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
44
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
5
Negative
44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
94
0.9
105
0
5
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
0
123
1.01
121
0
5
Negative
76
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0.72
0
131
0.91
143
0
3
Negative
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
49
0.3
5
1.17
4
0
3
Hypothyroid
41
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.55
1.7
110
1.07
102
0
5
Negative
51
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.8
0
104
1.06
98
0
5
Negative
40
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
0
74
0.99
75
0
5
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.03
2
98
0.95
103
0
5
Negative
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.5
103
1.1
93
0
1
Negative
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
95
0.95
100
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
0
83
0.76
108
0
3
Negative
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
0
96
1.01
95
0
3
Negative
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
0
82
0.95
86
0
5
Negative
44
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131
0.94
138
0
5
Negative
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
98
0.76
130
0
5
Negative
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
3
0
123
1.02
120
0
5
Negative
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
125
0.9
138
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.299999
1.9
95
1.17
81
0
5
Hypothyroid
58
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
1.4
120
0.85
141
0
1
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.64
0
98
0.63
156
0
5
Negative
91
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.7
1.4
101
0.88
115
0
5
Negative
33
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.025
5.3
278
0.78
356
0
5
Hyperthyroid
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
87
0.84
103
0
5
Negative
63
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0.09
4.9
221
0.93
237
0
5
Negative
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
123
0.89
139
0
3
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
107
0.93
115
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
145
1.05
137
0
3
Negative
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
116
0.9
128
0
3
Hypothyroid
85
0
0
0
0
0
0
0
0
1
0
0
0
0
0
197
0
0
0
0
0
3
Hypothyroid
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
0
96
0.91
105
0
5
Negative
25
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.7
123
1.06
116
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.2
58
0.84
68
0
5
Negative
85
0
0
0
0
0
0
0
0
0
0
0
0
0
0
197
0
14
0.62
23
0
3
Hypothyroid
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
112
1.14
98
0
5
Negative
49
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.4
0
90
0.92
98
0
5
Negative
22
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.3
0
159
1.04
153
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
96
0.4
2.9
1.2
2.4
0
3
Hypothyroid
65
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.05
0
147
1.14
129
0
5
Negative
75
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1.1
0
91
0.79
114
0
5
Negative
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.6
100
0.86
117
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.11
0
105
0.74
143
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
93
0.77
121
0
3
Negative
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
0
113
1.17
96
0
5
Negative
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
82
0.89
91
0
1
Negative
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
142
0.96
149
0
3
Negative
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
1.3
97
0.85
115
0
5
Negative
56
1
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
98
0.86
115
0
5
Negative
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.7
0
97
1
96
0
5
Negative
58
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
106
1.13
94
0
5
Negative
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
22
5
Negative
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
0.8
61
0.98
62
0
3
Negative
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.59
2
130
1.02
128
0
5
Negative
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.01
2.5
125
1.02
122
0
5
Negative
75
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.5
0
102
1.18
87
0
5
Negative
55
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.02
2.8
105
0
0
0
5
Negative
57
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
105
0.94
111
0
5
Negative
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
79
0.74
107
0
5
Negative
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
91
0.88
103
0
5
Negative
50
0
0
0
1
0
0
0
0
0
1
0
0
0
0
5.5
1.6
44
1.08
40
0
5
Hyperthyroid
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
1.6
98
0.89
110
0
3
Negative
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
81
0.85
95
0
1
Negative
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
0
119
0.9
132
0
3
Negative
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
4.4
2.4
115
1.14
101
0
3
Negative
56
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1.2
0
120
0.98
122
0
5
Negative
47
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.25
0
139
1.04
134
0
5
Negative
63
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
100
0.95
106
0
5
Negative
77
1
1
0
0
0
0
0
1
1
0
0
0
0
0
1.9
1.6
114
0.99
114
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
1.04
94
0
5
Negative
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
0
0
0
0
5
Negative
62
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0.02
0
127
0.95
134
0
5
Negative
56
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0.47
0
125
1.05
119
0
5
Negative
18
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0.74
2.3
143
1.15
124
0
0
Negative
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
116
0.98
118
0
5
Negative
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
138
0.84
165
0
3
Negative
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
0
108
0.8
134
0
3
Negative
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2
119
1.11
107
0
3
Negative
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.7
0
118
1.11
106
0
5
Negative
35
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1.1
2.8
127
1.58
80
0
0
Negative
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2
79
0
0
0
0
Negative
74
0
1
0
0
0
0
0
0
1
0
0
0
0
0
2.9
1.5
96
0.84
114
0
3
Negative
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1.4
118
1.02
116
0
3
Negative
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
1.9
162
1.07
151
0
3
Negative
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.5
100
0.93
107
0
5
Negative
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
37
5
Hyperthyroid
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.5
126
1.13
112
0
1
Negative
35
1
0
0
0
1
0
0
0
0
0
0
0
0
0
2.5
1.8
77
0
0
0
5
Negative
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
1.2
93
1.25
74
0
5
Negative
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131
0.3
8.4
1.01
8.299999
0
5
Hypothyroid
16
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.5
1.9
106
1.04
104
0
5
Negative
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
0
143
0
0
0
5
Negative
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
2.5
114
1.17
97
0
5
Negative
43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101
1.13
90
0
5
Negative
14
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18
5
Negative
42
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.4
1.4
116
0.95
123
0
5
Negative
60
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
6.9
132
0
0
0
5
Negative
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
0
82
1.01
82
0
5
Negative
36
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
3
71
0.85
84
0
5
Negative
74
0
1
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.3
108
0
0
0
5
Negative
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
0
133
0.83
161
0
3
Negative