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
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2
126
1.02
124
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1.2
1.3
95
1.02
93
0
1
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.22
2.8
95
1.1
86
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.5
115
1.12
103
0
1
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
0
94
1.1
86
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.4
74
0.73
101
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.79
0
96
0.99
97
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.4
126
1.13
112
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.1
2.6
134
0
119
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1.1
1.2
70
0.98
71
0
1
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
99
0.85
117
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
120
1.01
119
0
5
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
5
Hyperthyroid
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.1
100
0.95
105
0
3
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
126
1.09
116
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
119
0
0
0
3
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
109
1.1
99
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.43
1.5
168
1.11
151
0
3
Negative
23
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.75
2.2
106
0.88
120
0
1
Negative
66
1
0
0
0
0
0
0
0
0
0
1
0
0
1
6
2
91
1.07
85
0
1
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
115
1.12
103
0
1
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
84
0.83
101
0
5
Negative
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.66
2.1
109
1.14
96
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.055
3.4
219
1.51
145
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
0
98
0.81
121
0
5
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
148
1.07
138
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
92
1.03
89
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
69
0.9
77
0
5
Negative
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
87
0.8
109
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
1
3
1.8
115
1.01
114
0
1
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.48
0
74
0.58
128
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
72
0.62
116
0
5
Negative
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
109
0.67
163
0
3
Negative
59
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.06
2.1
99
0.73
136
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
113
0.92
123
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.4
1.8
97
0
0
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.4
122
1.04
117
0
1
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.6
106
1.09
97
0
1
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2
100
0.92
109
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
0
110
0.81
136
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
95
0.84
113
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
0
123
1.02
121
0
5
Negative
44
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
20
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055
0
148
0.95
156
0
3
Hyperthyroid
32
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
2.7
163
1.14
143
0
1
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
3.3
139
1
139
0
1
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
126
1.03
122
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65
0
51
1.05
49
0
5
Hypothyroid
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
96
0.96
100
0
5
Negative
56
1
0
1
0
0
0
0
0
0
0
0
0
0
0
2.4
0
101
0.79
128
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
97
1.13
86
0
5
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
114
0.45
253
0
3
Negative
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
2.8
148
1.09
136
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
0
93
0.77
121
0
3
Negative
81
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
112
0.91
123
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
0
29
1.03
28
0
3
Hypothyroid
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
107
1
107
0
5
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
101
0.9
112
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
3
105
0.99
106
0
1
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
118
1
118
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
2.4
113
1.08
105
0
1
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
106
0.74
143
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
84
1
84
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.09
1
101
1.16
87
0
5
Negative
71
0
0
0
0
0
0
0
0
0
1
0
0
0
0
9.9
1.8
89
0.99
90
0
5
Hypothyroid
68
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.33
3.1
103
1.1
94
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
74
0.87
85
0
5
Negative
74
0
0
0
0
0
0
0
0
0
1
0
0
0
0
4.3
1.2
27
1.03
26
0
5
Hyperthyroid
53
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
108
0.82
132
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
144
0.89
162
0
3
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
86
0.68
126
0
3
Negative
78
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.57
0
138
0.76
182
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
125
0.95
132
0
3
Negative
32
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
77
0.73
105
0
5
Negative
66
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.6
2.2
109
0
0
0
5
Negative
23
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.31
1.7
147
1.04
141
0
5
Negative
62
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.16
2.1
77
0.9
86
0
5
Negative
50
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
0
92
0.87
106
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.5
107
0.86
124
0
1
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.1
81
0.92
88
0
1
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.1
108
1.04
104
0
5
Negative
60
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
2.6
0
0
0
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.74
0
134
1.02
131
0
3
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
112
0.97
116
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
95
0.88
108
0
5
Negative
93
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
137
1.05
131
0
5
Negative
93
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
83
0.87
95
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
1.1
145
0.87
167
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
2.2
108
1.12
96
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.5
126
0.95
133
0
3
Hypothyroid
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
112
0.73
153
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
78
0.55
142
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.4
98
0.93
105
0
3
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
109
1
109
0
5
Negative
76
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.45
0
184
1.21
152
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
0
95
0.82
116
0
0
Negative
66
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.3
94
0.89
106
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0.2
44
0.64
69
0
3
Negative
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
22
1.5
107
0.91
118
0
3
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
1.1
143
0.91
157
0
3
Negative