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
3
false
false
85
83
1
true
group B
1
true
false
71
62
1
false
group D
3
false
false
85
83
1
false
group E
3
true
true
87
92
1
true
group E
5
true
false
63
53
1
false
group C
1
true
false
57
55
1
true
group C
5
true
false
76
74
1
true
group B
0
false
false
38
30
0
true
group B
0
true
true
62
62
1
false
group E
2
true
true
98
100
1
false
group B
5
true
true
66
72
1
false
group B
0
true
false
65
59
0
false
group D
2
true
true
99
96
1
true
group B
1
true
true
75
72
1
true
group E
5
true
false
76
71
1
true
group B
5
true
false
67
64
1
false
group C
4
false
false
57
59
0
false
group B
2
true
false
69
63
0
true
group E
2
false
true
73
75
1
true
group D
2
true
true
67
72
1
true
group D
1
true
false
62
61
1
true
group E
0
false
false
60
59
1
true
group B
5
true
false
65
61
1
true
group D
4
false
true
70
76
1
true
group C
2
true
false
58
54
1
true
group D
0
false
false
63
63
1
true
group B
2
true
false
47
45
0
true
group D
2
true
false
56
68
1
true
group C
0
true
false
63
63
1
false
group B
5
false
false
72
72
0
true
group C
3
false
false
53
42
0
true
group D
2
false
true
78
70
1
true
group A
2
true
true
86
88
1
true
group D
5
true
false
45
41
0
true
group C
4
false
false
54
48
0
false
group D
3
true
true
100
100
1
false
group A
4
true
true
76
76
1
true
group B
5
true
false
52
45
0
false
group B
0
false
false
51
49
0
true
group A
2
true
true
51
44
0
false
group E
1
false
true
94
97
1
true
group C
2
false
true
72
67
1
true
group D
0
true
false
72
79
1
true
group A
5
true
true
62
58
0
false
group C
3
false
true
45
52
0
true
group C
1
true
true
63
66
1
false
group E
1
true
false
94
94
1
true
group B
1
false
true
68
71
1
false
group D
1
true
true
74
75
1
true
group E
5
true
true
78
78
1
true
group C
0
true
false
84
74
1
true
group C
4
true
false
80
73
1
true
group A
2
true
false
68
63
1
false
group C
4
true
true
92
87
1
false
group C
1
true
false
49
42
0
true
group E
0
true
false
62
59
1
false
group E
2
true
false
93
98
1
true
group E
3
true
true
100
100
1
false
group D
5
false
true
58
56
0
true
group E
0
true
false
75
75
1
true
group B
5
true
true
77
75
1
true
group C
1
false
true
80
74
1
true
group D
2
true
false
60
53
1
true
group A
1
true
false
45
38
0
false
group B
5
false
true
67
70
0
true
group C
2
true
true
80
85
1
false
group E
2
true
true
85
91
1
false
group B
1
false
false
69
64
0
true
group E
0
true
false
80
78
1
false
group C
1
true
false
90
85
1
true
group E
5
true
true
78
86
1
false
group C
2
true
false
79
78
1
false
group E
2
true
false
65
65
1
true
group D
5
true
false
56
56
1
false
group C
5
false
false
66
66
1
true
group E
4
true
true
76
81
1
false
group D
0
false
false
59
51
0
true
group A
5
false
true
61
64
1
false
group E
1
true
false
78
83
1
false
group C
2
true
false
72
63
0
false
group D
2
true
false
70
67
1
false
group D
5
true
false
69
66
1
false
group D
5
false
false
78
81
1
false
group C
4
true
false
76
71
1
false
group C
2
false
false
81
76
1
true
group D
0
true
false
59
59
1
false
group C
0
true
false
48
49
0
false
group B
3
false
false
62
62
0
false
group C
1
true
false
63
61
0
false
group C
1
false
true
72
68
0
true
group E
2
true
false
72
70
1
true
group C
1
true
false
58
52
1
true
group E
1
true
false
84
76
1
false
group B
3
true
false
84
88
1
false
group E
3
true
false
53
55
0
false
group C
0
true
false
61
57
0
false
group D
0
true
true
83
84
1
true
group C
5
false
true
49
49
0
true
group C
2
true
false
65
58
1
false
group B
2
true
true
100
100
1