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
⌀
2025-04-21T23:45:02.474562
user_41
2,530.458006
2,594.419168
0.355402
5.097922
cell_3_3
-85.854218
true
cell_2_3
commuter
23
0.492243
-95.465716
null
5G_premium
21.247512
true
1,062,851
2025-04-21T23:45:02.474562
user_93
7,551.115057
3,696.968238
0.1
-0.689273
cell_8_4
-84.673505
false
null
stationary
23
0.38719
-88.573435
null
5G_premium
29.476103
true
2,410,691
2025-04-21T23:45:02.474562
user_7
10,000
10,000
17.618365
1.266153
cell_9_9
-93.0103
false
null
high_mobility
23
0.463599
-100.659416
null
5G_basic
28.009939
true
181,571
2025-04-21T23:45:02.474562
user_29
3,360.298195
3,828.368049
1.008346
1.722071
cell_3_4
-82.021403
false
null
random_walk
23
0.43232
-86.749457
null
5G_basic
15.665567
true
751,811
2025-04-21T23:45:02.474562
user_81
8,626.90744
2,721.410292
0.1
3.082309
cell_9_3
-83.360799
false
null
stationary
23
0.432938
-90.397485
null
5G_basic
29.93017
true
2,099,651
2025-04-21T23:45:02.474562
user_95
1,327.496513
2,062.579961
0.049833
5.666136
cell_1_2
-80.459885
false
null
commuter
23
0.36847
-86.592151
null
5G_premium
12.586451
true
2,462,531
2025-04-21T23:45:02.474562
user_74
2,362.54523
6,432.073307
0.1
5.77898
cell_2_6
-85.025997
true
cell_3_6
stationary
23
0.475373
-85.044749
null
5G_premium
10.85956
true
1,918,211
2025-04-21T23:45:02.474562
user_9
894.76407
5,553.604599
0.1
6.897015
cell_1_6
-83.22929
false
null
stationary
23
0.363828
-91.757054
null
5G_advanced
13.789447
true
233,411
2025-04-21T23:45:02.474562
user_35
984.041715
6,010.554666
1.161137
1.717091
cell_1_6
-55.635616
false
null
random_walk
23
0.455196
-63.655199
null
5G_advanced
24.900353
true
907,331
2025-04-21T23:45:12.474562
user_1
0
9,902.664098
24.516094
3.274325
cell_0_9
-89.110523
false
null
high_mobility
23
0.487598
-98.390994
null
5G_premium
21.884861
true
26,052
2025-04-21T23:45:12.474562
user_41
2,531.794503
2,591.126022
0.355402
5.097922
cell_3_3
-85.870307
true
cell_3_2
commuter
23
0.480674
-88.895039
null
5G_advanced
12.816595
true
1,062,852
2025-04-21T23:45:12.474562
user_25
2,824.455502
1,264.603235
0.100434
3.011007
cell_3_1
-80.03593
false
null
commuter
23
0.463873
-80.664427
null
5G_basic
29.534966
true
648,132
2025-04-21T23:45:12.474562
user_11
2,308.235566
3,500.316984
0.1
-0.988008
cell_2_4
-85.374316
true
cell_2_3
stationary
23
0.317435
-92.882089
null
5G_advanced
22.929561
true
285,252
2025-04-21T23:45:12.474562
user_32
0
0
23.080687
3.839851
cell_0_0
-70
false
null
high_mobility
23
0.38125
-71.818059
null
5G_basic
17.543496
true
829,572
2025-04-21T23:45:12.474562
user_94
1,332.522225
0
1.268291
4.926828
cell_1_0
-80.436414
false
null
random_walk
23
0.401822
-88.772873
null
5G_basic
19.077556
true
2,436,612
2025-04-21T23:45:12.474562
user_38
578.605384
1,579.485211
0.35115
2.337588
cell_1_2
-85.495012
true
cell_0_1
commuter
23
0.362394
-89.929248
null
5G_basic
29.374572
true
985,092
2025-04-21T23:45:12.474562
user_3
2,739.223187
1,615.597472
0.157315
3.911324
cell_3_2
-83.339908
false
null
commuter
23
0.31749
-91.514185
null
5G_premium
10.775672
true
77,892
2025-04-21T23:45:12.474562
user_40
10,000
5,339.914689
1.503308
0.647323
cell_9_5
-90.474859
false
null
random_walk
23
0.488899
-93.719563
null
5G_basic
11.951454
true
1,036,932
2025-04-21T23:45:12.474562
user_53
1,623.95006
1,421.301414
0.453131
2.820473
cell_2_1
-85.03666
true
cell_1_2
commuter
23
0.417665
-87.337031
null
5G_basic
12.574932
true
1,373,892
2025-04-21T23:45:12.474562
user_70
1,429.524957
1,890.933328
0.1
7.116473
cell_1_2
-82.931132
false
null
stationary
23
0.482244
-83.295957
null
5G_advanced
29.136712
true
1,814,532
2025-04-21T23:45:12.474562
user_71
8,615.470991
6,619.436751
0.1
2.966839
cell_9_7
-84.664093
false
null
stationary
23
0.461361
-90.999761
null
5G_premium
24.89227
true
1,840,452
2025-04-21T23:45:22.474562
user_38
575.506473
1,581.136697
0.35115
2.651954
cell_1_2
-85.510121
true
cell_0_2
commuter
23
0.407204
-88.013874
null
5G_premium
27.951565
true
985,093
2025-04-21T23:45:22.474562
user_66
8,364.756411
5,816.595648
0.1
0.91333
cell_8_6
-82.218949
false
null
stationary
23
0.489242
-84.664316
null
5G_advanced
10.847469
true
1,710,853
2025-04-21T23:45:22.474562
user_24
515.568822
899.863287
0.114412
6.172847
cell_1_1
-83.886356
false
null
commuter
23
0.455465
-85.09965
null
5G_basic
19.95602
false
622,213
2025-04-21T23:45:22.474562
user_84
3,347.008798
1,553.957643
1.802339
3.714136
cell_3_2
-85.042926
true
cell_4_1
random_walk
23
0.423888
-89.494558
null
5G_advanced
24.24711
true
2,177,413
2025-04-21T23:45:22.474562
user_37
3,748.547261
454.377371
0.1
-0.225305
cell_4_0
-84.308605
false
null
stationary
23
0.464142
-84.444877
null
5G_premium
21.23766
true
959,173
2025-04-21T23:45:22.474562
user_41
2,532.280204
2,587.60535
0.355402
4.84948
cell_3_3
-85.897611
true
cell_3_2
commuter
23
0.48513
-95.325063
null
5G_advanced
13.117098
true
1,062,853
2025-04-21T23:45:22.474562
user_53
1,619.650382
1,422.731628
0.453131
2.820473
cell_2_1
-85.096969
true
cell_2_2
commuter
23
0.434149
-91.175988
null
5G_premium
27.430267
true
1,373,893
2025-04-21T23:45:22.474562
user_96
773.086425
0
1.012744
4.732485
cell_1_0
-77.11721
false
null
random_walk
23
0.361554
-80.710472
null
5G_basic
26.151775
true
2,488,453
2025-04-21T23:45:22.474562
user_31
11.413294
8,219.856302
1.534158
1.637388
cell_0_8
-76.854466
false
null
random_walk
23
0.495055
-86.542485
null
5G_advanced
14.62602
true
803,653
2025-04-21T23:45:32.474562
user_72
7,090.530747
3,569.091604
1.476177
4.77613
cell_7_4
-82.875282
false
null
random_walk
23
0.429958
-84.476898
null
5G_basic
24.445367
true
1,866,374
2025-04-21T23:45:32.474562
user_27
4,927.810037
9,784.968366
0.1
5.526701
cell_5_9
-87.93362
false
null
stationary
23
0.381603
-94.793586
null
5G_advanced
10.055502
false
699,974
2025-04-21T23:45:32.474562
user_91
9,043.148353
1,097.780139
1.378056
0.735309
cell_9_1
-70.577701
false
null
random_walk
23
0.31781
-74.973479
null
5G_advanced
21.300504
true
2,358,854
2025-04-21T23:45:32.474562
user_40
10,000
5,358.046164
1.503308
0.647323
cell_9_5
-90.52385
false
null
random_walk
23
0.354733
-91.619086
null
5G_advanced
26.328984
true
1,036,934
2025-04-21T23:45:32.474562
user_50
401.837715
1,245.051006
0.276909
0.290465
cell_0_1
-83.454199
false
null
commuter
23
0.499137
-84.097038
null
5G_premium
23.296797
true
1,296,134
2025-04-21T23:45:32.474562
user_0
5,619.566309
5,533.132182
1.004381
0.641226
cell_6_6
-85.59542
true
cell_6_5
random_walk
23
0.490945
-92.936716
null
5G_premium
23.220361
true
134
2025-04-21T23:45:32.474562
user_34
0
0
10.542891
4.28008
cell_0_0
-70
false
null
high_mobility
23
0.345888
-75.941732
null
5G_advanced
15.605038
true
881,414
2025-04-21T23:45:32.474562
user_90
3,853.463415
2,733.605489
0.1
2.505491
cell_4_3
-79.658553
false
null
stationary
23
0.491681
-81.927332
null
5G_premium
17.785293
true
2,332,934
2025-04-21T23:45:32.474562
user_41
2,532.765904
2,584.084678
0.355402
4.84948
cell_3_3
-85.925024
true
cell_2_3
commuter
23
0.322951
-89.229407
null
5G_basic
18.784726
true
1,062,854
2025-04-21T23:45:32.474562
user_95
1,328.534225
2,061.558555
0.049833
5.18052
cell_1_2
-80.481472
false
null
commuter
23
0.469858
-90.089492
null
5G_premium
12.134413
true
2,462,534
2025-04-21T23:45:32.474562
user_9
897.233195
5,555.293302
0.1
6.968164
cell_1_6
-83.187415
false
null
stationary
23
0.383423
-84.742673
null
5G_advanced
14.336679
true
233,414
2025-04-21T23:45:32.474562
user_64
0
10,000
27.642111
2.172102
cell_0_9
-90
false
null
high_mobility
23
0.3735
-93.927397
null
5G_basic
23.245354
true
1,659,014
2025-04-21T23:45:32.474562
user_84
3,329.143158
1,551.578242
1.802339
3.273997
cell_3_2
-84.905446
true
cell_4_1
random_walk
23
0.447225
-84.792194
null
5G_basic
18.906367
true
2,177,414
2025-04-21T23:45:42.474562
user_84
3,313.276609
1,543.028666
1.802339
3.63583
cell_3_2
-84.870889
true
cell_4_2
random_walk
23
0.471883
-87.384173
null
5G_premium
24.340005
true
2,177,415
2025-04-21T23:45:42.474562
user_58
6,258.089274
6,301.673773
0.1
1.248438
cell_6_6
-81.976034
false
null
stationary
23
0.355394
-82.334725
null
5G_basic
23.215271
true
1,503,495
2025-04-21T23:45:42.474562
user_5
2,522.285928
2,193.576227
0.515749
5.548569
cell_3_2
-84.243629
true
cell_2_2
random_walk
23
0.311191
-88.371273
null
5G_basic
27.578586
true
129,735
2025-04-21T23:45:42.474562
user_98
7,389.425699
5,753.127932
0.1
1.698653
cell_7_6
-83.275596
false
null
stationary
23
0.311563
-88.317498
null
5G_advanced
14.575649
true
2,540,295
2025-04-21T23:45:42.474562
user_25
2,821.468131
1,264.995576
0.100434
3.011007
cell_3_1
-80.090099
false
null
commuter
23
0.303104
-79.461693
null
5G_premium
23.150151
true
648,135
2025-04-21T23:45:42.474562
user_64
0
10,000
27.642111
2.172102
cell_0_9
-90
false
null
high_mobility
23
0.412323
-94.941907
null
5G_premium
18.122677
true
1,659,015
2025-04-21T23:45:42.474562
user_4
9,538.62932
3,814.529252
0.1
3.016598
cell_9_4
-85.112427
false
null
stationary
23
0.448983
-88.883972
null
5G_advanced
16.987996
true
103,815
2025-04-21T23:45:42.474562
user_32
0
0
23.080687
3.45518
cell_0_0
-70
false
null
high_mobility
23
0.443899
-75.608178
null
5G_advanced
29.466162
true
829,575
2025-04-21T23:45:42.474562
user_1
0
9,805.328196
24.516094
3.274325
cell_0_9
-88.119458
false
null
high_mobility
23
0.382801
-96.076394
null
5G_advanced
11.942065
true
26,055
2025-04-21T23:45:42.474562
user_44
1,296.864165
1,938.267398
0.192164
4.826471
cell_1_2
-79.635009
false
null
commuter
23
0.385097
-86.589761
null
5G_premium
22.238321
true
1,140,615
2025-04-21T23:45:42.474562
user_97
1,790.438597
10,000
1.801535
0.552976
cell_2_9
-90.186655
false
null
random_walk
23
0.344058
-89.180649
null
5G_basic
15.742068
true
2,514,375
2025-04-21T23:45:42.474562
user_93
7,554.343267
3,694.652539
0.1
-0.42001
cell_8_4
-84.651552
false
null
stationary
23
0.386687
-90.120956
null
5G_advanced
23.375045
true
2,410,695
2025-04-21T23:45:42.474562
user_10
7,578.374057
8,648.689355
0.1
3.244829
cell_8_9
-84.788371
false
null
stationary
23
0.344546
-84.022686
null
5G_basic
25.207191
true
259,335
2025-04-21T23:45:52.474562
user_53
1,606.751346
1,427.022269
0.453131
2.820473
cell_2_1
-85.276203
true
cell_2_2
commuter
23
0.341004
-87.984911
null
5G_premium
20.811993
true
1,373,896
2025-04-21T23:45:52.474562
user_2
850.953665
4,583.38205
0.65883
2.499153
cell_1_5
-82.917801
false
null
random_walk
23
0.416711
-88.028236
null
5G_advanced
14.727654
true
51,976
2025-04-21T23:45:52.474562
user_83
1,992.029746
2,161.142612
0.120147
1.734713
cell_2_2
-74.154819
false
null
commuter
23
0.48706
-79.573431
null
5G_advanced
25.805519
true
2,151,496
2025-04-21T23:45:52.474562
user_98
7,389.298191
5,754.119769
0.1
1.698653
cell_7_6
-83.263567
false
null
stationary
23
0.401152
-88.625713
null
5G_basic
18.154416
false
2,540,296
2025-04-21T23:45:52.474562
user_4
9,537.637122
3,814.653922
0.1
3.016598
cell_9_4
-85.097492
false
null
stationary
23
0.300261
-84.062696
null
5G_premium
23.034762
true
103,816
2025-04-21T23:45:52.474562
user_38
565.663657
1,584.748373
0.35115
2.858726
cell_1_2
-85.576058
false
null
commuter
23
0.416844
-84.79024
null
5G_basic
10.758941
true
985,096
2025-04-21T23:45:52.474562
user_12
181.724108
1,367.349555
0.18156
2.880516
cell_0_1
-82.2523
false
null
commuter
23
0.499007
-86.579202
null
5G_premium
19.03782
true
311,176
2025-04-21T23:45:52.474562
user_9
898.782061
5,556.558615
0.1
6.968164
cell_1_6
-83.157297
false
null
stationary
23
0.435312
-86.750846
null
5G_advanced
18.106281
true
233,416
2025-04-21T23:45:52.474562
user_26
900.057769
0
0.162551
4.183314
cell_1_0
-69.994981
false
null
commuter
23
0.329722
-74.064934
null
5G_premium
10.646216
true
674,056
2025-04-21T23:45:52.474562
user_89
5,822.399464
0
17.235993
4.841333
cell_6_0
-74.988885
false
null
high_mobility
23
0.332391
-80.08606
null
5G_basic
21.154529
true
2,307,016
2025-04-21T23:45:52.474562
user_92
9,894.04981
7,812.078758
0.1
3.138114
cell_9_8
-89.214989
false
null
stationary
23
0.443303
-91.435998
null
5G_premium
11.771729
true
2,384,776
2025-04-21T23:45:52.474562
user_60
0
0
28.519503
3.425031
cell_0_0
-70
false
null
high_mobility
23
0.473108
-73.033154
null
5G_basic
27.434805
true
1,555,336
2025-04-21T23:46:02.474562
user_74
2,364.831102
6,426.630506
0.1
4.930249
cell_2_6
-84.984695
false
null
stationary
23
0.472153
-87.208102
null
5G_basic
28.987201
true
1,918,217
2025-04-21T23:46:02.474562
user_30
2,051.566016
7,884.250506
0.1
1.27948
cell_2_8
-72.056644
false
null
stationary
23
0.394392
-73.916084
null
5G_basic
10.784312
true
777,737
2025-04-21T23:46:02.474562
user_2
845.678834
4,587.329429
0.65883
2.499153
cell_1_5
-82.880524
false
null
random_walk
23
0.421719
-85.91238
null
5G_premium
11.819551
true
51,977
2025-04-21T23:46:02.474562
user_13
0
7,188.846694
0.1
3.567401
cell_0_7
-75.522188
false
null
stationary
23
0.455896
-79.501175
null
5G_basic
29.359274
true
337,097
2025-04-21T23:46:02.474562
user_11
2,310.987339
3,496.142329
0.1
-0.988008
cell_2_3
-85.351299
true
cell_3_4
stationary
23
0.350709
-86.270658
null
5G_advanced
27.400925
true
285,257
2025-04-21T23:46:02.474562
user_1
0
9,740.437595
24.516094
3.274325
cell_0_9
-87.389769
false
null
high_mobility
23
0.322259
-95.023814
null
5G_premium
21.220986
true
26,057
2025-04-21T23:46:02.474562
user_79
1,303.241767
3,536.052124
1.790238
3.657926
cell_1_4
-84.874257
true
cell_2_4
random_walk
23
0.459315
-92.979971
null
5G_basic
25.498787
true
2,047,817
2025-04-21T23:46:02.474562
user_12
179.970033
1,367.8182
0.18156
2.880516
cell_0_1
-82.244798
false
null
commuter
23
0.416179
-91.031489
null
5G_advanced
23.472909
true
311,177
2025-04-21T23:46:02.474562
user_41
2,533.236988
2,573.52471
0.355402
4.571144
cell_3_3
-86.017873
true
cell_2_3
commuter
23
0.468704
-91.142803
null
5G_premium
22.974163
true
1,062,857
2025-04-21T23:46:02.474562
user_18
0
10,000
23.002668
2.445222
cell_0_9
-90
false
null
high_mobility
23
0.499776
-97.715188
null
5G_premium
10.044946
true
466,697
2025-04-21T23:46:02.474562
user_49
2,340.389328
8,329.672793
0.1
2.592773
cell_2_8
-83.513112
false
null
stationary
23
0.42018
-92.021022
null
5G_basic
12.833007
true
1,270,217
2025-04-21T23:46:02.474562
user_77
8,931.966179
2,917.722209
1.793379
0.114206
cell_9_3
-70.568376
false
null
random_walk
23
0.443844
-75.163919
null
5G_basic
21.014135
true
1,995,977
2025-04-21T23:46:02.474562
user_63
0
1,041.230988
0.234159
1.977698
cell_0_1
-62.304475
false
null
commuter
23
0.44637
-66.963094
null
5G_premium
18.750682
true
1,633,097
2025-04-21T23:46:02.474562
user_3
2,736.291844
1,608.298342
0.157315
4.330503
cell_3_2
-83.482507
false
null
commuter
23
0.303989
-88.752489
null
5G_advanced
23.599106
true
77,897
2025-04-21T23:46:02.474562
user_7
10,000
10,000
17.618365
1.263747
cell_9_9
-93.0103
false
null
high_mobility
23
0.383398
-92.885425
null
5G_premium
15.83731
true
181,577
2025-04-21T23:46:02.474562
user_38
562.291704
1,585.728468
0.35115
2.858726
cell_1_2
-85.601571
true
cell_0_2
commuter
23
0.308557
-90.253959
null
5G_premium
28.825891
true
985,097
2025-04-21T23:46:02.474562
user_48
0
0
24.192339
4.043365
cell_0_0
-70
false
null
high_mobility
23
0.334305
-73.630801
null
5G_basic
22.072064
true
1,244,297
2025-04-21T23:46:12.474562
user_16
9,434.167946
5,900.983605
0.1
0.202715
cell_9_6
-82.97336
false
null
stationary
23
0.401165
-86.046512
null
5G_premium
22.828092
true
414,858
2025-04-21T23:46:12.474562
user_6
8,272.487394
1,283.603793
1.578767
6.133245
cell_8_1
-81.894355
false
null
random_walk
23
0.442911
-82.178524
null
5G_advanced
16.799829
true
155,658
2025-04-21T23:46:12.474562
user_98
7,389.043175
5,756.103444
0.1
1.698653
cell_7_6
-83.239533
false
null
stationary
23
0.302619
-84.18182
null
5G_advanced
24.634949
true
2,540,298
2025-04-21T23:46:12.474562
user_48
0
0
24.192339
3.686967
cell_0_0
-70
false
null
high_mobility
23
0.322351
-75.057027
null
5G_premium
14.113825
true
1,244,298
2025-04-21T23:46:12.474562
user_53
1,597.724316
1,427.824598
0.453131
3.052945
cell_2_1
-85.376423
false
null
commuter
23
0.473199
-87.132519
null
5G_premium
29.087934
true
1,373,898
2025-04-21T23:46:12.474562
user_44
1,296.158488
1,932.54584
0.192164
4.589672
cell_1_2
-79.65013
false
null
commuter
23
0.339981
-81.884862
null
5G_basic
24.818847
false
1,140,618
2025-04-21T23:46:12.474562
user_41
2,531.891017
2,570.235424
0.355402
4.323978
cell_3_3
-86.061917
true
cell_2_3
commuter
23
0.347652
-87.433386
null
5G_basic
12.538758
true
1,062,858
2025-04-21T23:46:12.474562
user_1
0
9,707.992294
24.516094
3.274325
cell_0_9
-87.000571
false
null
high_mobility
23
0.367573
-93.827864
null
5G_basic
24.377033
true
26,058
2025-04-21T23:46:12.474562
user_18
0
10,000
23.002668
2.445222
cell_0_9
-90
false
null
high_mobility
23
0.420325
-95.91457
null
5G_basic
17.320125
true
466,698
2025-04-21T23:46:12.474562
user_34
0
0
10.542891
4.606012
cell_0_0
-70
false
null
high_mobility
23
0.314939
-75.510811
null
5G_basic
19.826648
true
881,418
2025-04-21T23:46:12.474562
user_78
282.27083
1,945.663214
0.1
5.060377
cell_0_2
-79.171341
false
null
stationary
23
0.309585
-81.296924
null
5G_premium
15.151206
true
2,021,898
2025-04-21T23:46:12.474562
user_23
10,000
8,833.109747
17.447857
6.43994
cell_9_9
-90.119307
false
null
high_mobility
23
0.402753
-98.598685
null
5G_basic
27.6502
true
596,298
2025-04-21T23:46:12.474562
user_13
0
7,188.433637
0.1
3.567401
cell_0_7
-75.503169
false
null
stationary
23
0.35141
-77.093761
null
5G_premium
21.391694
true
337,098
2025-04-21T23:46:12.474562
user_79
1,286.812149
3,528.941355
1.790238
3.550053
cell_1_4
-84.830985
true
cell_1_3
random_walk
23
0.461752
-92.558416
null
5G_basic
15.842002
true
2,047,818
2025-04-21T23:46:12.474562
user_63
0
1,043.381391
0.234159
1.977698
cell_0_1
-62.746069
false
null
commuter
23
0.326318
-66.290105
null
5G_premium
15.765361
true
1,633,098