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
60
1
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0
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0
0
0
1.2
2.6
117
1.31
90
0
42
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.2
2.1
123
1.18
104
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.1
1.3
92
0.89
103
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29
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0
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1.6
2.4
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1.1
92
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39
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2.4
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1.08
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24
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0
0
1.6
2.2
139
1.02
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24
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1.8
2.1
91
0.93
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1.9
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0
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0
0
0
0
0
0
1
2.7
1.5
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1
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10.299999
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77
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2.9
2.6
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1
0
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3
2.5
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69
1
0
0
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0
0
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0
0
0
0
0
0
0
0.02
2.4
136
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148
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69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.099999
1.3
88
1.06
83
1
55
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
170
1.1
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54
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1
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0
0
0
0
0
0
0.93
1.8
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0
22
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0
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3.7
2.1
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0.82
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31
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
7.8
2
159
1.51
105
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77
1
0
0
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0
0
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0
0
0
0
0
0
0
4.9
1.6
85
0.87
98
0
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4.6
1.5
133
1.08
124
0
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.5
106
0.81
130
0
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.5
1.7
101
0.85
119
0
53
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.2
2
88
1.04
85
0
43
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
2.3
93
0.86
108
0
83
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
2.3
1.6
105
0.83
127
0
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.2
1.2
122
0.94
131
0
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.9
1.4
79
0.79
101
0
25
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.1
102
1.12
91
0
56
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.3
98
1.07
92
0
85
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
1.4
86
0.98
88
0
15
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.51
1.3
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0.78
155
0
26
1
1
0
0
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0
0
0
1
0
0
0
0
0
0
0.04
1.6
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1
95
0
34
1
0
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1
0
0
0
1.9
2.1
118
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1
1
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0.01
0
132
0.87
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0
0
0
0
2.6
1.3
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0.9
98
0
68
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
12
1.4
111
1.2
93
1
68
1
0
0
0
1
0
0
0
0
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0
0
0
0
0
0.97
1.3
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0.87
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1.9
1.5
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0.96
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0
83
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0
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0
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0
0
0
0
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2.4
1.3
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0.86
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1
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0
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1.7
1.5
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1
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0
0.95
2.6
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1.4
110
0
41
1
1
0
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0
0.76
0
107
0.91
118
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1
0
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0
0
0
0
0
0
0
0
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0.15
1.3
126
0.96
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0
24
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
10
2.5
110
1.17
94
1
30
1
0
0
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0
0
0
0
0
0
0
0
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0
1.3
1.7
93
0.96
98
0
38
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.37
2.2
86
0.75
115
0
20
1
0
0
0
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0
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0
0
0
0
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0
1.5
2.5
94
1.04
90
0
20
1
0
0
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0
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1.8
1.6
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1
63
0
57
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0.93
1.3
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1.04
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27
1
0
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1.9
2.4
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1.14
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0
64
1
0
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1
0
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0
0
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0
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0
0
1
1.7
96
0.9
107
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61
0
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6.2
1.2
83
0.82
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61
0
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0
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0
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0
0
0
0
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1.2
1.6
93
0.81
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61
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1
0
0
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1.1
2.2
83
0.83
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53
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1
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3.8
2.5
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2.4
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1
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36
4.5
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1.15
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25
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2
2.3
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0.8
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1
2.6
3
125
1.13
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15
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0
0
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0
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0
0
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1
2.3
3.4
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63
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0
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0
0
0
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7.7
1.9
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1.04
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1
58
1
0
0
0
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0
0
0
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1
0
0
0
0
0
0.005
3.9
181
0.96
188
2
62
1
0
0
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0
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0
0
0
0
1.5
1.6
69
0.82
83
0
70
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0
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0
0
0
0
0
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0
0
0
0
0
86
0.5
27
0.84
32
1
38
1
0
0
0
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0
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0
0
0
0
0
0
0
1.4
1.5
80
1.12
71
0
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.4
1.3
104
1.06
99
0
49
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.4
2.5
94
1.15
82
0
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
1.7
131
1.49
88
0
59
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.06
2.5
121
1.25
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59
1
0
0
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0
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0
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0
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0
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1.8
1.7
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0
0
0
65
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0
0
0
0
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0
0
0
0
0
1.3
2
105
1.28
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0
50
1
0
0
0
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0
0
0
0
0
0
0
0
0
2
2.5
133
1.08
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0
50
1
0
0
0
0
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0
0
0
0
0
0
0
0
2.8
2
116
1.26
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0
19
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2.7
2.7
121
1.17
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0
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.8
2.6
120
1.2
100
0
36
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.3
1.6
112
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0
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.2
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1.11
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0
32
1
0
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0
0
0
0
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0
0
0
0
1
1.2
1.6
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1.02
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0
32
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
2
1.7
92
1.01
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40
1
0
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0
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0
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0
0
0
0
2.4
2.1
112
1.25
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0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1.1
111
1.02
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55
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1.7
1.9
132
1.15
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61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
2.1
128
0.94
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52
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0
0
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0
0
0
0
0
0
0
0
0
0
0
1
1.8
102
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44
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
115
1.1
104
0
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.5
1.6
91
0.99
91
0
54
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
110
0.99
111
0
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.7
2.5
139
1.12
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0
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
134
1.2
112
0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.4
111
1.52
73
0
64
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1.3
2.6
118
1.11
106
0
53
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0.85
2
103
0.93
111
0
84
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
1.4
103
1.1
94
0
49
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0
0
0
0
0
0
0
1
0
0
0.6
0
87
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88
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68
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0
0
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0
0
3
2.6
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0
0
0.37
1.2
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