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
248
181
0.0023
0
100
518.67
643.95
1,602.98
1,429.57
14.62
21.61
551.23
2,388.25
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1.3
48.16
519.84
2,388.27
8,122.44
8.5242
0.03
396
2,388
100
38.4
23.1079
3
248
182
25.003
0.62
60
462.54
536.88
1,268.01
1,067.09
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175.59
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0.94
37.27
163.83
2,027.98
7,865.18
10.979
0.02
309
1,915
84.93
14.24
8.4254
2
248
183
41.9984
0.8414
100
445
550.64
1,363.76
1,145.72
3.91
5.72
138.03
2,211.49
8,315.86
1.02
42.61
130.81
2,387.48
8,069.84
9.4607
0.02
333
2,212
100
10.37
6.2727
1
248
184
0.0013
0.0001
100
518.67
643.5
1,602.12
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21.61
550.97
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9,048.56
1.3
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395
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38.48
23.0767
0
249
1
41.9993
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548.68
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328
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100
10.48
6.3841
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249
2
42.0073
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445
548.5
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330
2,212
100
10.58
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253
249
3
20.0058
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100
491.19
607.22
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312.69
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363
2,324
100
24.59
14.688
252
249
4
10.0039
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100
489.05
604.1
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393.88
2,318.63
8,773.14
1.26
44.95
370.86
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367
2,319
100
28.8
17.0438
251
249
5
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100
489.05
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44.9
370.42
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8,123
8.634
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368
2,319
100
28.69
17.1511
250
249
6
10.0026
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100
489.05
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368
2,319
100
28.59
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249
249
7
42.0008
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100
445
548.97
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329
2,212
100
10.48
6.244
248
249
8
25.0009
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60
462.54
536.1
1,256.69
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7.05
9
174.17
1,915.3
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36.25
164.45
2,028.14
7,866.22
10.8508
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305
1,915
84.93
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8.5265
247
249
9
20.0069
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100
491.19
607.16
1,474.6
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332.3
2,323.7
8,709.01
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44.06
312.91
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0.02
363
2,324
100
24.39
14.781
246
249
10
20.0029
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100
491.19
606.52
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331.93
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364
2,324
100
24.37
14.6485
245
249
11
35.0023
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100
449.44
555.46
1,356.92
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5.48
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193.09
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181.56
2,387.88
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332
2,223
100
14.96
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244
249
12
25.0053
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60
462.54
536.14
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7.05
9
174.69
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8,004.94
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164.23
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10.8539
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305
1,915
84.93
14.4
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243
249
13
10.0048
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100
489.05
604.52
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8,767.1
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44.95
370.54
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369
2,319
100
28.58
17.0841
242
249
14
41.9995
0.8411
100
445
548.8
1,347.47
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136.93
2,211.92
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41.59
129.38
2,388.1
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9.3705
0.02
328
2,212
100
10.52
6.3349
241
249
15
35.0041
0.84
100
449.44
555.47
1,354.37
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192.73
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181.65
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330
2,223
100
14.85
8.9279
240
249
16
0.0022
0.0019
100
518.67
642.18
1,580.84
1,395.59
14.62
21.57
552.68
2,387.92
9,037.28
1.3
47
520.1
2,387.96
8,132.35
8.4202
0.03
389
2,388
100
38.99
23.3926
239
249
17
0.0008
0
100
518.67
642.16
1,577.31
1,410.4
14.62
21.57
550.13
2,387.44
9,033.27
1.3
47.4
518.66
2,387.45
8,119.5
8.431
0.03
390
2,388
100
38.75
23.3105
238
249
18
0.0017
0.0003
100
518.67
641.93
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553.1
2,387.93
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391
2,388
100
39.03
23.3312
237
249
19
25.0033
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60
462.54
536.43
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173.99
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36.21
163.76
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10.8778
0.02
306
1,915
84.93
14.34
8.5085
236
249
20
42.0022
0.8419
100
445
548.88
1,345.82
1,118.14
3.91
5.69
137.8
2,211.94
8,309.34
1.02
41.63
130.14
2,388.01
8,073.12
9.4139
0.02
328
2,212
100
10.57
6.3277
235
249
21
35.0031
0.84
100
449.44
554.53
1,353.8
1,115.1
5.48
7.97
193.85
2,222.8
8,336.98
1.02
41.48
181.26
2,387.87
8,060.47
9.3042
0.02
332
2,223
100
14.73
8.8853
234
249
22
35.0052
0.84
100
449.44
555.35
1,356.03
1,115.69
5.48
7.97
192.3
2,222.77
8,339.85
1.02
41.46
181.64
2,387.85
8,058.92
9.3209
0.02
332
2,223
100
14.75
9.0376
233
249
23
20.0029
0.7
100
491.19
607.24
1,471.62
1,240.87
9.35
13.6
332.83
2,323.71
8,715.73
1.07
43.95
312.61
2,387.83
8,052.18
9.2063
0.02
363
2,324
100
24.43
14.5783
232
249
24
25.0007
0.62
60
462.54
536.36
1,255.3
1,034.07
7.05
9
174.47
1,915.17
8,001.92
0.94
36.28
163.46
2,028.1
7,869.87
10.9055
0.02
306
1,915
84.93
14.2
8.5442
231
249
25
10.0066
0.25
100
489.05
604.16
1,499.06
1,297.28
10.52
15.46
392.61
2,318.7
8,769.6
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44.97
370.29
2,387.88
8,131.15
8.6462
0.03
367
2,319
100
28.63
17.1791
230
249
26
20.0017
0.7001
100
491.19
606.63
1,476.01
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13.61
333.5
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313.12
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363
2,324
100
24.37
14.6487
229
249
27
35.0053
0.8406
100
449.44
555.72
1,352.7
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193.19
2,222.78
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181.62
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8,055.3
9.3151
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332
2,223
100
14.74
8.8494
228
249
28
0.0023
0
100
518.67
641.46
1,578
1,391.41
14.62
21.57
552.45
2,387.91
9,041.62
1.3
47.26
520.7
2,387.97
8,124.89
8.3982
0.03
390
2,388
100
39.06
23.3468
227
249
29
10.0058
0.2502
100
489.05
604.95
1,487.8
1,296.24
10.52
15.46
394.29
2,318.69
8,765.7
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45.02
370.53
2,387.81
8,122.23
8.6295
0.03
368
2,319
100
28.74
17.2175
226
249
30
25.0067
0.6215
60
462.54
536.19
1,253.47
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7.05
9
174.47
1,915.26
7,999.46
0.94
36.29
163.4
2,028.13
7,863.18
10.885
0.02
305
1,915
84.93
14.3
8.6312
225
249
31
24.9987
0.6201
60
462.54
535.98
1,249.54
1,035.17
7.05
9
174.93
1,915.25
8,001.02
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36.39
163.42
2,028.2
7,871.48
10.904
0.02
305
1,915
84.93
14.31
8.5781
224
249
32
42.0008
0.8404
100
445
548.99
1,349.68
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5.69
138.66
2,211.91
8,302.54
1.01
41.67
129.52
2,388
8,072.86
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0.02
329
2,212
100
10.51
6.3255
223
249
33
35.0005
0.84
100
449.44
555.25
1,357.95
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193.29
2,222.77
8,336.17
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41.44
181.76
2,387.89
8,054.65
9.2728
0.02
331
2,223
100
14.78
8.8922
222
249
34
25.007
0.6204
60
462.54
536.55
1,251.76
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7.05
9
175.67
1,915.23
7,993.26
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36.46
163.77
2,028.14
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10.8947
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306
1,915
84.93
14.15
8.6662
221
249
35
0.0021
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100
518.67
642.03
1,582.55
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552.9
2,387.9
9,040.85
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520.2
2,387.97
8,128.03
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391
2,388
100
38.95
23.3508
220
249
36
20.0009
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100
491.19
606.71
1,484.63
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13.6
332.68
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8,708.99
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43.89
313.04
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363
2,324
100
24.64
14.752
219
249
37
42.0042
0.84
100
445
548.72
1,342.65
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327
2,212
100
10.7
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218
249
38
24.9993
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60
462.54
536.4
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9
175.32
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305
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84.93
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217
249
39
35.0036
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100
449.44
555.26
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192.39
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41.5
182.38
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331
2,223
100
14.87
9.0222
216
249
40
42.0006
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100
445
549.72
1,342.82
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328
2,212
100
10.65
6.2888
215
249
41
35.0012
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100
449.44
554.91
1,364.36
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193.22
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333
2,223
100
14.78
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214
249
42
20.0061
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100
491.19
607.22
1,475.26
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13.6
331.99
2,323.63
8,707.88
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43.96
313.06
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0.02
362
2,324
100
24.49
14.7819
213
249
43
19.9981
0.7001
100
491.19
606.75
1,476.15
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333.22
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313.11
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362
2,324
100
24.4
14.7532
212
249
44
42.0066
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100
445
549.02
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327
2,212
100
10.67
6.4905
211
249
45
25.0051
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60
462.54
536.49
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9
174.51
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305
1,915
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210
249
46
25.001
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462.54
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175.2
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249
47
20.0057
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100
491.19
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331.69
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312.54
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362
2,324
100
24.35
14.6123
208
249
48
35.0043
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100
449.44
555.05
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193.3
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333
2,223
100
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249
49
42.0027
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445
549.07
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328
2,212
100
10.72
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206
249
50
24.9986
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174.67
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249
51
0.0023
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100
518.67
642.17
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552.58
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249
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176.02
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7,871.52
10.8516
0.02
306
1,915
84.93
14.17
8.5893
203
249
53
42.0031
0.8413
100
445
548.9
1,346.97
1,110.41
3.91
5.69
138.15
2,211.91
8,305.48
1.01
41.56
129.51
2,387.99
8,074.26
9.3679
0.02
330
2,212
100
10.65
6.3625
202
249
54
20.0001
0.7
100
491.19
607.19
1,470.1
1,233.95
9.35
13.61
333.05
2,323.7
8,707.71
1.07
43.93
313.75
2,387.83
8,056.13
9.2042
0.02
363
2,324
100
24.44
14.6915
201
249
55
35.0071
0.8409
100
449.44
555.43
1,353.54
1,109.27
5.48
7.97
193.13
2,222.8
8,336.88
1.02
41.41
182.18
2,387.91
8,060.41
9.3165
0.02
331
2,223
100
14.65
8.8472
200
249
56
42.0078
0.84
100
445
549.09
1,344.08
1,106.18
3.91
5.69
137.91
2,211.92
8,301.55
1.02
41.55
130.02
2,388.04
8,070.81
9.3841
0.02
328
2,212
100
10.43
6.3264
199
249
57
34.9986
0.8407
100
449.44
555.62
1,354
1,116.56
5.48
7.97
193.5
2,222.83
8,341.06
1.02
41.44
181.33
2,387.9
8,063.92
9.2954
0.02
332
2,223
100
14.91
9.0072
198
249
58
25.0056
0.62
60
462.54
536.6
1,249.42
1,031.24
7.05
9
174.6
1,915.22
7,994.25
0.93
36.42
163.53
2,028.18
7,867.46
10.8525
0.02
306
1,915
84.93
14.32
8.6398
197
249
59
25.0059
0.6214
60
462.54
536.25
1,251.35
1,033.04
7.05
9
174.83
1,915.32
8,000.38
0.94
36.36
163.85
2,028.14
7,864.78
10.8518
0.02
304
1,915
84.93
14.25
8.6197
196
249
60
35.008
0.84
100
449.44
554.75
1,353.24
1,118.14
5.48
7.97
193.46
2,222.78
8,334.01
1.02
41.43
181.86
2,387.81
8,058.12
9.3138
0.02
332
2,223
100
14.9
8.8928
195
249
61
20.0011
0.7019
100
491.19
607
1,479.47
1,235.12
9.35
13.6
332.36
2,323.75
8,712.19
1.07
43.85
312.74
2,387.86
8,052.51
9.1688
0.02
361
2,324
100
24.62
14.5895
194
249
62
42.0036
0.84
100
445
549.25
1,338.51
1,110.54
3.91
5.69
138.03
2,211.94
8,306.13
1.01
41.57
129.69
2,388.03
8,071.48
9.3776
0.02
328
2,212
100
10.66
6.3794
193
249
63
25.0005
0.62
60
462.54
536.09
1,253.39
1,034.43
7.05
9
175.05
1,915.24
8,002.03
0.94
36.33
163.55
2,028.14
7,866.25
10.8791
0.02
304
1,915
84.93
14.05
8.5974
192
249
64
20.001
0.7
100
491.19
607.22
1,477.16
1,242.67
9.35
13.6
332.92
2,323.69
8,715.41
1.07
43.85
313.26
2,387.83
8,056.99
9.1903
0.02
361
2,324
100
24.44
14.6569
191
249
65
25.002
0.62
60
462.54
536.18
1,252.03
1,028.29
7.05
9
174.55
1,915.19
8,001.33
0.93
36.35
163.88
2,028.12
7,868.22
10.8907
0.02
305
1,915
84.93
14.35
8.4091
190
249
66
25.0063
0.62
60
462.54
536.35
1,254.33
1,037.51
7.05
9
174.74
1,915.24
8,004.18
0.93
36.34
163.85
2,028.08
7,866.78
10.8299
0.02
304
1,915
84.93
14.13
8.5009
189
249
67
42.0065
0.84
100
445
548.88
1,344.42
1,114.91
3.91
5.69
137.86
2,211.9
8,305.33
1.02
42
129.59
2,388
8,070.43
9.3348
0.02
329
2,212
100
10.63
6.432
188
249
68
35.0034
0.8409
100
449.44
555.05
1,351.38
1,117.13
5.48
7.97
194.07
2,222.81
8,338.76
1.02
41.52
181.86
2,387.87
8,062.05
9.3066
0.02
332
2,223
100
14.85
8.8682
187
249
69
42.0027
0.8409
100
445
549.48
1,344.02
1,111.64
3.91
5.69
138.03
2,211.9
8,304.46
1.01
41.73
129.58
2,387.98
8,078.16
9.3503
0.02
328
2,212
100
10.37
6.3881
186
249
70
0.0018
0.0001
100
518.67
641.85
1,583.91
1,390.9
14.62
21.58
552.99
2,387.96
9,050.93
1.3
47.15
520.63
2,387.99
8,124.2
8.4214
0.03
392
2,388
100
38.73
23.4406
185
249
71
10.0077
0.2507
100
489.05
604.14
1,491.37
1,296.58
10.52
15.46
392.82
2,318.69
8,767.85
1.26
45.06
370.24
2,387.85
8,125.92
8.6126
0.03
366
2,319
100
28.75
17.2408
184
249
72
42.0023
0.84
100
445
549.03
1,344.37
1,110.11
3.91
5.69
137.78
2,211.91
8,309.83
1.02
41.57
129.76
2,387.98
8,072.11
9.3382
0.02
328
2,212
100
10.34
6.4164
183
249
73
41.9982
0.8404
100
445
548.71
1,340.42
1,117.06
3.91
5.69
137.77
2,211.87
8,305.11
1.02
41.59
129.16
2,388.02
8,072.49
9.349
0.02
328
2,212
100
10.74
6.3276
182
249
74
20.0019
0.7
100
491.19
606.5
1,483.85
1,237.15
9.35
13.6
333.32
2,323.7
8,713.36
1.07
43.94
313.17
2,387.77
8,049.37
9.2005
0.02
362
2,324
100
24.5
14.682
181
249
75
42.007
0.84
100
445
549.29
1,338.43
1,112.45
3.91
5.69
137.68
2,211.96
8,306.64
1.01
41.85
129.75
2,388
8,070.27
9.291
0.02
327
2,212
100
10.44
6.3839
180
249
76
25.0063
0.62
60
462.54
536.52
1,252.26
1,034.33
7.05
9
174.55
1,915.25
7,997.37
0.94
36.55
163.83
2,028.13
7,864.51
10.8509
0.02
306
1,915
84.93
14.35
8.6687
179
249
77
35.0028
0.842
100
449.44
555.24
1,359.38
1,116.54
5.48
7.97
194.01
2,222.8
8,339.54
1.02
41.42
182.04
2,387.84
8,062.3
9.2689
0.02
332
2,223
100
14.95
8.842
178
249
78
35.0053
0.84
100
449.44
554.77
1,352.95
1,122.01
5.48
7.97
193.39
2,222.79
8,334.61
1.02
41.71
181.65
2,387.87
8,055.62
9.2774
0.02
332
2,223
100
14.94
8.9071
177
249
79
10.003
0.2519
100
489.05
604.39
1,492.32
1,297.57
10.52
15.45
393.02
2,318.7
8,765.49
1.26
44.99
370.49
2,387.81
8,126.35
8.6228
0.03
366
2,319
100
28.37
17.1449
176
249
80
24.9995
0.62
60
462.54
536.67
1,250.73
1,033.52
7.05
9
174.48
1,915.23
7,997.15
0.94
36.34
163.67
2,028.15
7,871.35
10.8768
0.02
305
1,915
84.93
14.45
8.6925
175
249
81
42.0049
0.84
100
445
549.57
1,342.81
1,110.7
3.91
5.69
137.56
2,211.95
8,310.84
1.02
41.66
129.64
2,388
8,081.41
9.3319
0.02
328
2,212
100
10.47
6.3554
174
249
82
25.0048
0.6217
60
462.54
536.32
1,256.76
1,041.38
7.05
9
174.61
1,915.27
7,999.09
0.94
36.47
164.16
2,028.17
7,867.45
10.8929
0.02
305
1,915
84.93
14.29
8.5017
173
249
83
25.0063
0.6213
60
462.54
536.45
1,251.31
1,036.84
7.05
9
175
1,915.28
8,005.5
0.94
36.45
164.1
2,028.16
7,872.13
10.8851
0.02
304
1,915
84.93
14.25
8.5864
172
249
84
35.0054
0.8412
100
449.44
555.4
1,355.66
1,117.82
5.48
7.97
193.99
2,222.81
8,343.56
1.02
41.38
181.68
2,387.95
8,061.25
9.3154
0.02
332
2,223
100
14.7
8.8869
171
249
85
41.9988
0.84
100
445
548.79
1,348.12
1,108.25
3.91
5.69
137.67
2,211.9
8,308.04
1.01
41.63
129.73
2,388.01
8,076
9.3642
0.02
330
2,212
100
10.66
6.3616
170
249
86
42.0046
0.8413
100
445
549.23
1,345.35
1,113.01
3.91
5.69
138.45
2,211.89
8,310.99
1.01
41.89
129.37
2,387.95
8,069.96
9.3765
0.02
331
2,212
100
10.45
6.3432
169
249
87
42.0035
0.84
100
445
549.02
1,345.2
1,109.26
3.91
5.69
137.89
2,211.93
8,312.22
1.02
41.47
129.81
2,388.01
8,076.04
9.3641
0.02
330
2,212
100
10.47
6.3865
168
249
88
35.0056
0.84
100
449.44
555.26
1,361.17
1,118.53
5.48
7.97
193.48
2,222.81
8,342.06
1.02
41.43
182.84
2,387.96
8,058.67
9.3008
0.02
332
2,223
100
14.84
8.9032
167
249
89
25.0041
0.621
60
462.54
536.98
1,264.35
1,045.5
7.05
9
173.85
1,915.29
8,002.81
0.93
36.38
164.15
2,028.14
7,867.48
10.8977
0.02
307
1,915
84.93
14.22
8.5724
166
249
90
25.0061
0.62
60
462.54
535.97
1,256.95
1,039.82
7.05
9
174.55
1,915.28
7,999.42
0.94
36.48
163.76
2,028.2
7,866.15
10.8951
0.02
305
1,915
84.93
14.34
8.5586
165
249
91
42.0033
0.84
100
445
549.2
1,337.71
1,108.53
3.91
5.69
138.06
2,211.9
8,309.2
1.02
41.67
129.97
2,387.99
8,072.36
9.3286
0.02
329
2,212
100
10.71
6.378
164
249
92
41.9981
0.8408
100
445
548.73
1,344.08
1,111.29
3.91
5.69
137.54
2,211.93
8,304.4
1.02
41.68
129.37
2,388.02
8,077.24
9.3566
0.02
329
2,212
100
10.55
6.3731
163
249
93
0.0008
0.001
100
518.67
641.68
1,584.15
1,392.74
14.62
21.57
552.8
2,387.93
9,044.86
1.3
47.2
520.45
2,387.95
8,133.26
8.3791
0.03
392
2,388
100
38.97
23.4443
162
249
94
42.0067
0.84
100
445
548.49
1,347.95
1,112.52
3.91
5.69
137.88
2,211.95
8,312.08
1.02
41.68
129.76
2,388.06
8,080.63
9.3888
0.02
328
2,212
100
10.62
6.3855
161
249
95
42.005
0.8408
100
445
549.08
1,353.6
1,115.43
3.91
5.69
137.5
2,211.95
8,302.38
1.02
41.67
129.52
2,388.03
8,075.05
9.3628
0.02
326
2,212
100
10.61
6.3268
160
249
96
25.0007
0.62
60
462.54
536.58
1,255.88
1,039.41
7.05
9
175.44
1,915.28
7,995.24
0.94
36.42
163.97
2,028.15
7,868.34
10.8621
0.02
304
1,915
84.93
14.21
8.6043
159