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
⌀
2025-04-21T23:54:12.474562
user_10
7,529.226028
8,649.230126
0.1
3.721436
cell_8_9
-85.374005
true
cell_7_9
stationary
23
0.377701
-88.695353
null
5G_advanced
15.941966
true
259,386
2025-04-21T23:54:12.474562
user_30
2,060.305011
7,929.348413
0.1
2.192682
cell_2_8
-69.359273
false
null
stationary
23
0.36751
-74.719785
null
5G_basic
21.133629
true
777,786
2025-04-21T23:54:12.474562
user_60
0
0
28.519503
3.714759
cell_0_0
-70
false
null
high_mobility
23
0.487221
-70.952573
null
5G_basic
24.75137
true
1,555,386
2025-04-21T23:54:12.474562
user_91
9,431.483377
1,638.425283
1.378056
1.636394
cell_9_2
-85.009417
true
cell_9_1
random_walk
23
0.473898
-86.953361
null
5G_basic
14.562335
true
2,358,906
2025-04-21T23:54:12.474562
user_21
6,616.809561
1,565.273239
1.985693
6.462005
cell_7_2
-85.261095
true
cell_6_1
random_walk
23
0.494097
-92.570442
null
5G_advanced
24.454098
true
544,506
2025-04-21T23:54:12.474562
user_18
0
10,000
23.002668
2.296743
cell_0_9
-90
false
null
high_mobility
23
0.463348
-89.775876
null
5G_premium
27.898636
true
466,746
2025-04-21T23:54:12.474562
user_31
0
8,948.016625
1.534158
1.932096
cell_0_9
-64.317289
false
null
random_walk
23
0.434803
-73.170722
null
5G_advanced
11.002171
true
803,706
2025-04-21T23:54:12.474562
user_58
6,284.185327
6,343.778831
0.1
1.292632
cell_6_6
-82.987334
false
null
stationary
23
0.442565
-92.189586
null
5G_premium
16.811826
true
1,503,546
2025-04-21T23:54:12.474562
user_0
6,005.947126
5,744.898005
1.004381
0.729855
cell_6_6
-78.136637
false
null
random_walk
23
0.301908
-79.284362
null
5G_basic
29.988386
true
186
2025-04-21T23:54:22.474562
user_84
2,448.350611
1,326.150984
1.802339
3.678803
cell_2_1
-84.876936
true
cell_3_1
random_walk
23
0.496366
-90.948572
null
5G_basic
24.489645
true
2,177,467
2025-04-21T23:54:22.474562
user_86
5,716.810116
1,702.646674
1.409957
4.894566
cell_6_2
-82.268975
false
null
random_walk
23
0.461361
-85.4159
null
5G_premium
22.746568
true
2,229,307
2025-04-21T23:54:22.474562
user_10
7,528.38948
8,648.682233
0.1
3.721436
cell_8_9
-85.38876
false
null
stationary
23
0.349202
-91.467983
null
5G_basic
23.672763
true
259,387
2025-04-21T23:54:22.474562
user_11
2,320.588857
3,447.965866
0.1
-1.529256
cell_2_3
-84.82088
true
cell_2_4
stationary
23
0.315596
-89.141532
null
5G_advanced
22.81256
true
285,307
2025-04-21T23:54:22.474562
user_72
7,459.775299
2,936.718847
1.476177
4.937751
cell_7_3
-83.332413
false
null
random_walk
23
0.440928
-84.663993
null
5G_premium
13.559154
true
1,866,427
2025-04-21T23:54:22.474562
user_73
4,969.983925
3,263.202556
0.62697
3.719647
cell_5_3
-78.46192
false
null
random_walk
23
0.356155
-84.530472
null
5G_advanced
25.560371
false
1,892,347
2025-04-21T23:54:22.474562
user_71
8,570.936935
6,621.994532
0.1
3.76594
cell_9_7
-85.145255
true
cell_8_6
stationary
23
0.351426
-90.833968
null
5G_advanced
22.183212
true
1,840,507
2025-04-21T23:54:22.474562
user_1
0
5,115.141616
24.516094
3.279343
cell_0_5
-71.224646
false
null
high_mobility
23
0.317665
-73.871446
null
5G_advanced
21.104341
true
26,107
2025-04-21T23:54:22.474562
user_99
1,223.947183
445.030348
0.1
2.196139
cell_1_0
-83.948094
false
null
stationary
23
0.497614
-87.328862
null
5G_basic
24.417222
true
2,566,267
2025-04-21T23:54:22.474562
user_32
0
0
23.080687
3.877047
cell_0_0
-70
false
null
high_mobility
23
0.434609
-69.489214
null
5G_basic
12.822225
true
829,627
2025-04-21T23:54:22.474562
user_91
9,430.580059
1,652.176207
1.378056
1.636394
cell_9_2
-84.862612
true
cell_9_1
random_walk
23
0.316517
-90.144952
null
5G_premium
15.270744
true
2,358,907
2025-04-21T23:54:22.474562
user_30
2,059.722442
7,930.161194
0.1
2.192682
cell_2_8
-69.2656
false
null
stationary
23
0.307134
-69.226576
null
5G_advanced
17.68803
true
777,787
2025-04-21T23:54:32.474562
user_50
545.135521
1,240.661401
0.276909
-0.427704
cell_1_1
-84.229501
false
null
commuter
23
0.416084
-86.899282
null
5G_premium
25.97636
true
1,296,188
2025-04-21T23:54:32.474562
user_27
4,928.018615
9,736.425731
0.1
3.99
cell_5_9
-87.383874
false
null
stationary
23
0.312265
-92.255167
null
5G_premium
27.886566
true
700,028
2025-04-21T23:54:32.474562
user_23
10,000
8,593.734485
17.447857
5.900672
cell_9_9
-90.663452
false
null
high_mobility
23
0.412607
-91.114143
null
5G_basic
15.302894
true
596,348
2025-04-21T23:54:32.474562
user_43
1,171.608831
861.364937
0.402503
3.302807
cell_1_1
-76.872548
false
null
commuter
23
0.381054
-80.463042
null
5G_advanced
22.577731
true
1,114,748
2025-04-21T23:54:32.474562
user_78
281.87416
1,897.394939
0.1
4.299462
cell_0_2
-79.5415
false
null
stationary
23
0.37296
-82.428175
null
5G_premium
15.19611
true
2,021,948
2025-04-21T23:54:32.474562
user_70
1,463.876463
1,934.140229
0.1
7.009197
cell_1_2
-83.414719
false
null
stationary
23
0.317359
-82.956503
null
5G_basic
10.323601
true
1,814,588
2025-04-21T23:54:32.474562
user_21
6,655.890158
1,572.337082
1.985693
6.462005
cell_7_2
-84.790094
false
null
random_walk
23
0.362556
-84.227347
null
5G_premium
14.846556
true
544,508
2025-04-21T23:54:32.474562
user_0
6,020.917844
5,758.291663
1.004381
0.729855
cell_6_6
-77.698238
false
null
random_walk
23
0.396873
-83.052062
null
5G_basic
10.282885
false
188
2025-04-21T23:54:32.474562
user_49
2,305.282074
8,363.176125
0.1
2.069829
cell_2_8
-83.52364
false
null
stationary
23
0.458408
-90.259321
null
5G_premium
27.252958
true
1,270,268
2025-04-21T23:54:32.474562
user_41
2,477.226878
2,405.745037
0.355402
4.755003
cell_2_2
-85.937008
true
cell_2_3
commuter
23
0.374287
-94.673133
null
5G_premium
29.964859
true
1,062,908
2025-04-21T23:54:32.474562
user_58
6,284.734509
6,345.701953
0.1
1.292632
cell_6_6
-83.022954
false
null
stationary
23
0.442229
-92.062935
null
5G_premium
26.780032
false
1,503,548
2025-04-21T23:54:32.474562
user_77
9,709.336337
3,341.821687
1.793379
0.753228
cell_9_3
-87.923918
false
null
random_walk
23
0.484428
-94.020497
null
5G_premium
26.31251
true
1,996,028
2025-04-21T23:54:32.474562
user_69
0
1,609.281069
0.346632
3.316669
cell_0_2
-81.837289
false
null
commuter
23
0.334123
-85.534695
null
5G_advanced
22.754064
true
1,788,668
2025-04-21T23:54:32.474562
user_37
3,784.921042
441.028011
0.1
-1.614518
cell_4_0
-83.815927
false
null
stationary
23
0.49927
-92.75508
null
5G_basic
20.543113
true
959,228
2025-04-21T23:54:32.474562
user_71
8,570.12559
6,621.409964
0.1
3.76594
cell_9_7
-85.160359
false
null
stationary
23
0.379519
-84.30648
null
5G_premium
16.597327
true
1,840,508
2025-04-21T23:54:42.474562
user_67
7,657.702666
800.566024
0.990812
4.045881
cell_8_1
-81.957375
false
null
random_walk
23
0.430998
-88.598311
null
5G_advanced
24.323954
true
1,736,829
2025-04-21T23:54:42.474562
user_68
10,000
2,446.586264
12.648212
7.061625
cell_9_2
-90.789783
false
null
high_mobility
23
0.368098
-99.169695
null
5G_premium
27.855658
true
1,762,749
2025-04-21T23:54:42.474562
user_53
1,403.588174
1,324.688951
0.453131
4.34158
cell_1_1
-84.286309
false
null
commuter
23
0.422017
-86.297528
null
5G_advanced
26.704503
true
1,373,949
2025-04-21T23:54:42.474562
user_10
7,526.716383
8,647.586447
0.1
3.721436
cell_8_9
-85.418197
true
cell_7_9
stationary
23
0.329172
-93.53539
null
5G_basic
28.229342
true
259,389
2025-04-21T23:54:42.474562
user_79
669.380704
2,902.905881
1.790238
4.262362
cell_1_3
-80.745838
false
null
random_walk
23
0.379645
-80.938785
null
5G_basic
14.176902
true
2,047,869
2025-04-21T23:54:42.474562
user_42
5,971.178391
8,441.965004
0.1
0.489577
cell_6_8
-82.926188
false
null
stationary
23
0.381224
-91.27201
null
5G_basic
19.937049
true
1,088,829
2025-04-21T23:54:42.474562
user_44
1,361.282076
1,863.434394
0.192164
5.178507
cell_1_2
-81.736958
false
null
commuter
23
0.43951
-86.709438
null
5G_premium
22.392143
true
1,140,669
2025-04-21T23:54:42.474562
user_62
437.67801
8,103.636256
1.292335
4.185173
cell_0_8
-83.060013
false
null
random_walk
23
0.386991
-86.642818
null
5G_basic
21.412736
true
1,607,229
2025-04-21T23:54:42.474562
user_38
412.457298
1,674.613755
0.35115
2.740898
cell_0_2
-84.409047
false
null
commuter
23
0.390511
-88.758026
null
5G_premium
11.018014
true
985,149
2025-04-21T23:54:42.474562
user_71
8,569.314245
6,620.825396
0.1
3.76594
cell_9_7
-85.175437
true
cell_9_6
stationary
23
0.498997
-90.766885
null
5G_premium
22.029967
true
1,840,509
2025-04-21T23:54:42.474562
user_92
9,855.795613
7,839.445379
0.1
1.333849
cell_9_8
-88.797631
false
null
stationary
23
0.461948
-97.714621
null
5G_basic
12.421361
true
2,384,829
2025-04-21T23:54:42.474562
user_16
9,480.672129
5,891.808253
0.1
-0.138258
cell_9_6
-83.851613
false
null
stationary
23
0.329574
-91.78358
null
5G_advanced
18.869073
true
414,909
2025-04-21T23:54:42.474562
user_33
6,950.566756
6,140.380567
0.809206
2.399324
cell_7_6
-73.453806
false
null
random_walk
23
0.407764
-75.067635
null
5G_basic
11.528305
true
855,549
2025-04-21T23:54:42.474562
user_82
5,804.839429
2,772.385095
0.1
5.187086
cell_6_3
-79.537413
false
null
stationary
23
0.350491
-86.953365
null
5G_premium
17.523767
false
2,125,629
2025-04-21T23:54:42.474562
user_73
4,963.346008
3,252.564195
0.62697
4.154538
cell_5_3
-78.137957
false
null
random_walk
23
0.416668
-83.721607
null
5G_basic
28.28577
true
1,892,349
2025-04-21T23:54:42.474562
user_20
10,000
7,732.677548
21.487117
-0.582096
cell_9_8
-90.299765
false
null
high_mobility
23
0.408909
-91.990538
null
5G_advanced
18.906136
true
518,589
2025-04-21T23:54:42.474562
user_18
0
10,000
23.002668
2.296743
cell_0_9
-90
false
null
high_mobility
23
0.309352
-89.991183
null
5G_advanced
19.867209
true
466,749
2025-04-21T23:54:52.474562
user_80
4,673.148707
9,531.62347
15.370997
9.594883
cell_5_9
-85.904576
false
null
high_mobility
23
0.388663
-94.590909
null
5G_advanced
11.315414
true
2,073,790
2025-04-21T23:54:52.474562
user_10
7,525.879834
8,647.038555
0.1
3.721436
cell_8_9
-85.432877
false
null
stationary
23
0.43149
-85.734083
null
5G_basic
15.377094
true
259,390
2025-04-21T23:54:52.474562
user_41
2,477.529685
2,398.643456
0.355402
4.755003
cell_2_2
-85.876562
true
cell_2_3
commuter
23
0.421057
-94.716421
null
5G_premium
27.557549
true
1,062,910
2025-04-21T23:54:52.474562
user_95
1,341.125301
2,037.034002
0.049833
5.014049
cell_1_2
-80.709166
false
null
commuter
23
0.439737
-89.8885
null
5G_premium
18.841903
true
2,462,590
2025-04-21T23:54:52.474562
user_61
7,501.964124
6,254.578723
1.64406
2.912004
cell_8_6
-84.953362
true
cell_7_6
random_walk
23
0.329538
-84.998477
null
5G_basic
13.351786
true
1,581,310
2025-04-21T23:54:52.474562
user_38
409.22394
1,675.983445
0.35115
2.740898
cell_0_2
-84.352883
false
null
commuter
23
0.348222
-92.092959
null
5G_advanced
10.615708
true
985,150
2025-04-21T23:54:52.474562
user_96
681.208814
0
1.012744
5.095523
cell_1_0
-80.070126
false
null
random_walk
23
0.349187
-80.526907
null
5G_advanced
14.178949
true
2,488,510
2025-04-21T23:54:52.474562
user_71
8,568.661765
6,620.067591
0.1
4.001536
cell_9_7
-85.190418
true
cell_8_6
stationary
23
0.352703
-88.69354
null
5G_premium
12.415103
true
1,840,510
2025-04-21T23:54:52.474562
user_14
10,000
1,065.555163
28.868571
5.957301
cell_9_1
-90.018624
false
null
high_mobility
23
0.436479
-96.072274
null
5G_advanced
11.628813
true
363,070
2025-04-21T23:54:52.474562
user_46
9,353.639833
4,803.381322
0.1
5.595587
cell_9_5
-82.141018
false
null
stationary
23
0.34048
-84.25997
null
5G_premium
22.872857
true
1,192,510
2025-04-21T23:54:52.474562
user_56
0
9,672.663557
11.599227
3.28854
cell_0_9
-86.555958
false
null
high_mobility
23
0.360218
-86.173781
null
5G_premium
18.413149
true
1,451,710
2025-04-21T23:54:52.474562
user_77
9,739.418507
3,359.800593
1.793379
0.324166
cell_9_3
-88.300727
false
null
random_walk
23
0.435912
-91.43534
null
5G_basic
14.939959
false
1,996,030
2025-04-21T23:54:52.474562
user_8
2,834.333266
6,244.864146
0.1
2.374926
cell_3_6
-79.415309
false
null
stationary
23
0.436132
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null
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2025-04-21T23:54:52.474562
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2025-04-21T23:54:52.474562
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2025-04-21T23:54:52.474562
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2025-04-21T23:55:02.474562
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2025-04-21T23:55:02.474562
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2025-04-21T23:55:02.474562
user_61
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2025-04-21T23:55:02.474562
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2025-04-21T23:55:02.474562
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2025-04-21T23:55:02.474562
user_71
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2025-04-21T23:55:02.474562
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2025-04-21T23:55:02.474562
user_15
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2025-04-21T23:55:02.474562
user_57
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2025-04-21T23:55:02.474562
user_87
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2025-04-21T23:55:02.474562
user_73
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5G_basic
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2025-04-21T23:55:02.474562
user_30
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5G_basic
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2025-04-21T23:55:12.474562
user_2
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5G_advanced
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2025-04-21T23:55:12.474562
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5G_basic
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2025-04-21T23:55:12.474562
user_59
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2025-04-21T23:55:12.474562
user_88
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5G_premium
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2025-04-21T23:55:12.474562
user_26
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2025-04-21T23:55:12.474562
user_41
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2025-04-21T23:55:12.474562
user_34
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2025-04-21T23:55:12.474562
user_11
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2025-04-21T23:55:12.474562
user_61
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5G_basic
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2025-04-21T23:55:12.474562
user_94
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5G_premium
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2025-04-21T23:55:12.474562
user_75
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5G_premium
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2025-04-21T23:55:12.474562
user_10
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5G_advanced
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2025-04-21T23:55:12.474562
user_84
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5G_advanced
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2025-04-21T23:55:12.474562
user_35
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5G_premium
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2025-04-21T23:55:22.474562
user_95
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5G_advanced
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2025-04-21T23:55:22.474562
user_30
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5G_advanced
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2025-04-21T23:55:22.474562
user_39
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5G_basic
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2025-04-21T23:55:22.474562
user_97
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2025-04-21T23:55:22.474562
user_5
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