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
247
192
20.0064
0.7018
100
491.19
606.93
1,492.78
1,262.24
9.35
13.6
339.15
2,324.24
8,750.2
1.09
44.43
319.16
2,388.46
8,088.74
9.0783
0.02
364
2,324
100
24.77
14.9193
19
247
193
9.9994
0.2519
100
489.05
604.84
1,502.03
1,308.21
10.52
15.46
400.61
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8,820.3
1.27
45.55
377.23
2,388.42
8,158.53
8.4859
0.03
370
2,319
100
28.85
17.3974
18
247
194
42.0034
0.84
100
445
549.45
1,356.77
1,133.45
3.91
5.69
140.29
2,212.3
8,352.7
1.03
42.27
131.93
2,388.42
8,121.71
9.2112
0.02
332
2,212
100
10.71
6.3989
17
247
195
20.0056
0.7
100
491.19
608.27
1,486.52
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13.6
339.45
2,324.28
8,748.25
1.09
44.62
319.7
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9.0767
0.02
367
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100
24.65
14.8532
16
247
196
10.004
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371
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100
28.86
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15
247
197
24.9981
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60
462.54
536.78
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7.05
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178.34
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36.89
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309
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84.93
14.52
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14
247
198
35.0013
0.84
100
449.44
556.07
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5.48
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197
2,223.4
8,385.85
1.04
42.3
186.27
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8,103.36
9.1353
0.02
335
2,223
100
15.02
9.1256
13
247
199
20.0056
0.7
100
491.19
607.67
1,491.62
1,258.76
9.35
13.61
340.54
2,324.46
8,759.83
1.09
44.88
320.91
2,388.68
8,098.98
9.0754
0.03
366
2,324
100
24.91
14.8455
12
247
200
0
0
100
518.67
642.57
1,595.17
1,419.1
14.62
21.58
564.22
2,388.35
9,101.15
1.31
47.82
531.75
2,388.38
8,174.98
8.2114
0.03
397
2,388
100
39.44
23.6802
11
247
201
41.9995
0.8408
100
445
549.8
1,359.19
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3.91
5.69
142.2
2,212.37
8,362.49
1.04
42.35
133.37
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8,126.06
9.1022
0.02
333
2,212
100
10.58
6.4753
10
247
202
10
0.251
100
489.05
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1,510.79
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402.11
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45.81
378.86
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8,172.01
8.4927
0.03
373
2,319
100
29.22
17.4189
9
247
203
24.9999
0.6215
60
462.54
537.44
1,262.15
1,049.14
7.05
9
178.29
1,915.7
8,040.66
0.94
36.98
166.93
2,028.7
7,899.48
10.7045
0.02
307
1,915
84.93
14.43
8.6804
8
247
204
0.0002
0.0014
100
518.67
643.56
1,607.46
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14.62
21.58
565.91
2,388.37
9,116.04
1.31
47.94
533.73
2,388.44
8,181.33
8.2741
0.03
396
2,388
100
39.42
23.8748
7
247
205
42.0021
0.84
100
445
549.73
1,365.2
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3.91
5.69
142.24
2,212.42
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133.35
2,388.56
8,131.93
9.1524
0.02
334
2,212
100
10.72
6.4558
6
247
206
9.9988
0.2504
100
489.05
605.35
1,501.24
1,326.49
10.52
15.46
402.8
2,319.47
8,829.5
1.27
45.83
379.8
2,388.69
8,178.86
8.4957
0.03
372
2,319
100
29.03
17.4789
5
247
207
20.0056
0.7008
100
491.19
607.42
1,492.96
1,256.67
9.35
13.6
342.22
2,324.68
8,773.79
1.09
44.92
322.18
2,388.73
8,101.21
9.0292
0.03
368
2,324
100
24.97
14.9768
4
247
208
19.9997
0.7
100
491.19
608.25
1,495.52
1,264.72
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13.6
343.07
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8,770.48
1.09
44.79
322.82
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8,112
9.0093
0.03
369
2,324
100
24.73
14.9662
3
247
209
10.0026
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100
489.05
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46.05
380.61
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8.4781
0.03
372
2,319
100
29.14
17.4725
2
247
210
42.006
0.8416
100
445
550.08
1,360.65
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143.39
2,212.49
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1.05
42.49
134.29
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9.1309
0.02
334
2,212
100
10.81
6.5478
1
247
211
42.0065
0.8414
100
445
550.2
1,366.48
1,142.27
3.91
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142.77
2,212.49
8,380.73
1.05
42.66
134.55
2,388.62
8,142.68
9.1091
0.02
333
2,212
100
10.64
6.4936
0
248
1
25.0009
0.6214
60
462.54
536.45
1,253.9
1,049.7
7.05
9.03
175.75
1,915.26
8,016.39
0.94
36.62
164.96
2,028.14
7,868.79
10.8801
0.02
307
1,915
84.93
14.38
8.5856
183
248
2
0.003
0.0001
100
518.67
642.81
1,576.14
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14.62
21.61
553.27
2,388.14
9,047.39
1.3
47.5
521.21
2,388.09
8,130.15
8.4142
0.03
393
2,388
100
38.85
23.2839
182
248
3
24.9982
0.6216
60
462.54
537.11
1,261.05
1,041.33
7.05
9.03
175.12
1,915.2
8,009.01
0.94
36.66
164.66
2,028.19
7,870.79
10.912
0.02
305
1,915
84.93
14.17
8.585
181
248
4
42
0.84
100
445
549.85
1,356.06
1,128.18
3.91
5.71
138.73
2,211.77
8,313.03
1.02
42.06
130.43
2,387.78
8,077.05
9.3352
0.02
331
2,212
100
10.57
6.323
180
248
5
24.9993
0.6208
60
462.54
536.51
1,258.05
1,049.19
7.05
9.03
175.62
1,915.27
8,013.02
0.94
36.86
164.5
2,028.16
7,868.21
10.9101
0.02
307
1,915
84.93
14.32
8.5254
179
248
6
42.0047
0.8411
100
445
549.58
1,350.7
1,126.2
3.91
5.71
138.98
2,211.76
8,312.81
1.02
42.12
130.09
2,387.8
8,080.13
9.3902
0.02
331
2,212
100
10.54
6.3393
178
248
7
9.9981
0.2504
100
489.05
604.65
1,505.52
1,304.97
10.52
15.49
394.07
2,318.96
8,769.41
1.26
45.38
371.68
2,388.17
8,130.59
8.6515
0.03
368
2,319
100
28.34
17.2432
177
248
8
25.0013
0.6208
60
462.54
536.66
1,262.09
1,047.71
7.05
9.03
175.67
1,915.22
8,004.99
0.94
36.85
164.97
2,028.19
7,866.53
10.8908
0.02
307
1,915
84.93
14.3
8.4803
176
248
9
10.0034
0.25
100
489.05
604.94
1,495.62
1,313.41
10.52
15.49
394.27
2,318.92
8,771.16
1.26
45.24
371.47
2,388.12
8,128.67
8.7007
0.03
371
2,319
100
28.64
17.1744
175
248
10
0.0022
0.0004
100
518.67
642.71
1,583.42
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14.62
21.61
553.39
2,388.13
9,047.29
1.3
47.49
520.93
2,388.1
8,135.69
8.4341
0.03
392
2,388
100
38.92
23.3229
174
248
11
20.0023
0.7
100
491.19
607.87
1,483.35
1,252.83
9.35
13.65
334.28
2,323.95
8,720.56
1.08
44.36
314.99
2,388.06
8,054.94
9.2312
0.02
365
2,324
100
24.52
14.6383
173
248
12
10.0006
0.2515
100
489.05
605.34
1,505.2
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10.52
15.49
393.94
2,318.95
8,770.71
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45.52
371.68
2,388.13
8,121.96
8.6582
0.03
369
2,319
100
28.51
16.9704
172
248
13
35.0024
0.8402
100
449.44
555.98
1,360.98
1,126.77
5.48
8
194.02
2,222.85
8,341.77
1.02
42.02
183.16
2,387.93
8,061.53
9.3275
0.02
333
2,223
100
14.92
8.915
171
248
14
35.0007
0.84
100
449.44
556.12
1,369.94
1,132.32
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8
194.41
2,222.91
8,346.82
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183.61
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8,067.02
9.2903
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333
2,223
100
14.91
8.9089
170
248
15
10.0016
0.2504
100
489.05
604.79
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10.52
15.49
394.81
2,318.94
8,774.33
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45.36
371.29
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370
2,319
100
28.39
17.0897
169
248
16
10.0011
0.2514
100
489.05
605.3
1,502.49
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395.18
2,318.94
8,773.04
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45.22
371.15
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8,126.48
8.6356
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369
2,319
100
28.6
17.0686
168
248
17
0.0003
0
100
518.67
641.86
1,590.73
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14.62
21.61
553.15
2,388.11
9,055.63
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47.48
520.76
2,388.14
8,134.71
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395
2,388
100
38.81
23.3151
167
248
18
35.006
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100
449.44
555.81
1,367.75
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8
194.42
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42.1
183.25
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9.304
0.02
335
2,223
100
14.81
9.01
166
248
19
25.0048
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60
462.54
536.85
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175.65
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8,012.1
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36.81
164.72
2,028.09
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10.9134
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307
1,915
84.93
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165
248
20
0.0018
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100
518.67
642.64
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553.38
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522.08
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392
2,388
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38.85
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164
248
21
25.0068
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462.54
536.45
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307
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84.93
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163
248
22
24.9999
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60
462.54
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309
1,915
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162
248
23
42.0037
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100
445
549.23
1,353.21
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331
2,212
100
10.57
6.2015
161
248
24
35.0005
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100
449.44
556.26
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8
194.2
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183.33
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333
2,223
100
14.64
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160
248
25
42.0028
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100
445
550.02
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330
2,212
100
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248
26
42.0001
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445
549.56
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330
2,212
100
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158
248
27
41.9986
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100
445
549.58
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331
2,212
100
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248
28
0.0014
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100
518.67
642.55
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521.44
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395
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100
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248
29
42.0041
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445
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330
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100
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248
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10.0005
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100
489.05
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370
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100
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248
31
10.0074
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489.05
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369
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100
28.55
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248
32
0.0025
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518.67
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521.5
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392
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100
38.86
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248
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100
518.67
642.01
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394
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100
38.87
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248
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10.006
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100
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100
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248
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20.0066
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100
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248
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2,388.17
8,126.6
8.6856
0.03
371
2,319
100
28.64
17.0149
148
248
37
20.0038
0.7001
100
491.19
607.9
1,485.48
1,245.81
9.35
13.66
334.64
2,323.99
8,721.76
1.08
44.6
315.02
2,388.07
8,056.03
9.2508
0.02
364
2,324
100
24.45
14.6338
147
248
38
41.9994
0.84
100
445
549.95
1,350.75
1,128.65
3.91
5.71
138.84
2,211.83
8,314.76
1.02
42.35
130.56
2,387.82
8,081.9
9.4092
0.02
332
2,212
100
10.6
6.3367
146
248
39
20.0021
0.7002
100
491.19
607.82
1,482
1,250.61
9.35
13.65
334.88
2,323.98
8,724.4
1.07
44.26
315.42
2,388.16
8,057.84
9.2043
0.03
366
2,324
100
24.35
14.585
145
248
40
42.0076
0.84
100
445
549.75
1,349.63
1,128.73
3.91
5.71
138.56
2,211.73
8,316.54
1.02
41.98
130.29
2,387.8
8,070.34
9.3779
0.02
331
2,212
100
10.4
6.3797
144
248
41
0.0003
0.0003
100
518.67
642.62
1,589.49
1,410.84
14.62
21.61
553.09
2,388.09
9,042.73
1.3
47.52
521.5
2,388.1
8,131.81
8.4329
0.03
391
2,388
100
38.89
23.406
143
248
42
25.0068
0.62
60
462.54
536.91
1,261.74
1,046.94
7.05
9.02
175.61
1,915.26
8,006.51
0.94
36.75
164.55
2,028.11
7,867.32
10.929
0.02
308
1,915
84.93
14.15
8.6237
142
248
43
35.0024
0.84
100
449.44
555.84
1,355.02
1,135.07
5.48
8
194.31
2,222.87
8,343.31
1.02
42.02
182.97
2,387.95
8,059.14
9.3479
0.02
332
2,223
100
14.76
8.9084
141
248
44
41.9994
0.84
100
445
549.35
1,352.26
1,127.15
3.91
5.72
138.04
2,211.77
8,316.19
1.02
42.14
130.49
2,387.84
8,077.91
9.3592
0.02
330
2,212
100
10.62
6.2957
140
248
45
35.0029
0.8415
100
449.44
555.39
1,361.73
1,133.32
5.48
8
194.64
2,222.89
8,349.4
1.03
42
182.73
2,387.96
8,059.67
9.3087
0.02
334
2,223
100
14.85
8.9939
139
248
46
35.0002
0.84
100
449.44
555.56
1,370.14
1,130.94
5.48
8
193.99
2,222.91
8,348.4
1.02
42.19
182.69
2,387.97
8,066.7
9.3401
0.02
334
2,223
100
14.88
8.8625
138
248
47
34.9997
0.84
100
449.44
556.01
1,369.19
1,127.09
5.48
8
194.31
2,222.85
8,350.27
1.02
41.67
182.7
2,387.92
8,063.19
9.3622
0.02
335
2,223
100
14.75
8.9349
137
248
48
25.0078
0.6213
60
462.54
536.71
1,264.82
1,041.91
7.05
9.03
175.77
1,915.2
8,003.92
0.94
36.86
164.78
2,028.08
7,868.81
10.9399
0.02
307
1,915
84.93
14.36
8.5724
136
248
49
42.0063
0.8414
100
445
549.94
1,353.86
1,128.9
3.91
5.72
138.39
2,211.82
8,311.32
1.02
42.12
130.4
2,387.8
8,081.89
9.3748
0.02
331
2,212
100
10.55
6.4444
135
248
50
41.999
0.84
100
445
549.98
1,354.82
1,129.6
3.91
5.71
138.51
2,211.72
8,318.18
1.02
42.26
130.92
2,387.88
8,075.4
9.3758
0.02
332
2,212
100
10.65
6.3674
134
248
51
25.0002
0.62
60
462.54
536.46
1,265.86
1,054.35
7.05
9.02
174.88
1,915.23
8,004.62
0.94
36.76
164.02
2,028.17
7,868.95
10.8817
0.02
308
1,915
84.93
14.19
8.4854
133
248
52
35.003
0.84
100
449.44
556.07
1,368.86
1,129.28
5.48
8
194.89
2,222.85
8,338.58
1.02
42
183.13
2,387.99
8,067.49
9.3485
0.02
336
2,223
100
14.91
8.9159
132
248
53
35.0005
0.8403
100
449.44
556.31
1,366.78
1,133.73
5.48
8
194.51
2,222.85
8,346.3
1.02
42.13
182.72
2,388.02
8,062.27
9.3307
0.02
335
2,223
100
14.94
8.9188
131
248
54
35.0079
0.84
100
449.44
555.54
1,368.57
1,131.62
5.48
8
194.06
2,222.85
8,340.48
1.02
42.07
182.89
2,388
8,055.71
9.2808
0.02
334
2,223
100
14.82
8.9585
130
248
55
24.9984
0.6202
60
462.54
537.03
1,256.48
1,050.75
7.05
9.02
175.92
1,915.27
8,001.49
0.94
36.88
164.52
2,028.11
7,872.04
10.9223
0.02
307
1,915
84.93
14.21
8.6382
129
248
56
24.9996
0.62
60
462.54
536.86
1,265.46
1,052.83
7.05
9.02
175.08
1,915.22
8,003.29
0.94
36.78
164.33
2,028.12
7,872.03
10.9224
0.02
309
1,915
84.93
14.21
8.6194
128
248
57
35.0029
0.84
100
449.44
555.69
1,359.4
1,138.3
5.48
8
194.92
2,222.86
8,343.72
1.02
41.82
183.17
2,387.92
8,064.95
9.3528
0.02
336
2,223
100
14.64
8.9022
127
248
58
19.9985
0.7
100
491.19
607.31
1,490.97
1,258.16
9.35
13.66
334.8
2,324.01
8,719.07
1.07
44.32
314.56
2,388.12
8,052.87
9.2185
0.03
366
2,324
100
24.34
14.6667
126
248
59
42.006
0.8402
100
445
549.57
1,351.7
1,127.42
3.91
5.72
138.62
2,211.79
8,311.78
1.02
42.05
130.95
2,387.9
8,081.13
9.4025
0.02
332
2,212
100
10.52
6.304
125
248
60
0.0001
0
100
518.67
643.19
1,594.51
1,401.69
14.62
21.61
553.59
2,388.1
9,055.89
1.3
47.67
521.04
2,388.17
8,131.94
8.4458
0.03
392
2,388
100
38.69
23.3278
124
248
61
42.0067
0.8411
100
445
549.87
1,356.16
1,123.25
3.91
5.71
138.65
2,211.71
8,311.54
1.02
42.22
130.65
2,387.81
8,073.93
9.3496
0.02
332
2,212
100
10.69
6.3334
123
248
62
35.0077
0.8413
100
449.44
556.73
1,366.11
1,122.06
5.48
8
194.55
2,222.85
8,340.43
1.02
41.83
183.17
2,387.93
8,058.67
9.3586
0.02
333
2,223
100
14.73
8.8501
122
248
63
20.0011
0.7
100
491.19
608.27
1,479.72
1,247.02
9.35
13.65
334.53
2,324.01
8,719.9
1.07
44.44
314.33
2,388.15
8,058.01
9.2577
0.02
366
2,324
100
24.34
14.5483
121
248
64
0.0021
0.0012
100
518.67
642.71
1,590.33
1,411.12
14.62
21.61
553.76
2,388.08
9,047.93
1.3
47.53
520.85
2,388.12
8,131.96
8.4281
0.03
392
2,388
100
38.86
23.2561
120
248
65
10.0047
0.2512
100
489.05
605.12
1,506.84
1,312.86
10.52
15.49
394.45
2,318.95
8,773.13
1.26
45.57
371.41
2,388.16
8,125.4
8.6731
0.03
371
2,319
100
28.45
17.1625
119
248
66
42.0008
0.8408
100
445
550.05
1,358.59
1,137.43
3.91
5.72
138.16
2,211.79
8,313.69
1.02
42.29
130.21
2,387.83
8,080.84
9.3638
0.02
330
2,212
100
10.43
6.3862
118
248
67
0.0014
0
100
518.67
643.03
1,587.4
1,400.89
14.62
21.61
552.69
2,388.15
9,052.22
1.3
47.49
521.53
2,388.1
8,125.23
8.3824
0.03
392
2,388
100
38.73
23.3492
117
248
68
0
0
100
518.67
642.32
1,597.18
1,410.11
14.62
21.61
553.2
2,388.11
9,053.09
1.3
47.65
521.76
2,388.08
8,124.93
8.4382
0.03
394
2,388
100
38.96
23.3148
116
248
69
0.0016
0
100
518.67
643.22
1,586.5
1,410.29
14.62
21.61
553.21
2,388.15
9,048.76
1.3
47.61
521.1
2,388.12
8,124.54
8.4307
0.03
394
2,388
100
38.79
23.2106
115
248
70
35.001
0.8414
100
449.44
556.22
1,363.26
1,133.05
5.48
8
194.29
2,222.9
8,357.02
1.02
41.92
183.38
2,387.95
8,064.6
9.3337
0.02
333
2,223
100
14.8
8.9053
114
248
71
10.0059
0.2503
100
489.05
605.08
1,496.99
1,306.54
10.52
15.49
394.2
2,318.99
8,772.32
1.26
45.7
371.06
2,388.19
8,126.18
8.6652
0.03
371
2,319
100
28.61
17.0524
113
248
72
0.0023
0.0011
100
518.67
642.35
1,591.97
1,410.84
14.62
21.61
552.71
2,388.14
9,048.38
1.3
47.45
521.95
2,388.15
8,133.62
8.4306
0.03
394
2,388
100
38.79
23.2182
112
248
73
42.0048
0.84
100
445
549.92
1,358.79
1,129.43
3.91
5.71
139.28
2,211.8
8,315.06
1.02
41.98
130.56
2,387.88
8,082.88
9.3989
0.02
332
2,212
100
10.73
6.3501
111
248
74
0.0024
0.0019
100
518.67
642.44
1,587.74
1,412.07
14.62
21.61
553.46
2,388.17
9,050.13
1.3
47.68
521.43
2,388.12
8,132.2
8.443
0.03
394
2,388
100
38.76
23.2491
110
248
75
10.0021
0.25
100
489.05
604.5
1,496.44
1,304.48
10.52
15.49
393.93
2,319.05
8,773.09
1.26
45.65
371.38
2,388.18
8,117.42
8.672
0.03
369
2,319
100
28.42
17.1722
109
248
76
0.001
0
100
518.67
642.38
1,596.41
1,415.59
14.62
21.61
553.27
2,388.13
9,055.15
1.3
47.57
521.31
2,388.14
8,127.87
8.4397
0.03
394
2,388
100
38.83
23.3048
108
248
77
0.0027
0
100
518.67
642.72
1,590.3
1,412.94
14.62
21.61
553.19
2,388.08
9,053.77
1.3
47.64
521.2
2,388.16
8,132.62
8.4345
0.03
393
2,388
100
38.81
23.3621
107
248
78
10.0032
0.2507
100
489.05
604.67
1,505.51
1,309.56
10.52
15.49
394.17
2,319
8,778.46
1.26
45.61
371.77
2,388.23
8,121.46
8.6616
0.03
370
2,319
100
28.63
17.1735
106
248
79
0.0016
0.0007
100
518.67
642.52
1,587.2
1,411.73
14.62
21.61
553.93
2,388.16
9,056.86
1.3
47.62
521.41
2,388.12
8,132.81
8.4308
0.03
393
2,388
100
38.69
23.3884
105
248
80
25.0057
0.62
60
462.54
536.25
1,269.09
1,051.28
7.05
9.03
174.75
1,915.24
8,007.48
0.94
36.84
164.4
2,028.09
7,874.48
10.9638
0.02
307
1,915
84.93
14.47
8.5198
104