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
71
1
0
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9.6
1.39
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1
72
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8.51
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72
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53.34
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49
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66
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21
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455.57
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22
1.2
18
1
47
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59.23
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24
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46
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58
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10.61
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1
50
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10.36
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75
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36.64
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53
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62
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1
22
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0
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171.41
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64
1.47
44
1
55
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0
66.16
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1.13
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1
57
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77
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1
64
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34
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6.55
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0.86
103
1
68
1
0
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0
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0
0
0
0
0
0
6.97
0.16
109
1.03
105
1
69
0
0
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0
0
0
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0
0
0
0
0
0
0
0
11
0.67
81
1.38
58
1
69
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.59
1.89
89
0.95
94
1
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.66
2.18
98
1.15
85
1
71
0
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0
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0
0
0
0
31.69
0.54
15
1.43
10
1
72
0
0
0
0
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0
0
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0
0
0
0
0
0
0
17.92
0.5
7
1.17
6
1
77
1
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11.13
0.87
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1.02
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1
71
1
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26.39
1.07
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0.86
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1
59
0
0
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1
0
0
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0
0
0
253.97
0.04
4
1.27
3
1
81
0
0
0
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0
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0
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0
7.44
0.81
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0.85
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1
57
1
0
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0
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0
0
0
0
0
0
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0
42.86
1.55
27
0.97
28
1
28
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
38.23
1.1
80
1.23
65
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.3
1.44
88
1.06
83
1
51
0
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0
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0
96.52
0.4
3
1.1
3
1
32
1
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49.19
1.91
54
1.07
51
1
64
1
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0
0
0
212.76
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43
0.95
45
1
73
1
0
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9.59
1.21
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0.99
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1
14
1
0
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0
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0
17.22
1.82
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0.96
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1
61
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96
0.96
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68
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47.62
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48
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1
16
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9.65
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1.29
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1
62
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0.07
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0.98
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1
72
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0
66.53
0.46
4
1.25
3
1
63
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0
7.81
0.92
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1.23
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1
41
0
0
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0
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0
0
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0
61.62
0.62
23
0.89
26
1
72
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20.73
1.5
129
1.42
92
1
26
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.36
1.86
87
1.1
80
1
67
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.9
0.58
117
1.03
114
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
101.9
0.59
9
1.2
7
1
57
1
0
0
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0
0
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0
0
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0
0
0
0
9.91
1.65
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1.05
80
1
73
0
0
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17.25
0.29
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0.65
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1
31
1
0
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16.68
2.33
61
1.1
55
1
34
1
0
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0
0
0
0
34.16
1.28
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0.99
78
1
47
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.13
1.41
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0.93
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1
67
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16.91
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0.83
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33
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19
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74
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1.13
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1
63
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13.71
0.66
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0.96
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1
77
1
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14.52
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1.02
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1
31
1
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0
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0
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0
0
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50.09
1.94
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1.08
50
1
55
1
0
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0
0
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0
0
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0
0
0
0
9.17
1.84
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1.13
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1
58
0
0
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0
0
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0
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26.34
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0.98
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1
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.25
0.62
40
0.71
56
1
45
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
20.56
0.06
4
1
4
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.58
0.71
20
1
20
1
73
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.47
0.15
96
0.86
112
1
33
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40.46
0
94
1.02
92
1
77
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.91
1.55
128
1.06
121
1
57
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31.01
0.6
22
0.8
29
1
51
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.42
1.1
126
0.9
140
1
72
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.66
2.64
90
0.75
121
1
21
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.49
2.59
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1.14
95
1
67
0
0
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0
0
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0
0
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18.88
1.45
72
0.82
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1
59
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
26.55
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1.04
83
1
51
1
0
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0
0
1
0
0
0
0
0
40.87
2.16
75
1.02
73
1
61
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.58
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86
0.84
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1
67
1
0
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0
0
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0
0
0
0
0
0
0
7.17
0
142
1.27
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1
70
1
0
0
0
0
0
0
0
0
0
0
0
0
0
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11.01
1.3
81
0.92
88
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.93
2
98
1.13
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1
56
1
0
0
0
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0
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0
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0
0
0
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13.56
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1
49
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0
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0
0
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0
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0
96.45
0.4
2
1.2
2
1
58
0
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19.84
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60
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1
82
1
0
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0
0
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0
0
0
0
0
0
7.55
0.75
117
0.87
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1
46
1
0
0
0
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0
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0
0
0
0
0
0
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11.23
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0
0
1
1
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0
0
0
0
0
0
0
0
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0
0
0
0
0
9.45
0.84
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1.21
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1
65
0
0
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0
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0
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0
0
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12.83
1.45
64
0.91
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1
32
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
16.85
1.97
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1.22
73
1
68
0
0
0
0
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0
0
0
0
0
0
0
0
0
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17.08
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70
0.81
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1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
14.75
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1.28
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1
84
0
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9.75
0.92
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1
89
1
23
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0
0
0
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8.69
1.97
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0.95
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1
21
1
0
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0
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0
0
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0
0
0
0
0
141.97
1.3
27
1.01
28
1
63
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
38.18
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57
0.99
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1
63
0
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0
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10.03
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18
1
0
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6.85
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64
1
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11.93
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99
1.14
86
1
71
1
0
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19.3
1.6
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1.07
61
1
41
1
0
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7.64
0.75
106
0.97
111
1