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
⌀
2025-04-21T23:52:42.474562
user_32
0
0
23.080687
3.947717
cell_0_0
-70
false
null
high_mobility
23
0.388597
-69.71838
null
5G_premium
18.019041
true
829,617
2025-04-21T23:52:52.474562
user_30
2,062.372426
7,921.791546
0.1
1.716216
cell_2_8
-70.002988
false
null
stationary
23
0.371953
-72.741448
null
5G_basic
19.701128
true
777,778
2025-04-21T23:52:52.474562
user_70
1,457.060357
1,926.93895
0.1
7.045572
cell_1_2
-83.309048
false
null
stationary
23
0.49613
-87.437072
null
5G_advanced
18.909422
true
1,814,578
2025-04-21T23:52:52.474562
user_35
1,205.266113
6,493.429361
1.161137
1.126743
cell_1_6
-84.557684
true
cell_1_7
random_walk
23
0.322005
-88.498177
null
5G_advanced
10.760532
true
907,378
2025-04-21T23:52:52.474562
user_21
6,463.947373
1,551.597708
1.985693
5.615723
cell_6_2
-86.194187
true
cell_6_1
random_walk
23
0.475431
-93.686502
null
5G_basic
29.57438
true
544,498
2025-04-21T23:52:52.474562
user_45
6,685.923437
3,758.620479
1.335849
6.808534
cell_7_4
-81.956455
false
null
random_walk
23
0.388911
-83.675856
null
5G_advanced
17.385295
true
1,166,578
2025-04-21T23:52:52.474562
user_8
2,844.172103
6,238.598571
0.1
2.855838
cell_3_6
-79.096181
false
null
stationary
23
0.380266
-84.825283
null
5G_premium
27.69585
false
207,538
2025-04-21T23:52:52.474562
user_34
0
0
10.542891
4.699604
cell_0_0
-70
false
null
high_mobility
23
0.423435
-73.623034
null
5G_premium
20.656273
true
881,458
2025-04-21T23:52:52.474562
user_78
285.741235
1,906.601217
0.1
4.717602
cell_0_2
-79.560309
false
null
stationary
23
0.396147
-88.508403
null
5G_advanced
15.482595
true
2,021,938
2025-04-21T23:52:52.474562
user_53
1,431.287529
1,363.250858
0.453131
3.620789
cell_1_1
-85.023726
true
cell_2_1
commuter
23
0.345897
-87.5866
null
5G_basic
26.629196
true
1,373,938
2025-04-21T23:52:52.474562
user_26
890.478646
0
0.162551
4.24374
cell_1_0
-70.789976
false
null
commuter
23
0.381842
-75.987182
null
5G_basic
12.280745
true
674,098
2025-04-21T23:52:52.474562
user_63
0
1,119.36479
0.234159
2.552772
cell_0_1
-71.537525
false
null
commuter
23
0.442972
-75.977095
null
5G_advanced
24.648554
false
1,633,138
2025-04-21T23:53:02.474562
user_8
2,843.212653
6,238.880453
0.1
2.855838
cell_3_6
-79.119357
false
null
stationary
23
0.44526
-87.980146
null
5G_premium
19.238913
true
207,539
2025-04-21T23:53:02.474562
user_10
7,535.388221
8,652.504417
0.1
3.318713
cell_8_9
-85.271364
true
cell_7_8
stationary
23
0.439759
-87.230518
null
5G_basic
11.079118
true
259,379
2025-04-21T23:53:02.474562
user_73
5,013.706086
3,286.587008
0.62697
3.369246
cell_5_3
-79.155052
false
null
random_walk
23
0.318278
-87.243033
null
5G_advanced
14.023946
true
1,892,339
2025-04-21T23:53:02.474562
user_96
663.778234
0
1.012744
4.55086
cell_1_0
-80.532516
false
null
random_walk
23
0.470197
-89.424218
null
5G_basic
24.391927
true
2,488,499
2025-04-21T23:53:02.474562
user_53
1,427.266601
1,361.161625
0.453131
3.620789
cell_1_1
-84.955367
true
cell_2_2
commuter
23
0.450734
-94.320995
null
5G_advanced
17.508851
true
1,373,939
2025-04-21T23:53:02.474562
user_38
443.021712
1,657.954447
0.35115
2.253607
cell_0_2
-84.959097
false
null
commuter
23
0.347102
-88.506978
null
5G_premium
23.436733
true
985,139
2025-04-21T23:53:02.474562
user_84
2,572.227474
1,399.93751
1.802339
3.678803
cell_3_1
-85.352173
true
cell_2_2
random_walk
23
0.419967
-85.364251
null
5G_advanced
15.731607
true
2,177,459
2025-04-21T23:53:02.474562
user_89
1,886.924573
0
17.235993
4.112804
cell_2_0
-71.067365
false
null
high_mobility
23
0.325606
-70.330763
null
5G_basic
19.69207
true
2,307,059
2025-04-21T23:53:02.474562
user_21
6,483.409742
1,547.658938
1.985693
6.083504
cell_6_2
-86.417689
true
cell_6_1
random_walk
23
0.364479
-88.594333
null
5G_premium
27.354585
true
544,499
2025-04-21T23:53:12.474562
user_67
7,733.93513
837.72655
0.990812
3.403166
cell_8_1
-79.873229
false
null
random_walk
23
0.492881
-82.88478
null
5G_basic
13.381954
true
1,736,820
2025-04-21T23:53:12.474562
user_77
9,604.676923
3,243.68836
1.793379
0.753228
cell_9_3
-86.284075
false
null
random_walk
23
0.315258
-88.685912
null
5G_basic
13.594949
true
1,996,020
2025-04-21T23:53:12.474562
user_62
511.181983
8,192.844183
1.292335
3.942722
cell_1_8
-84.411166
false
null
random_walk
23
0.400699
-93.391775
null
5G_premium
19.403084
true
1,607,220
2025-04-21T23:53:12.474562
user_53
1,423.245674
1,359.072393
0.453131
3.620789
cell_1_1
-84.886492
true
cell_2_1
commuter
23
0.467125
-84.79598
null
5G_premium
10.425466
true
1,373,940
2025-04-21T23:53:12.474562
user_41
2,490.792907
2,429.783386
0.355402
4.157417
cell_2_2
-86.289929
false
null
commuter
23
0.380917
-87.567847
null
5G_basic
28.454117
true
1,062,900
2025-04-21T23:53:12.474562
user_56
0
9,932.23865
11.599227
3.239112
cell_0_9
-89.390542
false
null
high_mobility
23
0.300307
-90.693787
null
5G_basic
16.757453
true
1,451,700
2025-04-21T23:53:12.474562
user_84
2,556.742866
1,390.714194
1.802339
3.678803
cell_3_1
-85.429927
false
null
random_walk
23
0.467091
-91.94264
null
5G_premium
10.363761
true
2,177,460
2025-04-21T23:53:12.474562
user_21
6,502.872112
1,543.720168
1.985693
6.083504
cell_7_2
-86.583238
false
null
random_walk
23
0.431221
-91.449037
null
5G_advanced
17.261395
true
544,500
2025-04-21T23:53:12.474562
user_34
0
0
10.542891
4.699604
cell_0_0
-70
false
null
high_mobility
23
0.436654
-77.676298
null
5G_premium
27.786067
true
881,460
2025-04-21T23:53:12.474562
user_75
4,190.777212
9,841.107236
0.1
-1.059833
cell_4_9
-88.714896
false
null
stationary
23
0.36101
-88.139892
null
5G_advanced
19.820362
true
1,944,180
2025-04-21T23:53:12.474562
user_71
8,576.74151
6,625.759357
0.1
3.914182
cell_9_7
-85.040681
true
cell_8_7
stationary
23
0.386967
-89.858641
null
5G_advanced
15.483943
true
1,840,500
2025-04-21T23:53:22.474562
user_71
8,576.025404
6,625.061365
0.1
3.914182
cell_9_7
-85.056023
true
cell_8_6
stationary
23
0.357125
-90.068417
null
5G_premium
13.043213
true
1,840,501
2025-04-21T23:53:22.474562
user_18
0
10,000
23.002668
2.296743
cell_0_9
-90
false
null
high_mobility
23
0.327783
-96.680451
null
5G_premium
29.62028
true
466,741
2025-04-21T23:53:22.474562
user_37
3,785.226996
448.021322
0.1
-1.614518
cell_4_0
-83.924341
false
null
stationary
23
0.498741
-89.10456
null
5G_advanced
14.625014
true
959,221
2025-04-21T23:53:22.474562
user_0
5,984.1849
5,700.648584
1.004381
1.203666
cell_6_6
-79.535731
false
null
random_walk
23
0.458362
-87.06101
null
5G_premium
17.590897
true
181
2025-04-21T23:53:22.474562
user_54
7,267.299586
1,993.525023
1.179006
3.405769
cell_7_2
-78.542513
false
null
random_walk
23
0.448221
-79.026655
null
5G_premium
24.674319
true
1,399,861
2025-04-21T23:53:22.474562
user_84
2,541.258258
1,381.490878
1.802339
3.678803
cell_3_1
-85.514247
true
cell_2_1
random_walk
23
0.387822
-91.627512
null
5G_advanced
14.32543
true
2,177,461
2025-04-21T23:53:22.474562
user_11
2,319.686746
3,453.860769
0.1
-1.308628
cell_2_3
-84.888174
true
cell_2_4
stationary
23
0.336742
-90.204562
null
5G_premium
20.482912
true
285,301
2025-04-21T23:53:22.474562
user_38
436.846254
1,661.299045
0.35115
2.645225
cell_0_2
-84.850865
true
cell_1_2
commuter
23
0.465284
-90.818773
null
5G_premium
28.654258
true
985,141
2025-04-21T23:53:22.474562
user_4
9,507.442664
3,844.17248
0.1
1.915985
cell_9_4
-84.499106
false
null
stationary
23
0.481728
-88.895316
null
5G_basic
10.526394
true
103,861
2025-04-21T23:53:22.474562
user_86
5,701.483508
1,785.844132
1.409957
4.894566
cell_6_2
-81.302528
false
null
random_walk
23
0.446755
-80.899414
null
5G_advanced
26.748857
true
2,229,301
2025-04-21T23:53:22.474562
user_91
9,431.342948
1,569.771867
1.378056
1.405326
cell_9_2
-85.69553
false
null
random_walk
23
0.452762
-92.872375
null
5G_premium
24.188128
true
2,358,901
2025-04-21T23:53:22.474562
user_92
9,855.928777
7,831.826687
0.1
2.220769
cell_9_8
-88.813255
false
null
stationary
23
0.396081
-90.602206
null
5G_advanced
11.767051
true
2,384,821
2025-04-21T23:53:22.474562
user_26
888.276001
0
0.162551
4.24374
cell_1_0
-70.962929
false
null
commuter
23
0.323697
-79.064204
null
5G_basic
16.382645
true
674,101
2025-04-21T23:53:32.474562
user_81
8,582.411242
2,743.678258
0.1
2.256503
cell_9_3
-83.803582
false
null
stationary
23
0.4227
-92.651797
null
5G_premium
29.028816
true
2,099,702
2025-04-21T23:53:32.474562
user_40
10,000
5,531.029583
1.503308
-0.552229
cell_9_6
-90.863361
false
null
random_walk
23
0.489574
-99.938529
null
5G_premium
29.960705
true
1,036,982
2025-04-21T23:53:32.474562
user_84
2,525.77365
1,372.267563
1.802339
3.678803
cell_3_1
-85.604731
true
cell_2_1
random_walk
23
0.443114
-87.201922
null
5G_premium
10.287209
true
2,177,462
2025-04-21T23:53:32.474562
user_47
7,429.677318
0
18.067479
3.366833
cell_7_0
-82.662849
false
null
high_mobility
23
0.404199
-84.482038
null
5G_advanced
14.802845
true
1,218,422
2025-04-21T23:53:32.474562
user_93
7,594.069994
3,713.096499
0.1
0.90315
cell_8_4
-83.928601
false
null
stationary
23
0.472617
-91.950081
null
5G_advanced
22.613842
true
2,410,742
2025-04-21T23:53:32.474562
user_10
7,532.648811
8,651.281458
0.1
3.561475
cell_8_9
-85.315067
true
cell_7_9
stationary
23
0.368021
-91.74667
null
5G_advanced
25.653989
true
259,382
2025-04-21T23:53:32.474562
user_80
5,885.080502
9,739.790817
15.370997
9.594883
cell_6_9
-87.485732
false
null
high_mobility
23
0.334153
-88.920704
null
5G_advanced
24.382251
true
2,073,782
2025-04-21T23:53:32.474562
user_32
0
0
23.080687
4.001762
cell_0_0
-70
false
null
high_mobility
23
0.402755
-75.375153
null
5G_premium
25.116271
true
829,622
2025-04-21T23:53:32.474562
user_11
2,319.945921
3,452.894939
0.1
-1.308628
cell_2_3
-84.878158
true
cell_3_3
stationary
23
0.373391
-84.276498
null
5G_basic
25.935525
true
285,302
2025-04-21T23:53:32.474562
user_41
2,487.047545
2,423.74216
0.355402
4.157417
cell_2_2
-86.198993
true
cell_3_2
commuter
23
0.473815
-93.996122
null
5G_basic
27.410636
true
1,062,902
2025-04-21T23:53:32.474562
user_48
0
6,479.499887
24.192339
2.195804
cell_0_6
-83.61577
true
cell_0_7
high_mobility
23
0.489112
-86.357142
null
5G_premium
10.901895
true
1,244,342
2025-04-21T23:53:42.474562
user_72
7,446.580661
2,994.272813
1.476177
4.937751
cell_7_3
-82.998712
false
null
random_walk
23
0.455917
-88.871829
null
5G_premium
21.084927
true
1,866,423
2025-04-21T23:53:42.474562
user_59
6,564.978894
6,832.519158
1.572287
2.010226
cell_7_7
-83.370461
false
null
random_walk
23
0.457118
-87.077865
null
5G_premium
10.092165
true
1,529,463
2025-04-21T23:53:42.474562
user_5
2,754.351503
2,135.007212
0.515749
6.294361
cell_3_2
-78.952575
false
null
random_walk
23
0.487807
-81.48754
null
5G_basic
14.850539
true
129,783
2025-04-21T23:53:42.474562
user_21
6,558.188666
1,554.677474
1.985693
6.888866
cell_7_2
-85.949551
true
cell_7_1
random_walk
23
0.369772
-93.603531
null
5G_advanced
26.893677
true
544,503
2025-04-21T23:53:42.474562
user_86
5,706.592377
1,758.111646
1.409957
4.894566
cell_6_2
-81.601623
false
null
random_walk
23
0.333339
-80.61452
null
5G_advanced
13.20977
true
2,229,303
2025-04-21T23:53:42.474562
user_71
8,574.392741
6,623.963472
0.1
3.553003
cell_9_7
-85.085903
true
cell_8_7
stationary
23
0.413781
-89.749428
null
5G_premium
12.545871
true
1,840,503
2025-04-21T23:53:42.474562
user_10
7,531.735674
8,650.873805
0.1
3.561475
cell_8_9
-85.329588
true
cell_7_8
stationary
23
0.450416
-84.873877
null
5G_premium
27.554327
true
259,383
2025-04-21T23:53:42.474562
user_90
3,809.788524
2,751.296908
0.1
3.218157
cell_4_3
-79.913751
false
null
stationary
23
0.460778
-88.152699
null
5G_basic
19.290339
true
2,332,983
2025-04-21T23:53:42.474562
user_75
4,192.244265
9,838.490415
0.1
-1.059833
cell_4_9
-88.692458
false
null
stationary
23
0.305611
-96.274996
null
5G_basic
11.485563
true
1,944,183
2025-04-21T23:53:42.474562
user_73
4,990.988117
3,276.905498
0.62697
3.719647
cell_5_3
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2025-04-21T23:53:42.474562
user_41
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2025-04-21T23:53:42.474562
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2025-04-21T23:53:42.474562
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2025-04-21T23:53:42.474562
user_84
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2025-04-21T23:53:42.474562
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2025-04-21T23:53:42.474562
user_61
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2025-04-21T23:53:42.474562
user_47
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5G_advanced
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2025-04-21T23:53:42.474562
user_40
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2025-04-21T23:53:52.474562
user_57
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2025-04-21T23:53:52.474562
user_71
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2025-04-21T23:53:52.474562
user_55
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2025-04-21T23:53:52.474562
user_11
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2025-04-21T23:53:52.474562
user_82
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5G_basic
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2025-04-21T23:53:52.474562
user_0
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5G_advanced
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2025-04-21T23:53:52.474562
user_1
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2025-04-21T23:53:52.474562
user_41
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5G_premium
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2025-04-21T23:53:52.474562
user_22
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5G_basic
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2025-04-21T23:53:52.474562
user_56
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2025-04-21T23:54:02.474562
user_84
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2025-04-21T23:54:02.474562
user_71
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2025-04-21T23:54:02.474562
user_5
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5G_advanced
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2025-04-21T23:54:02.474562
user_10
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2025-04-21T23:54:02.474562
user_30
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2025-04-21T23:54:02.474562
user_35
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2025-04-21T23:54:02.474562
user_11
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5G_basic
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2025-04-21T23:54:02.474562
user_91
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5G_advanced
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2025-04-21T23:54:02.474562
user_51
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5G_basic
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2025-04-21T23:54:02.474562
user_32
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2025-04-21T23:54:12.474562
user_9
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5G_basic
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2025-04-21T23:54:12.474562
user_42
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2025-04-21T23:54:12.474562
user_75
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5G_advanced
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2025-04-21T23:54:12.474562
user_62
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5G_premium
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2025-04-21T23:54:12.474562
user_19
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492,666
2025-04-21T23:54:12.474562
user_73
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