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
⌀
2025-04-21T23:50:12.474562
user_87
1,961.63176
6,835.711847
0.1
2.206998
cell_2_7
-74.542764
false
null
stationary
23
0.469751
-75.657269
null
5G_premium
26.384226
true
2,255,202
2025-04-21T23:50:12.474562
user_11
2,314.160071
3,471.968316
0.1
-1.196339
cell_2_3
-85.071143
false
null
stationary
23
0.333986
-87.948485
null
5G_advanced
19.12988
true
285,282
2025-04-21T23:50:12.474562
user_76
599.857041
178.958207
0.019411
3.515658
cell_1_0
-82.836188
false
null
commuter
23
0.492852
-92.32642
null
5G_basic
13.092132
true
1,970,082
2025-04-21T23:50:12.474562
user_38
483.66401
1,615.558549
0.35115
2.188873
cell_0_2
-85.817519
true
cell_0_1
commuter
23
0.492021
-92.414944
null
5G_basic
26.174739
true
985,122
2025-04-21T23:50:12.474562
user_35
1,103.554719
6,338.256766
1.161137
0.971191
cell_1_6
-80.974004
false
null
random_walk
23
0.395156
-83.318636
null
5G_advanced
19.089103
true
907,362
2025-04-21T23:50:12.474562
user_49
2,318.716739
8,341.788916
0.1
2.465809
cell_2_8
-83.392527
false
null
stationary
23
0.499354
-88.167742
null
5G_premium
19.208938
false
1,270,242
2025-04-21T23:50:12.474562
user_27
4,937.084463
9,759.13423
0.1
4.863212
cell_5_9
-87.6361
false
null
stationary
23
0.481126
-93.578963
null
5G_basic
19.732377
true
700,002
2025-04-21T23:50:12.474562
user_41
2,503.413849
2,491.038958
0.355402
4.496591
cell_3_2
-86.88168
true
cell_2_2
commuter
23
0.372309
-86.137839
null
5G_premium
12.256149
true
1,062,882
2025-04-21T23:50:22.474562
user_74
2,373.918432
6,403.14848
0.1
5.4423
cell_2_6
-84.805009
false
null
stationary
23
0.322895
-89.106964
null
5G_basic
10.880713
true
1,918,243
2025-04-21T23:50:22.474562
user_45
6,500.660967
3,700.677264
1.335849
6.010606
cell_7_4
-85.301146
false
null
random_walk
23
0.36414
-92.539076
null
5G_basic
22.470615
true
1,166,563
2025-04-21T23:50:22.474562
user_98
7,385.432004
5,780.511798
0.1
1.501024
cell_7_6
-82.93877
false
null
stationary
23
0.43603
-86.472007
null
5G_basic
16.306065
true
2,540,323
2025-04-21T23:50:22.474562
user_18
0
10,000
23.002668
1.921654
cell_0_9
-90
false
null
high_mobility
23
0.432391
-92.362645
null
5G_premium
29.788466
true
466,723
2025-04-21T23:50:22.474562
user_5
2,652.738732
2,145.340106
0.515749
5.890579
cell_3_2
-81.514132
false
null
random_walk
23
0.396592
-89.473845
null
5G_basic
10.907374
true
129,763
2025-04-21T23:50:22.474562
user_26
890.988413
0
0.162551
4.797727
cell_1_0
-70.749453
false
null
commuter
23
0.449406
-79.183215
null
5G_advanced
12.76858
true
674,083
2025-04-21T23:50:22.474562
user_58
6,276.042854
6,322.482433
0.1
1.00561
cell_6_6
-82.557417
false
null
stationary
23
0.331516
-86.862608
null
5G_premium
15.219192
true
1,503,523
2025-04-21T23:50:22.474562
user_65
2,212.097299
2,569.725943
0.371624
6.209349
cell_2_3
-83.619563
false
null
commuter
23
0.460801
-88.643901
null
5G_advanced
29.578609
true
1,684,963
2025-04-21T23:50:22.474562
user_86
5,762.531711
2,013.173972
1.409957
3.613613
cell_6_2
-77.525458
false
null
random_walk
23
0.485211
-81.33153
null
5G_advanced
27.486482
true
2,229,283
2025-04-21T23:50:22.474562
user_87
1,961.492605
6,836.702118
0.1
1.710404
cell_2_7
-74.494632
false
null
stationary
23
0.460264
-80.410603
null
5G_premium
27.781378
true
2,255,203
2025-04-21T23:50:22.474562
user_41
2,502.652839
2,487.567373
0.355402
4.496591
cell_3_2
-86.858099
true
cell_2_2
commuter
23
0.40466
-93.723223
null
5G_premium
24.704918
true
1,062,883
2025-04-21T23:50:32.474562
user_10
7,550.068044
8,653.364255
0.1
2.868638
cell_8_9
-85.086578
true
cell_7_9
stationary
23
0.315386
-88.59438
null
5G_premium
26.774115
true
259,364
2025-04-21T23:50:32.474562
user_40
10,000
5,595.195064
1.503308
0.379999
cell_9_6
-90.659034
false
null
random_walk
23
0.455008
-96.534581
null
5G_advanced
10.492714
true
1,036,964
2025-04-21T23:50:32.474562
user_38
478.126441
1,619.878033
0.35115
2.479146
cell_0_2
-85.718225
false
null
commuter
23
0.476857
-93.923186
null
5G_premium
15.700079
true
985,124
2025-04-21T23:50:32.474562
user_98
7,385.152507
5,781.471945
0.1
1.854066
cell_7_6
-82.924709
false
null
stationary
23
0.378371
-85.454095
null
5G_advanced
18.95211
true
2,540,324
2025-04-21T23:50:32.474562
user_45
6,513.901486
3,698.905877
1.335849
6.15019
cell_7_4
-85.144806
true
cell_6_4
random_walk
23
0.309529
-89.203388
null
5G_premium
26.480065
true
1,166,564
2025-04-21T23:50:32.474562
user_74
2,374.294702
6,402.22197
0.1
5.098156
cell_2_6
-84.79833
false
null
stationary
23
0.352757
-90.555302
null
5G_advanced
15.392037
true
1,918,244
2025-04-21T23:50:32.474562
user_60
0
0
28.519503
3.530536
cell_0_0
-70
false
null
high_mobility
23
0.40433
-71.246112
null
5G_premium
21.782992
true
1,555,364
2025-04-21T23:50:32.474562
user_41
2,501.891829
2,484.095789
0.355402
4.496591
cell_3_2
-86.834617
true
cell_3_3
commuter
23
0.303457
-93.518256
null
5G_advanced
15.09474
true
1,062,884
2025-04-21T23:50:32.474562
user_11
2,314.891606
3,470.106903
0.1
-1.196339
cell_2_3
-85.053633
true
cell_3_4
stationary
23
0.367763
-86.177303
null
5G_advanced
27.671606
true
285,284
2025-04-21T23:50:32.474562
user_37
3,777.410085
461.703383
0.1
-0.296307
cell_4_0
-84.19487
false
null
stationary
23
0.329164
-87.3008
null
5G_advanced
17.323744
true
959,204
2025-04-21T23:50:42.474562
user_85
9,198.691879
0
20.345745
5.585995
cell_9_0
-75.963602
false
null
high_mobility
23
0.342749
-76.262325
null
5G_advanced
24.348027
true
2,203,365
2025-04-21T23:50:42.474562
user_37
3,778.366506
461.411393
0.1
-0.296307
cell_4_0
-84.183376
false
null
stationary
23
0.385728
-90.806522
null
5G_premium
20.186422
true
959,205
2025-04-21T23:50:42.474562
user_10
7,549.105065
8,653.633832
0.1
2.868638
cell_8_9
-85.095731
true
cell_7_8
stationary
23
0.470878
-88.189622
null
5G_advanced
26.501777
true
259,365
2025-04-21T23:50:42.474562
user_97
2,323.95029
10,000
1.801535
0.149007
cell_2_9
-90.433402
false
null
random_walk
23
0.4417
-89.919225
null
5G_basic
15.429303
false
2,514,405
2025-04-21T23:50:42.474562
user_56
1,228.385369
10,000
11.599227
2.341051
cell_1_9
-90.220817
false
null
high_mobility
23
0.408256
-95.385079
null
5G_basic
20.216562
true
1,451,685
2025-04-21T23:50:42.474562
user_9
921.649762
5,572.234377
0.1
6.417651
cell_1_6
-82.767425
false
null
stationary
23
0.359162
-86.433966
null
5G_basic
12.259206
true
233,445
2025-04-21T23:50:42.474562
user_25
2,794.865077
1,277.059355
0.100434
2.609237
cell_3_1
-80.749708
false
null
commuter
23
0.391889
-89.193199
null
5G_advanced
10.21691
true
648,165
2025-04-21T23:50:42.474562
user_49
2,317.070767
8,344.297058
0.1
2.151554
cell_2_8
-83.405915
false
null
stationary
23
0.400115
-91.247024
null
5G_basic
20.905517
true
1,270,245
2025-04-21T23:50:42.474562
user_50
485.627142
1,243.946747
0.276909
0.329493
cell_0_1
-84.703278
false
null
commuter
23
0.320712
-90.873316
null
5G_premium
19.087679
true
1,296,165
2025-04-21T23:50:42.474562
user_92
9,868.70008
7,823.449648
0.1
2.934174
cell_9_8
-88.953175
false
null
stationary
23
0.416588
-95.92441
null
5G_basic
16.708745
true
2,384,805
2025-04-21T23:50:42.474562
user_5
2,662.475959
2,141.996685
0.515749
6.014289
cell_3_2
-81.273819
false
null
random_walk
23
0.307626
-83.233456
null
5G_basic
12.741136
true
129,765
2025-04-21T23:50:42.474562
user_45
6,527.142005
3,697.13449
1.335849
6.15019
cell_7_4
-84.987545
true
cell_6_3
random_walk
23
0.39703
-85.388765
null
5G_advanced
21.246717
true
1,166,565
2025-04-21T23:50:42.474562
user_33
7,135.306151
6,106.229489
0.809206
3.493866
cell_7_6
-74.71181
false
null
random_walk
23
0.491395
-78.253999
null
5G_advanced
26.476266
true
855,525
2025-04-21T23:50:42.474562
user_1
0
6,795.540907
24.516094
3.776029
cell_0_7
-76.212129
false
null
high_mobility
23
0.379368
-75.62548
null
5G_premium
16.353016
true
26,085
2025-04-21T23:50:42.474562
user_53
1,483.559583
1,390.410881
0.453131
3.620789
cell_1_1
-85.868691
true
cell_2_2
commuter
23
0.431914
-90.370144
null
5G_basic
28.38831
true
1,373,925
2025-04-21T23:50:42.474562
user_69
48.898587
1,631.522546
0.346632
3.497143
cell_0_2
-81.404034
false
null
commuter
23
0.435374
-83.243063
null
5G_advanced
18.359558
false
1,788,645
2025-04-21T23:50:42.474562
user_47
9,076.545601
0
18.067479
4.560817
cell_9_0
-67.678405
false
null
high_mobility
23
0.482033
-74.731699
null
5G_advanced
11.61797
true
1,218,405
2025-04-21T23:50:42.474562
user_90
3,827.410534
2,748.494888
0.1
2.847285
cell_4_3
-79.686788
false
null
stationary
23
0.345308
-81.147424
null
5G_basic
25.852225
true
2,332,965
2025-04-21T23:50:42.474562
user_43
1,257.772196
830.57275
0.402503
3.04354
cell_1_1
-79.784184
false
null
commuter
23
0.440394
-87.016137
null
5G_basic
26.815012
true
1,114,725
2025-04-21T23:50:52.474562
user_92
9,867.721514
7,823.655583
0.1
2.934174
cell_9_8
-88.943371
false
null
stationary
23
0.412474
-89.099163
null
5G_advanced
22.496984
true
2,384,806
2025-04-21T23:50:52.474562
user_78
285.253733
1,918.425068
0.1
4.645569
cell_0_2
-79.446019
false
null
stationary
23
0.37507
-81.101097
null
5G_premium
21.206665
true
2,021,926
2025-04-21T23:50:52.474562
user_60
0
0
28.519503
3.530536
cell_0_0
-70
false
null
high_mobility
23
0.333805
-69.210973
null
5G_premium
15.74367
true
1,555,366
2025-04-21T23:50:52.474562
user_8
2,853.076813
6,232.30766
0.1
1.704866
cell_3_6
-78.782533
false
null
stationary
23
0.385193
-83.921447
null
5G_basic
25.660459
true
207,526
2025-04-21T23:50:52.474562
user_81
8,595.815114
2,735.50088
0.1
2.704334
cell_9_3
-83.679617
false
null
stationary
23
0.311278
-89.905444
null
5G_advanced
11.652053
true
2,099,686
2025-04-21T23:50:52.474562
user_41
2,500.36981
2,477.152619
0.355402
4.496591
cell_3_2
-86.787959
true
cell_2_2
commuter
23
0.451595
-90.000757
null
5G_basic
19.004628
true
1,062,886
2025-04-21T23:50:52.474562
user_67
7,868.064155
873.090461
0.990812
3.395599
cell_8_1
-75.252146
false
null
random_walk
23
0.456396
-76.115643
null
5G_advanced
20.693906
true
1,736,806
2025-04-21T23:50:52.474562
user_17
6,447.665775
10,000
12.343482
1.494205
cell_6_9
-90.793277
false
null
high_mobility
23
0.313328
-89.621758
null
5G_basic
29.063407
true
440,806
2025-04-21T23:50:52.474562
user_11
2,315.623141
3,468.245491
0.1
-1.196339
cell_2_3
-85.036161
true
cell_3_3
stationary
23
0.352102
-92.891093
null
5G_premium
26.672944
true
285,286
2025-04-21T23:50:52.474562
user_86
5,730.287802
1,986.572777
1.409957
3.939634
cell_6_2
-78.628762
false
null
random_walk
23
0.334121
-84.539971
null
5G_advanced
11.67009
true
2,229,286
2025-04-21T23:50:52.474562
user_27
4,936.711499
9,755.273734
0.1
4.368943
cell_5_9
-87.592476
false
null
stationary
23
0.495246
-92.020453
null
5G_advanced
13.908581
true
700,006
2025-04-21T23:50:52.474562
user_44
1,330.338324
1,893.851346
0.192164
5.627998
cell_1_2
-80.805938
false
null
commuter
23
0.490774
-85.344379
null
5G_basic
29.499572
true
1,140,646
2025-04-21T23:51:02.474562
user_41
2,499.6088
2,473.681035
0.355402
4.496591
cell_2_2
-86.757625
true
cell_3_3
commuter
23
0.460993
-88.015384
null
5G_premium
17.615259
true
1,062,887
2025-04-21T23:51:02.474562
user_40
10,000
5,599.9242
1.503308
-0.028172
cell_9_6
-90.644807
false
null
random_walk
23
0.383185
-92.906047
null
5G_premium
21.23496
true
1,036,967
2025-04-21T23:51:02.474562
user_44
1,331.862055
1,892.680477
0.192164
5.627998
cell_1_2
-80.851118
false
null
commuter
23
0.447219
-82.329772
null
5G_premium
29.235977
true
1,140,647
2025-04-21T23:51:02.474562
user_51
763.504113
2,696.002589
0.244868
4.651726
cell_1_3
-81.712721
false
null
commuter
23
0.333211
-83.951271
null
5G_basic
12.391833
false
1,322,087
2025-04-21T23:51:02.474562
user_53
1,475.517729
1,386.232416
0.453131
3.620789
cell_1_1
-85.7437
true
cell_2_1
commuter
23
0.451719
-91.356944
null
5G_basic
14.173436
true
1,373,927
2025-04-21T23:51:02.474562
user_50
490.87826
1,245.706283
0.276909
0.317147
cell_0_1
-84.790468
false
null
commuter
23
0.405076
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:02.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:12.474562
user_53
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2025-04-21T23:51:12.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
user_17
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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2025-04-21T23:51:22.474562
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