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
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.3
125
0.95
132
0
1
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.46
2.4
158
1.17
135
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2.7
2.3
94
0.94
100
0
5
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
1.3
63
1.04
61
0
5
Negative
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.5
2.6
157
1.31
120
0
5
Negative
31
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.91
0
128
0.87
147
0
5
Negative
34
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.035
2.4
46
1.1
42
0
5
Negative
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.6
125
0.95
132
0
3
Negative
75
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
145
1
145
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.4
3
132
1.35
98
0
5
Negative
34
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
186
1.33
140
0
5
Negative
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.3
84
0.98
86
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
121
1.25
97
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1.5
1.9
138
0.98
141
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.6
86
0.72
119
0
1
Negative
76
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0.075
2.1
94
1
94
0
5
Negative
81
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
1.3
112
0.8
140
0
5
Negative
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
100
0.7
143
0
3
Negative
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.2
111
1.01
110
0
3
Negative
77
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.3
106
0.88
120
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.47
0
111
0.84
132
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2
83
0.63
132
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.33
2.2
134
0.95
141
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.025
4.4
235
0.92
255
0
3
Hyperthyroid
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.94
2.6
115
1.11
104
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2
95
0.9
106
0
3
Negative
57
1
1
0
0
0
0
0
0
1
0
0
0
0
0
6
2.3
115
0
0
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
2.5
111
0.97
114
0
0
Negative
22
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
114
0.88
130
0
5
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.7
113
0.93
122
0
3
Negative
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
108
0.93
116
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.9
0.8
81
0.85
95
0
5
Negative
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0.7
78
0.59
132
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0.7
108
0.69
156
0
5
Negative
24
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.08
0.4
58
0.76
76
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
105
0.76
138
0
5
Negative
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.055
0.3
65
0.42
155
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
0.6
58
0.73
79
0
5
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
14
1.9
94
0.86
109
0
5
Hypothyroid
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
2.2
107
0.86
124
0
5
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.3
91
0.96
95
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.87
1.3
94
1.02
92
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
0.9
110
0.88
125
26
5
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
2.5
94
0.98
96
0
3
Negative
54
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.03
2.7
112
1
112
0
5
Negative
75
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0.37
1.7
101
0.77
131
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0.18
2.6
83
0.8
104
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
128
1.11
115
0
3
Negative
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
105
1.1
95
0
5
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.2
106
0.75
141
0
3
Negative
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
0
95
0.87
109
0
3
Negative
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.6
145
0.97
149
0
3
Negative
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.5
133
0.96
139
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
1.3
111
0.86
128
0
3
Negative
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.9
107
0.87
123
0
1
Negative
53
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
101
1.02
99
0
5
Negative
51
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.88
2.1
88
0.85
104
0
1
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.41
0
96
0.87
110
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
96
5
Hyperthyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.3
1.7
95
0
0
0
5
Hypothyroid
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.37
2.5
180
1.23
146
0
3
Negative
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
2.4
119
1.7
70
0
1
Negative
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
2.5
101
0.98
103
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
2.3
82
1.02
80
0
5
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.71
2.5
141
1.39
101
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.2
78
0.94
83
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
1.8
78
1.01
77
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.6
106
0.97
109
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
0
0
0
0
5
Negative
36
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2.6
2.1
95
0.97
97
0
1
Negative
70
0
0
0
0
0
0
0
0
0
0
1
0
0
0
5.3
2.7
103
1.29
80
0
1
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.82
1.9
159
1.16
137
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.13
0
107
1.08
99
0
3
Negative
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.8
92
0.97
95
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
0.97
92
0
3
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
1.9
91
0.95
96
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.2
102
0.9
113
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
2.7
123
1.29
95
0
5
Negative
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.5
111
1.3
85
0
5
Negative
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
72
1.04
69
0
5
Negative
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
58
1.13
51
0
5
Negative
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.9
0
0
0
0
5
Negative
40
1
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
85
1.12
76
0
5
Negative
57
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0.13
2.4
116
0.89
130
0
5
Negative
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.96
2.7
112
1.03
109
0
3
Negative
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.7
2.2
108
1.15
94
0
3
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
1.9
96
0.93
103
0
1
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.4
97
0.82
118
0
3
Negative
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.6
80
0.99
81
0
1
Negative
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
95
0.84
113
0
0
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
100
0.82
122
0
5
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
84
1.04
81
0
5
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.88
2.2
148
1.22
121
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
3
114
1
114
0
3
Negative
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.5
139
0.97
143
0
3
Negative
79
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
48
5
Hyperthyroid
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
83
1.01
82
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.8
99
0.8
124
0
5
Negative