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
72
1
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0
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1
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0
0
1.5
1.8
97
1
97
0
72
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
2.4
1.8
82
0.84
99
0
57
0
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.7
2.2
86
0.69
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34
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1.4
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116
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41
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0.84
112
1
24
1
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0
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1.8
2.4
92
0.85
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47
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0.55
1.8
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54
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71
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0
0
6.9
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1
49
1
0
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1
0
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0
1
0
0
0
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32
2.1
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76
1
0
0
0
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1.2
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1
0
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0
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0
1
0
0
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114
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37
1
0
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0
0
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0
0
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0
0
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1
90
0.77
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17
1
0
0
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0
0
0
0
0
0
0
0
0
0
2.9
2.5
110
0.91
121
0
38
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.13
6.4
256
0.77
332
0
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.56
2.9
158
0.75
211
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34
1
0
0
0
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0
0
0
0
1
0
0
0
0
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2.2
2.4
85
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60
1
0
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0
1
0
0
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12
3.1
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51
1
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0.23
3.7
144
0.91
158
0
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
98
3.5
13
0.9
14
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
75
0.57
132
0
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.8
73
0.64
114
0
35
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.91
0
118
0.85
139
0
33
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.7
2.6
89
0.6
148
0
33
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
3.2
143
0.84
170
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
86
0.94
92
0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.4
91
1.05
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0
25
0
0
0
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0
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0
0
0
0
0
0
0
0
0
0.99
3
149
0
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0
42
1
0
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0
0
0
1
0
0
0
0
0
0.065
3.1
156
0.94
166
2
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.065
5.1
138
1.13
122
2
56
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.4
2.3
115
1.07
107
0
56
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
13
2.5
77
0.95
81
1
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
0
102
0.93
110
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36
0
1
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0
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0
0
0
0
0
0
1
1.6
2.8
131
1.05
125
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.9
105
0.9
117
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.1
96
0.87
110
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.9
2.6
79
0.9
88
1
52
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
2.4
2.8
118
1.01
117
0
28
0
0
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0
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0
0
0
0
0
0
0
1.9
1.7
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1
1
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0.9
1.5
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22
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1.6
2.7
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62
1
0
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0
0
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0
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0
0
0
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0.4
2.6
101
1.03
98
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2
107
0.84
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0
83
0
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0
0
0
0
0
0
0
0
0
0
0
2.4
1.8
99
0.76
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76
1
0
0
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0
1
0
0
0
0
0
0
1.9
1.4
67
0.65
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55
1
0
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0
0
0
0
0
0
0
0
0
0
4.9
2
97
0.87
112
0
77
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
114
0.81
141
0
61
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.065
5.3
210
0.87
241
2
44
1
0
0
0
0
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0
0
0
0
0
0
0
0
0
1.6
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97
0.81
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42
1
1
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1.6
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123
0.91
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38
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1
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1.5
2.9
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1
89
0
80
1
0
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3.3
1.9
112
0.87
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47
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1.5
2.9
69
1.01
68
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57
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1
0
0
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3.6
2.5
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3
2.6
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2.1
1.7
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0.58
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1
0
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2.9
1.2
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0
0
0
0
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3.3
2
75
0.82
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47
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1
0
0
0
0
0.35
2.6
63
0.92
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72
1
0
0
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0
0
0
1
0
0
0
0
0
0
1.6
1.8
99
1.05
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19
0
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0
0
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0
0
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0
0
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4.5
1.3
62
0.74
84
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1.1
79
0.73
108
0
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
64
0.67
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0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.4
66
0.64
103
1
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.68
1.7
94
0
0
0
64
0
0
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0
0
0
0
0
0
0
0
0
0
9.299999
2.5
92
0
0
1
71
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2
3
97
1.14
85
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.49
1.2
88
0.63
140
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55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.7
94
0.85
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0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
142
1.17
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42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
109
0.97
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25
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0
0
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0
0
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0
0
0
0
0
0
0
0
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111
0.97
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0
49
0
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2.8
1.8
103
0.72
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0
24
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.72
2.6
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0
0
27
1
0
0
0
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0
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0
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0
0
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0.34
0.7
66
1.17
56
0
44
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
2.4
130
1.08
120
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
1.9
79
0.62
127
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46
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.74
2.1
127
1.07
119
0
46
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
27
2.5
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1
39
0
0
1
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0
0
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0
0
0
0
0
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118
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0.66
2.2
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1.05
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81
1
0
0
0
0
0
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0
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0
0
0
0
0
0
494
0.5
12
1.39
9
1
59
1
1
0
0
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0
0
0
0
0
0
0
0
0
1
2.1
2.1
107
0.93
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0
54
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1.9
2.3
161
1.04
155
0
23
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.065
18
430
0.67
642
2
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
1.7
107
0.84
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56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
2.4
129
0.94
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0
56
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30
2.6
151
1.48
102
0
67
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
2.3
2.7
124
1.01
123
0
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.7
131
0.99
132
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
80
1.08
81
0
21
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
7.1
2.9
48
1.01
48
0
62
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
71
0.72
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0
48
1
1
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
0
105
0.72
146
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
1.9
133
0.99
134
0