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
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
100
0.72
139
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
0
70
0.95
74
0
1
Negative
84
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0.54
0
72
0.7
103
0
3
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
90
1.11
81
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
78
0.79
99
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
101
0.66
153
0
3
Negative
79
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2
1.8
103
1
103
0
3
Negative
44
1
1
0
0
0
0
0
0
0
0
1
0
0
1
1.4
0
70
0.7
100
0
1
Negative
44
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0.12
0
106
0.93
114
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
76
0
0
0
5
Negative
75
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
1.2
77
0.65
118
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
92
0.85
108
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.5
0
69
0.86
80
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
2.5
153
1.05
146
0
1
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
116
0.8
145
0
1
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
64
0.78
82
0
5
Negative
64
1
1
0
0
0
0
0
0
1
0
0
0
0
0
3.3
0
89
0.65
137
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
0
128
0.8
160
0
3
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.4
1.9
88
0.83
106
0
3
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0.05
0
146
1.04
140
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
62
0.9
69
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.78
0
134
0.94
143
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.53
0
107
0.97
109
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
0
83
0.77
108
0
3
Negative
63
0
1
0
0
0
0
0
0
0
0
0
0
0
0
11
0
57
1
57
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.9
94
0.9
104
0
5
Negative
10
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
109
1
109
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
97
0.87
112
0
3
Negative
67
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
0
86
0.82
105
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
134
1.17
115
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
174
0
0
0
3
Hyperthyroid
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
101
0.58
174
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2.1
101
0.92
110
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
57
0.66
86
0
3
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
71
0.82
87
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
1.4
104
1.15
90
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
82
0.88
93
0
3
Negative
62
0
1
0
0
0
0
0
0
0
1
0
0
0
0
3.9
0
84
1.02
82
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
78
0.7
111
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
115
0.91
126
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
2.1
114
1.04
110
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
1.8
85
0.9
94
0
5
Negative
65
0
1
0
0
0
0
0
1
1
0
0
0
0
0
4.1
2.1
135
1.19
113
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
71
0.73
97
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
79
0.85
92
0
5
Negative
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
53
1
49
1.25
39
0
3
Hypothyroid
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
0
71
0.71
100
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
118
0.65
182
0
5
Negative
42
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.3
1.3
59
0.73
81
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
0
122
0.94
130
0
3
Hypothyroid
69
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3.6
0
68
0.8
85
0
3
Negative
63
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3.4
0
111
0.88
126
0
5
Negative
42
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.4
1.8
102
0.95
107
0
5
Negative
15
0
0
0
0
0
0
0
0
0
1
0
0
0
0
12
0
92
0.96
96
0
5
Hypothyroid
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
104
1.09
95
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
62
0.77
81
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
0
94
0.84
112
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
113
1.1
103
0
0
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
124
0.82
151
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
Negative
75
0
1
0
0
0
0
0
0
1
0
0
0
0
0
18
0
54
1.03
53
0
3
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
81
0.78
104
0
3
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0
105
0.93
113
0
3
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
111
0.92
121
0
3
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
122
0.86
142
0
1
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
105
0.82
128
0
1
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
97
0.73
133
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
1.05
119
0
3
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
93
1
93
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
70
0.75
93
0
1
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
94
0.94
100
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
0.79
85
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
76
0.66
115
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
88
0.74
119
0
3
Negative
56
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
64
0.83
77
0
3
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.92
99
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
75
0.85
88
0
5
Negative
31
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
66
1.02
65
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.524687
2.685777
16.053747
0.607839
9.249726
0
4
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.015119
3.050593
133.03559
0.920949
145.387299
0
5
Hyperthyroid
22
0
0
0
0
0
1
0
0
0
0
0
0
1
0
2.027577
3.451423
172.133461
1.520765
113.542693
0
0
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.022223
3.03419
157.316204
0.986067
159.418978
0
5
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47.997749
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
35
5
Hyperthyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008547
6.035814
186.4831
1.019358
181.9662
0
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.242183
147.059854
0.440176
332.801408
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
5.035164
179.618246
1.030788
174.230292
0
5
Hyperthyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.224933
2.943202
120.898925
1.070662
112.949462
0
5
Hyperthyroid
37
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.018667
3.33407
119.585174
0.788297
151.925872
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.070346
1.161823
155.965433
0.9774
159.936372
0
5
Hyperthyroid
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.697363
217.559645
0
0
0
1
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07058
5.13261
213.3478
0.86442
246.579666
0
5
Hyperthyroid
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.029071
2.592934
198.019969
0.797788
249.035331
0
5
Hyperthyroid
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.008072
3.006145
157.938554
0.873072
182.262645
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
53.55883
1.186277
32.745107
0.841471
39.32351
0
3
Hyperthyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33.892441
5
Hyperthyroid
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.014731
1.264445
147.892592
0.865951
171
0
3
Hyperthyroid