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
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.3
2.4
86
0.9
96
0
3
Negative
24
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0
166
1.59
104
0
5
Negative
27
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2
2.5
90
1.06
85
0
0
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
109
0.2
3
1.02
3
0
5
Hypothyroid
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
87
0.91
95
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
3.7
152
0.93
164
0
3
Hyperthyroid
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.3
101
0
0
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.2
117
0.86
136
0
3
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
142
1
142
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.4
103
0.97
107
0
3
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.5
131
0.91
144
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.9
116
1.18
99
0
3
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
101
0.9
112
0
1
Negative
66
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.05
1.8
133
1.02
130
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.9
100
1.02
98
0
1
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
3
90
0.96
94
0
1
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.6
90
0.99
91
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
156
1.23
126
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
87
0.79
109
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.93
92
0
5
Negative
34
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0.25
3.9
139
1.27
110
0
5
Hyperthyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.6
89
0.98
91
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2.6
132
1.03
128
0
3
Negative
37
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
2
83
1.14
72
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
103
0.91
113
0
1
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
102
1.03
93
0
5
Negative
60
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.2
4
68
1
67
0
5
Hyperthyroid
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
89
0.89
100
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
120
0.98
122
0
3
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
2
114
0.9
128
0
3
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
118
0.88
135
0
3
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
93
0.9
104
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2
91
0.78
117
0
1
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.3
103
1.05
98
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
107
1.05
102
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
91
1.03
89
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
80
0.85
94
0
1
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
106
1.02
105
0
5
Negative
19
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.6
2.3
100
0.94
106
0
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2
121
0.81
148
0
5
Negative
59
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.25
2.4
109
0.97
113
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.3
147
1.09
135
0
3
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.4
1.4
108
1.08
100
0
3
Hypothyroid
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
1.3
83
0.88
95
0
3
Hypothyroid
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.2
103
0.95
109
0
3
Negative
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.1
110
1.04
106
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0.6
139
0.86
161
0
3
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.15
2.3
139
1.06
131
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
135
0.66
206
0
5
Negative
28
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0.15
1.9
75
1.12
67
0
5
Negative
21
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
143
1.25
114
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
159
1.04
153
0
5
Negative
36
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.5
0
101
0.86
117
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
2.3
106
1.25
85
0
5
Hypothyroid
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
87
0.87
100
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.3
84
0.92
92
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
97
0.99
98
0
3
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.5
125
1.22
102
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.7
132
0.93
141
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
100
0.86
116
0
5
Negative
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
124
0.81
152
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.9
99
1.14
88
0
3
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
146
1.18
124
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
137
1.18
116
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.7
95
0.79
121
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
17
1.6
66
1
65
0
5
Hypothyroid
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
134
1.03
131
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
77
0.8
96
0
5
Negative
55
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
52
0.95
55
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31
5
Hyperthyroid
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
4.5
97
0
0
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0
116
1.1
105
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
1
0
6.2
0
86
0.9
95
0
5
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
93
1.08
87
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
1.8
84
0.98
86
0
5
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
100
1.2
83
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
107
0.95
113
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
159
1.07
149
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.6
92
0.89
103
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
119
0.86
138
0
1
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
91
0.99
92
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.3
86
1.08
80
0
3
Negative
51
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
2.2
69
1.04
66
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.599999
1.9
79
1
80
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.5
98
1.06
92
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.8
141
1.11
127
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3
125
0.74
169
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0.9
73
0
0
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
1.3
39
1.08
37
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.7
2.4
133
1.15
116
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
93
0.84
111
0
5
Negative
80
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.2
1.8
111
0.97
114
0
3
Negative
56
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.2
2.1
136
0
0
0
5
Negative
71
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.2
4.5
125
0.82
152
0
5
Hyperthyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
103
1.05
98
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
94
0.84
111
0
1
Negative