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
⌀
2025-04-21T23:38:02.474562
user_74
2,337.47983
6,459.210193
0.1
5.068852
cell_2_6
-85.115714
true
cell_3_6
stationary
23
0.42037
-84.915361
null
5G_advanced
29.276043
true
1,918,169
2025-04-21T23:38:02.474562
user_24
468.808691
884.80245
0.114412
6.418781
cell_0_1
-83.67453
false
null
commuter
23
0.388588
-84.381171
null
5G_advanced
11.542577
true
622,169
2025-04-21T23:38:02.474562
user_53
1,816.245608
1,418.045614
0.453131
3.247448
cell_2_1
-83.19164
false
null
commuter
23
0.419739
-90.22932
null
5G_advanced
20.966417
true
1,373,849
2025-04-21T23:38:02.474562
user_11
2,285.546912
3,536.384307
0.1
-0.865526
cell_2_4
-84.719903
true
cell_2_3
stationary
23
0.329572
-85.841397
null
5G_premium
21.280347
true
285,209
2025-04-21T23:38:02.474562
user_6
7,536.72869
1,418.860344
1.578767
6.235489
cell_8_1
-85.911362
true
cell_7_1
random_walk
23
0.484067
-89.008518
null
5G_basic
13.196743
true
155,609
2025-04-21T23:38:02.474562
user_33
7,718.531547
6,176.733327
0.809206
3.988532
cell_8_6
-80.432017
false
null
random_walk
23
0.480359
-88.274599
null
5G_basic
14.786398
true
855,449
2025-04-21T23:38:02.474562
user_43
1,521.109985
733.575
0.402503
2.072263
cell_2_1
-84.775813
false
null
commuter
23
0.487478
-92.02077
null
5G_advanced
28.554088
true
1,114,649
2025-04-21T23:38:02.474562
user_45
6,410.553061
4,479.273214
1.335849
4.027249
cell_6_4
-86.00163
true
cell_7_5
random_walk
23
0.32201
-89.021506
null
5G_advanced
15.099376
true
1,166,489
2025-04-21T23:38:02.474562
user_42
5,979.237623
8,385.610531
0.1
3.858669
cell_6_8
-81.73555
false
null
stationary
23
0.495403
-87.90407
null
5G_advanced
17.093656
true
1,088,729
2025-04-21T23:38:02.474562
user_2
998.223457
4,324.868605
0.65883
2.506516
cell_1_4
-80.234285
false
null
random_walk
23
0.348588
-88.540259
null
5G_premium
27.907744
true
51,929
2025-04-21T23:38:02.474562
user_29
3,685.201295
3,586.695435
1.008346
2.894478
cell_4_4
-84.312333
false
null
random_walk
23
0.367136
-84.956946
null
5G_premium
21.378188
true
751,769
2025-04-21T23:38:02.474562
user_49
2,363.512371
8,288.711503
0.1
2.350125
cell_2_8
-83.334384
false
null
stationary
23
0.447583
-85.695203
null
5G_premium
24.527676
true
1,270,169
2025-04-21T23:38:02.474562
user_31
0
7,568.931101
1.534158
2.183979
cell_0_8
-82.690934
false
null
random_walk
23
0.308781
-81.410586
null
5G_premium
18.838536
true
803,609
2025-04-21T23:38:12.474562
user_77
8,155.183943
2,715.799659
1.793379
0.744058
cell_8_3
-80.205763
false
null
random_walk
23
0.369707
-88.173767
null
5G_advanced
15.49927
true
1,995,930
2025-04-21T23:38:12.474562
user_29
3,675.424149
3,589.161925
1.008346
2.894478
cell_4_4
-84.379683
false
null
random_walk
23
0.33364
-91.391255
null
5G_advanced
27.160735
true
751,770
2025-04-21T23:38:12.474562
user_91
8,480.343998
976.659638
1.378056
0.307872
cell_8_1
-83.641289
false
null
random_walk
23
0.444254
-89.638743
null
5G_advanced
11.123159
true
2,358,810
2025-04-21T23:38:12.474562
user_24
469.942305
884.957113
0.114412
6.418781
cell_0_1
-83.693655
false
null
commuter
23
0.458842
-87.911081
null
5G_basic
11.832766
true
622,170
2025-04-21T23:38:12.474562
user_6
7,552.498402
1,418.107622
1.578767
6.235489
cell_8_1
-85.741143
true
cell_7_2
random_walk
23
0.477161
-87.3305
null
5G_basic
21.00612
true
155,610
2025-04-21T23:38:12.474562
user_38
660.5994
1,459.441319
0.35115
1.853597
cell_1_1
-85.135892
true
cell_0_2
commuter
23
0.302212
-92.909775
null
5G_premium
24.63702
true
985,050
2025-04-21T23:38:12.474562
user_43
1,519.175103
737.104464
0.402503
2.072263
cell_2_1
-84.775649
false
null
commuter
23
0.476071
-84.671488
null
5G_advanced
20.189963
true
1,114,650
2025-04-21T23:38:12.474562
user_4
9,576.84679
3,832.158068
0.1
3.980869
cell_9_4
-85.574147
false
null
stationary
23
0.391815
-87.32025
null
5G_advanced
26.510527
true
103,770
2025-04-21T23:38:12.474562
user_0
5,491.158972
5,120.426228
1.004381
1.58282
cell_5_5
-84.07798
true
cell_6_5
random_walk
23
0.438204
-90.658977
null
5G_advanced
13.68401
true
90
2025-04-21T23:38:22.474562
user_92
9,932.026054
7,795.249988
0.1
2.365428
cell_9_8
-89.593253
false
null
stationary
23
0.473926
-90.582119
null
5G_basic
16.335514
true
2,384,731
2025-04-21T23:38:22.474562
user_49
2,362.106767
8,290.134275
0.1
2.350125
cell_2_8
-83.330424
false
null
stationary
23
0.311283
-90.840041
null
5G_advanced
19.316605
true
1,270,171
2025-04-21T23:38:22.474562
user_90
3,879.119514
2,700.476559
0.1
2.210692
cell_4_3
-80.183942
false
null
stationary
23
0.311121
-80.237846
null
5G_advanced
12.678837
true
2,332,891
2025-04-21T23:38:22.474562
user_71
8,629.756178
6,589.231533
0.1
1.714144
cell_9_7
-84.854534
true
cell_9_6
stationary
23
0.396657
-93.177263
null
5G_premium
19.496436
true
1,840,411
2025-04-21T23:38:22.474562
user_15
9,963.464939
3,975.260626
0.1
5.065351
cell_9_4
-89.679581
false
null
stationary
23
0.469021
-98.764414
null
5G_basic
17.399058
false
388,891
2025-04-21T23:38:22.474562
user_20
1,732.138827
10,000
21.487117
0.861849
cell_2_9
-90.300933
false
null
high_mobility
23
0.441847
-98.953373
null
5G_basic
12.696386
true
518,491
2025-04-21T23:38:22.474562
user_45
6,393.647056
4,458.585449
1.335849
4.027249
cell_6_4
-85.626005
true
cell_6_5
random_walk
23
0.352304
-92.735913
null
5G_advanced
11.256146
true
1,166,491
2025-04-21T23:38:22.474562
user_31
0
7,594.024437
1.534158
2.183979
cell_0_8
-82.169998
false
null
random_walk
23
0.331011
-85.003827
null
5G_basic
22.97533
true
803,611
2025-04-21T23:38:22.474562
user_66
8,348.087642
5,779.286498
0.1
1.325486
cell_8_6
-82.301409
false
null
stationary
23
0.446122
-82.250826
null
5G_advanced
12.962976
true
1,710,811
2025-04-21T23:38:22.474562
user_80
10,000
6,473.593381
15.370997
5.81645
cell_9_6
-90.878845
false
null
high_mobility
23
0.39602
-92.812852
null
5G_advanced
23.525793
true
2,073,691
2025-04-21T23:38:22.474562
user_91
8,493.476606
980.835582
1.378056
0.307872
cell_8_1
-83.871876
true
cell_9_1
random_walk
23
0.319922
-85.910913
null
5G_basic
20.431286
true
2,358,811
2025-04-21T23:38:22.474562
user_51
737.518683
2,829.697519
0.244868
6.804231
cell_1_3
-79.907799
false
null
commuter
23
0.485997
-84.624231
null
5G_basic
17.768025
true
1,322,011
2025-04-21T23:38:22.474562
user_68
10,000
1,319.848961
12.648212
6.811982
cell_9_1
-90.423011
false
null
high_mobility
23
0.308704
-97.187708
null
5G_basic
29.494511
true
1,762,651
2025-04-21T23:38:22.474562
user_67
8,552.287359
869.511816
0.990812
3.021261
cell_9_1
-83.374069
false
null
random_walk
23
0.429473
-85.564338
null
5G_advanced
18.615275
true
1,736,731
2025-04-21T23:38:22.474562
user_6
7,568.278284
1,418.603323
1.578767
6.314588
cell_8_1
-85.582433
false
null
random_walk
23
0.348005
-85.29437
null
5G_basic
14.851948
true
155,611
2025-04-21T23:38:32.474562
user_37
3,722.420531
433.049
0.1
2.172567
cell_4_0
-84.2256
false
null
stationary
23
0.426583
-91.012274
null
5G_premium
16.596575
true
959,132
2025-04-21T23:38:32.474562
user_39
4,480.544729
10,000
14.461532
1.123512
cell_4_9
-90.90231
false
null
high_mobility
23
0.374169
-98.21942
null
5G_basic
20.086026
true
1,010,972
2025-04-21T23:38:32.474562
user_10
7,618.097896
8,663.925677
0.1
4.055263
cell_8_9
-84.129562
false
null
stationary
23
0.476955
-93.566538
null
5G_advanced
23.314604
true
259,292
2025-04-21T23:38:32.474562
user_74
2,337.254393
6,456.228092
0.1
4.748934
cell_2_6
-85.077002
true
cell_3_6
stationary
23
0.418272
-86.223836
null
5G_premium
15.19061
true
1,918,172
2025-04-21T23:38:32.474562
user_71
8,629.61332
6,590.221277
0.1
1.714144
cell_9_7
-84.844492
true
cell_8_7
stationary
23
0.441504
-92.539866
null
5G_advanced
28.883566
true
1,840,412
2025-04-21T23:38:32.474562
user_32
0
0
23.080687
3.61507
cell_0_0
-70
false
null
high_mobility
23
0.318609
-72.226344
null
5G_premium
28.507493
true
829,532
2025-04-21T23:38:32.474562
user_35
1,188.462289
5,622.802607
1.161137
2.011196
cell_1_6
-82.499218
false
null
random_walk
23
0.462647
-88.679571
null
5G_advanced
10.629079
true
907,292
2025-04-21T23:38:32.474562
user_9
865.042306
5,529.138845
0.1
6.567564
cell_1_6
-83.800733
true
cell_1_5
stationary
23
0.398605
-91.673607
null
5G_premium
26.645792
true
233,372
2025-04-21T23:38:32.474562
user_96
1,036.847007
0
1.012744
3.787586
cell_1_0
-61.328044
false
null
random_walk
23
0.445094
-66.607577
null
5G_basic
20.776255
true
2,488,412
2025-04-21T23:38:32.474562
user_99
1,282.130613
374.735083
0.1
2.307824
cell_1_0
-83.424702
false
null
stationary
23
0.496555
-90.373042
null
5G_basic
13.648739
true
2,566,172
2025-04-21T23:38:32.474562
user_3
2,769.466963
1,668.585255
0.157315
5.429134
cell_3_2
-82.121376
false
null
commuter
23
0.401366
-84.891567
null
5G_premium
19.570605
true
77,852
2025-04-21T23:38:32.474562
user_15
9,963.405384
3,974.262401
0.1
4.652798
cell_9_4
-89.67928
false
null
stationary
23
0.443611
-96.201256
null
5G_advanced
12.128476
true
388,892
2025-04-21T23:38:32.474562
user_38
656.339047
1,465.024508
0.35115
2.222609
cell_1_1
-85.242022
true
cell_0_1
commuter
23
0.312368
-85.441735
null
5G_advanced
29.768851
true
985,052
2025-04-21T23:38:32.474562
user_33
7,702.453924
6,158.54424
0.809206
3.988532
cell_8_6
-80.556456
false
null
random_walk
23
0.45474
-85.270337
null
5G_premium
26.231306
true
855,452
2025-04-21T23:38:42.474562
user_5
2,389.645252
2,352.020201
0.515749
5.475869
cell_2_2
-84.405024
false
null
random_walk
23
0.33962
-87.341992
null
5G_premium
22.75362
true
129,693
2025-04-21T23:38:42.474562
user_74
2,337.548358
6,455.272276
0.1
5.010761
cell_2_6
-85.067914
true
cell_3_6
stationary
23
0.438032
-94.250286
null
5G_advanced
24.130448
true
1,918,173
2025-04-21T23:38:42.474562
user_93
7,519.042435
3,716.503181
0.1
-0.339528
cell_8_4
-84.937237
false
null
stationary
23
0.324658
-87.549848
null
5G_advanced
10.172631
true
2,410,653
2025-04-21T23:38:42.474562
user_46
9,308.853039
4,866.490303
0.1
3.960335
cell_9_5
-80.539041
false
null
stationary
23
0.335479
-79.837685
null
5G_premium
29.472812
true
1,192,413
2025-04-21T23:38:42.474562
user_68
10,000
1,447.468194
12.648212
6.811982
cell_9_1
-90.792637
false
null
high_mobility
23
0.471959
-100.103443
null
5G_advanced
19.58294
true
1,762,653
2025-04-21T23:38:42.474562
user_7
9,054.248574
10,000
17.618365
1.487172
cell_9_9
-90.012762
false
null
high_mobility
23
0.386685
-92.238831
null
5G_basic
17.25889
false
181,533
2025-04-21T23:38:42.474562
user_6
7,599.468972
1,422.527942
1.578767
6.50212
cell_8_1
-85.30142
true
cell_8_2
random_walk
23
0.461218
-87.938904
null
5G_premium
10.155919
true
155,613
2025-04-21T23:38:42.474562
user_71
8,629.470463
6,591.21102
0.1
1.714144
cell_9_7
-84.834455
true
cell_8_7
stationary
23
0.320129
-83.878725
null
5G_advanced
21.006881
true
1,840,413
2025-04-21T23:38:42.474562
user_61
8,730.425036
6,865.012943
1.64406
4.368409
cell_9_7
-79.585265
false
null
random_walk
23
0.417976
-86.886884
null
5G_basic
24.798882
true
1,581,213
2025-04-21T23:38:42.474562
user_38
654.20887
1,467.816102
0.35115
2.222609
cell_1_1
-85.294604
true
cell_0_1
commuter
23
0.436515
-94.420015
null
5G_advanced
22.209421
true
985,053
2025-04-21T23:38:52.474562
user_68
10,000
1,511.277811
12.648212
6.811982
cell_9_2
-90.930185
false
null
high_mobility
23
0.38242
-90.263779
null
5G_basic
15.971449
true
1,762,654
2025-04-21T23:38:52.474562
user_72
7,387.021253
4,014.40162
1.476177
4.25313
cell_7_4
-81.760706
false
null
random_walk
23
0.443892
-87.02965
null
5G_advanced
25.048084
true
1,866,334
2025-04-21T23:38:52.474562
user_32
0
0
23.080687
3.767659
cell_0_0
-70
false
null
high_mobility
23
0.493027
-74.151397
null
5G_premium
24.100565
true
829,534
2025-04-21T23:38:52.474562
user_6
7,614.678829
1,426.760038
1.578767
6.554568
cell_8_1
-85.192983
true
cell_7_2
random_walk
23
0.482798
-88.402868
null
5G_basic
10.271596
true
155,614
2025-04-21T23:38:52.474562
user_71
8,629.327605
6,592.200763
0.1
1.714144
cell_9_7
-84.824423
true
cell_8_6
stationary
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2025-04-21T23:38:52.474562
user_40
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2025-04-21T23:38:52.474562
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2025-04-21T23:38:52.474562
user_51
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2025-04-21T23:38:52.474562
user_93
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2025-04-21T23:38:52.474562
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2025-04-21T23:38:52.474562
user_91
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2025-04-21T23:39:02.474562
user_43
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2025-04-21T23:39:02.474562
user_71
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2025-04-21T23:39:02.474562
user_93
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2025-04-21T23:39:02.474562
user_21
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2025-04-21T23:39:02.474562
user_57
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2025-04-21T23:39:02.474562
user_74
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2025-04-21T23:39:02.474562
user_26
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2025-04-21T23:39:12.474562
user_66
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2025-04-21T23:39:12.474562
user_46
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2025-04-21T23:39:12.474562
user_41
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2025-04-21T23:39:12.474562
user_7
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5G_basic
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2025-04-21T23:39:12.474562
user_21
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2025-04-21T23:39:12.474562
user_74
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2025-04-21T23:39:12.474562
user_6
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5G_advanced
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2025-04-21T23:39:12.474562
user_43
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2025-04-21T23:39:12.474562
user_38
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2025-04-21T23:39:22.474562
user_77
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2025-04-21T23:39:22.474562
user_15
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5G_advanced
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2025-04-21T23:39:22.474562
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5G_basic
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2025-04-21T23:39:22.474562
user_3
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5G_basic
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2025-04-21T23:39:22.474562
user_19
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5G_advanced
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2025-04-21T23:39:22.474562
user_28
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2025-04-21T23:39:22.474562
user_93
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5G_advanced
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2025-04-21T23:39:22.474562
user_97
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5G_basic
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2025-04-21T23:39:22.474562
user_61
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2025-04-21T23:39:22.474562
user_6
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2025-04-21T23:39:22.474562
user_21
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5G_advanced
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2025-04-21T23:39:22.474562
user_11
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