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
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
73
0.99
74
0
3
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.9
170
1.23
138
0
0
Negative
61
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.41
1.2
116
0.87
134
0
3
Negative
51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.065
2.2
164
1.09
151
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
0.9
87
0
5
Negative
77
0
0
0
0
0
0
0
0
1
0
0
0
0
0
36
0
82
1.02
81
0
5
Hypothyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.065
4.2
235
1.1
214
0
5
Hyperthyroid
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
2
153
0.99
154
0
5
Negative
63
0
1
0
0
0
0
0
1
0
0
0
0
0
0
2.9
1.6
101
0
0
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.5
105
1.01
103
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.065
3.4
129
0.95
136
0
5
Hyperthyroid
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
3
92
0.95
92
0
5
Negative
39
1
0
0
0
0
0
1
0
1
0
0
0
0
0
3.6
0
92
1.09
84
0
5
Negative
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.4
153
1.19
129
0
5
Negative
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.04
2.6
117
1.02
114
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.2
93
0.87
107
0
5
Negative
70
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0.07
0.9
104
0.83
124
0
5
Negative
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.5
101
1
101
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.5
84
1.05
80
0
1
Negative
70
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.78
1.9
136
0.9
152
0
3
Negative
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.5
130
1.08
121
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
135
1.21
111
0
5
Negative
70
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.005
3.5
194
0.9
215
0
5
Hyperthyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.5
102
0.92
111
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.8
110
1.14
97
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.7
64
0.69
93
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.7
110
1.09
101
0
3
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.8
91
0.9
101
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.2
90
0.82
110
0
3
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
0.9
75
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2.8
106
1.32
81
0
1
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.6
111
1.06
105
0
5
Negative
72
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.005
2.6
82
0.89
93
0
5
Negative
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
183
1.1
45
0.97
46
0
5
Hypothyroid
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.8
96
1.03
94
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.16
0
0
0
0
0
2
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
77
1.04
74
0
1
Negative
64
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.4
2
101
0.94
107
0
2
Negative
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.1
112
1.11
101
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
84
0.91
93
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.099999
2
72
0.9
80
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
2.5
169
1.14
149
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
88
0.98
90
0
3
Hypothyroid
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8.9
1.2
67
0.75
89
0
3
Hypothyroid
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
3
114
0.93
122
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
1
0
13
2.5
96
1.33
73
0
5
Hypothyroid
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
92
1.06
87
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.4
100
0
0
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
1.9
116
0
0
0
5
Negative
67
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1.3
2.2
104
0.92
114
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.8
98
0.99
99
0
1
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.8
94
0.88
107
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.8
109
0.91
119
0
1
Negative
40
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.47
0
89
0.89
100
0
5
Negative
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
0
102
0.84
121
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
105
0.9
116
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
98
0.85
115
0
5
Negative
18
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
0
116
1.05
111
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
2.5
119
1.04
114
0
5
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.6
126
1.02
123
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.2
75
0.85
88
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
140
1.01
138
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
29
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
36
5
Hyperthyroid
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
106
0
0
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
80
0.84
95
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
73
0.89
82
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.5
108
0.96
113
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.3
113
0.96
118
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
1.5
113
0.74
153
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
74
0
0
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.43
4.1
123
1.48
83
0
0
Hyperthyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
2.3
150
1.2
125
0
2
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.6
108
0.92
118
0
3
Negative
89
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.2
105
0.94
112
0
3
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
2.7
94
0
0
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.3
100
0.86
117
0
3
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.6
86
0.8
107
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
65
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
2.6
95
1.01
95
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.5
81
0.91
89
0
1
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.7
87
0.85
102
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
2.1
66
0.66
99
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
530
2
10
1.12
8.5
0
5
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.8
87
1.16
75
0
5
Negative
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.2
101
1
101
0
3
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
2.4
81
0.97
84
0
5
Negative
34
1
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
2.7
104
1.01
103
0
5
Negative
52
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.01
2.4
108
0.7
154
0
5
Negative
17
0
0
0
0
0
0
1
0
0
0
0
0
0
0
145
1.2
36
1.5
24
0
5
Hyperthyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
2.4
96
1.06
90
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
18
2.1
68
1.08
63
0
5
Hypothyroid
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
2.1
100
0
0
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.6
87
0
0
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.6
129
1.18
109
0
5
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
137
1.35
101
0
1
Negative