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
30
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.5
2.2
124
1.31
95
0
0
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
133
1.1
121
0
3
Negative
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.3
150
1.25
120
0
5
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.1
84
0.87
96
0
5
Negative
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.8
142
1.05
135
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
106
0.91
117
0
3
Negative
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.82
1.5
83
0.76
117
0
3
Negative
82
0
0
0
0
1
0
0
0
0
0
0
0
0
0
3.2
1.4
76
0.86
88
0
3
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
2.1
89
1.14
78
0
3
Hypothyroid
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
3
158
0.87
183
0
5
Hyperthyroid
73
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.39
0
104
0.97
107
0
5
Negative
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.6
15
0.89
17
0
3
Hypothyroid
68
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0.96
0
104
1
104
0
5
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
147
1.11
132
0
3
Negative
61
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6.4
2.4
141
1.26
112
0
3
Hypothyroid
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.2
103
0.88
118
0
3
Negative
59
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
95
0.85
111
0
1
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
111
0.92
121
0
3
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
120
1.02
118
0
5
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
98
0.84
117
0
5
Negative
63
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.4
1.4
90
0.91
100
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
94
0.76
124
0
3
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.4
88
0.86
102
0
3
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.2
120
0.96
126
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.7
144
0.94
153
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
1.4
91
0.97
94
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.6
100
0.88
113
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.9
93
0.97
96
0
1
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.5
114
1.11
103
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.57
1.8
128
1.14
112
0
1
Negative
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
78
0.77
102
0
1
Negative
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
103
0.89
115
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
3.2
84
0.84
100
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
2.5
97
0.91
107
0
5
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.1
132
1.13
116
0
3
Negative
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
2.2
100
0.98
102
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.53
2.5
105
1.01
104
0
5
Negative
28
0
0
0
1
0
0
0
0
0
1
0
0
0
0
2.4
2.1
125
0
0
0
5
Negative
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24
5
Negative
35
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
100
0.81
123
0
5
Negative
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.8
104
0
0
0
5
Negative
29
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
2.3
135
0.97
140
0
1
Negative
27
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.3
132
0.94
140
0
1
Negative
39
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.25
2.9
136
1.44
94
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
151
1.4
42
1.06
39
0
5
Hypothyroid
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
0
0
0
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
87
0.72
121
0
5
Negative
58
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.59
1.5
83
0.86
97
0
3
Negative
54
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.46
3
116
1.05
110
0
2
Negative
72
1
0
0
0
1
0
0
0
0
0
0
0
0
0
5.4
1.8
87
0.91
95
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.3
77
0
0
0
3
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
1
8.099999
2.5
90
0.95
95
0
1
Hypothyroid
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
96
0.78
124
0
1
Negative
23
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
3
174
1.35
129
0
5
Negative
23
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.015
4
204
0.84
242
0
5
Hyperthyroid
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.7
113
1.1
102
0
5
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
2.4
84
1.24
68
0
0
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2
125
1.01
124
0
3
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
3
117
0.97
120
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
0
101
1.08
94
0
5
Hypothyroid
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.2
178
1.26
142
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
151
1.05
144
0
5
Negative
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.78
2.5
148
1.23
120
0
5
Negative
83
0
0
0
0
0
0
0
0
0
1
0
0
0
0
8.299999
2.1
104
1.06
97
0
5
Hypothyroid
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
472
1.7
34
1.17
29
0
0
Hypothyroid
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.5
88
0.94
94
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
95
1
95
0
5
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
0.8
93
0.58
160
0
5
Negative
63
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.74
0
74
0.77
97
0
5
Negative
50
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.4
1.8
126
1.07
117
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
2.4
123
1.14
108
0
3
Negative
63
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
2.3
111
1.06
105
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.4
89
0.99
89
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.51
0
90
0.81
111
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.3
119
0.99
120
0
5
Negative
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
1.6
82
0.82
100
0
3
Hypothyroid
71
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2.4
122
1.12
109
0
5
Negative
60
0
0
0
0
0
0
0
0
1
0
0
0
0
0
8.9
0
75
0.97
77
0
5
Hypothyroid
53
0
1
0
0
0
0
0
0
1
0
0
0
0
0
3.9
0
114
1.17
97
0
5
Negative
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.4
2.6
125
0
0
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
103
0.73
142
0
3
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.6
83
0.7
118
0
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
94
0.8
119
0
5
Negative
54
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.9
2.5
74
0.99
75
0
1
Negative
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
71
0.72
99
0
1
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.2
86
1.09
79
0
5
Negative
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2.7
84
1.03
81
0
5
Negative
60
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.7
1.7
109
0.84
130
0
3
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
2.1
129
1.08
120
0
1
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.58
1.9
140
0.96
145
0
3
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.8
105
0.92
114
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.2
1.2
89
0.74
121
0
3
Hypothyroid
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.7
136
1.27
107
0
5
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
7.1
223
1
222
0
5
Hyperthyroid
47
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.3
1.6
75
0.93
80
0
1
Negative
67
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2.2
121
1.02
118
0
5
Negative
59
0
1
0
0
0
0
0
0
1
0
0
0
0
0
4
1.3
120
0.94
128
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
1.9
92
0.93
98
0
5
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.8
95
0.9
106
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
0
111
1
112
0
5
Negative