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
65
1
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0
2
2.6
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0.99
136
0
30
1
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0
0
0
0
0
0
0
0
0
0.2
2.6
80
0.84
95
0
80
1
0
0
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0
0
0
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0.8
2.3
124
1.04
118
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70
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2.3
1.8
122
0.85
144
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57
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0.3
2.1
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0.82
150
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57
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2.2
79
0.7
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47
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0.3
2.1
99
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1.04
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28
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2.5
2.6
179
1.55
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31
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0.3
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76
1.01
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33
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1
0.3
2.5
107
0.92
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42
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1
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0.05
2
129
1.02
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69
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109
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0.2
2.2
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55
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0.2
3.6
301
1.75
172
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29
1
0
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0.2
2.7
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38
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1
4.8
2.4
114
0.84
135
0
40
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0
0
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0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
95
0.99
96
0
27
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.7
1.9
146
1.19
123
0
50
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2
121
1.04
116
0
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.4
119
0.98
121
0
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
106
0.94
113
0
16
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
164
1.26
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0
32
1
0
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0
1
0
0
0
0
0
0
0
0
0
0.25
2.5
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1.05
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25
1
0
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0
0
0
0
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0
0
0
0
1.1
2.2
112
0.98
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0
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
47
1.1
52
0.9
58
1
78
1
0
0
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1
0
0
0
0
0
0
0
0
0
0
0.7
1.6
102
1.23
83
0
72
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2.3
2
130
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0
0
74
1
0
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0
1
0
0
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0
0
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1.3
1.2
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0.94
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49
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0.2
2
94
0.97
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69
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1
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0
0
0.2
2.5
124
1.15
108
0
38
0
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0
0
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1
0
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0
0
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0
3.9
2.2
61
0.76
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38
1
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0
70
0.5
2.9
1.05
2.8
1
42
1
0
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0
0
0
0
0
0
0
0
0
31
0.8
13
1.19
11
1
70
1
0
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1
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0
3.7
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69
0.83
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1
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0.9
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0.8
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0.9
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1
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0.2
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1
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0.2
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256
0.9
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2
65
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0.2
1.9
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0.98
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0.2
1.9
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0.89
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63
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0.9
2.1
153
1.22
126
0
63
1
0
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0
0
0
0
0
0
0
0
0
0
1.4
1.9
118
0
0
0
36
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
2.4
179
1.36
131
0
71
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
122
0.81
152
0
43
1
1
0
0
0
0
0
0
1
0
0
0
0
0
0
2.6
1.8
137
1.02
134
0
50
0
0
0
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0
0
0
0
0
0
0
0
0
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0.2
1.8
123
0.97
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42
1
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0
0
0
0
2.3
1.1
93
0.73
127
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53
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.1
2.4
87
0.94
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0
61
1
0
0
0
1
0
0
0
0
0
0
0
0
0
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0.2
3.8
252
1.13
222
2
37
0
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1
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116
0.9
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0.2
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0.2
5.1
187
1.17
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2
59
1
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4.3
1.2
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1.03
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2.8
2.2
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1
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0.2
1.3
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53
1
0
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0
0
0
25
0.4
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0.61
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1
49
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1
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1
1.6
93
0.94
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59
1
1
0
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0
0
0
0
0
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0
0
0
0
0.2
2.8
142
0.99
143
0
56
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
2.2
1.4
88
0.77
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0
18
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.1
120
1.12
107
0
78
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.9
2.3
112
1.08
104
0
69
1
0
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0
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6.8
2.2
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0
0
1
52
1
0
0
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0
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0
0
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0
0
0
0
0
0.9
2.7
114
1.31
87
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46
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0
0
0
0
0
0
0
0
0
0
0
0.8
2.1
108
0.91
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66
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
2.5
142
1.25
113
0
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
1.6
137
0.95
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36
1
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0.8
2.3
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52
0.85
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0.2
2.4
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68
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0
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1.6
2.5
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1.09
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73
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1
0
0
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0
0
0
0
0
3
1.9
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57
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0.1
2.4
81
0.89
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77
1
0
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0
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0
0
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0.2
1.6
84
0.87
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65
1
0
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0
0
0
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0.2
2.4
129
0.98
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62
0
0
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0
0
0
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0
0
0
0
0
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1.1
1.7
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1.02
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35
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0
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0
0
0
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1
0
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0
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2.2
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0.96
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43
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62
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0.4
2.4
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1.12
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1
1
0
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0
0
0
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0.1
0
119
0.91
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0
35
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0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.3
2.4
130
1.11
117
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63
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
2.6
1.3
128
1.07
120
0
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.1
2.7
159
1.19
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68
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0
0
0
0
0
0
0
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0
0
0
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0.1
1.8
80
0.77
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0
24
0
1
0
0
1
0
0
0
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0
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0
0
3.3
1.2
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0.87
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0
0
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0.4
1.4
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68
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0.3
2.2
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0.86
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61
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0
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1.5
1.7
111
0.94
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59
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0.7
1.6
129
1.07
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57
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1.6
73
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57
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1
0
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0
0
0
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0.1
2.2
150
1.01
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59
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0
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0
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0
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2.3
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74
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0.4
2.3
107
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