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 C
2
false
false
67
61
0
false
group D
2
true
false
76
79
1
false
group A
1
true
false
69
66
1
false
group E
2
false
false
88
82
1
false
group B
4
true
false
67
70
1
false
group A
0
true
false
75
70
1
true
group B
1
false
true
81
72
1
false
group B
5
true
true
92
97
1
true
group B
4
false
false
60
60
0
true
group D
1
true
false
65
59
1
true
group A
0
true
true
53
53
0
true
group D
3
false
false
59
51
1
true
group C
5
false
false
44
36
0
true
group C
4
true
false
78
77
1
false
group E
0
false
true
72
76
1
true
group A
5
true
false
83
70
1
true
group D
5
false
true
78
77
1
true
group C
2
false
false
74
73
1
false
group C
2
true
false
52
48
0
false
group D
3
true
true
74
72
0
true
group D
3
true
false
35
43
0
true
group C
4
true
true
72
74
1
true
group C
5
false
false
55
50
1
false
group C
1
true
true
72
70
0
false
group B
2
true
false
64
56
0
true
group D
5
false
false
76
75
1
false
group B
1
false
false
47
46
0
true
group C
2
true
false
79
74
1
true
group D
2
true
false
88
85
1
false
group A
2
true
false
91
92
1
false
group B
3
true
false
84
86
1
false
group C
1
false
true
68
69
0
false
group D
5
true
true
95
100
1
false
group E
1
false
false
70
64
1
false
group E
1
false
true
77
86
1
false
group C
2
true
false
85
85
1
true
group C
2
true
false
48
46
0
true
group D
1
true
true
76
80
1
true
group A
5
false
true
77
77
1
false
group B
2
false
true
62
64
0
false
group D
1
false
true
52
58
0
true
group D
0
true
false
80
79
1
true
group B
2
true
false
70
67
1
false
group A
1
true
false
68
66
0
true
group B
4
true
false
78
84
1
true
group C
4
false
false
69
76
1
true
group C
2
false
false
65
61
1
false
group E
0
true
true
96
98
1
false
group A
5
false
false
49
51
0
true
group C
2
false
true
69
63
0
false
group B
2
true
false
69
73
1
true
group C
3
true
false
56
57
1
false
group C
5
true
false
75
72
0
false
group B
0
false
true
48
46
0
true
group E
2
false
false
67
62
1
false
group A
5
true
false
76
74
1
true
group A
2
false
true
75
78
1
false
group C
2
false
true
89
89
1
false
group B
2
false
false
51
51
0
false
group A
1
true
false
73
74
1
false
group C
2
false
true
81
87
1
false
group D
2
true
false
81
82
1
true
group C
1
false
false
37
27
0
false
group D
1
true
false
62
62
0
false
group B
2
true
false
76
70
1
true
group D
2
true
false
86
78
1
true
group E
4
true
true
89
87
1
true
group D
0
true
false
70
67
1
false
group C
0
true
false
75
78
1
true
group C
0
true
true
51
55
0
false
group C
4
true
false
81
75
1
false
group C
0
true
false
72
71
1
false
group E
3
true
true
100
99
1
true
group D
0
false
true
56
54
0
false
group C
5
true
false
82
78
1
true
group D
1
false
true
38
41
0
true
group A
1
false
false
74
65
1
false
group E
0
false
true
59
59
0
false
group A
0
false
false
58
54
0
false
group B
3
false
true
57
61
0
true
group E
2
true
true
93
91
1
true
group D
5
false
false
54
50
0
true
group D
4
false
false
86
87
1
true
group C
5
false
false
86
78
1
false
group C
5
true
false
69
70
1
false
group D
5
true
false
67
67
1
true
group B
4
true
false
89
83
1
false
group C
4
true
false
64
64
0
true
group D
3
true
false
63
64
1
false
group C
0
true
false
90
90
1
true
group D
2
true
false
77
84
1
true
group C
5
false
false
73
74
1
false
group C
2
true
false
72
70
0
true
group C
1
false
false
43
47
0
true
group C
1
false
false
67
62
0
true
group B
1
true
false
48
49
0
true
group D
5
true
false
72
76
1
false
group D
2
true
true
93
94
1
false
group B
5
false
false
64
63
1
true
group B
1
true
false
52
46
0