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
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
78
0.96
81
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
0
112
0.89
126
0
5
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1.9
0
122
0.78
156
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.2
83
0.8
104
0
1
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
91
0.81
112
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
1.6
62
0.88
71
0
2
Hypothyroid
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
140
1.14
123
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
0
105
0.62
169
0
3
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
93
0.73
127
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
97
0.98
99
0
5
Negative
42
0
0
0
0
0
0
0
0
1
0
0
0
0
0
4.8
0
57
0.8
71
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
23
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.85
2.6
112
1.01
111
0
1
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.6
69
0.99
70
0
3
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
1.7
111
0.83
134
0
1
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
2
80
0.7
114
0
1
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.99
2.3
130
1.01
129
0
1
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
2.5
130
0.86
151
0
5
Negative
54
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04
3.1
231
0.96
241
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
141
0.97
145
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
111
1.11
100
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.1
156
1.01
155
0
3
Negative
28
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
0
90
1.11
81
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.45
2.5
126
1.08
117
0
5
Negative
21
0
0
0
1
0
0
0
0
0
0
0
0
0
0
7
2.4
45
1.11
41
0
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.23
2.4
108
1.03
105
0
5
Negative
68
1
0
0
0
0
0
1
0
0
0
0
0
1
0
0.48
3
97
1.05
92
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
102
1.07
95
0
5
Negative
53
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
117
0.95
123
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
122
1.1
111
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.4
133
1.29
103
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.9
138
1.22
113
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
104
1.32
79
0
5
Negative
80
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
2
130
1.05
124
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
1.3
57
0.69
83
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
90
0.87
103
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.4
111
0.91
122
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2
121
0.89
136
0
3
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
1.7
107
0.85
126
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
0
72
0.93
77
0
3
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
109
0.9
121
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
120
1.16
103
0
5
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
97
0.91
107
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
2.4
122
1
122
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
0
72
0.96
75
0
5
Hypothyroid
20
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.46
2
119
1.1
108
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.43
0
107
0.98
109
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.14
0
92
0.93
99
0
5
Negative
59
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.75
0
129
1.03
125
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
98
0.95
103
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.12
2.6
122
0.95
127
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
91
0.89
102
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
0
67
0.92
73
0
0
Hypothyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
191
0.8
5
1.03
4.85
0
5
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
94
0.92
102
0
5
Negative
69
1
0
1
0
0
0
0
0
0
0
0
0
0
0
2.9
0
86
0.75
115
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.29
0
61
0.51
120
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
0
85
0.71
120
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
89
0.87
102
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
115
1.08
106
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0
117
0.86
136
0
5
Negative
40
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6
2
125
1.04
120
0
1
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
73
0
43
0.87
49
0
5
Hypothyroid
69
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.3
0
98
0.84
117
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2.5
118
1.21
98
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
2
88
0.84
105
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
110
0.99
111
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
95
0.92
103
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
0
94
0.97
97
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.9
102
1
102
0
3
Negative
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
0
109
1.01
108
0
3
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
114
1.03
111
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1.6
113
0.88
128
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.95
2
136
1.01
134
0
1
Negative
29
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
102
0
0
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
69
0.81
85
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2
104
0.95
109
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
1.7
73
0.87
84
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
92
0.83
111
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.6
2.1
106
1.05
101
0
1
Negative
32
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
64
0.76
84
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.9
87
1.12
78
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
107
1.18
91
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.5
124
1.08
115
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
0
124
0.86
144
0
1
Negative
62
1
0
0
0
0
0
0
0
0
0
1
0
0
0
3.7
1.4
83
0.81
102
0
1
Negative
66
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.8
0
105
1.08
97
0
5
Negative
75
1
0
0
0
1
0
0
0
0
0
0
0
0
0
3.4
0
91
0.84
108
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
156
1.46
107
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
2.1
130
0.87
149
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3.5
2.4
95
1.08
88
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0.9
121
0.96
126
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
4
239
0.9
266
0
5
Hyperthyroid
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.9
119
1.07
111
0
3
Negative
48
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.03
3.1
96
0.92
104
0
5
Negative
48
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.07
1.7
104
0
0
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
117
0.98
119
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.3
107
0
0
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.2
96
0
0
0
5
Hypothyroid