Datasets:
anasmakki
/
thyroid_processed

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age
float64
sex
float64
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
hypopituitary
int64
psych
int64
TSH
float64
T3
float64
TT4
float64
T4U
float64
FTI
float64
target
int64
46
1
1
0
0
0
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0
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0
0
0
0
0
0.5
1.7
132
1.02
130
0
65
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.8
107
1.1
98
0
74
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
6.9
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97
0.87
112
1
74
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74
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0
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0
0
0
2.6
2.1
149
1.02
147
0
42
1
0
0
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0
0
0
0
0
0
0
0
0
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6.1
2.2
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67
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0
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1
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68
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1
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0
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44
1
0
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1
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0
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47
1
1
0
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0
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0
0
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0
0
0
0
0.01
4.2
214
1.45
148
0
48
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0.42
2.5
93
1.14
82
0
68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.2
142
0.99
143
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.6
3.3
121
1.08
112
0
20
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.015
4.8
22
0
0
2
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
3.1
110
1.06
104
0
68
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.4
1.6
83
0.89
93
0
86
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
124
1.01
122
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
1.4
97
0.87
111
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
1.3
101
0.93
108
1
76
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2
1.4
107
0.77
139
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
2.6
130
1.13
115
0
66
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.34
0
95
0.99
95
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.1
2.1
98
1.12
87
0
49
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.015
0
126
0.83
152
0
29
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.6
2.2
87
0.95
92
0
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2
156
1.17
134
0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.9
1.9
90
0.97
93
0
24
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.77
2.8
110
0.91
121
0
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
160
1.09
147
0
26
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
2.5
114
1.09
104
0
61
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
1.7
107
0.99
107
0
22
0
0
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0
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0
0
0
0
0
0
0
0
0
0
1.9
2.1
76
0.79
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0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.54
1.7
90
0.83
109
0
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.25
1.8
120
0.85
140
0
74
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2
2.2
109
0.91
119
0
49
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.015
0
137
0.8
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0
65
1
1
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0
0
0
1
0
0
0
0
0
0.015
1.9
88
0.81
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0
56
1
0
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0
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0
0
0
0
0
5
1.7
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0.77
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0
81
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
3.9
1.8
131
0.98
133
0
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.1
142
1.07
133
0
63
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.78
1.9
85
1.1
77
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.95
2
109
1.15
94
0
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.17
1.2
75
0.88
85
0
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.44
2.5
89
0.97
92
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28
1.8
72
0.87
82
1
82
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.4
131
1.08
121
0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.86
1.9
78
0.85
91
0
62
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.2
2.8
122
1.13
109
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
114
1.1
104
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.3
67
0.88
76
0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2.8
91
0
0
0
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
2.4
110
0.99
111
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.9
2.3
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1.07
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37
1
0
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0
0
0
0
0
0
0
1
0
0
0
1
4.4
2.6
108
1.12
96
0
74
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.3
1.2
91
0.92
99
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.1
2.1
79
0.96
83
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.9
90
0.99
91
0
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.2
2.7
99
0.88
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37
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.64
2.1
92
0.99
93
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.3
119
0.95
125
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
2.1
84
0.86
98
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
2.2
88
0.9
98
0
25
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.7
0
183
1.41
130
0
62
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
103
0.95
109
0
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.49
0
172
1.15
150
0
51
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.29
0
98
1.03
95
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
2.5
87
1.11
78
0
78
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.64
1.7
113
0.99
115
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.3
93
0.82
113
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.04
2
141
1.05
134
0
67
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
121
0.96
127
0
70
1
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0.15
1.5
85
0.91
94
0
30
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.5
2.2
124
1.31
95
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.8
2.3
133
1.1
121
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
2.3
150
1.25
120
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.1
84
0.87
96
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.8
142
1.05
135
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
106
0.91
117
0
72
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.82
1.5
83
0.76
117
0
82
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
3.2
1.4
76
0.86
88
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.5
2.1
89
1.14
78
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
3
158
0.87
183
2
73
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.39
0
104
0.97
107
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
55
0.6
15
0.89
17
1
68
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.96
0
104
1
104
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
147
1.11
132
0
61
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
6.4
2.4
141
1.26
112
1
14
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.2
103
0.88
118
0
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
95
0.85
111
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.9
111
0.92
121
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
120
1.02
118
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
98
0.84
117
0
63
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.4
1.4
90
0.91
100
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.8
94
0.76
124
0
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.4
88
0.86
102
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.3
2.2
120
0.96
126
0