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
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0.15
1.2
122
1.02
120
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29
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0
0
0
0
0
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0
0.8
1.8
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36
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26
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1
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21
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54
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0
0
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0
2.7
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122
1.11
110
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60
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0
0
0
1
1
0
0
0
0
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4.4
2.1
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24
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57
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1
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2.9
2.7
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1.15
88
0
24
0
0
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0
0
0
0
0
0
0
0
0
0
0
1
0.8
2
112
0.87
128
0
40
1
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.7
106
0.75
141
0
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.15
1.8
106
0.92
115
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.6
2.5
131
1.01
129
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.5
95
0.97
99
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2
87
1.03
84
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72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
143
0.4
15
0.98
15
1
55
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
4.1
2
78
0.79
99
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21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
113
1.12
101
0
62
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
1.4
1.9
106
1.08
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0
61
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
90
0.7
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0
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.4
2.2
124
1.14
109
0
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
1.7
117
0.9
129
0
76
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
6.3
1.3
134
1.15
117
1
76
1
0
0
0
0
0
0
0
0
1
0
0
0
0
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2.3
2.1
101
1.13
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0
32
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
11
1.8
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0.9
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1
60
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0
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0
0.05
2.7
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1.1
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33
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0
0
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0
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0
0
0
1
0.7
2.1
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0.05
1.8
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1.01
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0.05
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1
137
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62
1
0
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0
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0
0
150
1.6
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1.07
32
1
31
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3
169
0.96
176
2
50
1
1
0
0
0
0
0
0
1
0
0
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0
0
0
0.05
2.1
100
0.84
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0
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
235
0.5
2
1.24
1.4
1
53
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.2
2.5
136
1.18
116
0
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6.6
1.5
50
0.83
60
1
69
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.4
2.1
92
1.02
91
0
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.05
2
103
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68
1
0
0
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0
0
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0
0
0
0
0
0
0.3
1.3
96
0.92
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65
1
0
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0
0
0
0
0
0
0
0
0
0
0
18
1.3
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0
1
65
1
0
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0
0
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0
0
0
0
0.05
2.3
98
0.9
109
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22
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
0
110
1.03
107
0
13
1
0
0
0
0
0
0
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0
0
0
0
2.2
2.4
62
1.03
60
0
65
1
1
0
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0
0
0
0
0
0
0
0
0
0
0
55
1
50
1.17
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1
41
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0.1
2.1
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0
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0
0
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1
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0
2.9
1.7
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37
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0
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0
0
0
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0.15
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44
1
1
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0
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154
1.06
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29
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1
0
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0
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0
0
2.8
2.2
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0.97
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0
78
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.2
118
0.76
154
0
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.8
128
0.86
150
0
57
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0.1
4.5
159
1.04
153
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.3
101
0.83
121
0
84
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
1.9
68
0.8
86
0
84
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.8
1.9
52
0.64
81
0
82
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
2.4
117
0.9
131
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1.9
81
0.79
102
0
34
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.5
120
0.78
154
2
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
2.5
76
0.98
78
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1.9
86
0.89
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0
54
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1.4
1.4
79
0.81
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0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.3
1.5
70
0.8
88
0
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.1
2.3
76
1.03
84
0
43
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0.7
1.9
104
0.99
104
0
59
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
3.1
198
0.59
334
2
72
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0.15
2.2
182
0.85
214
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49
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.2
94
0.92
103
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.6
1.5
107
0.72
147
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74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.9
1.9
60
0.76
79
0
59
1
0
0
0
0
0
1
0
0
0
0
0
0
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4.3
2.2
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0.83
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59
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0
0
0
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0
0
0
0
0
0
0
0
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2.7
2.1
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0.81
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23
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0
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0
0
0
0
0
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0.15
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68
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1
1.6
95
0.88
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73
1
0
0
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0
0
0
0
0
0
0
0
0
0
3.4
2.5
96
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80
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0
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0
0
0
0
0
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0.15
1.6
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0.7
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0.15
1.7
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0.76
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72
1
0
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0
0
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0
0
0
0
0
0
2.7
2.4
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1.08
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0
0
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0
0
0
0
0
0
0
0
1
0
0
0.15
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107
0.93
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65
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0
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0
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0
0
0
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0
0
1.6
1.7
74
1.02
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0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
1.8
92
0.85
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70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
2.2
98
0.93
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57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.15
1.6
93
0.78
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0
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
1.7
112
1.01
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0
74
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
130
0.91
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69
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0
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0
0
0
0
0
0
0
0
0
0
0
0.15
1.9
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20
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0
1
0.5
2.9
138
1.32
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