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
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0
0
0
0
0
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0
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0
0
3.1
0.9
57
0.61
93
0
65
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0
0
0
0
0
0
0
0
1.8
2.3
119
1.04
114
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0.9
50
0.62
81
0
76
1
0
0
0
0
0
0
0
0
1
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0
0
0
0
3.1
1.4
96
1.02
94
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67
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1.6
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0.64
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47
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0
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0
0
3.1
2.4
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1.1
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49
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1.6
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83
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70
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2.1
110
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62
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75
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0
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0
0
0
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0
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1.9
2.3
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1
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42
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1
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1
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0.75
112
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47
0
0
0
1
0
0
0
0
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0
0
0
0
0
0
2.3
2.3
75
0.89
84
0
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11
2.1
95
1.07
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1
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.08
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146
0.82
178
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70
1
0
0
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0
0
0
0
0
0
0
0
0
0
4.3
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78
0.98
80
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43
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2.6
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1.06
90
0
38
1
1
0
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0
0
0
0
0
0
0
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0
0
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1
0
117
0.92
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53
1
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0
0
0
0
0
0
0
0.6
2.5
75
0
0
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
84
0.63
133
0
81
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
5.4
2.1
102
1.1
93
0
90
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.8
98
0.94
104
0
86
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
75
0.82
92
0
38
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0.59
2.3
99
0.96
103
0
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.8
101
1.03
98
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.39
2.1
111
0.91
122
0
47
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.4
150
1.1
136
0
47
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.2
2.1
105
0.89
118
0
34
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
2.7
128
0
0
0
34
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
10
2.2
86
0.91
95
1
47
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.1
2.1
61
0.89
69
0
48
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.21
3.8
168
0.98
171
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14
1.3
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0.94
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1
73
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0
0
0
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0
0
0
0
0
2
1.9
99
0.83
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67
1
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1
0
0
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0
0
0
0
0
0
0.7
0
99
0.94
105
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78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38
1.4
74
0.98
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1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.3
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0.76
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70
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0
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0
0
0
0
0
0
0
0
0
0
1
2.3
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1.04
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56
1
0
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0
0
0
0
0
0
0.105
1.5
108
0.81
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62
1
0
0
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0
1
0
0
0
0
0
0
0
6.5
0
110
1.41
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1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.1
93
1.06
88
0
30
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.7
111
0.82
135
0
16
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
252
1.7
5
1.08
5
1
61
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
1.2
2.3
96
0.72
133
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.6
157
1.16
135
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.76
2.3
90
0.94
96
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.19
3
108
1.13
96
0
28
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.9
119
1.41
84
0
52
1
0
0
0
0
0
0
0
0
0
0
0
0
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1.9
1.7
107
1.01
106
0
60
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.7
1.3
105
1.01
104
0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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2.7
1.8
97
1.01
96
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57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.4
57
0.72
79
0
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
137
1.15
119
0
29
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
7.9
2.4
151
1.63
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0
60
1
0
0
0
0
0
0
0
0
1
0
0
0
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1.1
3.1
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2.1
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65
1
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1
0
0
0
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0
0
0
0
0
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2.8
2.7
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1.16
91
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53
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0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
75
0.86
87
0
48
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
6.7
0
161
1.62
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61
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0
0
0
0
0
0
1
0
0
0
0
0
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1.6
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115
1.08
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62
1
0
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0
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0
0
0
1
0
0
0
0
0
0
2.2
0
99
1.03
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0
32
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1.6
1.7
125
0.96
130
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.8
1.2
83
0.69
121
1
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
3.1
132
1.06
125
0
59
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.1
0
87
0.96
91
0
72
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.1
2.1
104
0.91
114
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.4
89
0.76
117
0
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2.4
136
1.07
127
0
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
0
128
1.02
125
0
23
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.22
6.5
245
0.76
325
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.4
82
0.81
102
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2
80
0.77
104
0
84
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.9
1.7
99
0.79
125
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
129
0.86
150
0
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.2
106
0
0
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.6
99
0.93
106
0
29
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.8
93
0.69
135
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
110
0.85
129
0
68
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.88
2.9
68
0
0
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
2
88
0.91
97
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12
1.4
67
0.71
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1
49
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
1.1
60
0.64
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0
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.5
95
0.67
142
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1
79
1.11
71
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
1.1
94
0.79
119
0
53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0.7
61
0.46
133
0
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.2
100
0.87
115
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.9
1.8
0
0
79
0
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.3
154
1.14
135
0
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
0
127
0.89
143
0
39
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
89
1.17
76
0
22
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2
81
0.88
92
0
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.1
109
0.97
112
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.4
117
1.04
113
0
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.1
90
1.07
84
0
59
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
15
1.4
155
1.05
148
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16
2.7
150
1.09
138
1
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
0
79
1.13
70
0