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
44
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2.3
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88
1.05
83
0
73
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0
1
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0
0
0
0
2.5
2
134
1.17
115
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69
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0.69
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36
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1
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0.05
2.2
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47
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1
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24
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1
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14
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0
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0
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2.5
80
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31
1
1
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1
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0
0
1
0
0
0
0
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0
22
1
0
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0
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0
0
0
0
0
0
0
0
0
2.6
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0
22
1
0
0
1
0
0
0
0
0
0
0
0
0
0
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1.3
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118
0.96
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0
27
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0
0
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0
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0
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2.6
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40
1
0
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0
0
0
0
0
0
0
1
0
0
12
2.1
81
1.09
74
1
49
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.93
0
74
0.87
85
0
39
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.06
2.4
148
1.07
138
0
39
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.2
2
102
0.93
110
0
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
1.9
112
0.94
119
0
52
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
98
0.71
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0
53
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0.08
0
127
0.9
141
0
47
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0.02
1.2
72
0.82
88
0
13
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
82
0.88
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0
81
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.8
1.8
148
1.19
125
0
74
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
5.4
1.4
109
0.83
131
0
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1.2
95
0.98
96
0
55
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
1.6
126
0.93
135
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.2
101
0.79
129
0
29
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
112
1.08
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1
22
1
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1
2.7
2.4
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1.2
131
0
28
1
0
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0
0
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0
0
0
0
0
0
1
0.36
3
131
1.04
126
0
64
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0.82
0
125
1.01
124
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.5
0
75
0.84
89
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52
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1
0
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0
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1.3
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0.75
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0
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0
0
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2.2
1.9
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0.99
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72
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
4.1
1.6
94
0.92
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42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.9
151
0.98
154
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74
0
0
0
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0
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0
0
0
0
0
0
0
22
1.2
71
1.11
64
1
24
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
0.4
0
142
1.2
118
0
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.8
2
87
0.95
91
0
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
0
113
0.85
133
0
25
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
236
0.2
16
0.94
17
1
51
1
0
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0
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0
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2.1
2.2
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95
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63
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33
1.5
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1
42
1
0
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101
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54
1
0
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1.8
1.8
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1
94
0
40
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63
0.88
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2.1
0.6
79
0.91
87
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40
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0
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0
0
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34
1.7
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57
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1
0
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1
0
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0
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0
0
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0
0
0
0
2.4
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101
0.9
113
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68
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.47
0
117
1.02
115
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.1
2.2
136
1.24
110
1
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.035
2.3
160
1.05
151
0
34
1
0
0
1
0
0
0
0
0
1
0
0
0
0
0
27
4.4
273
1.22
222
2
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.5
117
0.86
136
0
74
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
0
175
1.15
153
0
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.8
1.7
97
0.91
107
0
59
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1.7
1.2
101
0.9
112
0
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.4
1
154
1.03
149
0
23
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.4
76
0.83
91
0
79
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0.02
2.4
99
0.73
135
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.8
0
144
1.29
111
1
25
1
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
2.2
113
1.08
105
0
45
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0.75
2.3
119
0.94
126
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.7
155
1.43
109
0
23
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
7.9
2.2
104
1.07
97
1
23
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.8
122
1.1
111
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
0
131
0.95
137
0
47
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
2.2
2
108
1.08
100
0
44
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
1.3
136
0.94
145
0
31
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.1
86
0.99
86
0
31
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
1.6
0
111
1
111
0
75
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0.02
0
150
0.88
171
2
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.1
98
0.9
109
0
63
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.63
2.3
139
1.11
125
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
5.3
272
0.97
281
2
77
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1.3
1.8
104
1.04
100
0
47
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
0
98
1.14
86
0
46
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.02
4.5
156
0.76
205
2
42
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0.67
1.9
74
0.79
93
0
50
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
13
1.3
86
0.87
99
1
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.6
1.6
94
1.06
89
0
53
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.32
0
145
0.96
152
0
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.2
1.5
83
0
0
0
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.9
86
0
0
0
60
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.81
0
192
1.44
134
0
32
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.005
2.9
138
1.15
120
0
64
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1.2
2.3
177
1.51
117
0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
2.3
82
0.88
92
0