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
⌀
2025-04-21T23:47:22.474562
user_71
8,603.827648
6,624.633105
0.1
2.552783
cell_9_7
-84.740017
false
null
stationary
23
0.417098
-84.223747
null
5G_advanced
17.235852
true
1,840,465
2025-04-21T23:47:22.474562
user_41
2,521.713553
2,547.633679
0.355402
4.079665
cell_3_3
-86.368821
true
cell_3_2
commuter
23
0.448701
-88.732515
null
5G_advanced
24.568921
false
1,062,865
2025-04-21T23:47:32.474562
user_76
601.655916
181.339776
0.019411
4.867869
cell_1_0
-82.823096
false
null
commuter
23
0.436004
-87.309013
null
5G_basic
24.613321
true
1,970,066
2025-04-21T23:47:32.474562
user_18
0
10,000
23.002668
2.354295
cell_0_9
-90
false
null
high_mobility
23
0.30374
-89.153292
null
5G_premium
27.909943
true
466,706
2025-04-21T23:47:32.474562
user_20
7,994.414701
10,000
21.487117
0.775398
cell_8_9
-90.000135
false
null
high_mobility
23
0.441231
-93.959265
null
5G_basic
15.432743
true
518,546
2025-04-21T23:47:32.474562
user_35
1,005.875241
6,180.640639
1.161137
1.253378
cell_1_6
-75.140901
false
null
random_walk
23
0.325578
-78.121134
null
5G_premium
20.698587
true
907,346
2025-04-21T23:47:32.474562
user_80
9,360.621933
9,306.001631
15.370997
7.933407
cell_9_9
-83.496372
false
null
high_mobility
23
0.409357
-90.563319
null
5G_premium
10.754437
true
2,073,746
2025-04-21T23:47:32.474562
user_36
1,974.302123
10,000
25.014151
1.098197
cell_2_9
-90.002867
false
null
high_mobility
23
0.489831
-97.282651
null
5G_basic
19.440828
true
933,266
2025-04-21T23:47:32.474562
user_83
1,990.237234
2,173.012068
0.120147
1.594078
cell_2_2
-74.775335
false
null
commuter
23
0.394729
-75.082596
null
5G_basic
25.542798
true
2,151,506
2025-04-21T23:47:32.474562
user_27
4,933.488874
9,774.616464
0.1
5.111462
cell_5_9
-87.813635
false
null
stationary
23
0.392004
-95.803332
null
5G_advanced
10.961888
true
699,986
2025-04-21T23:47:32.474562
user_53
1,562.667687
1,421.930428
0.453131
3.460229
cell_2_1
-85.673615
true
cell_1_1
commuter
23
0.463008
-88.280759
null
5G_advanced
16.173105
true
1,373,906
2025-04-21T23:47:32.474562
user_14
10,000
6,903.173338
28.868571
6.070747
cell_9_7
-90.040527
false
null
high_mobility
23
0.313514
-90.051896
null
5G_premium
21.908764
true
363,026
2025-04-21T23:47:32.474562
user_51
774.008914
2,746.062164
0.244868
4.389667
cell_1_3
-80.62794
false
null
commuter
23
0.490855
-90.306571
null
5G_advanced
29.772811
true
1,322,066
2025-04-21T23:47:32.474562
user_17
5,834.29568
10,000
12.343482
1.36411
cell_6_9
-90.11764
false
null
high_mobility
23
0.450079
-93.426065
null
5G_advanced
12.041874
true
440,786
2025-04-21T23:47:32.474562
user_55
2,817.392429
9,536.630652
0.1
1.598071
cell_3_9
-85.06935
false
null
stationary
23
0.313773
-85.655076
null
5G_advanced
22.130592
true
1,425,746
2025-04-21T23:47:32.474562
user_6
8,374.219335
1,214.736914
1.578767
5.51523
cell_8_1
-82.698678
false
null
random_walk
23
0.313004
-83.586873
null
5G_advanced
26.016701
true
155,666
2025-04-21T23:47:42.474562
user_82
5,778.690056
2,804.504622
0.1
5.032187
cell_6_3
-79.404992
false
null
stationary
23
0.470775
-84.943198
null
5G_basic
19.461288
true
2,125,587
2025-04-21T23:47:42.474562
user_15
9,964.394568
3,921.558028
0.1
3.750306
cell_9_4
-89.713733
false
null
stationary
23
0.383957
-90.34293
null
5G_premium
11.7406
true
388,947
2025-04-21T23:47:42.474562
user_39
4,098.644681
10,000
14.461532
2.268731
cell_4_9
-90.042056
false
null
high_mobility
23
0.365486
-91.09342
null
5G_advanced
13.142015
true
1,011,027
2025-04-21T23:47:42.474562
user_25
2,809.897975
1,267.098431
0.100434
2.626065
cell_3_1
-80.313291
false
null
commuter
23
0.498515
-87.234995
null
5G_basic
26.82207
true
648,147
2025-04-21T23:47:42.474562
user_69
109.641282
1,637.573248
0.346632
2.855281
cell_0_2
-81.564715
false
null
commuter
23
0.316998
-88.260769
null
5G_basic
24.754888
true
1,788,627
2025-04-21T23:47:42.474562
user_32
0
483.8392
23.080687
3.180765
cell_0_0
-83.694021
true
cell_0_1
high_mobility
23
0.328097
-85.822319
null
5G_premium
25.819999
true
829,587
2025-04-21T23:47:42.474562
user_29
3,243.733602
3,914.150579
1.008346
3.167535
cell_3_4
-78.246216
false
null
random_walk
23
0.483459
-86.800007
null
5G_basic
21.235837
true
751,827
2025-04-21T23:47:42.474562
user_11
2,312.009123
3,486.689629
0.1
-1.694542
cell_2_3
-85.240279
true
cell_2_4
stationary
23
0.384653
-85.223743
null
5G_advanced
22.290407
true
285,267
2025-04-21T23:47:42.474562
user_74
2,367.255927
6,416.929893
0.1
4.964107
cell_2_6
-84.895471
true
cell_3_7
stationary
23
0.300419
-85.579669
null
5G_basic
12.053941
true
1,918,227
2025-04-21T23:47:42.474562
user_92
9,885.343876
7,818.700667
0.1
2.458221
cell_9_8
-89.120643
false
null
stationary
23
0.463372
-95.885092
null
5G_basic
15.364892
true
2,384,787
2025-04-21T23:47:52.474562
user_24
532.32816
902.685807
0.114412
6.41682
cell_1_1
-83.582909
false
null
commuter
23
0.483832
-88.524345
null
5G_basic
14.604529
true
622,228
2025-04-21T23:47:52.474562
user_62
803.700839
8,478.279139
1.292335
4.038845
cell_1_8
-84.269734
true
cell_1_9
random_walk
23
0.364634
-87.641479
null
5G_premium
24.124527
true
1,607,188
2025-04-21T23:47:52.474562
user_74
2,367.513843
6,415.963726
0.1
4.973254
cell_2_6
-84.886808
true
cell_3_7
stationary
23
0.369719
-92.47122
null
5G_premium
11.070978
true
1,918,228
2025-04-21T23:47:52.474562
user_10
7,565.61512
8,649.586956
0.1
2.905559
cell_8_9
-84.934295
true
cell_8_8
stationary
23
0.36658
-90.10913
null
5G_basic
22.124206
true
259,348
2025-04-21T23:47:52.474562
user_19
10,000
0
21.475465
5.316125
cell_9_0
-90
false
null
high_mobility
23
0.310978
-97.698908
null
5G_advanced
18.835384
true
492,628
2025-04-21T23:47:52.474562
user_64
0
10,000
27.642111
2.059826
cell_0_9
-90
false
null
high_mobility
23
0.32367
-95.481581
null
5G_advanced
18.498119
true
1,659,028
2025-04-21T23:47:52.474562
user_33
7,270.732218
6,122.6837
0.809206
3.251318
cell_7_6
-79.461929
false
null
random_walk
23
0.420735
-80.572082
null
5G_advanced
27.191236
true
855,508
2025-04-21T23:47:52.474562
user_5
2,576.708168
2,157.121909
0.515749
6.261246
cell_3_2
-83.09339
false
null
random_walk
23
0.34352
-84.390268
null
5G_basic
22.900841
true
129,748
2025-04-21T23:47:52.474562
user_50
439.980458
1,248.194628
0.276909
-0.088352
cell_0_1
-84.068524
false
null
commuter
23
0.322918
-90.03573
null
5G_premium
12.379666
true
1,296,148
2025-04-21T23:47:52.474562
user_88
10,000
0
26.519605
5.217707
cell_9_0
-90
false
null
high_mobility
23
0.317932
-90.749164
null
5G_basic
13.614371
true
2,281,108
2025-04-21T23:47:52.474562
user_53
1,553.722337
1,420.477253
0.453131
3.302636
cell_2_1
-85.751473
true
cell_2_2
commuter
23
0.374709
-89.111116
null
5G_premium
11.798142
true
1,373,908
2025-04-21T23:47:52.474562
user_3
2,728.610254
1,592.929909
0.157315
3.915055
cell_3_2
-83.790488
false
null
commuter
23
0.433515
-88.203567
null
5G_basic
19.640602
true
77,908
2025-04-21T23:47:52.474562
user_98
7,386.934234
5,765.841228
0.1
1.869498
cell_7_6
-83.107962
false
null
stationary
23
0.479228
-91.578234
null
5G_advanced
20.529697
true
2,540,308
2025-04-21T23:47:52.474562
user_38
524.560961
1,590.177122
0.35115
3.223239
cell_1_2
-85.95493
true
cell_1_1
commuter
23
0.42103
-87.487653
null
5G_premium
24.419034
true
985,108
2025-04-21T23:47:52.474562
user_48
0
512.847763
24.192339
2.318764
cell_0_1
-83.753294
true
cell_0_0
high_mobility
23
0.388683
-86.534806
null
5G_advanced
27.106325
true
1,244,308
2025-04-21T23:47:52.474562
user_71
8,601.332841
6,626.299219
0.1
2.552783
cell_9_7
-84.75072
false
null
stationary
23
0.377388
-90.053885
null
5G_advanced
17.952335
true
1,840,468
2025-04-21T23:48:02.474562
user_75
4,196.887415
9,870.548777
0.1
-1.931155
cell_4_9
-89.012511
false
null
stationary
23
0.359539
-97.359022
null
5G_basic
17.658561
true
1,944,149
2025-04-21T23:48:02.474562
user_69
102.709223
1,637.663478
0.346632
3.128577
cell_0_2
-81.517894
false
null
commuter
23
0.349061
-87.613011
null
5G_premium
28.818296
true
1,788,629
2025-04-21T23:48:02.474562
user_38
521.33282
1,591.559063
0.35115
2.737106
cell_1_2
-85.976363
true
cell_1_1
commuter
23
0.312676
-87.56098
null
5G_basic
22.671489
true
985,109
2025-04-21T23:48:02.474562
user_65
2,160.774862
2,571.0089
0.371624
6.212564
cell_2_3
-83.21975
false
null
commuter
23
0.338949
-85.965746
null
5G_premium
20.99648
true
1,684,949
2025-04-21T23:48:02.474562
user_62
795.639769
8,468.178044
1.292335
4.038845
cell_1_8
-84.165636
true
cell_1_9
random_walk
23
0.316724
-85.862244
null
5G_premium
24.214506
true
1,607,189
2025-04-21T23:48:02.474562
user_51
771.679127
2,739.095371
0.244868
4.389667
cell_1_3
-80.799104
false
null
commuter
23
0.457778
-83.27106
null
5G_premium
21.468212
true
1,322,069
2025-04-21T23:48:02.474562
user_10
7,564.642847
8,649.820805
0.1
2.905559
cell_8_9
-84.943791
true
cell_8_8
stationary
23
0.311113
-83.319594
null
5G_basic
22.011753
true
259,349
2025-04-21T23:48:02.474562
user_74
2,367.335919
6,414.979682
0.1
4.533512
cell_2_6
-84.873418
true
cell_2_7
stationary
23
0.381231
-93.322315
null
5G_advanced
24.645068
true
1,918,229
2025-04-21T23:48:02.474562
user_48
0
683.901797
24.192339
2.356263
cell_0_1
-79.996441
false
null
high_mobility
23
0.380641
-79.985069
null
5G_premium
12.651294
true
1,244,309
2025-04-21T23:48:02.474562
user_53
1,549.249662
1,419.750666
0.453131
3.302636
cell_2_1
-85.79059
true
cell_1_1
commuter
23
0.304221
-88.131334
null
5G_advanced
22.163084
true
1,373,909
2025-04-21T23:48:12.474562
user_75
4,196.534805
9,869.613007
0.1
-1.931155
cell_4_9
-89.002867
false
null
stationary
23
0.486643
-89.458193
null
5G_premium
22.766994
true
1,944,150
2025-04-21T23:48:12.474562
user_38
518.10468
1,592.941005
0.35115
2.737106
cell_1_2
-85.997959
true
cell_0_1
commuter
23
0.327098
-91.086783
null
5G_basic
23.386161
true
985,110
2025-04-21T23:48:12.474562
user_72
7,131.516424
3,338.706876
1.476177
4.887718
cell_7_3
-81.206362
false
null
random_walk
23
0.450906
-81.073169
null
5G_premium
23.77572
true
1,866,390
2025-04-21T23:48:12.474562
user_76
601.454365
180.626667
0.019411
3.986933
cell_1_0
-82.820885
false
null
commuter
23
0.324812
-89.257378
null
5G_advanced
12.138543
true
1,970,070
2025-04-21T23:48:12.474562
user_81
8,610.755424
2,729.918219
0.1
2.863653
cell_9_3
-83.511303
false
null
stationary
23
0.462421
-85.27584
null
5G_basic
16.392406
true
2,099,670
2025-04-21T23:48:12.474562
user_15
9,962.013842
3,919.735083
0.1
3.81745
cell_9_4
-89.693754
false
null
stationary
23
0.379168
-93.30811
null
5G_premium
27.188049
true
388,950
2025-04-21T23:48:12.474562
user_99
1,246.971515
419.716982
0.1
1.81257
cell_1_0
-83.750365
false
null
stationary
23
0.479363
-87.728923
null
5G_basic
10.697072
true
2,566,230
2025-04-21T23:48:12.474562
user_26
891.220781
0
0.162551
4.532661
cell_1_0
-70.730919
false
null
commuter
23
0.379607
-78.683228
null
5G_premium
15.599688
true
674,070
2025-04-21T23:48:12.474562
user_31
0
8,466.568563
1.534158
1.717362
cell_0_8
-83.378309
false
null
random_walk
23
0.429359
-92.011111
null
5G_advanced
25.089599
true
803,670
2025-04-21T23:48:12.474562
user_10
7,563.670573
8,650.054653
0.1
2.905559
cell_8_9
-84.953294
true
cell_8_8
stationary
23
0.376342
-87.955576
null
5G_basic
29.930535
true
259,350
2025-04-21T23:48:12.474562
user_2
817.312942
4,665.135289
0.65883
2.036034
cell_1_5
-81.628897
false
null
random_walk
23
0.428729
-81.293967
null
5G_basic
14.411147
true
51,990
2025-04-21T23:48:22.474562
user_35
1,034.500156
6,230.81451
1.161137
1.002397
cell_1_6
-77.361223
false
null
random_walk
23
0.305568
-80.195478
null
5G_premium
22.650623
true
907,351
2025-04-21T23:48:22.474562
user_54
7,581.764295
1,853.702398
1.179006
2.825855
cell_8_2
-82.929736
false
null
random_walk
23
0.390229
-88.904485
null
5G_premium
24.827613
true
1,399,831
2025-04-21T23:48:22.474562
user_11
2,312.206714
3,482.714501
0.1
-1.463584
cell_2_3
-85.191535
true
cell_2_4
stationary
23
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2025-04-21T23:48:22.474562
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2025-04-21T23:48:22.474562
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2025-04-21T23:48:22.474562
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2025-04-21T23:48:22.474562
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2025-04-21T23:48:22.474562
user_53
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2025-04-21T23:48:22.474562
user_74
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2025-04-21T23:48:22.474562
user_72
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5G_advanced
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2025-04-21T23:48:32.474562
user_53
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2025-04-21T23:48:32.474562
user_11
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5G_basic
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2025-04-21T23:48:32.474562
user_32
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2025-04-21T23:48:32.474562
user_85
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2025-04-21T23:48:32.474562
user_28
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2025-04-21T23:48:32.474562
user_70
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2025-04-21T23:48:32.474562
user_74
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2025-04-21T23:48:32.474562
user_39
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5G_advanced
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2025-04-21T23:48:42.474562
user_73
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2025-04-21T23:48:42.474562
user_75
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2025-04-21T23:48:42.474562
user_37
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2025-04-21T23:48:42.474562
user_0
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5G_basic
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2025-04-21T23:48:42.474562
user_68
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2025-04-21T23:48:42.474562
user_38
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2025-04-21T23:48:42.474562
user_49
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2025-04-21T23:48:42.474562
user_41
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5G_advanced
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2025-04-21T23:48:42.474562
user_32
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2025-04-21T23:48:42.474562
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2025-04-21T23:48:42.474562
user_53
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5G_basic
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2025-04-21T23:48:42.474562
user_74
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5G_advanced
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2025-04-21T23:48:42.474562
user_7
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5G_advanced
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181,593
2025-04-21T23:48:42.474562
user_10
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cell_8_9
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5G_basic
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2025-04-21T23:48:42.474562
user_16
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5G_basic
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414,873
2025-04-21T23:48:42.474562
user_52
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5G_basic
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1,347,993
2025-04-21T23:48:52.474562
user_74
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cell_3_7
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5G_basic
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2025-04-21T23:48:52.474562
user_82
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stationary
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5G_advanced
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2,125,594
2025-04-21T23:48:52.474562
user_72
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