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
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1
1.2
2.8
112
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0
72
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0
0
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0
0
0
0
0
0.05
1.4
89
1.13
79
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22
1
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1
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110
1.03
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87
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157
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55
1
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5.5
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68
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16
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62
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2.9
2.9
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60
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1
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0
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4.8
2.8
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40
1
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82
1
0
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1.2
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1.12
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47
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0
0
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0
0
0
0
0.65
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131
0.99
132
0
30
0
0
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0
1
0
0
0
0
0
0
0
0
0
0
0.61
1.5
82
1.19
69
0
61
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
3.4
1.6
118
1.06
111
0
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1.5
2.3
104
0.92
113
0
61
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3.3
0
107
1.03
104
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43
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.62
2.5
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1.09
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35
1
0
0
0
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0
0
0
0
1
0
0
0
0
0
0.54
2.3
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1.08
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0
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
99
1.15
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45
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0
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0
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0
0
2.4
1.8
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1
117
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64
1
0
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0
0
0
0
0
0
0
0
0
0
2.1
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113
0.83
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1
0
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0
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0
0
0
0
0
24
0
74
0.84
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1
27
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1
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1
1
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0
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0
1
0
138
0.91
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0
73
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0
0
1.01
1.8
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54
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0.2
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1.17
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1
52
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1.24
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0.94
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2.4
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1
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1.3
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1.1
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0.87
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56
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1
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0
0
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2.7
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1.04
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40
1
0
0
1
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0
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0
0
0
0
0
0
2.4
2.3
150
1.24
121
0
54
1
0
0
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0
0
0
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1
0
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0
0
0
7.2
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74
0.88
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1
65
1
0
0
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0
0
0
0
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0
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0
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2.7
0
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1.03
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42
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1
0
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1
0
101
0.83
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0
44
1
0
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0
0
0
0
0
0
0
0
0
0
1.1
0
112
1.01
111
0
76
1
0
0
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0
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0
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0
0
0
0
2.8
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0.99
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76
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1.1
3
96
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23
1
0
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1
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1.7
3.9
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1.18
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60
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0.44
1.7
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62
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1
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2.2
2.1
96
0.86
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62
1
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0
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0.06
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127
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76
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5.7
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98
0.86
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1.3
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1
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41
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1
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0
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4.6
2.4
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1.02
127
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73
1
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6.1
1.4
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0.85
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1
53
1
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1
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78
0.85
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1
0
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4.4
1.5
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27
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0
0
0
0
0
0
0
0
0
0
2.7
2.7
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0.87
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34
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0
0
0
0
0
0
0
0
0
0
1.2
0
70
0.66
106
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49
0
0
0
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0
0
0
0
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0
0
0
0
0
0
1.6
0
126
0.97
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60
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0
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0
1
0
0
0
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0
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0.9
0
89
0.96
92
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60
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0
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0
1
0
0
0
0
0
0
0
0
0
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1.9
0
126
1.16
109
0
11
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2.7
99
1
99
0
64
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0.13
3
122
0.95
128
0
80
1
1
0
0
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0
0
0
0
0
0
0
0
0
0
2.2
0
111
0.88
127
0
19
1
0
0
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0
0
0
0
1
0
0
1
0
0
0
3.2
2.2
118
0.99
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0
19
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5.5
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141
1.06
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77
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0
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0.09
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73
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0
0
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0
0
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1.1
1.6
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0.74
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60
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0
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0
0
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1
0
0
0
0
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1.3
1.7
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1.05
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77
1
0
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0
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0
0
0
0.025
0
143
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1
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0
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0
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2.9
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133
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74
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0
0
0
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0
0
0
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1.3
1.9
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0.92
108
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36
1
0
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1
0
0
0
0
0
0
0
0
0
0
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113
1.01
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18
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0
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0
0
0
136
0.98
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50
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1
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1
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0.32
1.5
138
1.05
131
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43
0
1
0
0
0
0
0
0
0
0
0
0
0
0
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3.2
2.1
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1.14
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43
1
1
0
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0
0
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1.23
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71
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1.3
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86
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1
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0.68
2.4
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1.01
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48
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1.4
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3
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1.6
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4
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0.065
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1
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0.23
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1.18
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49
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1
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0
1
0
0
0
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0
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2.1
0
114
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63
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85
0.75
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1.2
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104
0.96
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40
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0
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0
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6.1
0
139
1.35
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1
69
0
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1.4
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