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
79
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2.8
1.5
105
1.05
100
0
5
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
111
0.97
114
0
1
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.5
126
1.26
100
0
1
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.8
111
1.31
85
0
5
Hypothyroid
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.9
84
0.78
107
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
3.1
239
1
239
0
0
Hyperthyroid
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
87
0.88
99
0
0
Negative
22
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.4
2.2
134
1.35
99
0
3
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
123
1.13
109
0
5
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
3.6
133
1.44
93
0
5
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
2
80
0
0
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.255
1.4
113
0
0
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
61
0.6
23
0.87
26
0
3
Hypothyroid
53
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.045
2.2
115
0.93
124
0
5
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.5
159
1.17
136
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
120
1
120
0
3
Negative
61
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.7
2.2
118
0
0
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.04
0
115
0.83
138
0
5
Negative
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
89
0.74
121
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
103
0.92
112
0
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.8
122
1.12
109
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.7
1.8
111
1.07
104
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1.6
123
0.81
152
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.89
1.9
151
0.97
155
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
0
175
1.03
169
0
5
Hyperthyroid
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
27
0
74
1.01
74
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
1.2
102
0
0
0
5
Hypothyroid
61
0
0
0
0
0
0
0
1
0
0
0
0
0
0
5.9
2
82
0
0
0
5
Negative
42
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
125
1.12
112
0
5
Negative
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
65
0.82
80
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.9
118
1.02
116
0
3
Negative
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.4
109
0.73
148
0
3
Negative
75
1
0
0
0
1
0
0
0
1
0
0
0
0
0
5.2
0
96
0.89
108
0
5
Negative
64
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.38
0
100
0.84
119
0
5
Negative
23
1
1
0
0
0
0
0
0
0
0
0
0
0
0
2
0
136
0.67
203
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
1.6
133
1.02
131
0
1
Negative
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.2
141
0.98
144
0
5
Negative
36
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.8
101
0.92
110
0
1
Negative
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.6
148
1.29
115
0
3
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.9
63
0.58
107
0
5
Negative
29
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.9
2.1
96
1.02
96
0
0
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
105
0
0
0
5
Negative
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.4
1.4
71
0.8
89
0
2
Negative
87
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
119
0.89
134
0
3
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
116
0.88
132
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
136
1.14
119
0
5
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
1.9
65
0.94
70
0
5
Hypothyroid
77
0
0
0
0
0
0
0
0
0
1
0
0
0
0
12
1.7
123
1.03
120
0
5
Hypothyroid
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.065
0
206
0.81
254
0
5
Hyperthyroid
40
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.3
0
152
1.5
102
0
5
Negative
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
0
101
1.02
99
0
5
Negative
28
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
104
1.03
101
0
5
Negative
39
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
135
1.01
135
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
121
1.08
112
0
0
Negative
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.1
107
0.95
113
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
2.2
137
1.02
135
0
5
Negative
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.4
150
0.96
155
0
1
Negative
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
29
1.5
61
0.96
64
0
5
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
0
56
0.76
73
0
5
Negative
27
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
110
1.1
100
0
5
Negative
78
0
1
0
0
0
0
0
1
1
0
0
0
0
0
1.2
1.2
82
1.01
81
0
5
Negative
69
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2.1
2.5
131
1.03
126
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
116
1.08
107
0
5
Negative
63
1
0
0
0
0
0
0
0
1
0
0
0
0
0
3
1.7
93
0.64
146
0
5
Negative
62
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
69
0.87
79
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.98
1.6
147
0.89
165
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.5
102
0.93
110
0
5
Negative
57
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.57
2.7
189
1.35
140
0
5
Negative
16
0
1
0
0
0
0
0
0
0
0
0
0
1
0
29
1.9
58
1.03
56
0
5
Hypothyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.85
2.3
66
1.07
62
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.49
2
123
0
0
0
5
Negative
70
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.6
2.8
122
1.09
112
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.73
0
127
1.05
121
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
0
120
0.97
123
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.3
119
0.9
132
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
1.2
76
0.74
102
0
3
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
114
0.3
24
0.61
39
0
3
Hypothyroid
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.18
1.5
90
0.79
115
0
3
Negative
38
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.8
1.6
131
0
0
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
96
0.95
100
0
5
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.01
4.7
141
0.9
156
0
5
Negative
65
0
1
0
0
0
0
0
1
0
1
0
0
0
0
2.1
1.7
164
1.09
151
0
5
Negative
42
0
0
0
0
0
0
1
0
0
0
0
0
0
0
9.099999
0
120
1.07
112
0
5
Negative
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
1.6
89
0.82
108
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
1.5
77
1.15
67
0
0
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0
115
1.02
113
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
93
0.91
102
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
3.2
0
0
0
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
71
1.01
70
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
99
1.01
98
0
5
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2.7
132
1.39
96
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.3
71
0
0
0
5
Negative
76
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
98
1.12
87
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
106
1.15
93
0
3
Negative
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
1.8
107
0.88
121
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.5
92
1.02
90
0
1
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
1.4
105
1.01
105
0
3
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
1.6
139
0.93
150
0
1
Negative
43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
81
0.84
97
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.7
138
1.02
136
0
1
Negative