Datasets:
anasmakki
/
thyroid_preprocessed_balanced

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age
int64
sex
int64
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
int64
T4U
float64
FTI
int64
target
int64
53
1
0
0
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132
0.27
7
1.02
7
1
29
1
0
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0
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0
0
0
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0
0
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0
19.1
1.38
59
1.04
57
1
74
1
0
0
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1
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0
0
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19.37
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52
0.98
54
1
75
1
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12.61
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65
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59.49
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22
1.02
21
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36
1
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34.44
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65
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1
67
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111
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33
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73
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43
1
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76
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1
55
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12.1
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57
1
0
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1.05
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1
64
1
0
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0
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0
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0
0
0
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0
9.14
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67
0.75
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1
54
1
0
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13.05
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30
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85.71
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3
1
28
1
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140
1.36
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61
1
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29.25
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0.97
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1
51
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9.56
1.68
71
1.08
65
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.18
0.72
79
0.9
88
1
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.59
0
123
1.1
112
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.01
1.62
95
0.89
107
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.95
1.7
122
1.03
120
1
79
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.81
1.82
104
1.1
94
1
43
1
0
0
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0
0
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0
0
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0
0
0
0
0
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1.63
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1
107
1
31
0
0
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154.15
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20
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20
1
55
0
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7.88
2.23
57
0.95
61
1
42
1
0
0
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0
0
0
0
0
0
0
0
0
0
13.59
2.1
82
1.17
70
1
52
0
0
0
0
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0
0
0
0
0
0
0
1
0
0
13.48
2.34
68
0
0
1
58
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
9.91
1.01
75
0.99
75
1
67
0
0
0
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0
0
0
0
0
0
0
0
0
0
0
6.79
2.16
89
0.97
93
1
77
0
0
0
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0
0
0
0
0
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0
0
0
0
0
10.52
1.24
54
1.13
48
1
61
1
0
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76
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11.36
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125
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132
1
33
0
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0
0
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0
0
0
0
0
0
11.21
1.27
85
0.98
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1
60
0
0
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98.45
0.58
8
1.01
8
1
68
1
0
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0
18.37
0.57
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1.01
64
1
24
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409.38
0.26
4
1.01
4
1
58
1
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0
17
1.62
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1
24
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7.4
2.24
102
1.1
94
1
50
1
0
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0
0
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0
0
0
165.12
0.42
18
1.17
16
1
26
0
0
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0
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0
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0
0
0
0
0
0
18.65
1.67
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0
0
1
70
1
0
0
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0
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0
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0
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6.48
1.85
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1.11
111
1
60
0
0
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0
0
0
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0
10.98
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1.06
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1
72
1
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0
14.41
1.94
79
0.84
95
1
87
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.02
1.46
44
1.01
43
1
55
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
65.4
0
48
0.95
51
1
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.24
0.07
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1.19
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1
66
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11.48
2.12
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1
65
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7.69
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0.92
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1
71
1
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55
0.98
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1
19
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57.96
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74
0.9
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1
33
1
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30.17
0.41
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0.95
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1
56
1
0
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0
7.25
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1
85
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12.03
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68
1
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32.56
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1
50
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1
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10
1.18
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1
28
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12.86
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29
1
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33.15
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1.08
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1
18
1
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0
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0
0
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0
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9.94
0.69
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0.9
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1
35
1
0
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0
0
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0
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0
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6.53
0.75
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1.08
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1
78
1
0
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0
0
0
0
0
0
0
0
0
0
27.23
1.4
45
0.97
46
1
75
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.3
1.31
134
1.15
117
1
71
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
11.21
1.06
48
0.95
51
1
35
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.71
1.49
78
0.96
82
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.89
1.13
114
0.93
121
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.66
1.34
83
1.02
81
1
27
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.67
1.63
103
0
0
1
54
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
30.15
0.83
75
1.05
72
1
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.81
1.24
70
1.06
66
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.94
2.34
67
1.02
65
1
60
0
0
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0
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0
0
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0
0
0
0
16.32
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0
0
1
70
1
0
0
0
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0
0
0
0
0
0
0
0
0
22
1.45
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1.1
80
1
63
0
0
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0
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0
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7.54
1.59
79
0.93
85
1
76
1
0
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0
0
0
0
1
0
0
0
0
0
0
21.25
0.42
52
0.94
56
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.25
2.02
65
1.2
55
1
51
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
39.6
1.4
61
1.09
56
1
76
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
141.18
0.08
4
1.05
4
1
50
0
0
0
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0
0
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0
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0
161.62
0.29
13
1.2
10
1
59
1
0
0
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0
0
0
0
0
0
0
0
11
1.44
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1.1
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1
75
1
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12.38
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1.04
57
1
29
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
150.14
0.78
34
0.96
36
1
66
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
64.18
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29
1.06
28
1
75
0
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0
0
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0
0
0
0
0
0
0
0
0
0
7.07
0.58
119
0.94
126
1
77
1
0
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0
0
0
0
0
0
0
0
0
0
0
8.05
0.3
59
1
59
1
28
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
34.31
1.17
46
0.97
47
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
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24.7
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58
1.13
51
1
57
0
0
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0
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0
0
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0
0
0
277.21
0.66
11
1.15
9
1
15
0
0
0
0
0
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0
0
0
0
0
0
0
0
0
11.14
0
140
1.35
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1
58
1
0
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0
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0
0
0
0
0
7.39
1.6
91
0.95
95
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.32
0.79
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0.9
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1
24
0
0
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0
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0
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0
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0
417.64
0.32
5
1.02
5
1
27
1
0
0
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0
0
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0
89.96
0.39
7
0.95
7
1
57
1
0
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0
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11.36
1.26
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0.95
82
1
77
1
0
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0
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0
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0
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12.9
2.03
86
0.72
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1
31
1
0
0
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0
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0
0
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0
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150.59
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47
1.3
35
1
85
1
0
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12.71
0.44
89
0.93
95
1