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
61
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.005
2.3
110
1.01
109
0
5
Negative
46
0
0
0
0
0
0
0
1
0
0
0
0
0
0
5
2
107
1.14
94
0
5
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
2.8
183
1.23
149
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.9
104
1.13
92
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
3.1
97
1.1
86
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
1.3
105
1.05
101
0
3
Negative
18
0
0
0
0
0
0
0
0
0
0
0
0
0
0
440
0.5
24
1.32
18
0
5
Hypothyroid
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
101
0.93
108
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
77
0.87
89
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
103
0.92
112
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
2
101
1.04
97
0
2
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.27
0
0
0
0
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
1.8
120
0.91
132
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.6
102
0.82
128
0
3
Negative
77
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1.8
111
0.96
115
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1.3
97
0.9
108
0
1
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
109
1
109
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.2
87
1.17
74
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
142
1.13
125
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.3
132
1.16
114
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
126
0.87
145
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
114
1.33
86
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
80
0.86
93
0
3
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.3
116
0.97
119
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
117
1.11
105
0
3
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.1
116
0
0
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2
71
0.89
80
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.8
98
1.14
85
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.57
1.9
90
0.88
102
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
90
5
Hyperthyroid
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.6
140
0.95
148
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.4
113
1.03
110
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.7
112
1.05
107
0
3
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
88
0
0
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
2.4
132
1.28
103
0
5
Hypothyroid
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
105
0
0
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
84
0.9
93
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
127
1.13
113
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
72
0.9
80
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
111
0.91
123
0
1
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
81
0.91
88
0
5
Negative
28
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.2
1.3
96
0.9
107
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.2
116
1.03
112
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2
104
1.06
98
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.6
88
0.89
100
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
93
0.99
95
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
162
1.07
152
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.9
103
0.95
109
0
3
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.8
94
0
0
0
5
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
2.1
89
0.86
103
0
1
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
1.7
102
1.12
92
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
1.3
138
1.07
129
0
5
Negative
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.005
1.7
71
1.08
66
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
103
1.03
100
0
5
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
2
119
1.04
114
0
5
Hypothyroid
8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
87
1
87
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
85
0.95
90
0
5
Negative
33
0
0
0
0
0
1
0
0
0
0
0
1
0
0
3.9
2.2
120
1.41
85
0
5
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.72
3.8
140
1.16
121
0
5
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
147
1.06
138
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
124
1.08
114
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.2
103
1.35
76
0
5
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.1
94
0.79
119
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0.8
151
1.01
150
0
5
Negative
19
1
0
0
0
0
0
0
0
1
0
0
0
0
0
9
2.2
117
0
0
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4.4
2.7
131
1.73
76
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
1.8
78
1.04
76
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
113
1.14
99
0
5
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
1.7
67
1.15
59
0
1
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
2
54
1.66
33
0
0
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
1.6
61
1.09
56
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.3
93
0.86
108
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
104
0
0
0
5
Negative
47
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.5
1.5
98
0.86
113
0
3
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
1.9
81
1
82
0
3
Negative
62
1
0
0
0
1
0
0
0
0
0
0
0
0
0
3.4
1.3
92
0.89
104
0
5
Negative
80
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.2
1.7
83
1.11
76
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
87
0.94
93
0
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
1.5
76
0.85
89
0
3
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.6
96
0
0
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.4
71
0.72
99
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
1
4.5
1.3
89
0.73
121
0
1
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.4
129
1.18
109
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.3
92
0.92
100
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0.94
1.3
78
1.12
70
0
1
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
120
0.97
124
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
106
0.92
115
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.2
117
0.96
121
0
3
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.3
95
0.79
120
0
1
Negative
41
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
1.5
100
1.01
99
0
1
Negative
27
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0.005
2.5
145
1.45
100
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
72
0.7
103
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
1.6
114
1.02
112
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.8
114
1.02
112
0
1
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.599999
0
86
0.84
101
0
5
Hypothyroid
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.9
0
121
1
121
0
5
Negative