1
false
true
66
59
0
true
group B
0
true
true
50
48
0
false
group C
4
true
true
86
90
1
true
group C
2
true
false
65
57
0
true
group E
1
false
false
56
52
1
false
group B
1
true
true
89
88
1
true
group B
5
false
false
52
45
0
true
group B
1
true
false
63
61
1
true
group C
3
true
true
67
68
1
false
group E
2
true
true
83
76
1
true
group D
2
true
false
74
71
1
false
group A
5
true
true
68
81
1
false
group C
5
true
false
91
85
1
true
group D
2
true
true
58
60
1
true
group D
3
false
false
71
65
1
false
group B
1
true
true
73
72
1
true
group B
5
false
false
59
62
0
true
group A
1
true
true
71
69
1
true
group C
0
true
false
76
72
1
false
group C
0
false
true
74
71
1
true
group D
5
true
false
97
95
1
true
group B
1
true
true
87
85
1
false
group C
1
true
false
68
66
0
false
group B
5
true
false
70
76
1
true
group C
1
true
true
69
67
1
false
group C
2
true
false
46
47
0
true
group C
1
false
false
68
62
1
true
group E
2
true
true
98
93
1
true
group C
2
false
false
72
65
1
false
group B
0
false
true
72
79
1
false
group B
2
true
false
61
65
0
false
group E
2
false
false
78
81
1
true
group D
3
true
true
91
96
1
false
group B
2
true
false
89
88
1
false
group B
3
true
true
64
63
0
false
group B
2
true
true
90
93
1
false
group D
3
true
false
80
79
1
false
group E
0
true
true
95
99
1
true
group A
1
true
false
72
66
1
true
group C
2
false
false
42
41
0
false
group D
5
true
false
72
74
1
true
group E
2
true
true
87
79
1
false
group B
2
true
false
48
52
0
false
group A
1
true
false
86
84
1
true
group B
3
false
false
70
66
1
false
group B
2
false
true
61
64
0
false
group C
1
true
false
84
81
1
true
group E
2
true
true
76
78
1
false
group D
1
false
true
86
88
1
true
group D
2
false
true
61
62
0
true
group C
0
true
false
56
47
0
true
group A
5
true
true
65
69
1
true
group E
5
true
true
87
84
1
true
group D
0
true
true
78
78
1
false
group E
5
false
false
90
95
1
true
group C
1
true
false
78
78
1
false
group C
2
false
true
78
71
1
false
group D
3
true
false
61
59
0
true
group E
2
false
false
73
63
1
true
group C
0
true
false
59
51
1
true
group D
5
true
true
83
81
1
true
group D
2
true
false
66
72
1
true
group C
2
false
false
54
51
0
false
group C
0
false
true
80
76
0
false
group C
3
true
true
88
94
1
false
group D
5
false
false
65
64
0
false
group B
5
true
false
90
89
1
true
group C
2
true
true
66
70
1
false
group E
1
true
false
86
88
1
false
group B
1
false
false
74
68
0
true
group D
3
true
false
67
64
1
true
group E
0
true
false
60
59
1
true
group D
2
false
false
58
56
1
false
group E
5
false
true
86
91
1
true
group D
2
true
false
63
65
1
true
group B
0
false
true
62
55
1
true
group C
2
true
false
76
69
1
false
group C
1
false
false
48
46
0
true
group E
5
false
true
60
64
1
false
group D
0
true
true
86
87
1
true
group C
0
true
false
58
57
1
true
group E
0
true
false
63
60
1
false
group E
1
true
false
56
56
0
true
group D
0
true
false
48
48
0