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
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0
0
0
0
0
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0
8.62
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124
0.82
151
1
52
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0
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12.03
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78
0.9
87
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59
1
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7.21
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0.99
78
1
50
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23.17
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1
31
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48
1
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0
8.16
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80
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89
1
35
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18.91
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1
70
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26.58
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76
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75
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26.1
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75
1
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1
59
1
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44
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5
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64
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16
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16
1
32
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86
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54
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0
0
0
0
0
24.44
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20
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21
1
61
1
0
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0
0
0
0
0
0
0
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0
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1.16
85
1
53
0
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0
0
0
0
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26.86
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1.07
70
1
52
1
0
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0
0
0
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35
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75
1
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0
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11.47
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59
1.04
57
1
50
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
60.33
0.4
16
0.95
17
1
65
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
51.11
1.32
67
0.96
70
1
38
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.02
1.7
97
0.88
111
1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
21.37
0.63
50
0.84
59
1
59
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.54
1.34
106
0.88
120
1
66
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
38.5
0.85
41
0.78
52
1
69
0
0
0
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0
0
0
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0
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0
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0
0
0
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1
37
1
0
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26.89
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10
1.18
9
1
57
1
0
0
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0
0
0
0
0
0
0
0
0
0
0
25.52
1.5
56
0.9
63
1
18
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
11.3
1.68
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0.94
100
1
69
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9.09
1.16
118
1.13
103
1
74
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
23.3
0.3
50
0.85
58
1
57
0
0
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0
0
0
0
0
0
1
0
0
0
0
0
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17
1
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63
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53
1
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0
0
0
0
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13
1.06
13
1
75
1
0
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0
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0
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0
0
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0.87
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54
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0
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14.08
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0.9
69
1
62
1
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0
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0
0
0
117.81
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41
1.03
40
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56
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48
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0.91
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1
43
1
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0
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8.22
1.42
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1.12
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1
75
1
0
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0
10.88
1.62
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1.04
119
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58
1
0
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0
19.09
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1.08
63
1
50
1
0
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0
0
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0
0
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23.96
0.4
3
0.99
3
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
65.5
0.35
25
1.05
23
1
46
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
172.54
0.95
12
1.28
10
1
68
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
10.3
1.95
75
0
0
1
59
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.22
1.82
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0.96
82
1
65
1
0
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0
0
0
0
0
0
0
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1.98
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0
0
1
75
1
0
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12.45
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1
55
0
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9.36
2.51
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1.12
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42
1
0
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0
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0
0
0
446.03
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16
1.16
13
1
67
1
0
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0
0
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0
0
0
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0
24.84
2.37
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1.53
73
1
61
1
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63.56
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50
1.07
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1
18
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42
1.31
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56
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1.2
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1
67
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61
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0.68
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62
1
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47
1
47
1
70
1
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0
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15.24
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1.02
66
1
42
1
0
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0
0
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0
0
0
0
0
7.23
2.07
80
0.99
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1
59
0
0
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0
0
0
0
0
0
0
0
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16.61
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58
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1
39
1
0
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0
0
0
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0
0
0
0
0
0
0
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13.98
1.86
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0.88
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1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.58
1.74
101
1.21
83
1
37
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
24.3
0.33
71
1.02
69
1
35
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.83
0
85
0.88
96
1
76
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
28.47
0.29
16
1.12
14
1
39
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.22
0
81
0.8
103
1
65
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.79
1.64
125
0.95
131
1
55
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8.33
2.03
66
0.96
69
1
60
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.85
1.91
100
1.19
84
1
80
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6.99
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115
0.91
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56
1
0
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0
0
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0
0
0
0
0
0
0
0
0
30.64
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13
0.96
13
1
58
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
18.86
1.2
64
1.02
63
1
61
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
19.87
1.48
88
0.78
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1
41
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.56
2.15
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1
110
1
54
1
0
0
0
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0
0
0
0
0
0
0
0
0
0
8.09
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61
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79
1
45
0
0
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0
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44.89
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37
1.14
32
1
45
1
0
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0
0
0
0
0
0
0
0
0
0
0
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6.85
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75
1
0
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0
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0.88
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1
70
0
1
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0
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0
1
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0
25.35
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31
0.68
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1
61
0
0
0
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0
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0
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0
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113.14
0.19
16
1.02
15
1
62
1
0
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0
0
0
0
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0
0
0
0
0
127.19
1.31
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1.08
36
1
61
0
0
0
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0
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0
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0
0
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8.84
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1
61
1
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0
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0
0
0
0
9.78
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73
0.79
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1
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
12.13
2.07
65
0
0
1
36
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
145.07
0.2
24
1.01
23
1
33
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
13.36
0.76
65
0.92
71
1
67
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
49.88
0.29
27
1.03
25
1
58
1
0
0
0
0
0
0
0
0
0
0
0
0
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0
10.74
1.56
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1.11
79
1
61
0
0
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0
0
0
0
0
0
0
0
0
0
0
0
9.33
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114
0.85
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1
71
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.18
1
48
1.14
43
1
62
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.97
1.4
80
1.02
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1
73
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.46
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0.9
109
1
57
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
11
1.89
128
0
0
1
40
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7.92
1.45
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1.13
82
1
23
1
0
0
0
0
0
0
0
0
0
0
0
0
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7.16
1.83
100
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86
1
74
1
0
0
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6.81
1.71
136
1.15
119
1