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
76
0
0
0
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0
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0
0
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0
0
0
0
0
2
3.7
142
1.13
126
0
52
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.15
2.7
133
1.05
127
0
55
1
0
0
0
0
0
0
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0
0
0
0
0
0
0
1.8
2.3
98
0.97
101
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67
1
1
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0
0
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1.9
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167
1.43
117
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74
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1.4
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109
0.96
114
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70
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1
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0.12
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124
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129
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83
1
0
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0
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0
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1.6
1.2
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2.2
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1.08
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69
1
1
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1.8
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149
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41
1
1
0
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0
0
0
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0
0
0
0
0
1.1
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97
0.88
110
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33
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
160
0.3
9.5
0
0
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
2
139
1.02
137
0
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
2.6
86
0.88
98
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72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
15
2.2
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1.29
76
1
80
1
0
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0
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0
0
0
0
0
0
0
0
0
1
6
1.6
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0.95
104
0
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
97
1.04
94
0
64
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
136
1.07
127
0
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.53
2.1
94
0.95
99
0
70
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
2.1
1.7
131
1
130
0
70
1
0
0
0
0
0
0
0
1
1
0
0
0
0
0
1.3
1.8
94
0.86
110
0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2
119
0.92
129
0
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
1.6
97
0.78
125
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.9
96
1.03
93
0
73
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0.025
1.5
77
0.94
82
0
66
1
0
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0
0
0
0
0
0
0
0
0
0
0
0
0.39
2.3
102
0
0
0
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.9
117
1
118
0
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.77
2.1
123
0.91
135
0
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.9
2.2
76
1.01
75
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
19
2.2
83
1.03
81
1
49
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0
0
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0
0
0
0
0
2
2.1
79
0.87
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78
1
0
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0
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0
0
0
0
2.9
1.7
104
0.76
137
0
19
0
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0
0
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0
0
0
0
0
0
0
0
0
0
3.1
2.8
131
0.95
138
0
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.1
80
0.89
91
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66
1
1
0
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0
0
0
0
0
0
0
0
0
0
0.07
0
118
0.94
126
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50
1
0
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0
0
0
1
1
0
0
1
0
0
40
2.2
75
1.01
74
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
2.4
96
0.98
99
0
75
1
1
0
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0
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0
0
0
0
0
0
0
0
0
1.6
1.6
102
0.94
109
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42
1
1
0
0
0
0
0
0
0
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0
0
0
0
0
0.12
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149
1.05
143
0
69
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0
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0
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0
1.8
2.3
108
1.03
105
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81
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0
0
0
0
0
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0
0
0
0
0.65
1.3
91
0.87
104
0
43
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
1.1
1.3
136
0.97
140
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.025
3.2
129
0.77
168
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.84
2
98
0.88
112
0
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.4
111
1
111
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.7
97
0.79
122
0
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
92
0.95
97
0
71
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.9
1.5
135
1.06
127
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.3
88
0.91
97
1
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
9.2
2.5
106
1.13
94
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
1.9
141
1.09
129
0
30
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1.3
2
80
0.72
110
0
16
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.2
0
113
0.95
119
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62
1
1
0
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0
0
0
0
0
0
0
0
0
0
5.6
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103
1.12
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43
1
0
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1
0
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0
0
0
0
0
0
0
0
0.95
1.9
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0.81
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43
1
1
0
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0
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0
1.9
1.8
114
0.92
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33
1
0
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0
0
0
0
0
0
0
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0
0
1.9
1.9
83
1.03
81
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54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.38
1.1
128
0.8
160
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66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.8
1.9
119
1
119
0
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.5
101
1.04
97
0
38
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.8
2
102
1.16
89
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
2.3
97
1.04
93
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.6
2.2
73
0.99
74
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.9
170
1.23
138
0
61
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0.41
1.2
116
0.87
134
0
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
2.2
164
1.09
151
0
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
78
0.9
87
0
77
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
36
0
82
1.02
81
1
57
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.065
4.2
235
1.1
214
2
66
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.065
2
153
0.99
154
0
63
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
2.9
1.6
101
0
0
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.3
2.5
105
1.01
103
0
58
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.065
3.4
129
0.95
136
2
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.65
3
92
0.95
92
0
39
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
3.6
0
92
1.09
84
0
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.4
153
1.19
129
0
58
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.04
2.6
117
1.02
114
0
71
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.2
93
0.87
107
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70
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0.9
104
0.83
124
0
61
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.25
2.5
101
1
101
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.1
2.5
84
1.05
80
0
70
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.78
1.9
136
0.9
152
0
26
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.7
2.5
130
1.08
121
0
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2
135
1.21
111
0
70
1
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0.005
3.5
194
0.9
215
2
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.5
102
0.92
111
0
41
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2.8
110
1.14
97
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.7
1.7
64
0.69
93
0
48
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.7
110
1.09
101
0
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.8
91
0.9
101
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
1.2
90
0.82
110
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
67
0.9
75
0
25
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.81
2.8
106
1.32
81
0
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.6
111
1.06
105
0
72
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.005
2.6
82
0.89
93
0
60
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
183
1.1
45
0.97
46
1