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
21
1
1
0
0
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0
1
1.2
1.6
99
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114
0
35
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0
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0
0
0
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0
0
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2.5
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139
1.13
123
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69
1
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2.1
113
0.88
128
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76
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1
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1.2
2.1
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18
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1
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478
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1.3
34
1
51
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0.02
3.3
200
1
200
2
26
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1.3
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2.3
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2.4
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9.299999
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1
42
1
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2.5
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1.12
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45
1
0
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1
0
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1
1.6
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1
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54
1
0
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0
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0.52
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96
0.69
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26
0
0
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0
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0
0
0
0
0
0
0
0
0
0
1.9
2.9
94
1.15
82
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.8
96
0.82
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75
0
0
0
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0
0
0
1
0
0
0
0
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1.8
2
102
0.83
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43
1
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0
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2
2.6
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0
70
1
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3.6
1.9
114
0
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0
35
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.7
1.7
101
0
0
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
2.3
114
0
0
0
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
147
1.07
138
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.94
2.4
80
1.06
76
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
2.5
109
1.03
105
0
41
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2.8
0
149
1
148
0
53
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.005
0
103
1.08
95
0
52
0
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
99
0.92
107
0
63
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
42
1.6
60
0.93
64
1
88
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
0
78
0.78
100
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.61
1.7
107
0.81
132
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.5
95
0.91
104
0
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0
85
0.89
95
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.8
120
1.09
110
0
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.78
2
102
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106
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60
1
0
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0
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0
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1.4
1.7
103
0.89
116
0
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.98
2.5
120
1.06
113
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.4
1.6
110
0.85
129
0
74
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.6
90
0.79
114
0
74
1
0
0
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0
0
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0
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0
0
0
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0
4.8
2.5
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0.89
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0
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0
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0
0
0
0
0
0
0
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2
0
134
0.98
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0
17
1
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0
0
1.1
0
154
1.34
115
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.5
85
0.81
105
0
45
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
2
73
0.74
99
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.66
1.7
114
0.89
128
0
61
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
63
0.71
89
0
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.82
1.4
129
0.88
147
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0
98
0.79
125
0
59
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.1
98
0.9
108
0
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
3
106
1.12
96
0
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
1.8
145
1.04
140
0
38
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0.88
1.6
108
0.85
127
0
94
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.9
0
157
1.02
154
0
50
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0.03
3.4
131
1.02
129
2
18
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
183
1.3
141
0
22
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
2.3
3.6
148
1.42
104
0
53
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.03
5.4
162
0.73
222
2
38
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2.2
0
93
1.15
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0
69
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0
0
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0
0
0
1
0
0
0
0
0
0
1.3
1.9
101
0
0
0
29
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
1.9
100
0.93
107
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.4
0
135
0.84
160
0
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.5
0
93
0.75
125
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73
1
1
0
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0
0
0
1
0
0
0
0
0
0
0.03
1.7
127
0.89
143
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
5.5
199
1.05
190
2
41
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
5.1
1.8
91
1.12
82
0
64
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0.73
2
152
1.15
131
0
67
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0
152
0.99
153
0
29
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.33
2.2
142
0.93
153
0
35
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0.14
1.9
73
1.16
63
0
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
0
78
1.02
77
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
0
97
0.86
112
0
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
1.6
130
1.05
123
0
57
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
100
1
100
0
36
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1.3
2.1
81
0.9
90
0
57
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
1.5
74
0.78
96
0
54
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.58
2.6
100
1.01
99
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.34
1.4
100
0.8
124
0
58
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
3
0
115
1.07
107
0
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
108
1.02
106
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38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
44
1.7
59
1.04
57
1
38
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
1.6
131
1.3
101
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.1
109
1.02
107
0
37
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.6
2.2
104
0.99
105
0
20
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.7
104
0.96
108
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56
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38
0
105
0.9
116
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68
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.2
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95
1.02
93
0
29
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.31
0
146
1.04
141
0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
130
1.24
105
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58
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.98
0
99
1.08
92
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
1.7
116
0
0
0
60
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
0
88
0.95
92
0
83
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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2.3
0
100
0.82
122
0
38
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.7
84
0.99
85
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38
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
0.87
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61
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0
0
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0
0
0
0
0
0
0
0
0
0
0
0.35
1.4
108
1.02
105
0
30
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
116
1.05
110
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.7
66
0.75
88
0
21
1
1
0
0
0
0
0
0
0
0
0
1
0
0
1
1.3
1.9
112
1.06
106
0
21
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
163
1.05
155
0
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.46
0
77
0.67
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0