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
⌀
2025-04-21T23:48:52.474562
user_22
0
10,000
28.210266
1.945359
cell_0_9
-90
false
null
high_mobility
23
0.482441
-91.202705
null
5G_basic
20.927909
true
570,394
2025-04-21T23:48:52.474562
user_53
1,527.789783
1,413.392439
0.453131
3.620789
cell_2_1
-85.953593
false
null
commuter
23
0.33071
-85.108306
null
5G_advanced
11.604005
true
1,373,914
2025-04-21T23:48:52.474562
user_10
7,559.781481
8,650.990045
0.1
2.905559
cell_8_9
-84.991374
true
cell_7_9
stationary
23
0.325631
-88.420865
null
5G_premium
29.32246
true
259,354
2025-04-21T23:48:52.474562
user_62
762.67033
8,413.825875
1.292335
3.945934
cell_1_8
-83.571288
false
null
random_walk
23
0.3407
-87.608675
null
5G_advanced
23.694703
true
1,607,194
2025-04-21T23:48:52.474562
user_11
2,312.527734
3,479.731726
0.1
-1.463584
cell_2_3
-85.156303
true
cell_3_3
stationary
23
0.346597
-84.398313
null
5G_basic
20.14744
true
285,274
2025-04-21T23:48:52.474562
user_57
2,741.08085
2,807.391098
0.171825
3.482642
cell_3_3
-80.176064
false
null
commuter
23
0.312863
-83.179969
null
5G_premium
12.381274
true
1,477,594
2025-04-21T23:48:52.474562
user_27
4,935.882449
9,767.043412
0.1
4.863212
cell_5_9
-87.726639
false
null
stationary
23
0.301523
-93.614478
null
5G_premium
11.116855
true
699,994
2025-04-21T23:48:52.474562
user_7
9,846.795474
10,000
17.618365
1.789939
cell_9_9
-92.347861
false
null
high_mobility
23
0.48486
-100.061969
null
5G_basic
21.466063
true
181,594
2025-04-21T23:49:02.474562
user_60
0
0
28.519503
3.694172
cell_0_0
-70
false
null
high_mobility
23
0.385642
-72.290274
null
5G_premium
10.56305
true
1,555,355
2025-04-21T23:49:02.474562
user_37
3,768.820933
460.604999
0.1
0.538326
cell_4_0
-84.242293
false
null
stationary
23
0.414436
-89.255926
null
5G_basic
13.50248
true
959,195
2025-04-21T23:49:02.474562
user_85
7,617.101532
0
20.345745
5.475613
cell_8_0
-81.661673
false
null
high_mobility
23
0.38667
-89.399135
null
5G_premium
28.810217
false
2,203,355
2025-04-21T23:49:02.474562
user_94
1,311.479538
0
1.268291
4.256604
cell_1_0
-79.86859
false
null
random_walk
23
0.345283
-82.627343
null
5G_basic
13.504482
true
2,436,635
2025-04-21T23:49:02.474562
user_5
2,612.077061
2,151.162748
0.515749
6.176358
cell_3_2
-82.388847
false
null
random_walk
23
0.42761
-86.322873
null
5G_premium
18.312871
true
129,755
2025-04-21T23:49:02.474562
user_6
8,487.802034
1,135.586045
1.578767
5.997493
cell_8_1
-84.088069
false
null
random_walk
23
0.398232
-85.819149
null
5G_advanced
13.223225
true
155,675
2025-04-21T23:49:02.474562
user_70
1,444.591418
1,908.169071
0.1
7.48508
cell_1_2
-83.140663
false
null
stationary
23
0.392648
-85.417043
null
5G_advanced
18.683417
true
1,814,555
2025-04-21T23:49:02.474562
user_11
2,312.634741
3,478.737467
0.1
-1.463584
cell_2_3
-85.144548
true
cell_2_4
stationary
23
0.494986
-86.336431
null
5G_advanced
16.63875
true
285,275
2025-04-21T23:49:02.474562
user_79
1,057.774171
3,343.904654
1.790238
3.824346
cell_1_3
-80.849631
false
null
random_walk
23
0.322426
-79.680057
null
5G_basic
26.831927
true
2,047,835
2025-04-21T23:49:02.474562
user_41
2,508.740918
2,515.340051
0.355402
4.496591
cell_3_3
-86.778174
true
cell_2_3
commuter
23
0.416156
-88.920449
null
5G_advanced
11.176653
true
1,062,875
2025-04-21T23:49:02.474562
user_30
2,057.879849
7,900.886335
0.1
1.263613
cell_2_8
-71.197043
false
null
stationary
23
0.307773
-73.674066
null
5G_advanced
15.328524
true
777,755
2025-04-21T23:49:02.474562
user_38
501.807997
1,599.465519
0.35115
2.776558
cell_1_2
-86.11323
true
cell_0_2
commuter
23
0.469668
-85.831816
null
5G_advanced
26.039135
true
985,115
2025-04-21T23:49:02.474562
user_74
2,368.994296
6,409.379891
0.1
5.465752
cell_2_6
-84.825144
true
cell_2_7
stationary
23
0.452926
-85.004768
null
5G_premium
20.040303
true
1,918,235
2025-04-21T23:49:12.474562
user_74
2,369.678391
6,408.650498
0.1
5.465752
cell_2_6
-84.823838
true
cell_2_7
stationary
23
0.471039
-89.943316
null
5G_basic
26.134235
true
1,918,236
2025-04-21T23:49:12.474562
user_40
10,000
5,540.180909
1.503308
0.534437
cell_9_6
-90.832996
false
null
random_walk
23
0.42979
-93.090043
null
5G_basic
15.423497
true
1,036,956
2025-04-21T23:49:12.474562
user_29
3,153.278599
3,908.505859
1.008346
3.276725
cell_3_4
-75.033208
false
null
random_walk
23
0.494964
-80.49711
null
5G_advanced
12.105276
true
751,836
2025-04-21T23:49:12.474562
user_8
2,859.123095
6,225.072809
0.1
2.914731
cell_3_6
-78.482142
false
null
stationary
23
0.385614
-79.75914
null
5G_basic
27.938543
true
207,516
2025-04-21T23:49:12.474562
user_86
5,850.436307
2,058.050198
1.409957
3.613613
cell_6_2
-74.105938
false
null
random_walk
23
0.343341
-81.502081
null
5G_premium
18.082782
true
2,229,276
2025-04-21T23:49:12.474562
user_63
0
1,081.616477
0.234159
2.34252
cell_0_1
-68.235557
false
null
commuter
23
0.499842
-68.758124
null
5G_premium
13.932842
true
1,633,116
2025-04-21T23:49:12.474562
user_28
9,232.342805
1,706.163252
0.1
3.421616
cell_9_2
-81.471295
false
null
stationary
23
0.41992
-81.654307
null
5G_premium
16.993786
true
725,916
2025-04-21T23:49:12.474562
user_38
498.644123
1,600.988856
0.35115
2.692872
cell_0_2
-86.105067
true
cell_1_1
commuter
23
0.335472
-94.43183
null
5G_advanced
13.534166
true
985,116
2025-04-21T23:49:12.474562
user_30
2,058.182225
7,901.839524
0.1
1.263613
cell_2_8
-71.146327
false
null
stationary
23
0.481532
-71.940909
null
5G_premium
13.782807
true
777,756
2025-04-21T23:49:12.474562
user_14
10,000
4,883.498867
28.868571
5.306876
cell_9_5
-90.058548
false
null
high_mobility
23
0.49753
-93.927526
null
5G_premium
13.334653
true
363,036
2025-04-21T23:49:12.474562
user_53
1,519.747929
1,409.213974
0.453131
3.620789
cell_2_1
-85.999901
true
cell_1_1
commuter
23
0.438485
-86.366288
null
5G_advanced
11.301469
true
1,373,916
2025-04-21T23:49:12.474562
user_18
0
10,000
23.002668
1.921654
cell_0_9
-90
false
null
high_mobility
23
0.450216
-94.733872
null
5G_basic
21.40779
true
466,716
2025-04-21T23:49:12.474562
user_10
7,557.836934
8,651.457741
0.1
2.905559
cell_8_9
-85.010454
false
null
stationary
23
0.410822
-91.937466
null
5G_basic
11.083098
true
259,356
2025-04-21T23:49:22.474562
user_61
8,032.439137
6,197.14299
1.64406
3.286604
cell_8_6
-76.01165
false
null
random_walk
23
0.32492
-74.412743
null
5G_premium
12.244289
true
1,581,277
2025-04-21T23:49:22.474562
user_29
3,143.287065
3,907.147404
1.008346
3.276725
cell_3_4
-74.646801
false
null
random_walk
23
0.421681
-78.220156
null
5G_basic
26.296438
true
751,837
2025-04-21T23:49:22.474562
user_7
9,731.89208
10,000
17.618365
1.789939
cell_9_9
-91.862968
false
null
high_mobility
23
0.328375
-95.724591
null
5G_basic
16.583713
true
181,597
2025-04-21T23:49:22.474562
user_93
7,574.73985
3,697.665665
0.1
0.566747
cell_8_4
-84.349715
false
null
stationary
23
0.476906
-93.272501
null
5G_premium
13.303416
true
2,410,717
2025-04-21T23:49:22.474562
user_99
1,245.153691
426.466934
0.1
1.961968
cell_1_0
-83.837694
false
null
stationary
23
0.421648
-85.257716
null
5G_basic
23.959933
true
2,566,237
2025-04-21T23:49:22.474562
user_55
2,817.883509
9,547.48675
0.1
1.19366
cell_3_9
-85.223244
false
null
stationary
23
0.405909
-84.638645
null
5G_premium
10.432591
true
1,425,757
2025-04-21T23:49:22.474562
user_11
2,312.848755
3,476.748951
0.1
-1.463584
cell_2_3
-85.121023
true
cell_3_3
stationary
23
0.371237
-92.465571
null
5G_basic
21.985876
true
285,277
2025-04-21T23:49:22.474562
user_38
495.916498
1,603.200352
0.35115
2.460315
cell_0_2
-86.057177
true
cell_1_2
commuter
23
0.35971
-94.047315
null
5G_basic
18.404166
true
985,117
2025-04-21T23:49:22.474562
user_74
2,370.362487
6,407.921105
0.1
5.465752
cell_2_6
-84.82256
true
cell_2_7
stationary
23
0.492401
-92.36791
null
5G_premium
21.776234
true
1,918,237
2025-04-21T23:49:22.474562
user_13
0
7,191.297778
0.1
2.597093
cell_0_7
-75.634199
false
null
stationary
23
0.470435
-78.557854
null
5G_advanced
20.467799
true
337,117
2025-04-21T23:49:22.474562
user_20
10,000
10,000
21.487117
0.280579
cell_9_9
-93.0103
false
null
high_mobility
23
0.45133
-97.378746
null
5G_advanced
20.939657
true
518,557
2025-04-21T23:49:22.474562
user_41
2,507.218899
2,508.396881
0.355402
4.496591
cell_3_3
-86.852999
true
cell_2_2
commuter
23
0.368616
-94.828838
null
5G_basic
28.538492
true
1,062,877
2025-04-21T23:49:22.474562
user_24
541.860342
906.319681
0.114412
6.661391
cell_1_1
-83.397851
false
null
commuter
23
0.416244
-88.851164
null
5G_basic
27.979517
true
622,237
2025-04-21T23:49:32.474562
user_8
2,857.283273
6,225.798735
0.1
2.616833
cell_3_6
-78.53413
false
null
stationary
23
0.323791
-82.505324
null
5G_premium
27.303599
true
207,518
2025-04-21T23:49:32.474562
user_45
6,436.334528
3,718.658872
1.335849
6.010606
cell_6_4
-84.306243
false
null
random_walk
23
0.409216
-86.902489
null
5G_premium
19.248957
true
1,166,558
2025-04-21T23:49:32.474562
user_53
1,511.706074
1,405.035509
0.453131
3.620789
cell_2_1
-86.047494
true
cell_1_1
commuter
23
0.327892
-84.462302
null
5G_advanced
17.610382
true
1,373,918
2025-04-21T23:49:32.474562
user_89
4,675.710936
0
17.235993
4.00169
cell_5_0
-80.218646
false
null
high_mobility
23
0.456867
-88.165759
null
5G_basic
13.726925
true
2,307,038
2025-04-21T23:49:32.474562
user_10
7,555.892388
8,651.925437
0.1
2.905559
cell_8_9
-85.02956
true
cell_7_9
stationary
23
0.417348
-88.912697
null
5G_basic
28.133602
true
259,358
2025-04-21T23:49:32.474562
user_41
2,506.457889
2,504.925297
0.355402
4.496591
cell_3_3
-86.89027
true
cell_3_2
commuter
23
0.374455
-85.749015
null
5G_basic
14.932656
true
1,062,878
2025-04-21T23:49:32.474562
user_19
10,000
0
21.475465
5.279299
cell_9_0
-90
false
null
high_mobility
23
0.313691
-89.324032
null
5G_basic
14.310916
true
492,638
2025-04-21T23:49:32.474562
user_61
8,016.69743
6,201.885574
1.64406
2.848966
cell_8_6
-76.131713
false
null
random_walk
23
0.382313
-78.561137
null
5G_advanced
24.455992
true
1,581,278
2025-04-21T23:49:32.474562
user_38
493.188872
1,605.411847
0.35115
2.460315
cell_0_2
-86.009022
true
cell_0_1
commuter
23
0.422561
-94.101264
null
5G_advanced
18.483326
true
985,118
2025-04-21T23:49:32.474562
user_99
1,244.77242
427.391397
0.1
1.961968
cell_1_0
-83.848495
false
null
stationary
23
0.490382
-84.59194
null
5G_premium
21.532567
true
2,566,238
2025-04-21T23:49:42.474562
user_21
6,234.91085
1,840.57299
1.985693
5.465129
cell_6_2
-79.063355
false
null
random_walk
23
0.381369
-81.355013
null
5G_basic
15.163639
true
544,479
2025-04-21T23:49:42.474562
user_41
2,505.696879
2,501.453712
0.355402
4.496591
cell_3_3
-86.927447
true
cell_3_2
commuter
23
0.437075
-92.163324
null
5G_premium
27.104803
true
1,062,879
2025-04-21T23:49:42.474562
user_76
600.295296
179.319594
0.019411
3.986933
cell_1_0
-82.831188
false
null
commuter
23
0.314233
-85.103738
null
5G_premium
19.51583
true
1,970,079
2025-04-21T23:49:42.474562
user_66
8,382.176416
5,835.408421
0.1
0.857398
cell_8_6
-82.384205
false
null
stationary
23
0.365444
-88.438919
null
5G_basic
28.794011
true
1,710,879
2025-04-21T23:49:42.474562
user_74
2,371.251218
6,406.129414
0.1
5.172855
cell_2_6
-84.811108
true
cell_3_6
stationary
23
0.468714
-89.543396
null
5G_premium
19.869068
true
1,918,239
2025-04-21T23:49:42.474562
user_44
1,319.672211
1,902.04743
0.192164
5.627998
cell_1_2
-80.483836
false
null
commuter
23
0.379783
-79.516351
null
5G_basic
24.196708
true
1,140,639
2025-04-21T23:49:42.474562
user_11
2,313.062769
3,474.760434
0.1
-1.463584
cell_2_3
-85.097478
true
cell_2_4
stationary
23
0.323615
-83.503531
null
5G_basic
17.375168
true
285,279
2025-04-21T23:49:42.474562
user_20
10,000
10,000
21.487117
0.187854
cell_9_9
-93.0103
false
null
high_mobility
23
0.301807
-91.475184
null
5G_premium
21.763553
true
518,559
2025-04-21T23:49:42.474562
user_47
9,240.228154
0
18.067479
4.560817
cell_9_0
-77.612478
false
null
high_mobility
23
0.461224
-78.809416
null
5G_basic
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2025-04-21T23:49:42.474562
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5G_basic
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2025-04-21T23:49:42.474562
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2025-04-21T23:49:42.474562
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2025-04-21T23:49:42.474562
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2025-04-21T23:49:42.474562
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2025-04-21T23:49:42.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
user_41
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2025-04-21T23:49:52.474562
user_53
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
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2025-04-21T23:49:52.474562
user_81
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2025-04-21T23:49:52.474562
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2025-04-21T23:50:02.474562
user_26
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2025-04-21T23:50:02.474562
user_17
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2025-04-21T23:50:02.474562
user_38
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2025-04-21T23:50:02.474562
user_45
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2025-04-21T23:50:02.474562
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2025-04-21T23:50:02.474562
user_57
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2025-04-21T23:50:02.474562
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2025-04-21T23:50:02.474562
user_40
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2025-04-21T23:50:02.474562
user_84
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2025-04-21T23:50:02.474562
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5G_basic
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2025-04-21T23:50:02.474562
user_60
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2025-04-21T23:50:02.474562
user_77
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5G_advanced
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2025-04-21T23:50:02.474562
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2025-04-21T23:50:02.474562
user_76
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2025-04-21T23:50:02.474562
user_74
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5G_advanced
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2025-04-21T23:50:02.474562
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2025-04-21T23:50:12.474562
user_53
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