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
⌀
2025-04-21T23:56:42.474562
user_94
968.458912
0
1.268291
3.932537
cell_1_0
-59.977533
false
null
random_walk
23
0.441606
-63.079839
null
5G_premium
28.219675
true
2,436,681
2025-04-21T23:56:42.474562
user_80
2,993.465324
9,393.621711
15.370997
9.433341
cell_3_9
-81.902778
false
null
high_mobility
23
0.34037
-85.944473
null
5G_advanced
21.740346
true
2,073,801
2025-04-21T23:56:42.474562
user_89
351.048087
0
17.235993
4.353495
cell_0_0
-80.907332
false
null
high_mobility
23
0.402053
-86.749321
null
5G_premium
13.832748
true
2,307,081
2025-04-21T23:56:52.474562
user_69
0
1,613.508665
0.346632
2.539601
cell_0_2
-81.742795
false
null
commuter
23
0.34143
-87.091749
null
5G_advanced
16.644746
true
1,788,682
2025-04-21T23:56:52.474562
user_81
8,567.926709
2,757.11018
0.1
2.640569
cell_9_3
-83.903747
false
null
stationary
23
0.47295
-90.151509
null
5G_advanced
29.212947
true
2,099,722
2025-04-21T23:56:52.474562
user_79
504.174899
2,752.026438
1.790238
3.877943
cell_1_3
-84.876098
true
cell_0_3
random_walk
23
0.427264
-93.603464
null
5G_basic
13.396473
true
2,047,882
2025-04-21T23:56:52.474562
user_97
2,959.129812
9,921.450529
1.801535
-0.553981
cell_3_9
-89.297976
false
null
random_walk
23
0.433775
-93.14777
null
5G_premium
12.835698
false
2,514,442
2025-04-21T23:56:52.474562
user_33
6,874.055325
6,212.56432
0.809206
2.373262
cell_7_6
-77.856547
false
null
random_walk
23
0.335518
-80.518155
null
5G_basic
18.789206
true
855,562
2025-04-21T23:56:52.474562
user_71
8,560.831999
6,610.973924
0.1
4.001536
cell_9_7
-85.368233
true
cell_8_6
stationary
23
0.4136
-85.941714
null
5G_premium
10.687146
true
1,840,522
2025-04-21T23:56:52.474562
user_72
7,529.844012
2,727.224006
1.476177
5.083803
cell_8_3
-84.70489
true
cell_7_3
random_walk
23
0.382494
-92.153724
null
5G_advanced
25.065868
true
1,866,442
2025-04-21T23:56:52.474562
user_86
5,814.218717
1,517.189056
1.409957
5.158339
cell_6_2
-84.275203
true
cell_6_1
random_walk
23
0.404614
-86.930903
null
5G_advanced
14.401295
true
2,229,322
2025-04-21T23:56:52.474562
user_68
10,000
3,634.634397
12.648212
7.159478
cell_9_4
-90.544185
false
null
high_mobility
23
0.394661
-94.650908
null
5G_advanced
18.254078
true
1,762,762
2025-04-21T23:56:52.474562
user_3
2,648.70764
1,570.217203
0.157315
3.509878
cell_3_2
-84.887193
true
cell_2_1
commuter
23
0.301468
-86.414365
null
5G_premium
29.056633
true
77,962
2025-04-21T23:56:52.474562
user_88
10,000
0
26.519605
5.241623
cell_9_0
-90
false
null
high_mobility
23
0.493526
-98.859446
null
5G_premium
11.896879
true
2,281,162
2025-04-21T23:56:52.474562
user_10
7,513.937177
8,645.866832
0.1
3.239392
cell_8_9
-85.583093
true
cell_7_8
stationary
23
0.325665
-86.347727
null
5G_advanced
29.691119
true
259,402
2025-04-21T23:56:52.474562
user_77
9,947.325467
3,397.798793
1.793379
0.427933
cell_9_3
-90.235279
false
null
random_walk
23
0.366972
-91.73526
null
5G_advanced
19.633391
false
1,996,042
2025-04-21T23:57:02.474562
user_81
8,567.297873
2,757.887719
0.1
2.250851
cell_9_3
-83.906693
false
null
stationary
23
0.406048
-88.480171
null
5G_advanced
16.379698
true
2,099,723
2025-04-21T23:57:02.474562
user_3
2,647.239975
1,569.650843
0.157315
3.509878
cell_3_2
-84.908571
true
cell_2_1
commuter
23
0.430978
-89.782521
null
5G_basic
12.333309
true
77,963
2025-04-21T23:57:02.474562
user_71
8,560.179518
6,610.216119
0.1
4.001536
cell_9_7
-85.38289
true
cell_9_6
stationary
23
0.412514
-91.021606
null
5G_basic
26.249538
true
1,840,523
2025-04-21T23:57:02.474562
user_41
2,479.60703
2,353.064058
0.355402
5.008297
cell_2_2
-85.498332
true
cell_3_2
commuter
23
0.39545
-87.292779
null
5G_premium
17.7311
true
1,062,923
2025-04-21T23:57:02.474562
user_89
227.52984
0
17.235993
4.338336
cell_0_0
-77.140767
false
null
high_mobility
23
0.317187
-79.735689
null
5G_basic
18.637682
true
2,307,083
2025-04-21T23:57:02.474562
user_18
0
10,000
23.002668
2.296743
cell_0_9
-90
false
null
high_mobility
23
0.469409
-91.789413
null
5G_advanced
16.976687
true
466,763
2025-04-21T23:57:02.474562
user_49
2,295.102986
8,373.534875
0.1
2.584179
cell_2_8
-83.552869
false
null
stationary
23
0.483767
-87.103397
null
5G_premium
29.177328
true
1,270,283
2025-04-21T23:57:02.474562
user_10
7,512.941955
8,645.769189
0.1
3.239392
cell_8_9
-85.595536
true
cell_7_9
stationary
23
0.458251
-88.628768
null
5G_advanced
20.119944
true
259,403
2025-04-21T23:57:02.474562
user_29
2,726.980738
4,014.560823
1.008346
2.922053
cell_3_4
-78.736201
false
null
random_walk
23
0.314598
-81.136445
null
5G_premium
16.475644
true
751,883
2025-04-21T23:57:02.474562
user_69
0
1,615.471594
0.346632
2.539601
cell_0_2
-81.698569
false
null
commuter
23
0.495078
-89.371084
null
5G_advanced
11.525296
true
1,788,683
2025-04-21T23:57:02.474562
user_66
8,389.271285
5,877.913658
0.1
1.486462
cell_8_6
-82.212504
false
null
stationary
23
0.416853
-88.762585
null
5G_premium
28.273156
true
1,710,923
2025-04-21T23:57:12.474562
user_87
1,950.533008
6,875.495526
0.1
2.000984
cell_2_7
-72.540245
false
null
stationary
23
0.473635
-79.763978
null
5G_advanced
10.152298
true
2,255,244
2025-04-21T23:57:12.474562
user_20
9,983.79496
5,417.383205
21.487117
-1.468585
cell_9_5
-90.576894
false
null
high_mobility
23
0.456724
-99.053047
null
5G_premium
18.967491
true
518,604
2025-04-21T23:57:12.474562
user_40
10,000
5,307.624901
1.503308
-0.78639
cell_9_5
-90.392686
false
null
random_walk
23
0.361997
-96.294888
null
5G_premium
13.686619
true
1,037,004
2025-04-21T23:57:12.474562
user_26
866.34863
0
0.162551
4.14902
cell_1_0
-72.519468
false
null
commuter
23
0.347658
-79.754134
null
5G_premium
27.421602
true
674,124
2025-04-21T23:57:12.474562
user_39
477.970443
10,000
14.461532
1.998521
cell_0_9
-90.893595
false
null
high_mobility
23
0.470138
-92.769267
null
5G_advanced
22.935757
true
1,011,084
2025-04-21T23:57:12.474562
user_57
2,664.640652
2,773.228385
0.171825
3.091792
cell_3_3
-82.145558
false
null
commuter
23
0.417473
-89.084606
null
5G_basic
29.537012
true
1,477,644
2025-04-21T23:57:12.474562
user_83
2,041.319528
2,217.075954
0.120147
0.69052
cell_2_2
-76.886803
false
null
commuter
23
0.420396
-81.541385
null
5G_premium
15.618977
true
2,151,564
2025-04-21T23:57:12.474562
user_54
7,010.025968
1,927.443259
1.179006
3.344341
cell_7_2
-67.295698
false
null
random_walk
23
0.486638
-68.299515
null
5G_basic
18.398353
true
1,399,884
2025-04-21T23:57:12.474562
user_71
8,559.527038
6,609.458313
0.1
4.001536
cell_9_7
-85.397524
false
null
stationary
23
0.496143
-86.644212
null
5G_basic
27.356345
false
1,840,524
2025-04-21T23:57:12.474562
user_38
361.900295
1,674.010952
0.35115
3.285521
cell_0_2
-83.751892
false
null
commuter
23
0.313491
-83.023804
null
5G_advanced
20.629541
true
985,164
2025-04-21T23:57:12.474562
user_3
2,645.930559
1,568.77893
0.157315
3.72905
cell_3_2
-84.932025
true
cell_3_1
commuter
23
0.401804
-85.075356
null
5G_advanced
11.429447
true
77,964
2025-04-21T23:57:12.474562
user_48
0
8,077.130278
24.192339
3.24359
cell_0_8
-67.744498
false
null
high_mobility
23
0.442922
-68.051308
null
5G_premium
17.537968
true
1,244,364
2025-04-21T23:57:12.474562
user_44
1,370.404765
1,836.437476
0.192164
4.757091
cell_1_2
-82.147177
false
null
commuter
23
0.37625
-83.030179
null
5G_basic
15.218035
true
1,140,684
2025-04-21T23:57:12.474562
user_2
581.838767
4,891.164894
0.65883
2.816181
cell_1_5
-82.711534
false
null
random_walk
23
0.389533
-81.784936
null
5G_advanced
10.135851
true
52,044
2025-04-21T23:57:22.474562
user_93
7,607.927598
3,730.538344
0.1
0.490743
cell_8_4
-83.547428
false
null
stationary
23
0.499341
-87.819192
null
5G_basic
29.516133
true
2,410,765
2025-04-21T23:57:22.474562
user_88
10,000
0
26.519605
5.241623
cell_9_0
-90
false
null
high_mobility
23
0.43486
-95.822685
null
5G_basic
24.0251
true
2,281,165
2025-04-21T23:57:22.474562
user_41
2,481.679794
2,346.264956
0.355402
5.008297
cell_2_2
-85.464376
true
cell_3_2
commuter
23
0.314174
-84.439379
null
5G_advanced
26.844103
true
1,062,925
2025-04-21T23:57:22.474562
user_61
7,260.037919
6,281.941168
1.64406
2.979265
cell_7_6
-81.676438
false
null
random_walk
23
0.374565
-89.931064
null
5G_premium
21.288611
true
1,581,325
2025-04-21T23:57:22.474562
user_3
2,644.621143
1,567.907018
0.157315
3.72905
cell_3_2
-84.955422
true
cell_2_2
commuter
23
0.362196
-89.61352
null
5G_advanced
10.736895
true
77,965
2025-04-21T23:57:22.474562
user_10
7,510.953186
8,645.877695
0.1
3.178074
cell_8_9
-85.617802
true
cell_7_8
stationary
23
0.373272
-91.339994
null
5G_advanced
23.697184
true
259,405
2025-04-21T23:57:22.474562
user_21
6,980.146534
1,552.389848
1.985693
5.897294
cell_7_2
-83.026534
false
null
random_walk
23
0.403852
-82.354056
null
5G_advanced
15.569946
true
544,525
2025-04-21T23:57:32.474562
user_10
7,510.056477
8,645.435073
0.1
3.600113
cell_8_9
-85.631973
true
cell_7_9
stationary
23
0.314669
-84.069655
null
5G_premium
23.701694
false
259,406
2025-04-21T23:57:32.474562
user_65
2,370.65016
2,554.373542
0.371624
6.307393
cell_2_3
-85.262934
true
cell_3_3
commuter
23
0.482274
-93.148907
null
5G_advanced
18.407727
true
1,685,006
2025-04-21T23:57:32.474562
user_72
7,551.274179
2,672.203052
1.476177
5.083803
cell_8_3
-84.896853
true
cell_7_3
random_walk
23
0.475467
-92.25475
null
5G_advanced
20.202111
true
1,866,446
2025-04-21T23:57:32.474562
user_67
7,519.142544
715.030578
0.990812
3.312428
cell_8_1
-84.947548
true
cell_7_0
random_walk
23
0.350891
-83.701877
null
5G_premium
28.651833
true
1,736,846
2025-04-21T23:57:32.474562
user_3
2,643.311726
1,567.035105
0.157315
3.72905
cell_3_2
-84.978762
true
cell_2_1
commuter
23
0.4307
-93.946026
null
5G_basic
23.294838
true
77,966
2025-04-21T23:57:32.474562
user_1
0
2,755.687607
24.516094
3.67275
cell_0_3
-77.75891
false
null
high_mobility
23
0.322225
-79.024362
null
5G_advanced
13.56187
true
26,126
2025-04-21T23:57:32.474562
user_52
4,612.212441
2,881.589701
0.1
3.414006
cell_5_3
-82.159023
false
null
stationary
23
0.385172
-81.233848
null
5G_premium
20.094766
true
1,348,046
2025-04-21T23:57:32.474562
user_94
925.2288
0
1.268291
4.07408
cell_1_0
-67.474687
false
null
random_walk
23
0.479407
-69.134248
null
5G_advanced
25.896909
true
2,436,686
2025-04-21T23:57:32.474562
user_43
1,101.304918
849.293234
0.402503
2.741118
cell_1_1
-75.181876
false
null
commuter
23
0.328762
-76.686009
null
5G_premium
15.439829
true
1,114,766
2025-04-21T23:57:32.474562
user_75
4,197.50478
9,816.478071
0.1
-1.227608
cell_4_9
-88.48586
false
null
stationary
23
0.301486
-90.623021
null
5G_premium
22.555916
true
1,944,206
2025-04-21T23:57:42.474562
user_2
563.111156
4,897.483706
0.65883
2.816181
cell_1_5
-83.040195
false
null
random_walk
23
0.481703
-83.266179
null
5G_basic
27.451627
true
52,047
2025-04-21T23:57:42.474562
user_24
575.40238
868.092338
0.114412
4.934009
cell_1_1
-82.959688
false
null
commuter
23
0.399281
-82.645915
null
5G_advanced
23.862523
true
622,287
2025-04-21T23:57:42.474562
user_46
9,366.246974
4,792.331566
0.1
5.328846
cell_9_5
-82.486182
false
null
stationary
23
0.318201
-82.827582
null
5G_basic
17.049067
true
1,192,527
2025-04-21T23:57:42.474562
user_67
7,509.378658
713.346142
0.990812
3.312428
cell_8_1
-85.090408
true
cell_7_1
random_walk
23
0.353599
-90.193259
null
5G_premium
15.22996
true
1,736,847
2025-04-21T23:57:42.474562
user_58
6,296.948909
6,358.966744
0.1
0.428328
cell_6_6
-83.365313
false
null
stationary
23
0.30957
-83.402302
null
5G_basic
28.34861
true
1,503,567
2025-04-21T23:57:42.474562
user_3
2,642.00231
1,566.163192
0.157315
3.72905
cell_3_2
-85.002045
true
cell_2_1
commuter
23
0.449902
-90.737198
null
5G_advanced
23.359571
true
77,967
2025-04-21T23:57:42.474562
user_76
591.860891
176.59946
0.019411
3.13575
cell_1_0
-82.961492
false
null
commuter
23
0.449786
-86.366856
null
5G_premium
12.016436
true
1,970,127
2025-04-21T23:57:42.474562
user_80
2,071.239313
9,385.724543
15.370997
9.433341
cell_2_9
-81.871214
false
null
high_mobility
23
0.378674
-82.246681
null
5G_basic
17.073729
true
2,073,807
2025-04-21T23:57:42.474562
user_83
2,044.168127
2,219.278236
0.120147
0.593312
cell_2_2
-76.992632
false
null
commuter
23
0.49343
-78.97152
null
5G_basic
11.910106
true
2,151,567
2025-04-21T23:57:52.474562
user_25
2,756.532622
1,294.387649
0.100434
2.787019
cell_3_1
-81.641757
false
null
commuter
23
0.329512
-81.42624
null
5G_premium
29.528
true
648,208
2025-04-21T23:57:52.474562
user_65
2,378.08047
2,554.553446
0.371624
6.307393
cell_2_3
-85.332221
true
cell_2_2
commuter
23
0.409576
-86.392372
null
5G_basic
15.962558
true
1,685,008
2025-04-21T23:57:52.474562
user_72
7,561.989262
2,644.692575
1.476177
5.083803
cell_8_3
-85.025593
true
cell_7_3
random_walk
23
0.467421
-89.166378
null
5G_basic
21.871526
true
1,866,448
2025-04-21T23:57:52.474562
user_3
2,640.533341
1,565.600223
0.157315
3.507568
cell_3_2
-85.023171
true
cell_2_2
commuter
23
0.465859
-94.455543
null
5G_advanced
22.01664
true
77,968
2025-04-21T23:57:52.474562
user_22
4,881.05228
10,000
28.210266
1.181152
cell_5_9
-90.061016
false
null
high_mobility
23
0.469777
-97.866746
null
5G_basic
16.190692
true
570,448
2025-04-21T23:57:52.474562
user_2
556.868618
4,899.589976
0.65883
2.816181
cell_1_5
-83.148098
false
null
random_walk
23
0.329085
-89.252418
null
5G_advanced
23.368759
true
52,048
2025-04-21T23:57:52.474562
user_78
283.501937
1,878.065769
0.1
4.875068
cell_0_2
-79.788253
false
null
stationary
23
0.419779
-83.920625
null
5G_basic
10.74481
true
2,021,968
2025-04-21T23:57:52.474562
user_31
0
9,159.969135
1.534158
3.052113
cell_0_9
-74.080724
false
null
random_walk
23
0.481279
-78.972187
null
5G_basic
10.601301
true
803,728
2025-04-21T23:57:52.474562
user_41
2,486.082579
2,336.799026
0.355402
5.003997
cell_2_2
-85.437079
true
cell_2_3
commuter
23
0.337136
-93.09791
null
5G_basic
27.425759
true
1,062,928
2025-04-21T23:57:52.474562
user_50
589.921047
1,210.124716
0.276909
-0.599157
cell_1_1
-83.269851
false
null
commuter
23
0.399948
-83.808438
null
5G_premium
23.007815
true
1,296,208
2025-04-21T23:57:52.474562
user_89
0
0
17.235993
4.338336
cell_0_0
-70
false
null
high_mobility
23
0.379046
-75.598357
null
5G_premium
24.073914
true
2,307,088
2025-04-21T23:57:52.474562
user_71
8,556.917116
6,606.427091
0.1
4.001536
cell_9_7
-85.455818
false
null
stationary
23
0.338661
-90.643329
null
5G_basic
18.220918
true
1,840,528
2025-04-21T23:57:52.474562
user_67
7,499.614771
711.661706
0.990812
3.312428
cell_7_1
-85.221231
true
cell_7_0
random_walk
23
0.443291
-93.928164
null
5G_basic
19.797947
true
1,736,848
2025-04-21T23:57:52.474562
user_10
7,508.464276
8,644.273919
0.1
3.943283
cell_8_9
-85.660229
true
cell_7_8
stationary
23
0.477701
-94.407758
null
5G_premium
19.239765
true
259,408
2025-04-21T23:57:52.474562
user_94
913.630409
0
1.268291
4.388082
cell_1_0
-68.727217
false
null
random_walk
23
0.383898
-73.727385
null
5G_basic
12.158729
true
2,436,688
2025-04-21T23:57:52.474562
user_30
2,046.889346
7,946.634313
0.1
2.275458
cell_2_8
-67.029909
false
null
stationary
23
0.440109
-70.113945
null
5G_basic
26.214081
true
777,808
2025-04-21T23:58:02.474562
user_71
8,556.53024
6,605.504959
0.1
4.315148
cell_9_7
-85.469025
true
cell_9_6
stationary
23
0.338007
-84.452336
null
5G_basic
25.484386
true
1,840,529
2025-04-21T23:58:02.474562
user_72
7,567.346804
2,630.937337
1.476177
5.083803
cell_8_3
-85.097347
true
cell_7_2
random_walk
23
0.447964
-92.748219
null
5G_premium
24.647865
true
1,866,449
2025-04-21T23:58:02.474562
user_86
5,838.577391
1,422.961283
1.409957
4.821021
cell_6_1
-83.116554
false
null
random_walk
23
0.386356
-84.120661
null
5G_basic
25.593909
true
2,229,329
2025-04-21T23:58:02.474562
user_10
7,507.768783
8,643.555386
0.1
3.943283
cell_8_9
-85.674314
true
cell_7_9
stationary
23
0.421797
-93.365421
null
5G_basic
27.777875
true
259,409
2025-04-21T23:58:02.474562
user_41
2,487.104332
2,333.395049
0.355402
5.003997
cell_2_2
-85.421067
true
cell_3_2
commuter
23
0.388946
-84.770847
null
5G_basic
27.673862
true
1,062,929
2025-04-21T23:58:02.474562
user_31
0
9,161.340059
1.534158
3.052113
cell_0_9
-74.154844
false
null
random_walk
23
0.355085
-79.108615
null
5G_advanced
19.638392
true
803,729
2025-04-21T23:58:02.474562
user_54
6,952.010141
1,937.89798
1.179006
2.963301
cell_7_2
-67.895587
false
null
random_walk
23
0.429633
-68.865078
null
5G_advanced
12.530165
true
1,399,889
2025-04-21T23:58:02.474562
user_56
0
9,463.594924
11.599227
3.259078
cell_0_9
-83.322773
false
null
high_mobility
23
0.311959
-86.805721
null
5G_premium
15.264565
true
1,451,729
2025-04-21T23:58:12.474562
user_47
2,483.222192
0
18.067479
3.475445
cell_2_0
-83.682937
false
null
high_mobility
23
0.467244
-89.037034
null
5G_premium
24.457425
true
1,218,450
2025-04-21T23:58:12.474562
user_42
5,991.32511
8,447.427234
0.1
0.199848
cell_6_8
-83.016081
false
null
stationary
23
0.328143
-81.314136
null
5G_basic
26.744872
true
1,088,850
2025-04-21T23:58:12.474562
user_3
2,637.69387
1,564.245004
0.157315
3.586898
cell_3_2
-85.067054
true
cell_2_2
commuter
23
0.379154
-88.6044
null
5G_premium
23.602918
true
77,970
2025-04-21T23:58:12.474562
user_10
7,507.073289
8,642.836853
0.1
3.943283
cell_8_9
-85.688377
true
cell_7_9
stationary
23
0.413539
-86.766025
null
5G_basic
17.504049
true
259,410
2025-04-21T23:58:12.474562
user_17
6,463.395542
10,000
12.343482
1.499344
cell_6_9
-90.844817
false
null
high_mobility
23
0.466585
-97.067263
null
5G_advanced
18.488924
false
440,850
2025-04-21T23:58:12.474562
user_0
6,235.109435
5,744.20686
1.004381
0.036677
cell_6_6
-80.817309
false
null
random_walk
23
0.348662
-79.617342
null
5G_basic
14.967588
true
210
2025-04-21T23:58:12.474562
user_65
2,385.51078
2,554.73335
0.371624
6.307393
cell_2_3
-85.401805
true
cell_3_2
commuter
23
0.415369
-92.018638
null
5G_advanced
28.903305
true
1,685,010
2025-04-21T23:58:12.474562
user_41
2,488.126086
2,329.991073
0.355402
5.003997
cell_2_2
-85.405312
true
cell_2_3
commuter
23
0.479776
-92.843451
null
5G_premium
20.314942
true
1,062,930
2025-04-21T23:58:12.474562
user_72
7,572.704346
2,617.182098
1.476177
5.083803
cell_8_3
-85.17369
true
cell_8_2
random_walk
23
0.497836
-92.353819
null
5G_advanced
11.29533
true
1,866,450