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
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
43
5
Hyperthyroid
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
105
1.01
104
0
5
Negative
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
0
69
0.96
72
0
5
Hypothyroid
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
106
1.11
96
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
130
1.07
122
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
0
93
0.88
106
0
5
Negative
36
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
106
5
Hyperthyroid
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
100
0.91
110
0
5
Negative
62
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.6
0
0
0
0
5
Negative
48
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.06
1.4
129
0.9
143
0
5
Negative
67
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.85
2
140
1.36
103
0
5
Negative
64
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.4
0
99
0.92
108
0
5
Negative
22
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1.5
2
0
0
107
0
5
Negative
59
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
131
1.08
121
0
5
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.7
115
1.11
104
0
1
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
96
0.89
108
0
5
Negative
24
0
0
0
0
0
0
0
0
1
0
0
0
0
0
11
1.9
92
0.84
110
0
5
Hypothyroid
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
4.9
249
0.86
290
0
5
Hyperthyroid
30
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.79
1.8
81
0.86
94
0
1
Negative
80
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
0
116
0.94
123
0
3
Hypothyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
102
0.94
109
0
5
Negative
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
1
61
0.77
79
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1
60
0.74
81
0
5
Negative
37
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.94
1.9
99
0.86
115
0
5
Negative
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.91
0
134
0.91
147
0
5
Negative
93
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.98
0
88
0.66
133
0
3
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.6
123
0.96
128
0
3
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.9
74
0.79
94
0
1
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.4
107
0.83
129
0
1
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
5
Negative
71
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
28
5
Negative
81
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.28
1.3
91
1.02
89
0
3
Negative
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
97
0.79
123
0
3
Negative
66
0
0
0
0
0
0
1
0
1
0
0
0
0
0
2
1.8
115
0.97
119
0
5
Negative
56
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
111
0.93
119
0
5
Negative
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
33
5
Hyperthyroid
10
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
98
0.99
99
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
95
0.87
109
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
108
0.94
115
0
5
Negative
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
113
0.76
149
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
104
0.98
106
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
85
0.7
121
0
3
Negative
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.3
114
0.84
136
0
3
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
1.3
81
0.91
89
0
5
Hypothyroid
43
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0.005
3
130
0.84
155
0
5
Hyperthyroid
30
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
143
0.97
147
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
5.6
278
0.78
356
25
5
Hyperthyroid
62
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0.66
2.1
150
1.19
126
0
5
Negative
25
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
3.2
117
1.11
105
0
5
Hyperthyroid
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
25
5
Negative
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
114
1.04
110
0
5
Negative
58
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.29
0
131
0.99
132
0
5
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.7
116
1.13
103
0
1
Negative
24
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
77
0.95
81
0
5
Negative
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
122
1.03
119
0
5
Negative
45
1
0
0
0
0
0
0
0
1
0
0
0
0
1
3.5
0
107
0.98
109
0
5
Negative
53
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2
1.5
89
1.03
86
0
5
Negative
49
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
3.7
178
0
0
0
5
Hyperthyroid
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
103
1.15
90
0
3
Negative
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
0
62
0.78
80
0
3
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
0.9
150
0.9
167
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
0
19
0.94
20
0
3
Hypothyroid
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
0
75
0.57
132
0
5
Negative
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.5
115
0.84
137
0
3
Negative
83
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.83
0
125
0.94
133
0
5
Negative
49
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.27
1.8
98
1.08
91
0
5
Negative
49
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2.5
2.5
100
1.03
97
0
5
Negative
82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
86
0.8
108
0
3
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
117
1.1
106
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
126
0.82
154
0
5
Negative
24
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1.2
0
114
1.11
103
0
0
Negative
54
0
0
0
0
0
0
0
0
1
0
0
0
0
0
40
1.9
48
0.79
61
0
5
Hypothyroid
81
0
1
0
0
0
0
0
0
0
1
0
0
0
0
3.9
1.4
102
1.02
100
0
5
Negative
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
127
1.08
118
0
1
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
0
80
0.66
121
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
148
1.03
144
0
5
Negative
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
86
0.86
100
0
1
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
0
114
0.9
127
0
1
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
83
0.79
105
0
5
Negative
42
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1.9
0
0
0
0
5
Negative
59
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.83
2.3
119
1.11
107
0
3
Negative
50
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0.05
0
129
1.04
124
0
5
Negative
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.5
109
1.07
102
0
3
Negative
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
102
1.1
93
0
3
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
120
0.91
132
0
5
Negative
78
0
1
0
0
0
0
0
0
0
0
0
0
0
0
2.8
0
68
1
68
0
5
Negative
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
2.1
134
1.07
125
0
3
Negative
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.83
0
80
0.88
91
0
1
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
112
1.14
98
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.6
80
0.91
88
0
5
Negative
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
118
0.91
130
0
1
Negative
49
0
1
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.2
144
0.88
164
0
3
Negative
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.099999
0
110
0.91
121
0
3
Hypothyroid
79
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
137
1.05
131
0
5
Negative
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
226
0.93
243
0
5
Hyperthyroid
60
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.81
1.6
99
0
0
0
2
Negative
69
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
102
0.77
133
0
5
Negative
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
0
97
1.02
95
0
5
Negative
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
108
1.09
99
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
143
1
143
0
3
Negative