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
59
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
3.6
112
1.18
96
0
5
Negative
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
3
119
1.03
115
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.2
120
0.85
141
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.8
82
0.89
93
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.7
107
0.86
125
0
3
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.7
103
0.96
107
0
3
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.9
99
0.72
139
0
1
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
3.1
160
0.9
177
0
0
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.5
95
1
95
0
0
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.4
80
0.98
81
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
106
0.87
121
0
5
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
72
0.69
104
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.4
90
0.92
98
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
1.7
72
1.07
68
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.9
2.9
136
1.38
99
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.7
101
0.96
105
0
5
Negative
52
0
0
0
0
0
0
0
0
1
0
0
0
0
0
35
2.1
77
1.1
70
0
5
Hypothyroid
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.9
125
0.96
130
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
161
1.07
151
0
5
Negative
77
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
113
0.94
120
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3.7
142
1.13
126
0
3
Negative
52
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
2.7
133
1.05
127
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
98
0.97
101
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
41
5
Hyperthyroid
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
190
5
Hyperthyroid
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
167
1.43
117
0
5
Negative
74
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.4
0
109
0.96
114
0
5
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
124
0.96
129
0
5
Negative
51
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
77
0.77
99
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.25
2.3
99
0.95
104
0
5
Negative
41
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
15
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
21
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1.4
103
0.85
120
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.5
123
1.15
107
0
3
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.2
103
0.79
131
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
60
0.65
92
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
124
1.08
115
0
3
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
136
0.92
149
0
5
Negative
41
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
97
0.88
110
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
160
0.3
9.5
0
0
0
3
Hypothyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
139
1.02
137
0
1
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.6
86
0.88
98
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2.2
98
1.29
76
0
3
Hypothyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6
1.6
99
0.95
104
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
97
1.04
94
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
136
1.07
127
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.53
2.1
94
0.95
99
0
3
Negative
70
0
0
0
0
1
0
0
0
1
0
0
0
0
0
2.1
1.7
131
1
130
0
2
Negative
70
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1.3
1.8
94
0.86
110
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
119
0.92
129
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.6
97
0.78
125
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.9
96
1.03
93
0
3
Negative
73
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.025
1.5
77
0.94
82
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.39
2.3
102
0
0
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
117
1
118
0
1
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
2.1
123
0.91
135
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
2.2
76
1.01
75
0
1
Hypothyroid
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
2.2
83
1.03
81
0
1
Hypothyroid
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.1
79
0.87
91
0
1
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.7
104
0.76
137
0
3
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.8
131
0.95
138
0
1
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.1
80
0.89
91
0
5
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
118
0.94
126
0
5
Negative
50
0
0
0
0
0
0
0
0
1
1
0
0
1
0
40
2.2
75
1.01
74
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.4
96
0.98
99
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
102
0.94
109
0
5
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
149
1.05
143
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
108
1.03
105
0
3
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
1.3
91
0.87
104
0
3
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
136
0.97
140
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
3.2
129
0.77
168
0
3
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
2
98
0.88
112
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
111
1
111
0
1
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
97
0.79
122
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
92
0.95
97
0
3
Negative
71
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
1.5
135
1.06
127
0
5
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.3
88
0.91
97
0
3
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
1
9.2
2.5
106
1.13
94
0
1
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
141
1.09
129
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
17
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
18
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
5
Negative
30
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.3
2
80
0.72
110
0
3
Negative
16
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
113
0.95
119
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
103
1.12
93
0
5
Negative
43
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.95
1.9
101
0.81
125
0
5
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
114
0.92
125
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.9
83
1.03
81
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38
1.1
128
0.8
160
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.9
119
1
119
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.5
101
1.04
97
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
2
102
1.16
89
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
97
1.04
93
0
1
Negative