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
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
119
0.94
128
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.8
96
0.86
112
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
98
0.83
118
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
90
0.89
102
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
109
1.05
104
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
148
0.85
174
0
5
Hyperthyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.1
140
0.9
156
0
1
Negative
60
0
0
0
0
0
0
0
0
1
1
0
0
0
0
2.1
1.6
136
0
0
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
132
1.16
114
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
1.6
122
0.86
141
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
88
0.74
120
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
1.7
122
1.07
114
0
5
Negative
29
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2.3
99
0.96
104
0
5
Negative
19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
164
0
65
1.59
41
0
5
Hypothyroid
73
0
1
0
0
0
0
0
1
1
0
0
0
0
0
3.2
0
121
0.88
137
0
5
Negative
39
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
5
Negative
46
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
141
0.98
143
0
5
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
80
0.88
91
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
104
0.93
112
0
5
Negative
12
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
26
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
1.4
36
0.86
42
0
5
Hyperthyroid
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
128
1.02
125
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
98
0.89
110
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
106
0.98
108
0
1
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
0
193
1.05
184
0
5
Hyperthyroid
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
77
0.87
88
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
1.7
113
0.94
120
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.9
124
1.2
103
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.4
91
1.05
87
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
107
1.05
101
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
113
0.94
120
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
1
0
0
1
0.06
2.6
110
0
0
0
1
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
86
0.91
95
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
118
0.91
130
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
104
0.95
109
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
74
0.83
89
0
5
Negative
52
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.63
0
111
0.99
113
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
0
79
0.82
96
0
0
Hypothyroid
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
2
85
1.05
81
0
5
Negative
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
3.2
185
0.91
206
0
5
Hyperthyroid
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.7
0
148
1.09
136
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
133
1
133
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0.5
110
0.86
127
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
121
0.93
131
0
5
Negative
32
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.5
0
109
1.13
96
0
5
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.01
1.9
136
1.07
127
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
0
75
1.02
73
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
2
101
0.9
112
0
3
Negative
36
1
0
0
0
0
0
0
0
0
0
1
0
0
0
2.3
0
95
0.91
104
0
1
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.45
1.4
91
0.8
114
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.6
105
0.86
122
0
1
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.2
130
0.97
134
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.8
98
0.88
112
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
89
0.84
106
0
1
Negative
65
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
0
98
0.78
126
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
1.13
94
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
0
88
0.99
89
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
121
0.88
137
0
1
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.3
98
1.03
95
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
86
0.95
91
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5.8
2.7
79
1
79
0
5
Negative
76
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.8
2.7
97
1.19
81
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
1
0
0
0
5.1
1.6
91
1.08
85
0
1
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
95
0.99
96
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
0
76
0.95
80
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
107
1.08
99
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
96
0.94
102
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
104
0.99
106
0
5
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.9
91
0.8
114
0
1
Negative
70
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
2.8
90
1.1
82
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
142
0
0
0
0
Negative
52
1
0
0
0
0
0
0
1
0
1
0
0
0
0
3.4
2.3
84
0.72
117
0
5
Negative
80
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.8
120
1.04
116
0
5
Negative
20
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.2
2.6
38
1.1
35
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.2
1.1
112
0.78
143
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0.7
105
0.85
124
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
2.4
220
1.48
149
0
5
Negative
34
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
2.6
82
1.02
80
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.03
3.2
123
1.08
114
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.03
2.2
105
0.85
123
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
93
1.03
90
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.49
0
111
0.9
124
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
108
0.99
110
0
5
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
120
1.03
116
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
2
105
0.85
125
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
84
0.96
88
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.04
1.7
102
0.9
113
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1.4
130
0.85
153
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
80
0.91
88
0
3
Negative
51
1
0
0
1
0
0
0
0
0
1
0
0
0
0
19
1.9
92
0.84
110
0
3
Hypothyroid
64
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.88
0
125
0.87
145
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
114
0
5
Negative
69
1
1
1
0
0
0
0
0
1
0
0
0
0
0
0.09
0
131
0.7
186
0
5
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04
3.8
162
1.04
155
0
2
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
130
0.91
143
0
1
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
131
0.92
141
0
5
Negative
63
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8.9
1.7
97
0.88
111
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
35
1.2
16
0.86
19
0
5
Hypothyroid
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
0
88
0.99
89
0
5
Hypothyroid