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
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
2.7
90
0.74
122
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
106
1
106
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.299999
1.5
57
0.69
83
0
5
Hypothyroid
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
0
98
0.84
117
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
1.7
130
1.02
128
0
3
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
91
1.04
88
0
1
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
182
1.31
140
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
2.2
123
1.09
113
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.3
69
0.91
76
0
1
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.28
0
114
0.94
121
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
3.9
186
0.94
198
0
5
Hyperthyroid
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.075
2.6
157
1.09
144
0
5
Negative
40
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
138
0.95
145
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.3
122
0.99
123
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
1.2
133
0.94
142
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
63
0.88
72
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
127
1.2
106
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
90
0.89
101
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.4
93
0.77
121
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.8
181
1.26
144
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.3
76
0.86
88
0
5
Negative
75
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.73
2.2
106
0.74
143
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
3.4
135
1.05
129
0
1
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.9
1.2
97
0.91
107
0
1
Negative
38
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
2.3
122
0
0
0
5
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
103
1.2
86
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
66
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.08
1
141
0.75
188
0
3
Negative
84
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.9
2.5
137
1.1
125
0
5
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
101
0.81
125
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
2.8
113
1.18
96
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
2.3
91
0.99
92
0
1
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.3
126
1
126
0
1
Negative
44
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3.2
2.5
88
1.02
86
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.085
2.2
130
0.91
143
0
1
Negative
65
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.6
142
1.01
141
0
5
Negative
65
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
3.3
130
1.21
107
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.85
1.7
81
0.96
84
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.7
109
0.82
133
0
5
Negative
42
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1.9
2.2
126
0.97
130
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
144
1.09
132
0
5
Negative
20
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
3.1
135
1.17
115
0
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
66
0.78
85
0
5
Negative
41
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2
86
0.86
100
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.2
135
1.07
126
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
1.2
89
0.9
99
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.1
92
0.84
110
21
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.085
1.1
138
0.8
173
15
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
0
0
0
5
Negative
66
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.07
2.9
145
1.25
116
0
5
Hyperthyroid
51
0
1
0
0
0
0
0
0
1
0
0
0
0
0
12
2.9
44
1.13
39
0
5
Negative
47
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.2
2.7
82
1.05
78
0
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.115
2.6
118
0.93
127
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.3
102
1.03
99
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
78
0.76
103
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.6
122
1.03
118
0
5
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2
2.3
134
1
134
0
5
Negative
2
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.05
7.6
257
0.96
268
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.7
1.2
100
0.93
108
0
5
Negative
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
114
0.61
187
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.91
99
0
5
Negative
49
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3.7
2
53
0.71
75
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.5
1.5
69
0.9
77
0
1
Negative
42
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.045
2.1
111
0.89
125
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
106
0.98
108
27
5
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
0
0
17
1.7
112
1.16
97
0
5
Hypothyroid
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.71
152
0
5
Negative
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
2.2
92
0.71
130
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
0
98
0.99
99
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1
117
1.19
98
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
0
91
0.99
92
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.9
123
1.03
119
0
3
Negative
71
0
0
0
0
1
0
0
0
0
0
0
0
0
0
4.3
1.3
55
0.83
66
0
3
Negative
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
22
0
65
1.15
57
0
5
Hypothyroid
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2
3.5
120
1.18
102
0
1
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
1.9
104
1.01
103
0
1
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
2.3
90
0.98
92
0
1
Hypothyroid
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.045
2.2
132
0.93
142
0
5
Negative
74
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.125
2.3
106
0.92
115
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.63
2.4
94
0.93
101
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.14
0
119
0.57
209
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.5
131
1.18
110
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
105
1
105
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
90
0.9
100
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
109
1.38
79
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.2
106
1.23
86
0
3
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2
87
1.15
76
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
127
1.28
99
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
2.6
129
1.42
91
0
3
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.97
2.7
69
0.52
133
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.6
63
0.74
85
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
1.9
104
0.97
107
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
85
0.83
102
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
108
0.94
115
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.5
131
1.11
118
0
3
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.2
1.7
168
1.14
147
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.1
112
0.68
165
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.3
108
0.94
115
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
2.3
87
1.12
78
0
5
Hypothyroid