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
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
160
1.05
152
0
5
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
0
0
0
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
0
178
0.71
251
0
5
Hyperthyroid
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3.5
1.5
83
0.92
90
0
5
Negative
26
1
0
0
0
0
0
0
1
0
0
0
0
0
0
198
0
5
0.95
5.5
0
5
Hypothyroid
26
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.8
0
0
0
0
5
Negative
64
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.09
2.3
114
0.93
123
0
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
5
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6
2.6
128
1.25
102
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
129
1
129
0
3
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
101
0.83
122
0
5
Negative
49
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
3.9
240
1.25
192
0
5
Hyperthyroid
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
0
102
0.93
110
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
123
0.97
127
0
5
Negative
64
0
0
0
0
0
0
0
0
1
0
0
0
0
0
38
1.2
60
1.03
58
0
3
Hypothyroid
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
140
1.17
120
0
5
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.5
2.1
140
1.49
94
0
5
Hypothyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.6
63
0.85
74
22
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
118
0.88
134
0
5
Negative
54
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.09
0
134
0.99
135
0
5
Negative
60
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.09
1.9
142
0.98
145
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
121
1.03
117
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
0
126
1.16
109
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
1.8
72
0.9
80
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
111
0.99
112
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
110
1
110
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
78
0.75
104
0
1
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.4
96
0.87
110
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
0
117
0.88
133
0
1
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
0
127
1.09
117
0
1
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
75
0.68
110
0
0
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
26
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
0
127
0.9
141
0
5
Hypothyroid
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
96
0.86
112
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
81
0.74
109
0
5
Negative
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
24
0
75
0.84
89
0
3
Hypothyroid
62
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.1
0
137
0.89
154
0
5
Negative
46
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
0
116
0.94
123
0
3
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
102
0.84
121
0
3
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
0
101
1.01
100
0
1
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3.1
1.8
95
0.91
104
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
96
0.66
145
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
93
0.8
116
0
5
Negative
76
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0.35
1.4
139
0.92
151
0
5
Negative
64
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.49
1.6
97
0.79
123
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
0
131
1.01
130
0
1
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.2
123
0.9
137
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.5
59
0.79
75
0
3
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
0
93
0.85
109
0
3
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
0
153
0.99
155
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
154
1.31
118
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
102
0.66
155
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
78
0
0
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
2.5
134
0.88
152
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.4
85
0.87
98
0
5
Negative
42
1
1
0
0
0
0
0
0
1
0
1
0
0
0
0.82
2.1
121
0.77
157
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
0.93
122
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
73
0
43
0.85
51
0
5
Hypothyroid
52
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
105
0.83
127
0
5
Negative
21
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.025
2.3
119
0.79
151
0
5
Negative
43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
116
5
Hyperthyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
100
0.76
132
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
95
0.83
114
0
3
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
100
0.87
115
0
5
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.3
0
120
0.95
126
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38
0
60
0.72
83
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
89
0.95
94
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.025
0
149
0.98
152
0
3
Negative
85
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
0
84
0.8
105
0
1
Negative
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.015
2.4
139
0.96
145
0
5
Negative
45
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
44
5
Hyperthyroid
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
1.5
135
1.06
127
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
107
1.13
95
0
5
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
0
104
0.68
153
0
1
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
2.2
132
0.88
150
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
104
1.01
103
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.5
108
0.94
115
0
3
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0.6
121
1.19
102
0
5
Negative
56
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.4
0
96
0.87
110
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.2
94
0.81
116
0
3
Negative
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3
1.3
96
1.01
95
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
138
0.99
139
0
1
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
80
0.93
86
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
138
0.93
148
0
3
Negative
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
100
0
0
0
1
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.7
115
1.1
105
0
5
Negative
24
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.03
2.3
42
0.92
46
0
5
Hyperthyroid
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
106
0.79
134
0
5
Negative
60
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.015
2.3
116
0.94
123
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
7.5
0
81
1.03
79
0
5
Hypothyroid
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1
146
0.98
149
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
0
105
0.92
114
0
5
Negative
75
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.5
1.2
91
0.97
94
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
0
104
0.87
120
0
3
Negative
57
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.8
0
116
1.2
97
0
3
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
67
0.83
81
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
70
0.77
91
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.67
0
118
1.22
97
0
5
Negative
91
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.01
0
104
0.89
117
0
3
Negative
62
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.64
1.4
130
0.91
143
0
5
Negative