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
85
0
0
0
0
0
0
0
0
0
1
0
0
0
0
13
0
120
0.88
136
0
5
Hypothyroid
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.7
102
0.98
104
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
0
57
0.83
69
0
3
Negative
82
0
1
0
0
1
0
0
0
0
0
0
0
0
0
4.7
1.4
98
0.91
108
0
5
Negative
68
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.8
1.8
69
0.85
82
0
5
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.3
92
0.78
118
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
140
0.96
146
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.6
0
107
1.02
105
0
5
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10
0
155
1.5
103
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.3
138
1.24
111
39
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
161
1.02
158
0
5
Hyperthyroid
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0.69
115
0.8
144
0
5
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.9
98
0.65
151
0
5
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
66
0.78
85
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
86
1.01
85
0
5
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
97
1.05
93
0
5
Negative
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.5
129
1.04
124
0
5
Negative
44
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
163
1.2
136
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
101
1.04
97
0
5
Negative
45
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
106
0.96
110
0
5
Negative
67
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2.5
0
103
0.74
139
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
1
0
3.2
2.2
107
1
107
0
5
Negative
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
79
0.76
104
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
65
0.96
68
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.2
106
1.1
96
0
3
Negative
38
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.02
2.1
144
1.06
136
0
5
Negative
18
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1.3
3.3
163
1.53
107
0
5
Negative
57
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
110
0.94
117
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
0
102
0.76
134
0
1
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.9
88
1.04
85
0
5
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
115
0.7
164
0
1
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
83
0.83
100
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.69
0
117
1
117
0
3
Negative
28
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0.02
0
106
1.23
86
0
0
Negative
59
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.59
1.9
143
0
0
0
5
Negative
34
0
0
0
1
0
0
0
0
0
1
0
0
0
0
2.5
2.3
113
1.06
107
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
0
135
1.16
116
0
3
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
131
0.97
135
0
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.6
0
114
0.93
123
0
5
Hypothyroid
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
8.299999
0
94
0.95
99
0
3
Hypothyroid
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
90
0.84
107
0
5
Negative
35
1
1
0
0
0
0
0
0
0
0
1
0
0
1
1.7
0
83
1.12
74
0
3
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.5
103
0.88
117
0
1
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.1
142
1.28
111
0
1
Negative
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.1
84
0.98
86
0
5
Negative
54
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
85
0.89
96
0
5
Negative
27
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.01
3.2
163
1.1
148
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.52
2.3
102
0.94
109
0
5
Negative
27
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
160
1.12
143
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
98
0.75
131
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1.5
81
1.01
80
0
5
Negative
17
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
0
77
0.91
85
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
74
0.73
101
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
0
88
1.01
87
0
5
Negative
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
176
1.57
112
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
99
1.05
94
0
5
Negative
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
0
82
0.59
139
0
3
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
91
1.04
88
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
0
114
0.92
124
0
3
Negative
42
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
0
95
0.86
110
0
5
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
91
0.96
95
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
108
0.93
116
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
2.5
93
1.07
87
0
1
Negative
56
0
0
0
0
0
0
0
0
0
1
0
0
0
0
65
0
49
0.95
52
0
5
Hypothyroid
75
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1.1
1.7
103
0.77
134
0
2
Negative
64
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.3
0
125
0.94
133
0
1
Negative
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
119
1.04
114
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
114
1.1
104
0
3
Negative
83
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.8
131
1.22
107
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
0
139
0.95
146
0
5
Negative
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.6
0
85
0.94
90
0
3
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
96
0.93
103
0
3
Hypothyroid
44
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.6
1.4
88
0.79
111
0
5
Negative
71
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.5
2
141
1.03
137
0
5
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
1.6
121
0.88
138
0
5
Hypothyroid
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
64
0.7
91
0
1
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
2.4
139
0.98
142
0
1
Negative
48
0
0
0
0
1
0
0
0
0
0
0
0
0
1
2.9
2.8
122
1.19
103
0
1
Negative
65
1
0
0
0
1
0
0
0
0
0
0
0
0
0
23
0
78
0.92
85
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.1
84
0.9
93
0
1
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0.4
99
0.8
124
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2.4
116
0.97
120
0
1
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.06
2.4
152
1.16
131
0
1
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
124
1.1
113
0
5
Negative
64
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.8
2.1
97
1.04
93
0
5
Negative
70
0
1
0
0
0
0
0
1
1
0
0
0
0
0
4
1.8
109
0.82
133
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.37
0
131
0.84
156
0
5
Negative
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
2.5
99
0.97
102
0
1
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
84
1.24
68
0
3
Negative
42
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.7
105
0.91
115
0
5
Negative
50
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.17
0
152
1.3
117
0
5
Negative
45
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
131
1.04
126
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
0
94
0.61
154
0
3
Negative
69
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.95
2.2
134
0.9
149
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.4
0
148
1.07
138
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
125
1.05
119
0
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
97
0.95
102
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.7
137
1.14
120
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
1.05
87
0
5
Negative
2
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4.1
0
155
1.04
149
0
0
Negative