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
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.1
115
0.95
121
0
5
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
0
0
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
1.6
76
1.09
70
0
5
Hypothyroid
15
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
12
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.1
2.5
145
1.36
107
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.3
89
0.78
114
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.2
109
0.85
128
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
2.1
124
1.12
111
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
3
235
1.38
171
0
1
Hyperthyroid
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
89
0.89
100
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
121
0.97
126
0
3
Negative
67
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.4
1.6
83
0.89
95
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
75
0.95
79
0
3
Negative
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
119
0.86
139
0
5
Negative
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.1
3
131
1.23
107
0
5
Hyperthyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
1.07
108
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.6
150
1.25
120
0
3
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
1.5
72
1.06
69
0
1
Negative
57
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.1
6.6
190
0.86
222
0
5
Hyperthyroid
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.799999
1.8
86
0
0
0
5
Hypothyroid
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.2
102
1.01
100
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
80
0.67
119
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
72
0.65
111
0
3
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2
83
1
83
0
0
Negative
78
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
116
0.93
124
0
5
Negative
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
105
1.06
100
0
5
Negative
55
1
0
0
0
0
0
1
0
0
0
0
0
0
0
1.05
1.8
73
0.87
84
0
3
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
144
0.95
152
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
120
0.92
131
0
5
Negative
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.1
2.2
94
0.89
106
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.9
102
0.91
112
0
3
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.7
95
0.8
119
0
3
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
71
0.8
88
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
63
0.98
64
0
1
Negative
73
1
1
0
0
0
0
0
1
0
0
0
0
0
0
1
1.7
103
0.8
128
0
5
Negative
36
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.3
2.2
163
1.06
153
0
5
Negative
58
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.1
1.6
72
0.99
73
0
5
Negative
29
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
3.9
148
1.44
103
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
0
0
0
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
39
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
3.1
0
0
0
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
3.5
134
0.28
482
0
5
Hyperthyroid
67
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
1.4
139
1.06
131
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
108
0.93
116
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
121
1.07
113
0
3
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
62
0.71
88
0
1
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.5
79
0.93
85
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
1.5
108
1.03
105
0
5
Hypothyroid
62
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
1.5
123
1.21
102
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
99
0
0
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
81
0.81
101
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.6
110
0.91
121
0
3
Hypothyroid
54
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.6
0
107
1.01
106
0
5
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.6
95
0.96
99
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.4
95
1.01
94
0
3
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2
134
1
135
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
92
0.92
100
0
3
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
105
1.12
94
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
72
0.9
80
0
3
Negative
40
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
103
0.9
115
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.9
97
0.9
108
0
1
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
2.1
108
1.03
105
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.299999
2.5
68
1.03
66
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.6
91
1.02
87
0
3
Negative
36
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.7
105
0.77
136
0
5
Negative
49
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.8
2.1
144
0.98
147
0
0
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
125
1.14
110
0
0
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.8
109
0.99
111
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
81
0
0
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.8
73
0.89
82
0
5
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
105
0.98
107
0
5
Negative
58
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.1
1.5
63
1.2
53
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
1.6
111
0.96
116
0
5
Negative
37
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.25
1.8
86
1.05
82
0
5
Negative
70
0
0
0
0
0
0
0
0
1
0
0
0
0
0
14
1.6
68
0
78
0
5
Hypothyroid
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
191
1.3
147
0
5
Negative
52
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
113
1.01
112
0
5
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
155
1.09
143
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.2
98
1.03
95
0
3
Negative
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
2.4
140
1.02
138
0
3
Negative
53
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
83
1.09
76
0
5
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.1
2.1
69
1.14
61
0
1
Negative
35
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
2.8
107
1.09
99
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
1.5
85
0.96
88
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
87
0.93
94
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.7
120
1.07
112
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.1
70
0.72
96
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.4
106
1.16
91
0
5
Negative
68
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.6
99
0.94
104
0
5
Negative
40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
107
0.85
125
0
5
Negative
40
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0.3
1.5
117
0.83
141
0
5
Negative
40
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
86
0.92
94
0
5
Negative
38
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.8
140
1.08
129
0
5
Negative
41
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0.3
2
149
1
149
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.8
1.2
60
1.11
54
0
5
Negative
69
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.3
1.8
121
1
121
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
0.2
17
1.01
16
0
3
Hypothyroid
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
0
0
0
5
Negative
89
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0.8
111
0.68
165
0
3
Negative