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
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
154
1.34
115
0
3
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.5
85
0.81
105
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2
73
0.74
99
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
1.7
114
0.89
128
0
3
Negative
61
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
63
0.71
89
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.82
1.4
129
0.88
147
0
1
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
98
0.79
125
0
5
Negative
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.1
98
0.9
108
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
3
106
1.12
96
0
5
Negative
74
1
1
0
1
0
0
0
0
1
1
0
0
0
0
5.2
0
0
0
0
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
145
1.04
140
0
2
Negative
38
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.88
1.6
108
0.85
127
0
3
Negative
94
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
157
1.02
154
0
3
Negative
50
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.03
3.4
131
1.02
129
0
5
Hyperthyroid
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
183
1.3
141
0
5
Negative
22
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.3
3.6
148
1.42
104
0
5
Negative
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.03
5.4
162
0.73
222
0
5
Hyperthyroid
38
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.2
0
93
1.15
81
0
5
Negative
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.9
101
0
0
0
5
Negative
29
1
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
1.9
100
0.93
107
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.4
0
135
0.84
160
0
1
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
0
93
0.75
125
0
1
Negative
73
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.03
1.7
127
0.89
143
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
5.5
199
1.05
190
0
5
Hyperthyroid
41
0
0
0
0
0
0
0
1
0
0
0
0
0
0
5.1
1.8
91
1.12
82
0
5
Negative
64
0
1
0
0
0
0
0
1
1
0
0
0
0
0
0.73
2
152
1.15
131
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
152
0.99
153
0
5
Negative
29
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.33
2.2
142
0.93
153
0
5
Negative
35
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.14
1.9
73
1.16
63
37
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
78
1.02
77
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
97
0.86
112
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
130
1.05
123
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
100
1
100
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.3
2.1
81
0.9
90
0
5
Negative
57
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.62
1.5
74
0.78
96
0
5
Negative
54
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.58
2.6
100
1.01
99
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
1.4
100
0.8
124
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3
0
115
1.07
107
0
3
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
1.02
106
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
1.7
59
1.04
57
0
5
Hypothyroid
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.6
131
1.3
101
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
109
1.02
107
0
5
Negative
37
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.6
2.2
104
0.99
105
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
104
0.96
108
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2.8
0
0
0
0
3
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.38
0
105
0.9
116
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
95
1.02
93
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.31
0
146
1.04
141
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
130
1.24
105
0
5
Negative
58
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.98
0
99
1.08
92
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.7
116
0
0
0
3
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
96
0
0
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
88
0.95
92
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
100
0.82
122
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.7
84
0.99
85
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
0
0
0
0
5
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
0.87
90
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.35
1.4
108
1.02
105
0
3
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
116
1.05
110
0
0
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.7
66
0.75
88
0
5
Negative
21
0
1
0
0
0
0
0
0
0
0
0
1
0
1
1.3
1.9
112
1.06
106
0
1
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
0.98
92
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
163
1.05
155
0
5
Negative
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
77
0.67
115
0
5
Negative
37
0
0
0
0
0
0
1
0
0
1
0
0
1
0
0.57
2.6
159
1.39
114
0
3
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0
68
0.62
111
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
100
0.83
121
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
58
0
74
0.9
82
0
5
Hypothyroid
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
124
1.04
119
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
1.3
80
1.02
79
0
5
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
3.1
119
1.08
109
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2
76
1.03
73
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0
87
0.89
98
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.6
75
0.76
99
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
99
0.96
104
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
2
89
1.5
59
0
5
Hypothyroid
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
1.7
120
0.98
122
0
5
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.12
0
109
0.85
128
0
5
Negative
30
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.6
1.7
82
1.03
79
0
5
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.045
0
112
0.83
134
0
5
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.035
4.4
195
0.82
237
0
5
Hyperthyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
0
105
0.85
124
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
68
0.64
106
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
96
0.88
109
0
1
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
131
1.01
131
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
81
0.85
95
0
5
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
5.8
1.4
107
1.07
100
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
113
0.97
117
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.71
128
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.66
0
127
0.97
131
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0
63
1.19
53
0
5
Hypothyroid
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
57
0.85
65
0
3
Negative
19
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0.45
3.2
130
1.83
71
0
0
Hyperthyroid
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.2
115
1.02
114
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
2.1
107
0.9
119
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
0
0
0
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
123
1.16
107
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
1.5
116
0.93
124
0
5
Negative