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
76
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
65
0.91
71
0
5
Negative
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.4
0
148
0.98
151
0
5
Negative
63
0
0
0
0
1
0
0
0
0
0
0
0
0
0
22
0
88
1.1
80
0
5
Hypothyroid
64
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0.84
0
121
0.89
136
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
80
0.88
91
0
5
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
0
133
1.06
125
0
1
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
130
0.87
149
0
1
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
111
0.97
114
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
96
1
96
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.49
1.8
109
0.82
133
0
5
Negative
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
63
0.78
81
0
5
Negative
18
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.1
0
71
0.61
116
0
5
Negative
91
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.2
84
0.91
92
0
5
Negative
45
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1.3
1.3
73
1.04
70
0
3
Negative
39
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.83
0
90
1.02
88
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
80
0.82
98
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
126
1.18
107
0
1
Negative
39
1
0
0
0
0
0
0
0
0
0
1
0
0
0
1.1
1.8
77
0.62
124
0
1
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
139
0.91
153
0
3
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
123
0
0
0
0
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
93
0.98
95
0
5
Negative
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.06
1.4
108
0.97
111
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13
0
64
0.97
66
0
5
Hypothyroid
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
104
0.93
112
0
5
Negative
62
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1.1
1.4
103
0.89
115
0
3
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
90
0.87
103
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
0
81
0.86
94
0
5
Negative
75
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0.7
0
146
0.96
152
0
5
Negative
50
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.88
123
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
102
1.01
101
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
0
94
0.95
99
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
147
1.09
135
0
3
Negative
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
0
111
0.76
146
0
1
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
0
83
0.84
99
0
3
Negative
34
0
0
0
0
0
0
1
0
0
0
0
0
0
0
7.9
0
88
0.83
106
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
1
0
0
0.005
1.3
96
0.92
104
0
5
Negative
60
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.005
1.7
158
1.04
152
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
133
1
133
0
1
Negative
24
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.37
0
149
0.84
177
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.01
1.8
130
0.86
151
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.5
73
0.82
89
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
91
0.83
110
0
5
Negative
33
0
0
0
0
0
0
0
0
1
1
0
0
0
0
1.1
1.6
104
0.79
132
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.2
92
0.69
133
0
3
Negative
63
1
0
0
0
0
0
0
0
0
1
0
0
0
0
2.9
0
82
0.67
122
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
1.4
101
0.84
120
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
0
139
1.08
129
0
1
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
72
0
0
0
1
Negative
72
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0.04
3.2
239
0.83
288
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
100
0.92
109
0
5
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
129
0
0
0
1
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
94
0.86
109
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
94
0.88
107
0
5
Negative
81
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.02
2.2
153
1.09
140
0
5
Negative
72
0
0
0
0
0
0
0
0
0
1
0
0
0
0
13.7
0
67
0.75
89
0
3
Hypothyroid
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
89
0.97
92
0
3
Negative
64
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.56
1.8
90
0.79
114
0
5
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
0
102
0.85
120
0
3
Negative
70
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.57
2.1
101
0.78
129
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
0
97
1.01
96
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
2.5
58
1.07
54
0
5
Hypothyroid
21
0
1
0
1
0
0
0
0
0
0
0
0
0
0
1.1
2.3
60
0.98
61
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
0
153
1.07
143
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
83
0.84
99
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
87
0.73
119
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0
115
1.25
92
0
3
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
2
76
1.08
70
0
3
Hypothyroid
43
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.9
92
0.76
121
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
0
80
0.86
93
0
0
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
96
0.9
107
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
0
108
0.87
124
0
1
Negative
72
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0.41
1.9
108
0.72
150
0
5
Negative
19
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0.02
0
171
0.97
176
0
5
Hyperthyroid
77
0
0
0
0
0
0
0
0
0
1
0
0
1
0
26
3
61
0.88
69
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2
126
0.85
148
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
64
0.53
121
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.1
97
0.72
135
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.3
78
0.76
103
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.5
87
0.89
98
0
3
Negative
67
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
0
0
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
0
97
0.94
103
0
1
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
90
0.77
117
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.05
0
117
0.78
150
0
5
Negative
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
49
0
87
1.35
64
0
5
Hypothyroid
40
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.64
2
57
0.68
84
0
5
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
22
1.5
52
0.84
62
0
2
Hypothyroid
54
1
1
0
0
0
0
0
0
1
0
0
0
0
0
3.5
1.7
113
0
0
0
5
Negative
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
1.6
66
1.15
57
0
5
Negative
30
0
0
0
0
0
0
1
0
0
1
0
0
0
0
3.3
0
87
1.17
74
0
5
Negative
76
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.5
0
101
0.82
123
0
5
Negative
42
0
1
0
0
0
0
0
0
0
0
1
0
0
0
2.3
2.3
93
1.27
73
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
88
0.77
114
0
5
Negative
74
0
1
0
0
0
0
0
0
1
0
1
0
0
0
1.1
1.9
106
1.17
91
0
1
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
102
0.8
128
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.7
70
0.9
78
0
3
Negative
5
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
206
1.41
146
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
5
Negative
29
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
5.7
172
0.86
200
0
5
Hyperthyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
102
0.9
113
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
91
1.24
73
0
0
Negative