Datasets:
penikmatrumput
/
nasa-cmapss-rul

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unit_number
int64
1
260
time_in_cycles
int64
1
543
op_setting_1
float64
-0.01
42
op_setting_2
float64
-0
0.84
op_setting_3
float64
60
100
sensor_1
float64
445
519
sensor_2
float64
535
645
sensor_3
float64
1.24k
1.62k
sensor_4
float64
1.02k
1.44k
sensor_5
float64
3.91
14.6
sensor_6
float64
5.67
21.6
sensor_7
float64
136
571
sensor_8
float64
1.91k
2.39k
sensor_9
float64
7.98k
9.24k
sensor_10
float64
0.93
1.32
sensor_11
float64
36
48.5
sensor_12
float64
128
537
sensor_13
float64
2.03k
2.39k
sensor_14
float64
7.85k
8.29k
sensor_15
float64
8.16
11.1
sensor_16
float64
0.02
0.03
sensor_17
int64
302
400
sensor_18
int64
1.92k
2.39k
sensor_19
float64
84.9
100
sensor_20
float64
10.2
39.9
sensor_21
float64
6.01
24
RUL
int64
0
542
246
53
42.0068
0.84
100
445
549.53
1,346.65
1,128.3
3.91
5.71
138.38
2,211.69
8,309.98
1.02
42.18
130.92
2,387.7
8,072.59
9.4087
0.02
330
2,212
100
10.56
6.4542
108
246
54
9.9985
0.2502
100
489.05
604.94
1,507.08
1,309.12
10.52
15.5
394.77
2,318.95
8,768.91
1.26
45.61
371.46
2,388.14
8,121.44
8.6642
0.03
369
2,319
100
28.47
17.1041
107
246
55
42.0057
0.84
100
445
549.65
1,361.78
1,132.72
3.91
5.71
138.96
2,211.6
8,309.59
1.02
42.01
130.43
2,387.61
8,066.13
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0.02
330
2,212
100
10.63
6.3986
106
246
56
35.0061
0.84
100
449.44
555.45
1,363.18
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5.48
8
194.46
2,222.68
8,334.4
1.02
41.99
183.16
2,387.77
8,053.12
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333
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100
14.84
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246
57
0.0014
0
100
518.67
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1,575.12
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553.56
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1.3
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393
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100
38.8
23.327
104
246
58
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100
491.19
606.68
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366
2,324
100
24.49
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103
246
59
41.998
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100
445
550.54
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331
2,212
100
10.51
6.4068
102
246
60
34.999
0.8401
100
449.44
555.21
1,367.13
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5.48
8
194.86
2,222.68
8,339.64
1.02
41.81
182.68
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336
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100
14.83
8.8423
101
246
61
35.0023
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100
449.44
555.75
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8
194.44
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183.07
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8,056.19
9.2871
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333
2,223
100
14.62
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100
246
62
10.0074
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100
489.05
604.84
1,497.36
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394.17
2,318.97
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45.48
371.33
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8.7007
0.03
369
2,319
100
28.66
17.1201
99
246
63
10.0075
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100
489.05
604.86
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394.22
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369
2,319
100
28.45
17.1816
98
246
64
42.0034
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100
445
549.29
1,353.25
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2,211.61
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42.22
130.34
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8,071.38
9.3815
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333
2,212
100
10.58
6.4157
97
246
65
10.0045
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100
489.05
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1,501.86
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394.35
2,319
8,769.2
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45.54
371.31
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8,116.61
8.6989
0.03
370
2,319
100
28.57
17.1054
96
246
66
42.0021
0.841
100
445
549.34
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329
2,212
100
10.61
6.43
95
246
67
0.0012
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100
518.67
642.95
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21.61
553.32
2,388.05
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1.3
47.56
521.3
2,388.12
8,124.68
8.4322
0.03
393
2,388
100
38.75
23.3694
94
246
68
10.0079
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100
489.05
605.3
1,495.84
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15.49
393.66
2,319.01
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45.51
371.85
2,388.21
8,111.01
8.6493
0.03
369
2,319
100
28.54
17.1118
93
246
69
20.0066
0.7
100
491.19
608.12
1,482.55
1,256.93
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13.66
334.95
2,323.93
8,705.73
1.08
44.49
315.27
2,388.07
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364
2,324
100
24.46
14.6155
92
246
70
34.9985
0.8408
100
449.44
556.64
1,368.69
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5.48
8
194
2,222.7
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42.05
183.02
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9.3405
0.02
335
2,223
100
14.85
8.9826
91
246
71
42.0054
0.84
100
445
549.28
1,350.39
1,124.55
3.91
5.71
138.72
2,211.61
8,310.08
1.02
42.09
130.23
2,387.71
8,075.35
9.4184
0.02
331
2,212
100
10.39
6.3225
90
246
72
42.0038
0.8411
100
445
549.33
1,351.41
1,121.2
3.91
5.71
138.47
2,211.56
8,305.4
1.02
42.16
130.77
2,387.67
8,070.69
9.3836
0.02
331
2,212
100
10.67
6.3033
89
246
73
0.0001
0.0006
100
518.67
642.63
1,588.54
1,410.19
14.62
21.61
553.52
2,388.15
9,050.49
1.3
47.6
521.69
2,388.19
8,121.99
8.465
0.03
394
2,388
100
38.88
23.3295
88
246
74
20.0018
0.7011
100
491.19
607.97
1,479.11
1,246.21
9.35
13.66
334.18
2,323.85
8,707.04
1.08
44.41
314.45
2,388.03
8,048.3
9.2397
0.03
366
2,324
100
24.47
14.6323
87
246
75
0.0007
0.0003
100
518.67
642.6
1,595.66
1,415.06
14.62
21.61
552.97
2,388.14
9,040.85
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47.71
521.38
2,388.09
8,121.73
8.4341
0.03
393
2,388
100
38.72
23.3396
86
246
76
0.0006
0.0015
100
518.67
642.4
1,590.88
1,412.98
14.62
21.61
552.91
2,388.17
9,041.84
1.3
47.58
521.55
2,388.11
8,124.25
8.4313
0.03
393
2,388
100
38.68
23.3025
85
246
77
10.0047
0.2512
100
489.05
605.15
1,505.9
1,322.01
10.52
15.5
394.06
2,318.99
8,762.45
1.26
45.5
371.18
2,388.19
8,119.23
8.6192
0.03
371
2,319
100
28.57
17.0952
84
246
78
10.0079
0.2508
100
489.05
605.01
1,500.54
1,314.02
10.52
15.49
394.4
2,318.96
8,762.96
1.26
45.74
370.69
2,388.23
8,114.82
8.6689
0.03
370
2,319
100
28.55
17.0384
83
246
79
25.0003
0.62
60
462.54
536.77
1,269.03
1,046.8
7.05
9.03
175.73
1,915.1
7,994.57
0.94
36.88
164.61
2,027.95
7,866.73
10.9118
0.02
308
1,915
84.93
14.28
8.4523
82
246
80
0.0016
0.001
100
518.67
642.56
1,592.08
1,403.83
14.62
21.61
553.57
2,388.14
9,039.88
1.3
47.61
521.71
2,388.11
8,127.5
8.4407
0.03
393
2,388
100
38.85
23.2899
81
246
81
25.0042
0.62
60
462.54
537.05
1,263.71
1,042.63
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9.03
175.86
1,915.12
8,002.17
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36.84
164.51
2,028.01
7,872.07
10.9074
0.02
306
1,915
84.93
14.16
8.5254
80
246
82
42.0032
0.84
100
445
549.48
1,353.65
1,130.67
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5.72
138.89
2,211.58
8,305.9
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42.3
130.74
2,387.64
8,075.5
9.4084
0.02
331
2,212
100
10.65
6.3117
79
246
83
20.0036
0.7
100
491.19
607.58
1,490.98
1,249.44
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13.65
334.24
2,323.9
8,716.72
1.08
44.56
315.04
2,388.07
8,050.43
9.2257
0.03
364
2,324
100
24.44
14.5591
78
246
84
42.0016
0.84
100
445
550.43
1,359.91
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5.72
138.14
2,211.51
8,309.07
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42.24
130.27
2,387.61
8,067.82
9.3749
0.02
331
2,212
100
10.58
6.5094
77
246
85
35.0072
0.84
100
449.44
555.35
1,372.12
1,134.31
5.48
8
194.72
2,222.73
8,337.04
1.02
42.07
183.11
2,387.82
8,055.88
9.3476
0.02
336
2,223
100
14.72
8.8302
76
246
86
24.9996
0.62
60
462.54
536.87
1,265.62
1,048.11
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175.2
1,915.13
7,995.12
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36.82
164.68
2,028.02
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10.9025
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308
1,915
84.93
14.13
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246
87
24.9982
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60
462.54
536
1,263.92
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175.06
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8,004.81
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36.92
164.69
2,028.04
7,863.5
10.9273
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308
1,915
84.93
14.29
8.5291
74
246
88
9.9993
0.25
100
489.05
605.01
1,504.61
1,318.46
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15.49
394.4
2,319.01
8,772.84
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45.58
371.22
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8,114.82
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371
2,319
100
28.55
17.2039
73
246
89
0.0006
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100
518.67
643.12
1,585.13
1,413.73
14.62
21.61
553.46
2,388.17
9,039.52
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521.19
2,388.14
8,120.72
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393
2,388
100
38.78
23.2611
72
246
90
25.0024
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60
462.54
537
1,266.54
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36.66
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307
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14.08
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71
246
91
35.001
0.8411
100
449.44
555.82
1,363.84
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8
193.79
2,222.69
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41.92
182.51
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333
2,223
100
14.69
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70
246
92
42.0006
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100
445
549.64
1,353.88
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138.01
2,211.63
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42
130.92
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9.3641
0.02
330
2,212
100
10.64
6.5
69
246
93
20.0057
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100
491.19
608.01
1,487.12
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13.65
334.68
2,323.91
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44.49
315.13
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366
2,324
100
24.46
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68
246
94
10.0033
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100
489.05
604.95
1,500.84
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393.48
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370.99
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369
2,319
100
28.24
17.0416
67
246
95
34.9992
0.841
100
449.44
555.81
1,366.85
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8
194.3
2,222.64
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42.05
182.88
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8,059.34
9.3564
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335
2,223
100
14.9
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66
246
96
42.0018
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100
445
549.39
1,348.9
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130.45
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8,066.3
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0.02
329
2,212
100
10.69
6.2904
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246
97
0.0024
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100
518.67
643.04
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552.86
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9,033.08
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521.14
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8.4637
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395
2,388
100
38.82
23.3088
64
246
98
20.0009
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100
491.19
607.56
1,474.6
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13.65
334.36
2,323.87
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44.35
314.49
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9.2116
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364
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100
24.47
14.644
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246
99
25.0044
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60
462.54
536.72
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175.38
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164.89
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306
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62
246
100
19.9988
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100
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333.94
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314.89
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100
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246
101
42.0024
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100
445
549.79
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2,211.52
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331
2,212
100
10.59
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102
42.0043
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445
549.45
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331
2,212
100
10.55
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59
246
103
0.0007
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100
518.67
643.2
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553.46
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521.57
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393
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100
38.83
23.2246
58
246
104
35.0073
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100
449.44
555.59
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8
194.97
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182.5
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333
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100
14.88
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57
246
105
42.004
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100
445
549.78
1,353.61
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138.16
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129.9
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330
2,212
100
10.44
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56
246
106
42.0055
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445
549.93
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331
2,212
100
10.37
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107
20.0037
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100
491.19
607.19
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314.71
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366
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100
24.41
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246
108
41.9993
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100
445
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331
2,212
100
10.66
6.3505
53
246
109
0.0023
0
100
518.67
643.21
1,593.38
1,417.24
14.62
21.61
553.08
2,388.18
9,039.48
1.3
47.7
520.5
2,388.17
8,122.1
8.4837
0.03
395
2,388
100
38.76
23.2289
52
246
110
0.0023
0.0014
100
518.67
643
1,588.76
1,419.11
14.62
21.61
553.28
2,388.2
9,039.68
1.3
47.73
521.08
2,388.12
8,123.33
8.4468
0.03
395
2,388
100
38.68
23.2373
51
246
111
42.0021
0.84
100
445
549.77
1,357.49
1,132.34
3.91
5.71
138.6
2,211.58
8,310.74
1.02
42.3
130.22
2,387.55
8,071.51
9.3994
0.02
332
2,212
100
10.79
6.1604
50
246
112
0.0015
0
100
518.67
642.5
1,595.31
1,417.25
14.62
21.61
552.31
2,388.15
9,037.46
1.3
47.81
521.11
2,388.26
8,125.17
8.4563
0.03
395
2,388
100
38.84
23.2503
49
246
113
10.0079
0.2514
100
489.05
604.61
1,509.77
1,317.47
10.52
15.5
393.64
2,319.08
8,761.04
1.26
45.68
371.2
2,388.22
8,114.56
8.6777
0.03
370
2,319
100
28.68
17.0128
48
246
114
35.004
0.84
100
449.44
556.46
1,378
1,132.44
5.48
8
194.33
2,222.66
8,341.06
1.02
42.16
182.92
2,387.75
8,050.42
9.3807
0.02
336
2,223
100
14.67
8.7944
47
246
115
35.0064
0.8413
100
449.44
556.05
1,376.74
1,141.38
5.48
8
193.93
2,222.7
8,342.72
1.02
42.21
183.01
2,387.7
8,051.93
9.3291
0.02
335
2,223
100
14.65
8.8477
46
246
116
19.9988
0.7
100
491.19
607.95
1,492.48
1,262.58
9.35
13.66
334.51
2,323.99
8,712.93
1.08
44.85
314.36
2,388.13
8,049.34
9.2668
0.02
367
2,324
100
24.26
14.6113
45
246
117
0.0021
0.0018
100
518.67
642.6
1,595.75
1,413.79
14.62
21.61
552.72
2,388.23
9,037.1
1.3
47.88
520.52
2,388.13
8,114.33
8.4695
0.03
393
2,388
100
38.62
23.2392
44
246
118
20.0073
0.7
100
491.19
607.67
1,475.8
1,254.47
9.35
13.66
334.28
2,324.01
8,713.01
1.08
44.77
314.67
2,388.11
8,047.8
9.2508
0.02
366
2,324
100
24.28
14.5641
43
246
119
9.9981
0.25
100
489.05
605.32
1,504.42
1,325.08
10.52
15.5
393.68
2,319.02
8,766.16
1.26
45.6
370.64
2,388.26
8,118.69
8.6592
0.03
370
2,319
100
28.46
16.9614
42
246
120
10.0064
0.2505
100
489.05
605.29
1,500.12
1,318.57
10.52
15.5
393.65
2,319.05
8,766.28
1.26
45.76
371.25
2,388.2
8,112.59
8.6855
0.03
371
2,319
100
28.53
16.9842
41
246
121
10.0065
0.25
100
489.05
605.25
1,507.06
1,317.4
10.52
15.49
392.76
2,319.03
8,764.48
1.26
45.61
370.68
2,388.26
8,112.38
8.7212
0.03
371
2,319
100
28.44
17.0419
40
246
122
20.0044
0.7002
100
491.19
607.87
1,496.52
1,258.7
9.35
13.66
333.54
2,323.93
8,706.89
1.08
44.55
314.45
2,388.06
8,041.89
9.2535
0.02
366
2,324
100
24.56
14.6199
39
246
123
10.0016
0.2518
100
489.05
605.21
1,501.92
1,315.98
10.52
15.49
393.5
2,319.02
8,766.24
1.26
45.73
370.6
2,388.27
8,113.07
8.7004
0.03
371
2,319
100
28.38
17.0105
38
246
124
25.0003
0.6215
60
462.54
537.17
1,267.59
1,052.24
7.05
9.02
175.74
1,915.09
8,000.32
0.94
37.01
164.85
2,027.92
7,862.69
10.9249
0.02
306
1,915
84.93
14.1
8.5414
37
246
125
42.0071
0.84
100
445
549.85
1,357.64
1,139.6
3.91
5.71
138.26
2,211.46
8,306.95
1.02
42.5
130.1
2,387.56
8,071.43
9.3996
0.02
331
2,212
100
10.66
6.3385
36
246
126
9.9996
0.25
100
489.05
605.12
1,507.13
1,314.36
10.52
15.5
394.32
2,319.1
8,763.47
1.26
45.93
370.39
2,388.26
8,115.92
8.7263
0.03
371
2,319
100
28.34
17.1332
35
246
127
25.0052
0.62
60
462.54
537.43
1,263.55
1,054.97
7.05
9.03
175.22
1,915.05
8,007.35
0.94
36.94
164.2
2,027.97
7,860.61
10.9337
0.02
308
1,915
84.93
14.43
8.5454
34
246
128
41.9995
0.8417
100
445
550.35
1,354.02
1,135.37
3.91
5.71
138.51
2,211.44
8,304.41
1.02
42.32
130.15
2,387.53
8,073.65
9.3953
0.02
332
2,212
100
10.6
6.2876
33
246
129
20.0042
0.7008
100
491.19
608.44
1,492.73
1,255.3
9.35
13.66
334.3
2,323.99
8,705
1.08
44.77
314.62
2,388.11
8,045.44
9.2751
0.03
366
2,324
100
24.4
14.5655
32
246
130
42.0006
0.8401
100
445
549.88
1,352.37
1,128.65
3.91
5.72
137.46
2,211.49
8,303.7
1.02
42.5
130.48
2,387.48
8,068.97
9.4188
0.02
333
2,212
100
10.75
6.2055
31
246
131
0.002
0.0003
100
518.67
643.13
1,597.01
1,421.97
14.62
21.61
552.13
2,388.22
9,042.67
1.3
47.81
520.17
2,388.19
8,122.62
8.4646
0.03
393
2,388
100
38.72
23.2239
30
246
132
10.0047
0.2512
100
489.05
605.87
1,508.39
1,325
10.52
15.5
393.96
2,319.09
8,766.59
1.26
46
370.35
2,388.27
8,105.7
8.7017
0.03
371
2,319
100
28.48
17.0764
29
246
133
0.0025
0.0015
100
518.67
643.38
1,605.65
1,419.06
14.62
21.61
552.34
2,388.25
9,030.33
1.3
47.88
520.51
2,388.21
8,118.15
8.4647
0.03
393
2,388
100
38.72
23.1565
28
246
134
42.0046
0.8406
100
445
550.34
1,353.6
1,131.97
3.91
5.71
138.81
2,211.45
8,292.19
1.02
42.33
130.33
2,387.48
8,064.3
9.432
0.02
333
2,212
100
10.56
6.3389
27
246
135
42.0018
0.84
100
445
550.39
1,359.11
1,132.65
3.91
5.71
137.97
2,211.51
8,311.77
1.02
42.46
130.46
2,387.55
8,066.42
9.3923
0.02
331
2,212
100
10.62
6.2634
26
246
136
24.9995
0.6209
60
462.54
537.41
1,270.76
1,065.09
7.05
9.02
175.4
1,915.02
8,001.53
0.94
37.01
164.27
2,027.97
7,857.15
10.9309
0.02
310
1,915
84.93
14.2
8.5129
25
246
137
20.0028
0.7
100
491.19
608.02
1,498.53
1,268.12
9.35
13.66
333.18
2,323.99
8,708.92
1.07
44.69
313.91
2,388.1
8,044.25
9.2663
0.03
366
2,324
100
24.33
14.4922
24
246
138
42.0068
0.84
100
445
550.2
1,357.88
1,124.64
3.91
5.71
138.92
2,211.37
8,298.76
1.02
42.38
129.99
2,387.52
8,065.24
9.4232
0.02
333
2,212
100
10.52
6.3858
23
246
139
25.0049
0.62
60
462.54
537.08
1,267.11
1,057.04
7.05
9.03
174.76
1,915.06
8,001.84
0.94
37.24
164.48
2,027.87
7,851.3
10.9733
0.02
308
1,915
84.93
14.23
8.5374
22
246
140
20.0041
0.7
100
491.19
608.58
1,495.1
1,261.42
9.35
13.66
333.53
2,323.96
8,709.17
1.07
44.7
314.23
2,388.09
8,041.14
9.261
0.03
366
2,324
100
24.45
14.6276
21
246
141
10.0041
0.25
100
489.05
604.95
1,510.18
1,323.91
10.52
15.5
392.97
2,319.1
8,757.07
1.26
45.78
370.72
2,388.36
8,109
8.6407
0.03
370
2,319
100
28.44
16.9988
20
246
142
42.0025
0.84
100
445
550.35
1,354.67
1,134.15
3.91
5.72
138.5
2,211.38
8,302.49
1.02
42.5
130.41
2,387.46
8,065.92
9.4574
0.02
332
2,212
100
10.58
6.3618
19
246
143
41.9996
0.8417
100
445
550.27
1,354.63
1,139.67
3.91
5.71
138.62
2,211.38
8,303.58
1.02
42.47
130.24
2,387.43
8,057.76
9.4324
0.02
330
2,212
100
10.59
6.3868
18
246
144
9.9987
0.2501
100
489.05
605.64
1,502.39
1,324.47
10.52
15.5
393.33
2,319.12
8,760.69
1.26
45.87
370.47
2,388.32
8,109.9
8.7066
0.03
372
2,319
100
28.35
16.9962
17
246
145
10.0017
0.25
100
489.05
605.94
1,510.77
1,315.97
10.52
15.5
393.7
2,319.15
8,761.93
1.26
45.89
370.69
2,388.35
8,111.17
8.7075
0.03
370
2,319
100
28.19
17.0253
16
246
146
35.0054
0.84
100
449.44
556.49
1,377.64
1,145.15
5.48
8
195.16
2,222.57
8,328.02
1.02
42.22
182.69
2,387.66
8,048.43
9.3717
0.02
336
2,223
100
14.79
8.8153
15
246
147
20
0.7
100
491.19
607.58
1,489.06
1,263
9.35
13.66
333.56
2,323.96
8,707.83
1.08
44.79
314.06
2,388.09
8,040.58
9.2957
0.03
369
2,324
100
24.25
14.6791
14
246
148
35.0003
0.84
100
449.44
556.34
1,373.08
1,137.8
5.48
8
193.73
2,222.6
8,328.75
1.02
42.38
182.76
2,387.63
8,049.37
9.4366
0.02
334
2,223
100
14.69
8.7675
13
246
149
25.0059
0.62
60
462.54
537.43
1,268.25
1,059.73
7.05
9.03
175.36
1,915
7,997.31
0.94
37.1
164.3
2,027.83
7,858.23
10.9548
0.02
310
1,915
84.93
14.07
8.513
12
246
150
10.0025
0.25
100
489.05
606.33
1,509.77
1,322.73
10.52
15.5
392.96
2,319.2
8,770.47
1.26
45.97
370.61
2,388.39
8,111.02
8.7379
0.03
372
2,319
100
28.41
17.061
11
246
151
42.0034
0.8402
100
445
550.16
1,363.77
1,141.08
3.91
5.72
137.68
2,211.32
8,304.27
1.02
42.84
130.61
2,387.4
8,065.66
9.4355
0.02
332
2,212
100
10.59
6.3423
10
246
152
42.0032
0.8406
100
445
550.06
1,362.13
1,141.82
3.91
5.71
137.68
2,211.27
8,305.42
1.02
42.69
130.19
2,387.36
8,056.65
9.4333
0.02
333
2,212
100
10.31
6.366
9