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
249
97
20.0041
0.7012
100
491.19
606.84
1,473.72
1,242.4
9.35
13.6
332.66
2,323.69
8,704.35
1.07
43.93
313.66
2,387.89
8,055.53
9.2275
0.02
362
2,324
100
24.6
14.7127
158
249
98
25.0049
0.62
60
462.54
536.41
1,257.51
1,040.22
7.05
9
173.82
1,915.3
7,990.94
0.93
36.31
163.78
2,028.2
7,867.94
10.8331
0.02
306
1,915
84.93
14.17
8.7059
157
249
99
19.9997
0.7
100
491.19
606.93
1,483.1
1,239.51
9.35
13.6
333.04
2,323.72
8,716.46
1.07
43.96
313.57
2,387.89
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9.2025
0.02
365
2,324
100
24.57
14.7371
156
249
100
42.0068
0.8415
100
445
548.72
1,343.48
1,112.45
3.91
5.69
137.62
2,211.92
8,306.94
1.01
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129.65
2,387.98
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0.02
328
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100
10.57
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249
101
42.0048
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445
548.96
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102
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175.22
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249
103
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60
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174.5
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305
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152
249
104
42.0053
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100
445
548.92
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8,313.76
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329
2,212
100
10.61
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249
105
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100
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332.95
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314.03
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363
2,324
100
24.64
14.7161
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249
106
42.0065
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100
445
549.29
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330
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100
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249
107
20.0054
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100
491.19
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363
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100
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249
108
35.0078
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100
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1,361.75
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193.57
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41.54
181.83
2,387.93
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333
2,223
100
14.87
8.874
147
249
109
0.0026
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100
518.67
641.87
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552.63
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46.93
520.84
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8.4165
0.03
392
2,388
100
38.78
23.3621
146
249
110
35.0007
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100
449.44
555.84
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193.61
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181.71
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333
2,223
100
14.61
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145
249
111
34.9988
0.8407
100
449.44
555.57
1,360.2
1,120.78
5.48
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194.03
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8,330.61
1.02
41.49
182.14
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8,062.74
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330
2,223
100
14.85
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144
249
112
24.9994
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60
462.54
536.26
1,256.73
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7.05
9
175.81
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8,003.83
0.94
36.54
164.14
2,028.18
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304
1,915
84.93
14.38
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143
249
113
20.0049
0.7
100
491.19
606.76
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333.01
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43.85
313
2,387.83
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363
2,324
100
24.38
14.7592
142
249
114
0
0.0017
100
518.67
641.74
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1,386.2
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553.48
2,388.01
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521.48
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8.3928
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391
2,388
100
38.82
23.4794
141
249
115
19.9997
0.7
100
491.19
605.88
1,471.99
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332.49
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44.19
313.19
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362
2,324
100
24.49
14.7294
140
249
116
35.0018
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100
449.44
554.62
1,353.5
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194.07
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181.93
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0.02
332
2,223
100
14.79
8.9561
139
249
117
9.9989
0.25
100
489.05
604.2
1,493.71
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10.52
15.46
393.49
2,318.66
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1.26
45.1
370.89
2,387.91
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0.03
367
2,319
100
28.72
17.1393
138
249
118
10.0025
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100
489.05
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367
2,319
100
28.6
17.2103
137
249
119
20.0078
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100
491.19
606.97
1,478.83
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333.89
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313.71
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0.02
363
2,324
100
24.64
14.6915
136
249
120
25.002
0.6218
60
462.54
536.65
1,255.69
1,048.08
7.05
9
174.96
1,915.33
8,000.44
0.94
36.4
164.16
2,028.2
7,872.82
10.8721
0.02
305
1,915
84.93
14.48
8.5808
135
249
121
35.0062
0.8405
100
449.44
555.09
1,356.89
1,117.34
5.48
7.97
193.77
2,222.89
8,340.75
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41.57
182.62
2,387.97
8,061.16
9.2683
0.02
332
2,223
100
14.78
8.9088
134
249
122
35.0075
0.8417
100
449.44
554.81
1,357.23
1,125.97
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7.97
193.4
2,222.81
8,340.37
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41.43
182.52
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8,067.35
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332
2,223
100
14.96
8.9357
133
249
123
20.0076
0.7012
100
491.19
606.98
1,477.5
1,239.1
9.35
13.6
333.26
2,323.71
8,714.38
1.07
43.83
314.72
2,387.89
8,056.53
9.1576
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362
2,324
100
24.48
14.696
132
249
124
19.9993
0.701
100
491.19
605.95
1,476.53
1,245.29
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13.6
332.26
2,323.75
8,716.76
1.07
44.02
313.48
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8,058.9
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364
2,324
100
24.49
14.764
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249
125
0.0012
0
100
518.67
642.23
1,579.76
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14.62
21.57
552.84
2,387.9
9,050.45
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47.1
520.99
2,387.93
8,137.26
8.3675
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390
2,388
100
39.15
23.4644
130
249
126
0.0028
0
100
518.67
642.18
1,577.46
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553.98
2,387.95
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521.12
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392
2,388
100
38.92
23.4808
129
249
127
42.0006
0.8408
100
445
548.92
1,347.77
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138.49
2,211.96
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41.69
130.23
2,388.01
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0.02
329
2,212
100
10.49
6.4546
128
249
128
10
0.25
100
489.05
604.29
1,492.24
1,294.3
10.52
15.46
393.97
2,318.76
8,771.59
1.26
45.15
371.29
2,387.88
8,126.24
8.6361
0.03
368
2,319
100
28.64
17.2207
127
249
129
41.9992
0.84
100
445
549.25
1,344
1,119.43
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5.69
138.24
2,212
8,314.92
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41.72
130.47
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8,077.48
9.3691
0.02
328
2,212
100
10.75
6.4259
126
249
130
20.0064
0.7007
100
491.19
606.42
1,479.78
1,230.39
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13.6
332.71
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8,706.89
1.07
43.89
313.54
2,387.82
8,058.26
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362
2,324
100
24.71
14.6687
125
249
131
20.0066
0.7
100
491.19
606.22
1,479.03
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13.6
333.02
2,323.67
8,717.1
1.08
44.01
314.18
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8,053.22
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363
2,324
100
24.41
14.6935
124
249
132
34.9993
0.84
100
449.44
555.83
1,363.96
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194.43
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331
2,223
100
14.9
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123
249
133
10.0074
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100
489.05
605.27
1,492.29
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15.46
393.95
2,318.73
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371.45
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369
2,319
100
28.55
17.1807
122
249
134
0.0009
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100
518.67
641.94
1,584.84
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553.84
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9,047.22
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521.73
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393
2,388
100
38.98
23.3562
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249
135
42.0052
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445
548.76
1,350.76
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129.84
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328
2,212
100
10.62
6.2686
120
249
136
20.0057
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100
491.19
607.35
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333.43
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313.63
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363
2,324
100
24.43
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249
137
0.0017
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100
518.67
642.27
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553.63
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9,047.29
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522.03
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390
2,388
100
38.98
23.2449
118
249
138
25.0001
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60
462.54
536.11
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9
175.34
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36.37
163.48
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10.8593
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304
1,915
84.93
14.35
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117
249
139
25.0027
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60
462.54
536.61
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9
175.6
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36.34
164
2,028.18
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10.8457
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306
1,915
84.93
14.46
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116
249
140
19.9989
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100
491.19
607.49
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333.81
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314.52
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363
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100
24.72
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115
249
141
35.001
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100
449.44
555.14
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193.57
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332
2,223
100
14.86
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114
249
142
42.0008
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100
445
548.65
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137.52
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129.69
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330
2,212
100
10.63
6.4111
113
249
143
25.0064
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60
462.54
536.51
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175.57
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164.86
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112
249
144
34.9992
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25.0075
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175.13
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146
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521.54
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100
38.75
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249
147
42.0045
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445
549.48
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329
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100
10.48
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249
148
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518.67
642.39
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100
38.99
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249
149
25.0051
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462.54
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175.22
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150
0.0001
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100
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100
38.99
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249
151
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100
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8,145.12
8.3754
0.03
391
2,388
100
39.13
23.4751
103
249
153
20.0078
0.7004
100
491.19
606.51
1,481.3
1,245.3
9.35
13.6
333.87
2,323.84
8,721.8
1.07
43.93
313.98
2,388.02
8,061.82
9.175
0.02
363
2,324
100
24.32
14.6603
102
249
154
25.0017
0.62
60
462.54
536.67
1,255.18
1,043.46
7.05
9
174.69
1,915.33
8,002.09
0.94
36.43
164.08
2,028.2
7,873.03
10.8333
0.02
306
1,915
84.93
14.2
8.4732
101
249
155
10.0061
0.25
100
489.05
604.19
1,487.53
1,294.69
10.52
15.46
394.91
2,318.8
8,774.32
1.26
45.15
372.11
2,387.95
8,130.34
8.6154
0.03
368
2,319
100
28.66
17.2088
100
249
156
0.0002
0
100
518.67
642.08
1,583.84
1,399.36
14.62
21.57
554.08
2,387.98
9,058.2
1.3
47.04
522.53
2,388
8,138.98
8.3846
0.03
390
2,388
100
39.01
23.5015
99
249
157
42.006
0.8418
100
445
549.61
1,344.2
1,114.92
3.91
5.69
139.03
2,212.03
8,324.63
1.02
41.84
130.58
2,388.1
8,079.82
9.3214
0.02
330
2,212
100
10.63
6.4369
98
249
158
42.0035
0.8419
100
445
549.07
1,336.54
1,118.71
3.91
5.69
137.78
2,212.04
8,313.06
1.02
41.6
130.09
2,388.05
8,080.28
9.3312
0.02
330
2,212
100
10.63
6.5051
97
249
159
42.0045
0.84
100
445
549.28
1,345.97
1,119.53
3.91
5.69
137.96
2,212.02
8,315.14
1.02
41.71
129.95
2,388.07
8,085.21
9.3219
0.02
330
2,212
100
10.72
6.3742
96
249
160
42.0041
0.8417
100
445
549.59
1,347.59
1,116.85
3.91
5.69
138.49
2,211.94
8,325.9
1.02
41.73
129.87
2,388.09
8,085.92
9.34
0.02
328
2,212
100
10.62
6.3548
95
249
161
20.0047
0.7
100
491.19
606.67
1,482.66
1,237.62
9.35
13.6
334.3
2,323.88
8,720.71
1.08
43.98
314.61
2,387.95
8,062.22
9.1954
0.02
364
2,324
100
24.55
14.6728
94
249
162
19.9996
0.7014
100
491.19
606.7
1,478.17
1,248.33
9.35
13.6
334.78
2,323.82
8,720.38
1.07
44.09
314.61
2,387.9
8,062.89
9.1885
0.02
364
2,324
100
24.54
14.7673
93
249
163
42.0054
0.8405
100
445
549.13
1,349.95
1,115.17
3.91
5.69
138.2
2,212.01
8,322.06
1.02
41.69
129.99
2,388.07
8,082.68
9.3122
0.02
329
2,212
100
10.63
6.2706
92
249
164
42.0049
0.8409
100
445
549.34
1,352.03
1,114.1
3.91
5.69
138.3
2,211.98
8,317.44
1.02
41.77
130.85
2,388.09
8,081.33
9.2918
0.02
328
2,212
100
10.56
6.488
91
249
165
42.0033
0.84
100
445
549.6
1,348.84
1,119.43
3.91
5.69
138.16
2,212.05
8,317.34
1.02
41.8
130.36
2,388.14
8,084.29
9.3326
0.02
330
2,212
100
10.66
6.3949
90
249
166
42.0055
0.8412
100
445
549.03
1,342.24
1,118.4
3.91
5.69
138.94
2,212.02
8,313.95
1.02
42.03
129.96
2,388.12
8,080.92
9.329
0.02
328
2,212
100
10.68
6.1928
89
249
167
35.0041
0.8403
100
449.44
555.5
1,361.39
1,123.62
5.48
7.97
193.86
2,222.94
8,347.8
1.02
41.62
183.52
2,388.08
8,065.32
9.2493
0.02
334
2,223
100
15
8.8742
88
249
168
20.0035
0.7016
100
491.19
607.01
1,475.49
1,249.47
9.35
13.59
333.99
2,323.82
8,723.84
1.07
44.04
314.57
2,388.02
8,063.37
9.1445
0.02
366
2,324
100
24.68
14.6894
87
249
169
19.9986
0.7
100
491.19
606.41
1,472.98
1,247.79
9.35
13.6
333.5
2,323.79
8,729.1
1.07
43.95
314.88
2,388
8,062.78
9.1364
0.02
364
2,324
100
24.53
14.8472
86
249
170
42.0076
0.8403
100
445
549.15
1,358.54
1,115.63
3.91
5.69
138.38
2,212.09
8,325.07
1.02
41.87
130.34
2,388.1
8,088.14
9.3027
0.02
330
2,212
100
10.58
6.3465
85
249
171
20.0034
0.7
100
491.19
607.01
1,471.71
1,239.97
9.35
13.59
332.61
2,323.84
8,723.84
1.07
44.17
314.14
2,387.95
8,061.71
9.1398
0.02
363
2,324
100
24.43
14.7612
84
249
172
19.9996
0.7
100
491.19
606.81
1,475.39
1,239.75
9.35
13.6
334.79
2,323.95
8,721.46
1.07
44.26
315.22
2,387.96
8,057.37
9.1505
0.02
364
2,324
100
24.56
14.7851
83
249
173
20.0023
0.7015
100
491.19
606.99
1,471.46
1,250.79
9.35
13.6
335.03
2,323.87
8,720.6
1.08
44.17
315
2,388
8,067.48
9.1489
0.02
365
2,324
100
24.69
14.7347
82
249
174
9.998
0.2506
100
489.05
604.98
1,495.1
1,308.82
10.52
15.46
394.78
2,318.78
8,780.11
1.26
45.07
372.82
2,387.99
8,135.74
8.5994
0.03
369
2,319
100
28.6
17.2573
81
249
175
0.0007
0
100
518.67
642.05
1,579.28
1,400.85
14.62
21.57
555.6
2,388.01
9,059.42
1.3
47.28
522.87
2,387.98
8,143.05
8.3625
0.03
394
2,388
100
39.11
23.427
80
249
176
25.0012
0.62
60
462.54
536.34
1,257.29
1,039.31
7.05
9
176.26
1,915.43
8,012.85
0.94
36.51
164.69
2,028.28
7,878.9
10.8138
0.02
306
1,915
84.93
14.4
8.496
79
249
177
42.0052
0.8413
100
445
549.65
1,344.29
1,118.27
3.91
5.69
138.87
2,212.01
8,331.49
1.02
41.87
130.38
2,388.13
8,087.41
9.294
0.02
329
2,212
100
10.5
6.3967
78
249
178
0.0023
0
100
518.67
642.02
1,586.63
1,398.11
14.62
21.57
555.68
2,387.99
9,057.5
1.3
47.18
523.76
2,388.06
8,143.07
8.351
0.03
392
2,388
100
38.99
23.2722
77
249
179
35.0013
0.8407
100
449.44
555.76
1,359.16
1,125.11
5.48
7.97
194.65
2,222.98
8,350.08
1.02
41.72
182.95
2,388.07
8,068.85
9.2617
0.02
333
2,223
100
14.99
8.9355
76
249
180
25.0066
0.62
60
462.54
536.49
1,260.34
1,045.95
7.05
8.99
175.15
1,915.44
8,005.85
0.94
36.53
164.78
2,028.3
7,871.95
10.8223
0.02
306
1,915
84.93
14.34
8.6732
75
249
181
35.0024
0.8401
100
449.44
555.45
1,362.46
1,119.54
5.48
7.97
195.83
2,223.04
8,356.9
1.02
41.56
183.51
2,388.13
8,073.77
9.2604
0.02
334
2,223
100
15.06
8.8247
74
249
182
25.0013
0.6209
60
462.54
536.93
1,254.51
1,045.66
7.05
9
176.05
1,915.44
8,004.1
0.94
36.58
165.32
2,028.38
7,877.34
10.787
0.02
306
1,915
84.93
14.2
8.6221
73
249
183
20.0008
0.7
100
491.19
606.88
1,483.64
1,241.43
9.35
13.6
335.09
2,323.94
8,722.24
1.08
44.14
315.17
2,388.06
8,065.94
9.1322
0.02
364
2,324
100
24.73
14.6752
72
249
184
0.0009
0
100
518.67
642.11
1,585.07
1,397.5
14.62
21.57
556.4
2,388.09
9,068.23
1.3
47.11
524.18
2,388.03
8,145.13
8.3683
0.03
391
2,388
100
39.18
23.4945
71
249
185
20.0005
0.7
100
491.19
607.44
1,481.54
1,247.31
9.35
13.6
334.93
2,323.87
8,729.27
1.08
44.09
315.73
2,388.05
8,060.17
9.1293
0.02
366
2,324
100
24.75
14.6848
70
249
186
35.0078
0.8417
100
449.44
555.77
1,368.15
1,121.66
5.48
7.96
194.89
2,223.03
8,355.93
1.02
41.67
183.43
2,388.11
8,070.42
9.2466
0.02
333
2,223
100
15.02
8.9199
69
249
187
25.0051
0.6218
60
462.54
536.24
1,260.32
1,044.48
7.05
9
175.13
1,915.41
8,009.52
0.94
36.5
165.38
2,028.31
7,876.24
10.8231
0.02
306
1,915
84.93
14.38
8.6412
68
249
188
10.0056
0.2518
100
489.05
604.31
1,496.38
1,314.26
10.52
15.46
396.54
2,318.85
8,787.85
1.26
45.19
373.05
2,388.1
8,135.1
8.6065
0.03
368
2,319
100
28.92
17.2602
67
249
189
42.0063
0.84
100
445
549.59
1,344.39
1,120.63
3.91
5.69
138.17
2,212.09
8,322.51
1.02
41.92
130.88
2,388.21
8,092.4
9.2635
0.02
329
2,212
100
10.73
6.3881
66
249
190
10.0014
0.25
100
489.05
604.56
1,499.12
1,305.28
10.52
15.45
395.74
2,318.95
8,784.65
1.26
45.34
373.46
2,388.13
8,139.65
8.5572
0.03
369
2,319
100
28.95
17.301
65
249
191
0.0003
0.0003
100
518.67
642.72
1,587.26
1,395.24
14.62
21.57
557
2,388.09
9,069.4
1.3
47.12
524.66
2,388.04
8,150.49
8.3259
0.03
391
2,388
100
39.08
23.4953
64
249
192
42.0049
0.8413
100
445
549.09
1,350.02
1,121.41
3.91
5.69
138.63
2,212.07
8,326.35
1.02
41.87
130.84
2,388.17
8,092.09
9.285
0.02
330
2,212
100
10.77
6.5302
63
249
193
19.9989
0.7
100
491.19
606.81
1,493.31
1,247.51
9.35
13.6
334.9
2,323.95
8,737.03
1.08
44.15
315.28
2,388.07
8,064.28
9.1471
0.02
364
2,324
100
24.56
14.7781
62
249
194
41.9989
0.8403
100
445
549.19
1,349.31
1,119.3
3.91
5.69
139.52
2,212.09
8,328.31
1.02
42.02
130.68
2,388.24
8,101.39
9.2725
0.02
329
2,212
100
10.65
6.4421
61
249
195
42.0022
0.84
100
445
549.84
1,347.16
1,120.87
3.91
5.69
138.11
2,212.04
8,328.32
1.02
41.85
131.04
2,388.17
8,095.96
9.2784
0.02
329
2,212
100
10.65
6.4098
60
249
196
10.0055
0.2503
100
489.05
605.08
1,501.83
1,302.56
10.52
15.46
396.16
2,318.88
8,787.33
1.26
45.34
373.58
2,388.1
8,143.12
8.5653
0.03
368
2,319
100
28.59
17.2324
59