age
int64
sex
int64
on_thyroxine
int64
query_on_thyroxine
int64
on_antithyroid_meds
int64
sick
int64
pregnant
int64
thyroid_surgery
int64
I131_treatment
int64
query_hypothyroid
int64
query_hyperthyroid
int64
lithium
int64
goitre
int64
tumor
int64
psych
int64
TSH
float64
T3
float64
TT4
float64
T4U
float64
FTI
float64
TBG
float64
referral_source
int64
target
string
47
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.1
2.1
61
0.89
69
0
1
Negative
48
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.21
3.8
168
0.98
171
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
1.3
77
0.94
82
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2.2
83
0
0
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.9
99
0.83
119
0
3
Negative
67
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.7
0
99
0.94
105
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38
1.4
74
0.98
76
0
1
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.3
73
0.76
96
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
112
1.04
108
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.105
1.5
108
0.81
133
0
3
Negative
62
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.5
0
110
1.41
78
0
5
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.1
93
1.06
88
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
111
0.82
135
0
1
Negative
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
252
1.7
5
1.08
5
0
5
Hypothyroid
61
1
1
0
0
0
0
0
0
1
0
0
0
0
0
1.2
2.3
96
0.72
133
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.6
157
1.16
135
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
2.3
90
0.94
96
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
3
108
1.13
96
0
5
Negative
28
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.7
2.9
119
1.41
84
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.7
107
1.01
106
0
3
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.7
1.3
105
1.01
104
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.8
97
1.01
96
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.4
57
0.72
79
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
137
1.15
119
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
82
1.08
76
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
1
0
0
7.9
2.4
151
1.63
93
0
5
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
3.1
62
0.94
66
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.3
104
0.94
110
0
3
Negative
65
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.8
2.7
105
1.16
91
0
5
Negative
53
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
75
0.86
87
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0
161
1.62
99
0
5
Negative
61
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
0
115
1.08
106
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.2
0
99
1.03
95
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.6
1.7
125
0.96
130
0
1
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
1.2
83
0.69
121
0
3
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
3.1
132
1.06
125
0
3
Negative
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
0
87
0.96
91
0
3
Negative
72
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.1
2.1
104
0.91
114
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.4
89
0.76
117
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
136
1.07
127
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
128
1.02
125
0
5
Negative
23
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.22
6.5
245
0.76
325
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.4
82
0.81
102
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2
80
0.77
104
0
5
Negative
84
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.9
1.7
99
0.79
125
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
129
0.86
150
0
5
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
106
0
0
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
99
0.93
106
0
1
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
93
0.69
135
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
110
0.85
129
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.88
2.9
68
0
0
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2
88
0.91
97
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.4
67
0.71
94
0
5
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
1.1
60
0.64
94
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.5
95
0.67
142
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
79
1.11
71
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.1
94
0.79
119
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0.7
61
0.46
133
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
100
0.87
115
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.8
0
0
79
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
154
1.14
135
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
127
0.89
143
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
1.17
76
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
81
0.88
92
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
109
0.97
112
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
117
1.04
113
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.1
90
1.07
84
0
3
Negative
59
1
1
0
0
0
0
0
0
1
0
0
0
0
0
15
1.4
155
1.05
148
0
5
Negative
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
16
2.7
150
1.09
138
0
0
Hypothyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0.3
23
0.51
45
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
79
1.13
70
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
75
0.98
77
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.2
98
0.97
101
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.4
1.3
68
0.9
76
0
3
Hypothyroid
30
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0.05
1.9
112
0.77
145
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.2
2.1
79
0.89
89
0
3
Hypothyroid
47
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.5
1.8
94
1
94
0
3
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
92
0.81
114
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.6
101
0.87
116
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
3.2
138
1.08
128
0
5
Negative
70
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0.1
2.1
126
0.83
152
0
5
Negative
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
109
0.97
112
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.1
88
1.07
82
0
3
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
78
0.8
98
0
5
Negative
44
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.6
1.7
118
1.1
107
0
3
Negative
62
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.41
3.1
108
1.07
101
0
2
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
0
0
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.7
114
0.93
123
0
1
Negative
31
0
0
0
0
0
0
0
0
1
0
0
0
1
0
2.7
2.3
87
1.17
74
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
2.7
80
0.94
85
0
1
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
92
0.89
103
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
92
0.96
96
0
0
Negative
24
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
76
1.02
75
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
33
5
Hyperthyroid
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.045
1.9
107
0.85
126
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
1.6
85
0.91
93
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.5
93
1.09
85
0
1
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2
1.5
77
0
0
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.4
104
0.74
141
0
1
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
2.3
93
0.89
104
0
1
Negative