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
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
108
0.71
151
0
3
Negative
53
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
129
1.08
119
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4
0
120
0.8
150
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.8
86
0.82
105
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
103
0.91
113
0
1
Negative
31
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
3
158
1.01
156
0
5
Hyperthyroid
54
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.4
0
60
0.87
69
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.1
1.9
102
0.93
110
0
1
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
91
0.87
105
0
5
Negative
49
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
82
1
82
0
3
Negative
28
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
1.8
85
0.78
109
0
5
Negative
55
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.8
189
1.66
114
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
103
1
103
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.6
91
0.88
103
0
1
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0.8
74
0.85
87
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.05
3.6
94
1.02
92
0
3
Hyperthyroid
67
1
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
2
83
0.96
87
0
3
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
79
0.62
126
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
93
0.78
119
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
87
0.89
97
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
107
1.12
96
0
5
Negative
72
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
3.2
0
0
0
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
104
0
0
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.1
79
0.89
90
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.6
134
0.99
136
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.6
80
0.84
95
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
124
1.04
118
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
122
0.85
144
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
122
0.82
150
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.2
79
0.7
114
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
2.1
99
0.85
117
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.2
96
0.86
111
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.9
123
0.99
124
0
3
Negative
16
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
6.2
255
1.04
244
0
5
Hyperthyroid
28
0
1
0
0
0
1
0
0
0
0
0
0
0
0
2.5
2.6
179
1.55
115
0
5
Negative
56
0
0
0
1
0
0
0
0
0
0
0
0
0
0
8.2
2
66
0.94
70
0
5
Hypothyroid
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.6
113
0.91
123
0
5
Negative
55
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
0
76
1.01
76
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.3
2.5
107
0.92
116
0
1
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
129
1.02
126
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
109
1.03
106
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.2
89
0.99
90
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3.6
301
1.75
172
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.7
103
0
0
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4.8
2.4
114
0.84
135
0
1
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
95
0.99
96
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.9
146
1.19
123
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
121
1.04
116
0
1
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.4
119
0.98
121
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
106
0.94
113
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
164
1.26
130
0
5
Negative
32
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.25
2.5
105
1.05
100
0
0
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
112
0.98
115
0
0
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
1.1
52
0.9
58
0
5
Hypothyroid
78
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.7
1.6
102
1.23
83
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
130
0
0
0
5
Negative
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.2
89
0.94
95
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
94
0.97
98
0
1
Negative
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
2.5
124
1.15
108
0
5
Negative
38
1
0
0
0
0
0
0
0
1
0
0
0
0
0
3.9
2.2
61
0.76
80
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
144
0.94
154
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0.5
2.9
1.05
2.8
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
0.8
13
1.19
11
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.7
0
69
0.83
83
0
5
Negative
70
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.9
0
70
0.8
87
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
86
0.9
96
0
5
Negative
28
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
115
0.92
124
0
5
Negative
58
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.2
0
256
0.9
283
0
5
Hyperthyroid
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
134
0.98
137
0
3
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
98
0.89
110
0
1
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
153
1.22
126
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
118
0
0
0
5
Negative
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
179
1.36
131
0
5
Negative
71
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
122
0.81
152
0
5
Negative
43
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.6
1.8
137
1.02
134
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
123
0.97
126
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.1
93
0.73
127
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.4
87
0.94
93
0
1
Negative
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.2
3.8
252
1.13
222
0
5
Hyperthyroid
37
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
116
0.9
128
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
87
0
0
0
5
Negative
26
0
0
0
0
0
0
1
0
0
1
0
0
0
0
11
0
89
1.04
86
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
5.1
187
1.17
160
0
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.2
59
0.83
71
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
109
1.03
106
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.2
105
0.91
115
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.3
111
0.94
118
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
0.4
39
0.61
64
0
3
Hypothyroid
49
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1.6
93
0.94
99
0
5
Negative
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.8
142
0.99
143
0
5
Negative
56
0
1
0
0
0
0
0
1
1
0
0
0
0
0
2.2
1.4
88
0.77
114
0
5
Negative
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
120
1.12
107
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
112
1.08
104
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
2.2
77
0
0
0
5
Hypothyroid
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.7
114
1.31
87
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
108
0.91
119
0
5
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
142
1.25
113
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
137
0.95
144
0
5
Negative