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
⌀
2025-04-22T00:10:42.474562
user_35
1,627.408188
7,496.096375
1.161137
1.683492
cell_2_7
-85.853888
true
cell_2_8
random_walk
0
0.426517
-85.890039
null
5G_basic
19.032276
true
907,485
2025-04-22T00:10:42.474562
user_3
2,596.442577
1,459.18279
0.157315
4.486203
cell_3_1
-85.725317
true
cell_3_2
commuter
0
0.43543
-86.247059
null
5G_advanced
24.98984
true
78,045
2025-04-22T00:10:42.474562
user_81
8,581.942954
2,827.204293
0.1
0.549783
cell_9_3
-83.109694
false
null
stationary
0
0.481313
-85.597676
null
5G_advanced
25.981171
true
2,099,805
2025-04-22T00:10:42.474562
user_58
6,358.591109
6,400.321794
0.1
1.235256
cell_6_6
-84.60665
false
null
stationary
0
0.328182
-85.750902
null
5G_premium
14.549194
true
1,503,645
2025-04-22T00:10:42.474562
user_93
7,670.37621
3,774.86056
0.1
0.897104
cell_8_4
-82.023238
false
null
stationary
0
0.469407
-82.960057
null
5G_basic
22.880321
true
2,410,845
2025-04-22T00:10:42.474562
user_99
1,180.085475
531.978252
0.1
1.921729
cell_1_1
-84.00495
true
cell_1_0
stationary
0
0.405292
-91.12778
null
5G_advanced
20.954901
true
2,566,365
2025-04-22T00:10:42.474562
user_82
5,886.567984
2,738.987066
0.1
5.328344
cell_6_3
-79.084559
false
null
stationary
0
0.354227
-81.635988
null
5G_basic
16.78283
true
2,125,725
2025-04-22T00:10:42.474562
user_21
7,773.229684
501.247203
1.985693
3.979595
cell_8_1
-84.773805
false
null
random_walk
0
0.314119
-85.974795
null
5G_basic
23.537968
true
544,605
2025-04-22T00:10:42.474562
user_51
622.330153
2,498.936673
0.244868
4.259111
cell_1_2
-85.92812
true
cell_1_3
commuter
0
0.418639
-94.950192
null
5G_basic
24.996164
true
1,322,205
2025-04-22T00:10:52.474562
user_8
2,753.238639
6,281.011416
0.1
3.037841
cell_3_6
-81.456891
false
null
stationary
0
0.314006
-86.754146
null
5G_premium
14.929465
true
207,646
2025-04-22T00:10:52.474562
user_64
2,321.638602
10,000
27.642111
0.996073
cell_2_9
-90.427532
false
null
high_mobility
0
0.334684
-93.596012
null
5G_advanced
11.153541
true
1,659,166
2025-04-22T00:10:52.474562
user_82
5,887.40237
2,738.435886
0.1
5.699407
cell_6_3
-79.089888
false
null
stationary
0
0.425892
-81.226116
null
5G_advanced
21.187277
true
2,125,726
2025-04-22T00:10:52.474562
user_51
620.849102
2,496.986673
0.244868
4.062827
cell_1_2
-85.919003
true
cell_0_3
commuter
0
0.475571
-89.686784
null
5G_basic
11.297526
true
1,322,206
2025-04-22T00:10:52.474562
user_20
9,737.139437
0
21.487117
-0.921352
cell_9_0
-87.350993
false
null
high_mobility
0
0.492117
-95.826751
null
5G_advanced
11.810498
true
518,686
2025-04-22T00:10:52.474562
user_11
2,295.492231
3,355.817471
0.1
-1.966933
cell_2_3
-83.302549
false
null
stationary
0
0.328911
-88.117322
null
5G_premium
29.606125
true
285,406
2025-04-22T00:10:52.474562
user_70
1,500.905725
2,018.847764
0.1
7.656813
cell_2_2
-83.969841
false
null
stationary
0
0.436794
-91.616823
null
5G_basic
14.039423
true
1,814,686
2025-04-22T00:10:52.474562
user_3
2,596.089778
1,457.64971
0.157315
4.486203
cell_3_1
-85.712274
true
cell_3_2
commuter
0
0.357902
-90.961286
null
5G_advanced
11.124679
true
78,046
2025-04-22T00:10:52.474562
user_80
0
10,000
15.370997
8.399165
cell_0_9
-90
false
null
high_mobility
0
0.472707
-93.929212
null
5G_advanced
26.603251
false
2,073,886
2025-04-22T00:10:52.474562
user_65
2,627.470472
2,577.319694
0.371624
6.858193
cell_3_3
-85.016574
true
cell_2_3
commuter
0
0.457016
-90.809674
null
5G_premium
22.930136
true
1,685,086
2025-04-22T00:10:52.474562
user_18
0
10,000
23.002668
2.250905
cell_0_9
-90
false
null
high_mobility
0
0.403773
-98.212961
null
5G_premium
11.049978
true
466,846
2025-04-22T00:10:52.474562
user_54
6,337.893013
2,546.279412
1.179006
2.465964
cell_6_3
-85.051962
true
cell_7_3
random_walk
0
0.321996
-86.305071
null
5G_premium
28.908295
true
1,399,966
2025-04-22T00:10:52.474562
user_56
0
7,369.911664
11.599227
3.508779
cell_0_7
-81.361961
false
null
high_mobility
0
0.388733
-87.008312
null
5G_basic
22.558928
true
1,451,806
2025-04-22T00:10:52.474562
user_38
102.18562
1,677.382901
0.35115
1.854763
cell_0_2
-80.588953
false
null
commuter
0
0.455789
-86.963906
null
5G_advanced
26.633305
true
985,246
2025-04-22T00:10:52.474562
user_93
7,671.000086
3,775.642083
0.1
0.897104
cell_8_4
-82.002413
false
null
stationary
0
0.4018
-82.707048
null
5G_advanced
19.817466
false
2,410,846
2025-04-22T00:11:02.474562
user_85
10,000
1,153.555856
20.345745
6.255306
cell_9_1
-90.101215
false
null
high_mobility
0
0.390274
-95.014224
null
5G_basic
26.617569
true
2,203,487
2025-04-22T00:11:02.474562
user_44
1,327.114048
1,701.241972
0.192164
4.54665
cell_1_2
-82.928317
false
null
commuter
0
0.32669
-88.762205
null
5G_basic
27.71847
true
1,140,767
2025-04-22T00:11:02.474562
user_30
1,980.908296
7,959.033394
0.1
3.481663
cell_2_8
-63.102165
false
null
stationary
0
0.435723
-70.484967
null
5G_premium
28.279034
true
777,887
2025-04-22T00:11:02.474562
user_92
9,908.808961
7,915.279528
0.1
0.235445
cell_9_8
-89.20703
false
null
stationary
0
0.440948
-97.717941
null
5G_basic
13.093693
true
2,384,927
2025-04-22T00:11:02.474562
user_24
567.611401
787.550682
0.114412
5.381988
cell_1_1
-83.656651
false
null
commuter
0
0.40113
-90.592272
null
5G_basic
15.202869
true
622,367
2025-04-22T00:11:02.474562
user_51
618.961815
2,495.426494
0.244868
3.83239
cell_1_2
-85.917739
false
null
commuter
0
0.340952
-88.498347
null
5G_premium
29.510428
true
1,322,207
2025-04-22T00:11:02.474562
user_8
2,752.290199
6,281.328373
0.1
2.819074
cell_3_6
-81.476942
false
null
stationary
0
0.329036
-85.088681
null
5G_basic
22.295814
true
207,647
2025-04-22T00:11:02.474562
user_90
3,715.984691
2,773.260668
0.1
3.178592
cell_4_3
-81.20822
false
null
stationary
0
0.437369
-89.363889
null
5G_advanced
29.514639
true
2,333,087
2025-04-22T00:11:02.474562
user_31
0
8,774.910587
1.534158
3.612685
cell_0_9
-77.047101
false
null
random_walk
0
0.455462
-83.674574
null
5G_basic
22.750473
true
803,807
2025-04-22T00:11:02.474562
user_70
1,501.101618
2,019.82839
0.1
7.656813
cell_2_2
-83.967097
true
cell_1_2
stationary
0
0.363248
-87.317307
null
5G_basic
29.658456
true
1,814,687
2025-04-22T00:11:02.474562
user_86
6,438.420508
538.049128
1.409957
5.596323
cell_6_1
-86.081099
true
cell_7_0
random_walk
0
0.406579
-88.458366
null
5G_premium
28.520437
false
2,229,407
2025-04-22T00:11:02.474562
user_84
1,157.837526
267.417466
1.802339
3.358302
cell_1_0
-79.841887
false
null
random_walk
0
0.384741
-83.201396
null
5G_advanced
17.872831
true
2,177,567
2025-04-22T00:11:02.474562
user_33
6,471.796279
6,090.442781
0.809206
4.795279
cell_6_6
-83.631824
false
null
random_walk
0
0.346716
-82.50506
null
5G_premium
14.283335
true
855,647
2025-04-22T00:11:12.474562
user_86
6,449.322853
529.108395
1.409957
5.596323
cell_6_1
-86.269866
false
null
random_walk
0
0.436521
-88.995868
null
5G_basic
19.521044
true
2,229,408
2025-04-22T00:11:12.474562
user_63
0
1,330.28928
0.234159
2.79096
cell_0_1
-80.37789
false
null
commuter
0
0.439617
-85.549597
null
5G_advanced
25.369895
true
1,633,248
2025-04-22T00:11:12.474562
user_4
9,508.2354
3,948.399313
0.1
1.81843
cell_9_4
-84.165837
false
null
stationary
0
0.320753
-89.025492
null
5G_advanced
22.223937
true
103,968
2025-04-22T00:11:12.474562
user_35
1,623.206442
7,530.67376
1.161137
1.708179
cell_2_8
-85.58997
true
cell_2_7
random_walk
0
0.316017
-87.614073
null
5G_premium
15.138939
true
907,488
2025-04-22T00:11:12.474562
user_41
2,729.081297
2,256.212288
0.355402
5.207168
cell_3_2
-81.43145
false
null
commuter
0
0.454822
-86.628737
null
5G_premium
27.107788
true
1,063,008
2025-04-22T00:11:12.474562
user_11
2,294.933626
3,353.909946
0.1
-1.744414
cell_2_3
-83.268233
false
null
stationary
0
0.413812
-87.984872
null
5G_basic
13.660715
true
285,408
2025-04-22T00:11:12.474562
user_78
244.231644
1,828.804786
0.1
2.836967
cell_0_2
-79.491796
false
null
stationary
0
0.475777
-84.826368
null
5G_advanced
29.094055
true
2,022,048
2025-04-22T00:11:12.474562
user_6
10,000
2,128.268909
1.578767
6.439194
cell_9_2
-90.070873
false
null
random_walk
0
0.468247
-98.393127
null
5G_basic
22.540959
true
155,808
2025-04-22T00:11:22.474562
user_92
9,910.753782
7,915.74608
0.1
0.235445
cell_9_8
-89.225029
false
null
stationary
0
0.41388
-94.546661
null
5G_advanced
13.250162
true
2,384,929
2025-04-22T00:11:22.474562
user_29
2,150.479684
3,645.968482
1.008346
4.604997
cell_2_4
-81.702102
false
null
random_walk
0
0.394397
-90.224892
null
5G_advanced
24.586419
true
751,969
2025-04-22T00:11:22.474562
user_95
1,360.411795
2,044.858385
0.049833
8.347895
cell_1_2
-81.202742
false
null
commuter
0
0.418333
-81.513718
null
5G_advanced
14.011906
true
2,462,689
2025-04-22T00:11:22.474562
user_86
6,460.225198
520.167661
1.409957
5.596323
cell_6_1
-86.454678
true
cell_6_0
random_walk
0
0.491917
-94.390964
null
5G_basic
27.356757
true
2,229,409
2025-04-22T00:11:22.474562
user_35
1,621.616259
7,542.175722
1.161137
1.708179
cell_2_8
-85.475007
true
cell_1_8
random_walk
0
0.473059
-93.752952
null
5G_basic
17.469075
true
907,489
2025-04-22T00:11:22.474562
user_89
6,246.671057
0
17.235993
5.418297
cell_6_0
-77.842364
false
null
high_mobility
0
0.480354
-84.221061
null
5G_premium
13.862043
true
2,307,169
2025-04-22T00:11:22.474562
user_90
3,713.98606
2,773.186686
0.1
3.178592
cell_4_3
-81.246615
false
null
stationary
0
0.493023
-88.514406
null
5G_basic
25.305549
true
2,333,089
2025-04-22T00:11:22.474562
user_53
1,029.95729
1,478.37601
0.453131
3.549637
cell_1_1
-83.612386
true
cell_1_2
commuter
0
0.360232
-89.347895
null
5G_advanced
26.719509
true
1,374,049
2025-04-22T00:11:22.474562
user_37
3,863.763776
406.753515
0.1
-0.657596
cell_4_0
-82.648384
false
null
stationary
0
0.450233
-90.332601
null
5G_basic
12.595052
true
959,329
2025-04-22T00:11:22.474562
user_43
819.468337
888.393663
0.402503
2.515622
cell_1_1
-76.536722
false
null
commuter
0
0.329103
-76.522855
null
5G_premium
22.937748
true
1,114,849
2025-04-22T00:11:22.474562
user_69
0
1,541.558781
0.346632
4.058115
cell_0_2
-83.225673
false
null
commuter
0
0.360582
-83.38357
null
5G_basic
11.985042
true
1,788,769
2025-04-22T00:11:22.474562
user_65
2,636.826354
2,583.382836
0.371624
6.858193
cell_3_3
-84.849614
true
cell_2_2
commuter
0
0.379969
-88.794033
null
5G_basic
27.711703
false
1,685,089
2025-04-22T00:11:22.474562
user_54
6,318.336993
2,575.461747
1.179006
2.243651
cell_6_3
-84.495882
false
null
random_walk
0
0.453814
-93.820631
null
5G_advanced
25.668716
true
1,399,969
2025-04-22T00:11:22.474562
user_10
7,443.095531
8,670.515015
0.1
1.563235
cell_7_9
-84.841489
false
null
stationary
0
0.473648
-90.370525
null
5G_premium
13.004522
true
259,489
2025-04-22T00:11:32.474562
user_50
763.279771
1,287.833798
0.276909
1.360906
cell_1_1
-81.426546
false
null
commuter
0
0.408399
-87.842674
null
5G_advanced
12.506256
true
1,296,290
2025-04-22T00:11:32.474562
user_86
6,471.127542
511.226928
1.409957
5.596323
cell_6_1
-86.635693
true
cell_7_1
random_walk
0
0.326469
-89.11127
null
5G_premium
10.024028
true
2,229,410
2025-04-22T00:11:32.474562
user_96
874.776915
0
1.012744
5.809507
cell_1_0
-71.953688
false
null
random_walk
0
0.449231
-74.144676
null
5G_advanced
21.679238
true
2,488,610
2025-04-22T00:11:32.474562
user_99
1,178.366607
536.673515
0.1
1.921729
cell_1_1
-83.917924
false
null
stationary
0
0.491448
-88.642498
null
5G_premium
25.890291
true
2,566,370
2025-04-22T00:11:32.474562
user_8
2,749.444879
6,282.279243
0.1
2.819074
cell_3_6
-81.536912
false
null
stationary
0
0.473886
-81.56174
null
5G_basic
13.070632
true
207,650
2025-04-22T00:11:32.474562
user_75
4,199.266795
9,754.303809
0.1
-1.53077
cell_4_9
-87.843901
false
null
stationary
0
0.440474
-97.144107
null
5G_basic
28.602453
true
1,944,290
2025-04-22T00:11:32.474562
user_22
10,000
7,508.450617
28.210266
-0.211918
cell_9_8
-90.93989
false
null
high_mobility
0
0.458034
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null
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2025-04-22T00:11:32.474562
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2025-04-22T00:11:32.474562
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2025-04-22T00:11:32.474562
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2025-04-22T00:11:32.474562
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2025-04-22T00:11:32.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:42.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
user_18
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2025-04-22T00:11:52.474562
user_3
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2025-04-22T00:11:52.474562
user_20
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2025-04-22T00:11:52.474562
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2025-04-22T00:11:52.474562
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