timestamp
timestamp[ns]date
2025-04-20 13:53:36
2025-04-24 23:23:01
user_id
stringclasses
100 values
x
float64
0
10k
y
float64
0
10k
velocity
float64
0
29.3
heading
float64
-59.48
59
connected_cell
stringclasses
100 values
signal_strength
float64
-93.01
36.1
handover_needed
bool
2 classes
handover_target
stringclasses
100 values
pattern_type
stringclasses
4 values
hour
int32
0
23
network_load
float64
0.3
0.9
sinr
float64
-106.96
35.8
throughput_mbps
float64
-1.13
18
device_type
stringclasses
3 values
handover_latency
float64
10
30
handover_success
bool
2 classes
__index_level_0__
int64
1
2.59M
2025-04-21T23:33:42.474562
user_71
8,635.986301
6,562.618722
0.1
1.711414
cell_9_7
-85.102881
true
cell_9_6
stationary
23
0.367276
-88.807036
null
5G_basic
13.037178
true
1,840,383
2025-04-21T23:33:42.474562
user_11
2,268.208627
3,555.37215
0.1
-0.794891
cell_2_4
-84.307679
false
null
stationary
23
0.305189
-83.696474
null
5G_premium
15.712398
true
285,183
2025-04-21T23:33:42.474562
user_62
1,420.856707
9,273.384544
1.292335
3.477447
cell_1_9
-84.011583
false
null
random_walk
23
0.409648
-88.419996
null
5G_premium
17.453322
true
1,607,103
2025-04-21T23:33:42.474562
user_61
8,897.765418
7,308.522636
1.64406
5.04826
cell_9_7
-80.238207
false
null
random_walk
23
0.375902
-83.193775
null
5G_advanced
14.650066
true
1,581,183
2025-04-21T23:33:42.474562
user_93
7,489.773601
3,720.929488
0.1
-0.125495
cell_7_4
-85.020972
true
cell_7_3
stationary
23
0.4962
-86.881273
null
5G_basic
11.986355
true
2,410,623
2025-04-21T23:33:42.474562
user_74
2,326.696064
6,481.20317
0.1
4.547106
cell_2_6
-85.292851
true
cell_3_6
stationary
23
0.347019
-92.219621
null
5G_advanced
11.258589
true
1,918,143
2025-04-21T23:33:42.474562
user_29
3,939.648487
3,524.736377
1.008346
3.018888
cell_4_4
-83.608164
true
cell_4_3
random_walk
23
0.450288
-92.360214
null
5G_basic
11.982659
true
751,743
2025-04-21T23:33:52.474562
user_84
4,088.090483
2,470.321682
1.802339
4.626237
cell_4_2
-83.597642
false
null
random_walk
23
0.303479
-82.962675
null
5G_advanced
19.826095
true
2,177,344
2025-04-21T23:33:52.474562
user_55
2,788.488559
9,468.991783
0.1
0.688403
cell_3_9
-84.227382
false
null
stationary
23
0.380791
-93.014849
null
5G_basic
14.916269
true
1,425,664
2025-04-21T23:33:52.474562
user_67
8,813.795011
841.035622
0.990812
3.059661
cell_9_1
-77.77731
false
null
random_walk
23
0.46814
-87.450662
null
5G_premium
11.176361
true
1,736,704
2025-04-21T23:33:52.474562
user_98
7,390.644766
5,685.209536
0.1
1.473019
cell_7_6
-84.00877
false
null
stationary
23
0.338824
-92.127002
null
5G_premium
22.95155
true
2,540,224
2025-04-21T23:33:52.474562
user_78
241.408983
2,001.456739
0.1
4.925519
cell_0_2
-77.655227
false
null
stationary
23
0.365815
-77.348101
null
5G_advanced
13.905884
true
2,021,824
2025-04-21T23:33:52.474562
user_71
8,635.846146
6,563.608852
0.1
1.711414
cell_9_7
-85.092634
true
cell_8_7
stationary
23
0.396362
-93.232954
null
5G_basic
24.074424
true
1,840,384
2025-04-21T23:33:52.474562
user_93
7,490.765737
3,720.804322
0.1
-0.125495
cell_7_4
-85.0352
true
cell_8_3
stationary
23
0.449789
-90.070884
null
5G_premium
18.396265
true
2,410,624
2025-04-21T23:33:52.474562
user_24
448.123938
900.479327
0.114412
5.499485
cell_0_1
-83.237046
false
null
commuter
23
0.419136
-85.791722
null
5G_basic
28.379143
true
622,144
2025-04-21T23:33:52.474562
user_77
7,740.530805
2,520.695914
1.793379
0.312887
cell_8_3
-84.728393
false
null
random_walk
23
0.351735
-88.586461
null
5G_basic
17.837152
true
1,995,904
2025-04-21T23:33:52.474562
user_69
366.234506
1,524.602158
0.346632
2.71598
cell_0_2
-85.564603
false
null
commuter
23
0.491
-85.808356
null
5G_premium
19.857997
true
1,788,544
2025-04-21T23:33:52.474562
user_6
7,145.307556
1,370.072784
1.578767
6.414307
cell_7_1
-81.988444
false
null
random_walk
23
0.41815
-88.439387
null
5G_advanced
17.382624
true
155,584
2025-04-21T23:33:52.474562
user_47
10,000
0
18.067479
5.001577
cell_9_0
-90
false
null
high_mobility
23
0.35361
-92.848328
null
5G_advanced
23.511271
true
1,218,304
2025-04-21T23:33:52.474562
user_29
3,929.640843
3,525.970561
1.008346
3.018888
cell_4_4
-83.610746
false
null
random_walk
23
0.404743
-91.838409
null
5G_advanced
21.018371
true
751,744
2025-04-21T23:34:02.474562
user_63
0
920.672134
0.234159
2.379955
cell_0_1
-67.988515
false
null
commuter
23
0.308445
-73.966824
null
5G_basic
20.286098
true
1,633,025
2025-04-21T23:34:02.474562
user_74
2,326.367001
6,479.230426
0.1
4.547106
cell_2_6
-85.265683
false
null
stationary
23
0.323134
-87.516402
null
5G_premium
12.746247
true
1,918,145
2025-04-21T23:34:02.474562
user_93
7,491.757873
3,720.679157
0.1
-0.125495
cell_7_4
-85.049408
true
cell_7_3
stationary
23
0.368701
-88.6706
null
5G_advanced
29.406351
true
2,410,625
2025-04-21T23:34:02.474562
user_21
6,545.371553
3,313.147081
1.985693
2.917297
cell_7_3
-84.83941
false
null
random_walk
23
0.350714
-87.168054
null
5G_premium
20.02055
true
544,385
2025-04-21T23:34:02.474562
user_81
8,690.262923
2,721.550517
0.1
2.908869
cell_9_3
-82.392273
false
null
stationary
23
0.357109
-83.625222
null
5G_premium
18.163573
true
2,099,585
2025-04-21T23:34:02.474562
user_94
1,506.805991
252.493784
1.268291
3.921562
cell_2_0
-84.871291
true
cell_2_1
random_walk
23
0.49721
-90.623196
null
5G_advanced
27.121121
true
2,436,545
2025-04-21T23:34:02.474562
user_9
839.438042
5,526.020205
0.1
6.07627
cell_1_6
-83.986985
true
cell_1_5
stationary
23
0.31728
-86.343188
null
5G_advanced
11.056916
true
233,345
2025-04-21T23:34:02.474562
user_54
8,562.442083
1,724.821837
1.179006
3.219724
cell_9_2
-84.268039
false
null
random_walk
23
0.477571
-87.477673
null
5G_basic
12.163466
true
1,399,745
2025-04-21T23:34:12.474562
user_9
840.416711
5,525.814763
0.1
6.07627
cell_1_6
-83.984929
true
cell_1_5
stationary
23
0.442671
-84.973367
null
5G_advanced
24.704376
true
233,346
2025-04-21T23:34:12.474562
user_93
7,492.750009
3,720.553991
0.1
-0.125495
cell_7_4
-85.063598
true
cell_7_3
stationary
23
0.457404
-93.496365
null
5G_basic
14.536872
true
2,410,626
2025-04-21T23:34:12.474562
user_82
5,768.134901
2,880.290284
0.1
4.97343
cell_6_3
-78.330951
false
null
stationary
23
0.484856
-83.820206
null
5G_advanced
11.80335
true
2,125,506
2025-04-21T23:34:12.474562
user_53
1,908.912632
1,377.042517
0.453131
2.651829
cell_2_1
-81.774152
false
null
commuter
23
0.436212
-88.714016
null
5G_premium
18.195739
true
1,373,826
2025-04-21T23:34:12.474562
user_62
1,389.10039
9,251.143747
1.292335
3.752559
cell_1_9
-83.313712
false
null
random_walk
23
0.429269
-92.245457
null
5G_advanced
15.086965
true
1,607,106
2025-04-21T23:34:12.474562
user_97
1,447.744008
9,454.313331
1.801535
1.46023
cell_1_9
-86.094613
true
cell_2_9
random_walk
23
0.45714
-95.650659
null
5G_advanced
14.420483
true
2,514,306
2025-04-21T23:34:12.474562
user_61
8,909.241643
7,261.050527
1.64406
4.751257
cell_9_7
-78.83005
false
null
random_walk
23
0.450352
-87.36778
null
5G_advanced
29.512736
true
1,581,186
2025-04-21T23:34:12.474562
user_0
5,524.30274
4,882.614153
1.004381
1.854608
cell_6_5
-83.80333
false
null
random_walk
23
0.404455
-91.052516
null
5G_basic
11.510957
true
66
2025-04-21T23:34:12.474562
user_4
9,581.687799
3,854.030625
0.1
4.871112
cell_9_4
-85.559015
false
null
stationary
23
0.325179
-86.11007
null
5G_basic
15.211705
true
103,746
2025-04-21T23:34:12.474562
user_21
6,526.012016
3,317.563648
1.985693
2.917297
cell_7_3
-85.12566
true
cell_6_4
random_walk
23
0.367612
-90.727397
null
5G_premium
26.9647
true
544,386
2025-04-21T23:34:12.474562
user_15
9,964.272798
3,999.430124
0.1
4.808802
cell_9_4
-89.684
false
null
stationary
23
0.436568
-97.793269
null
5G_basic
14.02523
true
388,866
2025-04-21T23:34:12.474562
user_48
8,329.230405
0
24.192339
5.013896
cell_8_0
-80.349999
false
null
high_mobility
23
0.499149
-89.797765
null
5G_premium
25.364777
true
1,244,226
2025-04-21T23:34:12.474562
user_71
8,635.565837
6,565.589111
0.1
1.711414
cell_9_7
-85.072149
true
cell_9_6
stationary
23
0.493103
-89.418229
null
5G_premium
14.937232
true
1,840,386
2025-04-21T23:34:12.474562
user_76
611.503323
190.982935
0.019411
3.597721
cell_1_0
-82.727792
false
null
commuter
23
0.360549
-87.265376
null
5G_advanced
11.993388
true
1,969,986
2025-04-21T23:34:12.474562
user_3
2,737.912663
1,692.59159
0.157315
6.162264
cell_3_2
-82.126928
false
null
commuter
23
0.346983
-82.766389
null
5G_advanced
18.069015
true
77,826
2025-04-21T23:34:12.474562
user_35
1,303.295969
5,370.52042
1.161137
2.428734
cell_1_5
-83.603545
false
null
random_walk
23
0.435645
-87.550334
null
5G_basic
28.27692
true
907,266
2025-04-21T23:34:12.474562
user_74
2,326.20247
6,478.244054
0.1
4.547106
cell_2_6
-85.252074
true
cell_2_7
stationary
23
0.498365
-93.18793
null
5G_premium
12.21046
true
1,918,146
2025-04-21T23:34:12.474562
user_11
2,270.309714
3,553.230787
0.1
-0.794891
cell_2_4
-84.356375
false
null
stationary
23
0.494277
-87.713968
null
5G_basic
29.550031
false
285,186
2025-04-21T23:34:22.474562
user_38
710.458158
1,398.646382
0.35115
2.237916
cell_1_1
-83.851653
false
null
commuter
23
0.341441
-86.674631
null
5G_basic
29.343281
true
985,027
2025-04-21T23:34:22.474562
user_71
8,635.425683
6,566.579241
0.1
1.711414
cell_9_7
-85.06191
true
cell_8_7
stationary
23
0.384101
-87.21003
null
5G_premium
18.082452
true
1,840,387
2025-04-21T23:34:22.474562
user_26
908.304531
0
0.162551
4.724299
cell_1_0
-69.246958
false
null
commuter
23
0.464036
-78.110265
null
5G_advanced
26.3341
true
673,987
2025-04-21T23:34:22.474562
user_0
5,521.61262
4,892.291
1.004381
1.841945
cell_6_5
-83.810351
true
cell_5_5
random_walk
23
0.491433
-93.663221
null
5G_advanced
18.220177
false
67
2025-04-21T23:34:22.474562
user_7
9,475.02352
10,000
17.618365
1.786493
cell_9_9
-90.883655
false
null
high_mobility
23
0.34607
-97.243685
null
5G_basic
10.790321
true
181,507
2025-04-21T23:34:22.474562
user_57
2,880.202181
2,784.612213
0.171825
2.647834
cell_3_3
-77.834992
false
null
commuter
23
0.338578
-79.028386
null
5G_advanced
29.927662
true
1,477,507
2025-04-21T23:34:22.474562
user_94
1,492.120607
231.811329
1.268291
4.094956
cell_1_0
-84.711731
true
cell_2_0
random_walk
23
0.49911
-91.751973
null
5G_basic
13.334073
true
2,436,547
2025-04-21T23:34:22.474562
user_64
0
5,809.139121
27.642111
2.117869
cell_0_6
-75.614338
false
null
high_mobility
23
0.36556
-81.24423
null
5G_premium
14.634276
true
1,658,947
2025-04-21T23:34:22.474562
user_29
3,900.073457
3,531.669037
1.008346
2.815507
cell_4_4
-83.604404
false
null
random_walk
23
0.35203
-83.621858
null
5G_advanced
28.504591
true
751,747
2025-04-21T23:34:22.474562
user_59
7,720.455391
7,417.526822
1.572287
4.746278
cell_8_7
-84.022164
false
null
random_walk
23
0.496187
-86.351414
null
5G_premium
21.438448
true
1,529,347
2025-04-21T23:34:22.474562
user_74
2,326.037939
6,477.257682
0.1
4.547106
cell_2_6
-85.238448
true
cell_2_7
stationary
23
0.462123
-89.18157
null
5G_basic
25.177935
true
1,918,147
2025-04-21T23:34:22.474562
user_18
0
10,000
23.002668
2.574326
cell_0_9
-90
false
null
high_mobility
23
0.323369
-91.121333
null
5G_premium
23.387427
true
466,627
2025-04-21T23:34:22.474562
user_93
7,493.742145
3,720.428826
0.1
-0.125495
cell_7_4
-85.077768
true
cell_7_3
stationary
23
0.461089
-89.859489
null
5G_advanced
26.997625
false
2,410,627
2025-04-21T23:34:22.474562
user_22
2,280.85327
10,000
28.210266
1.916789
cell_2_9
-90.329726
false
null
high_mobility
23
0.372605
-89.401192
null
5G_advanced
22.695792
true
570,307
2025-04-21T23:34:22.474562
user_1
9,134.995594
10,000
24.516094
1.414562
cell_9_9
-90.078432
false
null
high_mobility
23
0.381497
-98.133446
null
5G_premium
23.545865
true
25,987
2025-04-21T23:34:32.474562
user_60
1,667.617093
0
28.519503
4.170017
cell_2_0
-80.432774
false
null
high_mobility
23
0.342805
-87.632383
null
5G_advanced
16.878694
true
1,555,268
2025-04-21T23:34:32.474562
user_59
7,720.988126
7,401.812981
1.572287
4.746278
cell_8_7
-83.789451
false
null
random_walk
23
0.459402
-90.331389
null
5G_advanced
24.151131
true
1,529,348
2025-04-21T23:34:32.474562
user_17
7,451.349185
7,571.45344
12.343482
1.217021
cell_7_8
-85.88124
true
cell_7_7
high_mobility
23
0.452962
-89.30705
null
5G_premium
27.645878
true
440,708
2025-04-21T23:34:32.474562
user_73
5,427.023532
2,908.095372
0.62697
1.049833
cell_5_3
-82.805683
false
null
random_walk
23
0.403985
-87.037485
null
5G_premium
20.392413
true
1,892,228
2025-04-21T23:34:32.474562
user_65
1,882.970501
2,484.13097
0.371624
6.261491
cell_2_2
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2025-04-21T23:34:32.474562
user_21
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2025-04-21T23:34:32.474562
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2025-04-21T23:34:32.474562
user_2
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5G_advanced
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2025-04-21T23:34:32.474562
user_5
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5G_advanced
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2025-04-21T23:34:32.474562
user_53
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5G_advanced
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2025-04-21T23:34:32.474562
user_12
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5G_basic
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2025-04-21T23:34:32.474562
user_43
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2025-04-21T23:34:32.474562
user_58
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5G_basic
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2025-04-21T23:34:42.474562
user_29
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5G_premium
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2025-04-21T23:34:42.474562
user_7
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5G_basic
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2025-04-21T23:34:42.474562
user_97
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5G_premium
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2025-04-21T23:34:42.474562
user_71
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5G_premium
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2025-04-21T23:34:42.474562
user_2
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5G_premium
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2025-04-21T23:34:42.474562
user_1
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5G_premium
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2025-04-21T23:34:42.474562
user_78
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5G_basic
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2025-04-21T23:34:42.474562
user_14
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5G_premium
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2025-04-21T23:34:42.474562
user_27
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5G_basic
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2025-04-21T23:34:42.474562
user_54
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5G_basic
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2025-04-21T23:34:42.474562
user_93
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5G_advanced
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2025-04-21T23:34:42.474562
user_62
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5G_advanced
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2025-04-21T23:34:42.474562
user_60
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5G_advanced
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2025-04-21T23:34:52.474562
user_71
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5G_basic
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2025-04-21T23:34:52.474562
user_4
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2025-04-21T23:34:52.474562
user_69
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5G_basic
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2025-04-21T23:34:52.474562
user_54
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5G_premium
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2025-04-21T23:34:52.474562
user_98
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5G_advanced
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2025-04-21T23:34:52.474562
user_21
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5G_advanced
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544,390
2025-04-21T23:34:52.474562
user_5
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5G_basic
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129,670
2025-04-21T23:34:52.474562
user_50
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5G_premium
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2025-04-21T23:34:52.474562
user_27
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5G_premium
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699,910
2025-04-21T23:34:52.474562
user_74
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cell_3_6
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5G_advanced
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2025-04-21T23:34:52.474562
user_95
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5G_advanced
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2025-04-21T23:34:52.474562
user_57
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commuter
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5G_basic
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2025-04-21T23:34:52.474562
user_65
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