Datasets:
Petsteb
/
industrial-sensor-anomaly-data

Dataset card Data Studio Files
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1
reading_id
string
timestamp
string
equipment_id
string
operating_mode
string
temperature_c
float64
vibration_mm_s
float64
pressure_kpa
float64
motor_rpm
float64
flow_rate_lpm
float64
power_consumption_kw
float64
coolant_temp_c
float64
acoustic_level_db
float64
oil_viscosity_cst
float64
humidity_pct
float64
ambient_temp_c
float64
equipment_age_hours
float64
hours_since_maintenance
float64
is_anomaly
int64
anomaly_type
string
rolling_anomaly_rate
float64
maintenance_priority_score
float64
alert_code
string
R000400
2024-01-01 01:20:00
EQ-001
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R000401
2024-01-01 01:20:00
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2024-01-01 01:20:00
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2024-01-01 01:20:00
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2024-01-01 01:20:00
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2024-01-01 01:21:00
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2024-01-01 01:21:00
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R000407
2024-01-01 01:21:00
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2024-01-01 01:21:00
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2024-01-01 01:21:00
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2024-01-01 01:22:00
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2024-01-01 01:22:00
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2024-01-01 01:22:00
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2024-01-01 01:22:00
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2024-01-01 01:22:00
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R000415
2024-01-01 01:23:00
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2024-01-01 01:23:00
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2024-01-01 01:23:00
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2024-01-01 01:23:00
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2024-01-01 01:23:00
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R000420
2024-01-01 01:24:00
EQ-001
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R000421
2024-01-01 01:24:00
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R000422
2024-01-01 01:24:00
EQ-003
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R000423
2024-01-01 01:24:00
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R000424
2024-01-01 01:24:00
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R000425
2024-01-01 01:25:00
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2024-01-01 01:25:00
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R000427
2024-01-01 01:25:00
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R000428
2024-01-01 01:25:00
EQ-004
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2024-01-01 01:25:00
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R000430
2024-01-01 01:26:00
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R000431
2024-01-01 01:26:00
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R000432
2024-01-01 01:26:00
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R000433
2024-01-01 01:26:00
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2024-01-01 01:26:00
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R000435
2024-01-01 01:27:00
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2024-01-01 01:27:00
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R000437
2024-01-01 01:27:00
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2024-01-01 01:27:00
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2024-01-01 01:27:00
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R000440
2024-01-01 01:28:00
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2024-01-01 01:28:00
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2024-01-01 01:28:00
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2024-01-01 01:28:00
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2024-01-01 01:28:00
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2024-01-01 01:29:00
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2024-01-01 01:29:00
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2024-01-01 01:29:00
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2024-01-01 01:29:00
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2024-01-01 01:29:00
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2024-01-01 01:30:00
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2024-01-01 01:30:00
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2024-01-01 01:30:00
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2024-01-01 01:30:00
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2024-01-01 01:30:00
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2024-01-01 01:31:00
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2024-01-01 01:31:00
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2024-01-01 01:31:00
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2024-01-01 01:31:00
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2024-01-01 01:31:00
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2024-01-01 01:32:00
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52.185678
23.250029
2,242.1
1.5
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R000461
2024-01-01 01:32:00
EQ-002
normal
69.940688
0.139437
154.625296
3,187.762289
47.273753
52.125524
65.187619
67.823272
72.682682
57.317389
23.528288
2,119
1.5
0
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R000462
2024-01-01 01:32:00
EQ-003
normal
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0.171754
141.940677
2,798.395687
42.314963
45.870946
72.131944
68.11937
69.425644
50.074611
23.350042
1,330.4
1.5
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R000463
2024-01-01 01:32:00
EQ-004
normal
71.831933
0.154418
152.775989
3,087.671961
45.462376
50.347968
67.261259
66.733858
72.076811
53.391971
23.840927
4,993
1.5
0
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R000464
2024-01-01 01:32:00
EQ-005
normal
74.706677
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146.417033
2,901.380937
null
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69.975994
67.526035
69.275741
54.14976
23.669315
2,070.5
1.5
0
normal
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R000465
2024-01-01 01:33:00
EQ-001
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74.463827
0.157949
150.770522
3,012.992833
44.587883
48.929702
68.878798
69.082317
70.590839
55.375035
23.563528
2,242.1
1.6
0
normal
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6.655831
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R000466
2024-01-01 01:33:00
EQ-002
normal
69.540694
0.130763
153.440955
3,187.519662
49.694358
53.149006
64.523861
65.701886
72.000354
56.525459
23.46992
2,119.1
1.6
0
normal
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17.648169
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R000467
2024-01-01 01:33:00
EQ-003
normal
77.410825
0.185537
145.629606
null
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44.873903
72.072372
70.554001
70.209988
56.383119
23.719836
1,330.5
1.6
0
normal
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20.44317
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R000468
2024-01-01 01:33:00
EQ-004
normal
70.167213
0.145464
155.272037
3,081.722243
46.389166
50.971957
67.940633
66.646636
71.647484
54.404382
24.258365
4,993
1.6
0
normal
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14.62494
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R000469
2024-01-01 01:33:00
EQ-005
normal
75.42956
0.15174
148.090428
2,907.810295
44.836158
48.485654
70.672033
68.154697
70.849514
55.684071
23.533026
2,070.5
1.6
0
normal
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20.054071
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R000470
2024-01-01 01:34:00
EQ-001
normal
74.864554
0.138001
150.212545
2,967.897802
45.781252
49.248364
69.441007
67.897642
69.106551
56.732672
23.841798
2,242.2
1.6
0
normal
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0.123038
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R000471
2024-01-01 01:34:00
EQ-002
normal
70.902221
0.120768
155.070971
3,200.622298
48.529241
53.389747
65.062627
65.232503
71.624869
53.599144
23.194054
2,119.1
1.6
0
normal
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9.83575
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R000472
2024-01-01 01:34:00
EQ-003
normal
75.595347
0.190648
145.668335
2,799.791147
42.155133
46.566814
72.319219
69.600852
70.031325
51.965196
23.59014
1,330.5
1.6
0
normal
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18.284656
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R000473
2024-01-01 01:34:00
EQ-004
normal
72.259856
0.129306
151.596286
3,105.983089
46.564579
51.619545
67.142533
63.808739
71.053167
53.570721
23.708471
4,993.1
1.6
0
normal
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19.528356
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R000474
2024-01-01 01:34:00
EQ-005
normal
76.397438
0.151545
147.093689
2,910.031915
43.384522
48.179657
70.188522
66.088243
69.064051
53.259677
23.544526
2,070.5
1.6
0
normal
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R000475
2024-01-01 01:35:00
EQ-001
normal
73.397895
0.145532
148.93155
3,013.021774
43.574225
49.368884
69.023146
66.25941
70.654915
54.952647
23.676147
2,242.2
1.6
0
normal
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9.961709
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R000476
2024-01-01 01:35:00
EQ-002
normal
72.076303
0.121344
157.604739
3,220.431672
48.335593
53.057325
64.971406
65.930521
71.110551
55.991341
24.122305
2,119.1
1.6
0
normal
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6.791028
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R000477
2024-01-01 01:35:00
EQ-003
normal
76.531872
0.169995
144.271942
2,806.387199
41.442928
46.485481
72.045753
67.094841
null
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23.845712
1,330.5
1.6
0
normal
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26.95559
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R000478
2024-01-01 01:35:00
EQ-004
normal
72.918981
0.148159
152.095502
3,088.482874
45.256479
50.0444
67.595721
65.644945
71.172225
57.799077
23.688836
4,993.1
1.6
0
normal
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R000479
2024-01-01 01:35:00
EQ-005
normal
75.845956
0.156767
146.47311
null
43.81143
49.146872
70.238975
66.151188
69.195952
55.798334
23.904256
2,070.5
1.6
0
normal
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26.459914
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R000480
2024-01-01 01:36:00
EQ-001
normal
74.214288
0.154763
149.682022
3,007.077095
44.409443
49.102343
69.466806
68.627018
70.233893
50.642946
23.764188
2,242.2
1.6
0
normal
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26.509081
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R000481
2024-01-01 01:36:00
EQ-002
normal
70.606651
0.122124
151.697086
3,192.999218
46.573727
52.307998
65.248308
66.343009
72.153829
48.324721
23.833934
2,119.1
1.6
0
normal
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15.771138
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R000482
2024-01-01 01:36:00
EQ-003
normal
77.7674
0.1793
144.76207
2,788.349907
43.13168
46.620283
72.106971
69.588245
68.904317
55.219964
23.097348
1,330.5
1.6
0
normal
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26.12459
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R000483
2024-01-01 01:36:00
EQ-004
normal
74.230704
0.143349
151.569316
3,094.584524
45.452896
51.02372
67.619214
67.310311
70.504838
52.460888
23.790949
4,993.1
1.6
0
normal
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2.300068
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R000484
2024-01-01 01:36:00
EQ-005
normal
76.180978
0.16327
145.696399
2,880.892559
44.531059
48.053796
70.795803
67.227885
69.262532
51.51462
23.667182
2,070.5
1.6
0
normal
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3.784901
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R000485
2024-01-01 01:37:00
EQ-001
normal
75.587725
0.149161
149.701461
2,984.87109
45.168039
49.238805
69.451757
66.688215
69.389568
53.071672
23.507419
2,242.2
1.6
0
normal
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12.201523
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R000486
2024-01-01 01:37:00
EQ-002
normal
70.377217
0.139118
155.916165
3,211.462558
48.091012
53.219289
65.577161
67.315376
71.867434
54.813348
23.326539
2,119.1
1.6
0
normal
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20.753682
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R000487
2024-01-01 01:37:00
EQ-003
normal
77.68174
0.182467
145.999921
2,843.853048
42.893394
47.188603
72.055709
68.425832
68.731261
56.263271
23.804567
1,330.5
1.6
0
normal
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29.116465
NONE
R000488
2024-01-01 01:37:00
EQ-004
normal
72.637698
0.137018
152.062198
3,097.303311
45.312434
50.903981
67.116982
66.090114
70.175756
53.289467
23.999292
4,993.1
1.6
0
normal
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14.005837
NONE
R000489
2024-01-01 01:37:00
EQ-005
normal
75.15348
0.162769
150.681439
2,906.832829
41.88805
47.211206
70.352714
67.530368
70.173483
51.45807
23.6767
2,070.6
1.6
0
normal
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0.221456
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R000490
2024-01-01 01:38:00
EQ-001
normal
75.633574
0.148585
147.592361
2,995.740958
46.541783
49.6981
69.966671
68.934179
69.538547
54.051533
23.93032
2,242.2
1.6
0
normal
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5.445116
NONE
R000491
2024-01-01 01:38:00
EQ-002
normal
68.443517
0.112053
157.036517
3,163.540294
46.920934
52.153306
64.935417
65.835444
72.981125
55.411167
23.730873
2,119.1
1.6
0
normal
0
13.140158
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R000492
2024-01-01 01:38:00
EQ-003
normal
77.430854
0.187111
143.484703
2,808.314418
41.063851
45.701079
71.952793
69.53234
null
56.767421
23.433817
1,330.5
1.6
0
normal
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20.699497
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R000493
2024-01-01 01:38:00
EQ-004
normal
71.018446
0.135336
151.442382
3,122.384259
44.900962
50.261052
67.255691
67.220917
71.923715
54.257286
23.822939
4,993.1
1.6
0
normal
0
17.595957
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R000494
2024-01-01 01:38:00
EQ-005
normal
75.76981
0.172855
149.422882
2,915.26715
44.037198
47.832113
70.709709
69.440663
69.382684
55.069496
24.345042
2,070.6
1.6
0
normal
0
26.283197
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R000495
2024-01-01 01:39:00
EQ-001
normal
73.776628
0.152516
151.569074
3,020.406546
44.550588
49.498691
69.418635
68.860569
70.534603
54.23989
23.591457
2,242.2
1.6
0
normal
0
7.967465
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R000496
2024-01-01 01:39:00
EQ-002
normal
69.879625
0.117043
154.159624
3,195.670377
48.454469
53.07427
64.560143
63.742084
71.87038
53.683003
23.707512
2,119.2
1.6
0
normal
0
16.199894
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R000497
2024-01-01 01:39:00
EQ-003
normal
77.214421
0.172551
146.614168
2,803.662597
41.337743
45.975967
71.578675
68.720372
69.454975
55.611343
23.929793
1,330.6
1.6
0
normal
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4.32756
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R000498
2024-01-01 01:39:00
EQ-004
normal
72.412097
0.139902
153.689794
3,081.214365
45.881128
50.835258
67.233178
65.261795
71.170528
56.053813
22.928338
4,993.1
1.6
0
normal
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19.357259
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R000499
2024-01-01 01:39:00
EQ-005
normal
75.251992
0.153855
148.346104
2,923.531786
45.49357
49.108829
70.292932
66.1442
69.612357
53.452388
24.202487
2,070.6
1.6
0
normal
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