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
68
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2.2
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47
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0.6
2
142
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142
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58
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2.9
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1.3
2.5
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66
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1.8
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1
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0.25
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1.5
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0.2
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1.6
2.1
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37
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0
0
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0
0
0
0
0
0
0
0
0
1
0.25
2
114
0.9
128
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.4
118
0.88
135
0
57
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.9
2.1
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0.9
104
0
38
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0
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0
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0
0
0.4
2
91
0.78
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34
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0
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0
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0.25
2.3
103
1.05
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1
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0
0
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0.25
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1
1.9
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1.03
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66
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0
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0.5
1.9
80
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0.25
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106
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19
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1
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0.6
2.3
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0.94
106
0
35
1
1
0
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0
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0
0
0
0
0.25
2
121
0.81
148
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59
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1
0
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0
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0
0
0.25
2.4
109
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83
1
0
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0
0
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0
0
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0
0
0
0
0
0.25
2.3
147
1.09
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45
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7.4
1.4
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1
80
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1.3
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0.6
2.1
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0.5
0.6
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0.15
2.3
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0.2
1.9
159
1.04
153
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36
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1
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0
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0.5
0
101
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0
0
8.799999
2.3
106
1.25
85
1
70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
87
0.87
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70
1
0
0
0
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0
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0
0
0
0
0
2.5
2.3
84
0.92
92
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37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
2
97
0.99
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42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2.5
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1.22
102
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40
1
0
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0
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0
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0.15
1.7
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1.5
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0.15
2.9
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0.3
1.5
146
1.18
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0.6
2.4
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1.18
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2.3
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3.4
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1
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4.9
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116
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26
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1
0
0
6.2
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0.9
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22
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1.7
2.2
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1.08
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15
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0.7
1.8
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87
1
0
0
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0
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0
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0
0
0
0
0.3
1.5
100
1.2
83
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.6
2
107
0.95
113
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60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
159
1.07
149
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70
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0
0
0
0
0
0
0
0.9
2.6
92
0.89
103
0
70
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0
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0
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0
0
0
0
0
0.2
2
119
0.86
138
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70
0
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0
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0
0
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0
0
0
0
1.4
2.1
91
0.99
92
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55
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0
0
0
0
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0
0
0
0
0
0
0
3.4
2.3
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1.08
80
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51
1
0
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1
0
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0
0
0
0
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1
2.2
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1.04
66
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75
1
0
0
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0
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0
0
0
0
0
9.599999
1.9
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1
80
1
70
1
0
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0
0
0
0
0.6
2.5
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1.06
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49
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0
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0
0
1
2.8
141
1.11
127
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
3
125
0.74
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70
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0
0
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0.7
0.9
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63
1
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0
0
0
0
0
0
0
0
0
126
1.3
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1.08
37
1
58
1
0
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0
0
0
1
0
0
0
0
0
1.7
2.4
133
1.15
116
0
58
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
93
0.84
111
0
80
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.2
1.8
111
0.97
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56
1
1
0
0
0
0
0
0
1
0
0
0
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0
0
0.2
2.1
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0
0
0
71
1
0
0
0
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0
0
0
0
1
0
0
1
0
0
0.2
4.5
125
0.82
152
2
31
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.2
103
1.05
98
0
45
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
94
0.84
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0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
1.9
109
1.01
108
0
59
1
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0.2
4.3
140
1.68
83
2
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.7
0
88
0.82
107
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73
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0
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0
0
0
0
0
2.7
87
1.07
81
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.3
99
1.05
95
0
48
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.8
104
1.11
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0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
91
1.17
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48
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0
0
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0
0
0
0
0
0.8
1
46
0.66
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48
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0
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0
0
0
0
0
0
0
0
0
0
0.8
1.2
97
0.9
107
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48
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0
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0
0
0
0
0
0.5
1.4
80
0.88
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0
0
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0
0
0
0
0
0
0.7
2.8
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1
87
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43
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0
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0.7
2.5
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34
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0
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0
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0.2
2.5
104
1.2
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0