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
⌀
2025-04-21T23:55:22.474562
user_41
2,477.137038
2,387.988638
0.355402
4.675554
cell_2_2
-85.777157
true
cell_3_3
commuter
23
0.341338
-91.478622
null
5G_basic
20.713754
true
1,062,913
2025-04-21T23:55:22.474562
user_15
9,926.241495
3,898.598159
0.1
3.403916
cell_9_4
-89.386226
false
null
stationary
23
0.462838
-89.726581
null
5G_premium
28.469578
true
388,993
2025-04-21T23:55:22.474562
user_59
6,490.63475
6,970.66646
1.572287
2.145954
cell_6_7
-83.830662
true
cell_7_7
random_walk
23
0.41873
-92.363796
null
5G_premium
24.766173
true
1,529,473
2025-04-21T23:55:22.474562
user_22
3,146.635426
10,000
28.210266
1.195972
cell_3_9
-90.092392
false
null
high_mobility
23
0.385073
-94.791255
null
5G_premium
10.127635
true
570,433
2025-04-21T23:55:22.474562
user_50
555.664125
1,232.12903
0.276909
-0.848934
cell_1_1
-84.00224
false
null
commuter
23
0.336725
-89.155344
null
5G_basic
10.119344
true
1,296,193
2025-04-21T23:55:22.474562
user_6
9,027.335058
1,353.185226
1.578767
6.912932
cell_9_1
-80.985988
false
null
random_walk
23
0.379488
-80.15831
null
5G_advanced
23.648233
true
155,713
2025-04-21T23:55:22.474562
user_75
4,194.504358
9,829.070418
0.1
-1.262127
cell_4_9
-88.604516
false
null
stationary
23
0.492174
-92.84503
null
5G_advanced
26.313291
true
1,944,193
2025-04-21T23:55:32.474562
user_43
1,147.771791
857.488411
0.402503
3.302807
cell_1_1
-76.247569
false
null
commuter
23
0.343327
-83.588032
null
5G_premium
27.332654
true
1,114,754
2025-04-21T23:55:32.474562
user_41
2,477.006155
2,384.437032
0.355402
4.675554
cell_2_2
-85.744095
true
cell_2_3
commuter
23
0.320011
-85.645455
null
5G_advanced
18.974266
true
1,062,914
2025-04-21T23:55:32.474562
user_91
9,418.492242
1,746.741723
1.378056
2.07586
cell_9_2
-83.788983
false
null
random_walk
23
0.479046
-89.626044
null
5G_basic
26.818937
true
2,358,914
2025-04-21T23:55:32.474562
user_58
6,286.793815
6,351.23703
0.1
0.814338
cell_6_6
-83.130614
false
null
stationary
23
0.476066
-88.323409
null
5G_advanced
21.456352
true
1,503,554
2025-04-21T23:55:32.474562
user_10
7,521.898948
8,646.64798
0.1
3.239392
cell_8_9
-85.483136
true
cell_8_8
stationary
23
0.468565
-92.723017
null
5G_advanced
19.985049
true
259,394
2025-04-21T23:55:32.474562
user_53
1,391.583838
1,305.473992
0.453131
4.153977
cell_1_1
-83.920851
false
null
commuter
23
0.330148
-83.716677
null
5G_premium
25.046109
true
1,373,954
2025-04-21T23:55:32.474562
user_97
2,828.71816
9,974.574519
1.801535
-0.108778
cell_3_9
-89.908417
false
null
random_walk
23
0.340419
-91.295185
null
5G_basic
14.732696
true
2,514,434
2025-04-21T23:55:32.474562
user_71
8,566.051843
6,617.036369
0.1
4.001536
cell_9_7
-85.250087
true
cell_8_7
stationary
23
0.463228
-91.072641
null
5G_advanced
27.540712
true
1,840,514
2025-04-21T23:55:32.474562
user_0
6,077.342371
5,771.665197
1.004381
-0.158494
cell_6_6
-77.643153
false
null
random_walk
23
0.406226
-80.058643
null
5G_advanced
12.303962
true
194
2025-04-21T23:55:32.474562
user_34
212.143286
0
10.542891
4.966644
cell_0_0
-76.532586
false
null
high_mobility
23
0.405715
-82.549012
null
5G_basic
22.957031
true
881,474
2025-04-21T23:55:32.474562
user_92
9,855.674281
7,844.396995
0.1
1.632523
cell_9_8
-88.787462
false
null
stationary
23
0.461092
-94.687248
null
5G_advanced
11.791349
true
2,384,834
2025-04-21T23:55:32.474562
user_74
2,382.966217
6,374.062251
0.1
5.441892
cell_2_6
-84.572545
false
null
stationary
23
0.333576
-88.449741
null
5G_advanced
27.317598
true
1,918,274
2025-04-21T23:55:42.474562
user_78
280.803213
1,890.636701
0.1
4.781603
cell_0_2
-79.581374
false
null
stationary
23
0.413033
-84.224511
null
5G_basic
13.157124
true
2,021,955
2025-04-21T23:55:42.474562
user_92
9,855.612594
7,845.395091
0.1
1.632523
cell_9_8
-88.785078
false
null
stationary
23
0.404789
-93.816801
null
5G_basic
13.262229
true
2,384,835
2025-04-21T23:55:42.474562
user_85
10,000
160.257802
20.345745
6.502167
cell_9_0
-90.11013
false
null
high_mobility
23
0.367412
-89.305441
null
5G_basic
11.515348
true
2,203,395
2025-04-21T23:55:42.474562
user_54
7,110.506914
1,956.663045
1.179006
3.330628
cell_7_2
-71.48907
false
null
random_walk
23
0.375613
-75.319086
null
5G_premium
25.430811
true
1,399,875
2025-04-21T23:55:42.474562
user_4
9,504.234855
3,857.699604
0.1
1.704562
cell_9_4
-84.385458
false
null
stationary
23
0.340151
-87.589758
null
5G_advanced
15.783825
true
103,875
2025-04-21T23:55:42.474562
user_23
10,000
7,812.890029
17.447857
5.43952
cell_9_8
-90.149446
false
null
high_mobility
23
0.32451
-95.425775
null
5G_advanced
23.244258
true
596,355
2025-04-21T23:55:42.474562
user_59
6,473.529295
6,997.052779
1.572287
2.145954
cell_6_7
-83.507105
false
null
random_walk
23
0.473633
-91.401653
null
5G_basic
26.068961
true
1,529,475
2025-04-21T23:55:42.474562
user_10
7,520.903727
8,646.550337
0.1
3.239392
cell_8_9
-85.495671
true
cell_7_9
stationary
23
0.486902
-93.928416
null
5G_advanced
29.987851
true
259,395
2025-04-21T23:55:52.474562
user_99
1,218.470579
452.073931
0.1
2.029006
cell_1_0
-84.015732
false
null
stationary
23
0.394832
-88.580452
null
5G_basic
23.901507
true
2,566,276
2025-04-21T23:55:52.474562
user_15
9,923.344124
3,897.820184
0.1
3.403916
cell_9_4
-89.360134
false
null
stationary
23
0.441845
-98.669156
null
5G_premium
10.104592
true
388,996
2025-04-21T23:55:52.474562
user_27
4,924.912551
9,729.054105
0.1
4.316655
cell_5_9
-87.301021
false
null
stationary
23
0.365093
-91.302776
null
5G_advanced
11.297618
true
700,036
2025-04-21T23:55:52.474562
user_89
638.586998
0
17.235993
4.376878
cell_1_0
-81.160075
false
null
high_mobility
23
0.395917
-88.100987
null
5G_premium
26.199985
true
2,307,076
2025-04-21T23:55:52.474562
user_76
593.836227
176.739086
0.019411
3.766969
cell_1_0
-82.927117
false
null
commuter
23
0.451148
-85.46374
null
5G_premium
26.012181
true
1,970,116
2025-04-21T23:55:52.474562
user_22
3,456.476082
10,000
28.210266
1.195972
cell_3_9
-90.822001
false
null
high_mobility
23
0.493923
-99.734479
null
5G_advanced
28.653159
true
570,436
2025-04-21T23:55:52.474562
user_87
1,953.869337
6,868.224425
0.1
2.000984
cell_2_7
-72.898751
false
null
stationary
23
0.388357
-73.388901
null
5G_premium
24.395122
true
2,255,236
2025-04-21T23:55:52.474562
user_51
763.751395
2,629.506815
0.244868
5.248443
cell_1_3
-82.857341
false
null
commuter
23
0.394647
-88.266919
null
5G_basic
23.002487
true
1,322,116
2025-04-21T23:55:52.474562
user_53
1,386.782104
1,297.788008
0.453131
4.153977
cell_1_1
-83.770841
false
null
commuter
23
0.322082
-91.326527
null
5G_basic
23.195794
true
1,373,956
2025-04-21T23:55:52.474562
user_57
2,677.843463
2,775.0753
0.171825
3.495122
cell_3_3
-81.885797
false
null
commuter
23
0.471162
-84.009362
null
5G_premium
21.439808
true
1,477,636
2025-04-21T23:55:52.474562
user_33
6,908.967967
6,178.823562
0.809206
2.373262
cell_7_6
-76.049244
false
null
random_walk
23
0.444659
-82.87453
null
5G_premium
11.103558
true
855,556
2025-04-21T23:55:52.474562
user_31
0
9,073.460162
1.534158
2.504133
cell_0_9
-67.321038
false
null
random_walk
23
0.407459
-72.630054
null
5G_basic
17.378151
true
803,716
2025-04-21T23:55:52.474562
user_92
9,855.655007
7,846.394191
0.1
1.528371
cell_9_8
-88.783725
false
null
stationary
23
0.499038
-95.638007
null
5G_basic
29.772656
true
2,384,836
2025-04-21T23:55:52.474562
user_44
1,367.008891
1,851.291862
0.192164
4.999983
cell_1_2
-81.953727
false
null
commuter
23
0.470121
-85.878259
null
5G_premium
25.593534
true
1,140,676
2025-04-21T23:55:52.474562
user_71
8,564.746882
6,615.520758
0.1
4.001536
cell_9_7
-85.279772
true
cell_8_7
stationary
23
0.331331
-90.921701
null
5G_basic
23.118682
true
1,840,516
2025-04-21T23:55:52.474562
user_18
0
10,000
23.002668
2.296743
cell_0_9
-90
false
null
high_mobility
23
0.439609
-92.378141
null
5G_advanced
16.98676
true
466,756
2025-04-21T23:56:02.474562
user_56
0
9,638.410446
11.599227
3.288658
cell_0_9
-86.102
false
null
high_mobility
23
0.316168
-85.189176
null
5G_premium
17.262003
true
1,451,717
2025-04-21T23:56:02.474562
user_27
4,924.527065
9,728.131391
0.1
4.316655
cell_5_9
-87.290606
false
null
stationary
23
0.460609
-93.4016
null
5G_basic
18.249144
true
700,037
2025-04-21T23:56:02.474562
user_45
6,858.595244
3,931.515956
1.335849
6.906362
cell_7_4
-73.924396
false
null
random_walk
23
0.465541
-81.417551
null
5G_basic
26.867254
true
1,166,597
2025-04-21T23:56:02.474562
user_10
7,518.913284
8,646.35505
0.1
3.239392
cell_8_9
-85.520707
true
cell_7_8
stationary
23
0.330034
-85.664048
null
5G_advanced
28.166459
true
259,397
2025-04-21T23:56:02.474562
user_39
1,103.838165
10,000
14.461532
2.658171
cell_1_9
-90.046577
false
null
high_mobility
23
0.390741
-94.97249
null
5G_premium
28.388162
true
1,011,077
2025-04-21T23:56:02.474562
user_9
952.996109
5,569.940478
0.1
5.993745
cell_1_6
-82.722143
false
null
stationary
23
0.301405
-89.936788
null
5G_basic
20.423172
true
233,477
2025-04-21T23:56:02.474562
user_24
572.887498
879.253685
0.114412
4.934009
cell_1_1
-82.944767
false
null
commuter
23
0.464177
-87.958518
null
5G_premium
29.751279
true
622,277
2025-04-21T23:56:02.474562
user_36
7,591.1736
10,000
25.014151
1.633004
cell_8_9
-90.671226
false
null
high_mobility
23
0.322819
-89.991642
null
5G_premium
13.798612
true
933,317
2025-04-21T23:56:12.474562
user_24
573.138986
878.13755
0.114412
4.934009
cell_1_1
-82.946002
false
null
commuter
23
0.494195
-91.994134
null
5G_basic
27.85382
true
622,278
2025-04-21T23:56:12.474562
user_10
7,517.918062
8,646.257406
0.1
3.239392
cell_8_9
-85.533208
true
cell_8_8
stationary
23
0.344233
-89.055252
null
5G_basic
10.998564
true
259,398
2025-04-21T23:56:12.474562
user_67
7,591.3268
741.827258
0.990812
3.807996
cell_8_1
-83.685973
false
null
random_walk
23
0.416423
-84.697866
null
5G_basic
14.945651
true
1,736,838
2025-04-21T23:56:12.474562
user_91
9,391.820614
1,794.981609
1.378056
2.07586
cell_9_2
-82.91271
false
null
random_walk
23
0.365058
-84.891519
null
5G_premium
24.796497
true
2,358,918
2025-04-21T23:56:12.474562
user_7
4,313.083147
10,000
17.618365
2.375187
cell_4_9
-90.406107
false
null
high_mobility
23
0.441472
-92.091789
null
5G_basic
13.038586
true
181,638
2025-04-21T23:56:12.474562
user_94
985.963353
0
1.268291
4.39056
cell_1_0
-52.945268
false
null
random_walk
23
0.388979
-54.942102
null
5G_premium
29.0188
true
2,436,678
2025-04-21T23:56:12.474562
user_69
0
1,605.656952
0.346632
3.024431
cell_0_2
-81.917484
false
null
commuter
23
0.356742
-81.78212
null
5G_advanced
17.303735
true
1,788,678
2025-04-21T23:56:12.474562
user_48
0
8,224.927385
24.192339
3.267474
cell_0_8
-77.040847
false
null
high_mobility
23
0.311757
-83.589364
null
5G_advanced
14.291628
true
1,244,358
2025-04-21T23:56:12.474562
user_30
2,053.367109
7,939.016007
0.1
2.295395
cell_2_8
-68.173734
false
null
stationary
23
0.402357
-75.199572
null
5G_advanced
11.542995
true
777,798
2025-04-21T23:56:12.474562
user_41
2,475.84379
2,370.340586
0.355402
4.804541
cell_2_2
-85.605993
true
cell_3_3
commuter
23
0.313575
-85.333064
null
5G_basic
26.704042
true
1,062,918
2025-04-21T23:56:12.474562
user_21
6,851.369484
1,604.706769
1.985693
6.250402
cell_7_2
-82.512677
false
null
random_walk
23
0.309454
-84.578588
null
5G_basic
29.533148
true
544,518
2025-04-21T23:56:22.474562
user_99
1,217.143548
454.764468
0.1
2.029006
cell_1_0
-84.047688
false
null
stationary
23
0.435484
-87.392257
null
5G_basic
17.110896
true
2,566,279
2025-04-21T23:56:22.474562
user_36
7,658.249676
10,000
25.014151
1.405913
cell_8_9
-90.479728
false
null
high_mobility
23
0.333645
-90.779615
null
5G_basic
23.786995
true
933,319
2025-04-21T23:56:22.474562
user_50
570.255272
1,224.680023
0.276909
-0.398348
cell_1_1
-83.713665
false
null
commuter
23
0.461701
-90.403316
null
5G_advanced
26.770769
true
1,296,199
2025-04-21T23:56:22.474562
user_21
6,869.766205
1,597.232923
1.985693
5.897294
cell_7_2
-82.532948
false
null
random_walk
23
0.38265
-83.473314
null
5G_basic
16.756623
true
544,519
2025-04-21T23:56:22.474562
user_10
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2025-04-21T23:56:22.474562
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2025-04-21T23:56:22.474562
user_20
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2025-04-21T23:56:22.474562
user_29
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2025-04-21T23:56:22.474562
user_32
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5G_advanced
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2025-04-21T23:56:22.474562
user_94
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2025-04-21T23:56:22.474562
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2025-04-21T23:56:22.474562
user_3
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2025-04-21T23:56:22.474562
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2025-04-21T23:56:32.474562
user_53
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2025-04-21T23:56:32.474562
user_10
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2025-04-21T23:56:32.474562
user_71
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5G_basic
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2025-04-21T23:56:32.474562
user_65
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2025-04-21T23:56:32.474562
user_48
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2025-04-21T23:56:32.474562
user_83
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2025-04-21T23:56:32.474562
user_69
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2025-04-21T23:56:32.474562
user_96
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2025-04-21T23:56:32.474562
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5G_advanced
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2025-04-21T23:56:32.474562
user_3
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2025-04-21T23:56:32.474562
user_20
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2025-04-21T23:56:32.474562
user_29
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2025-04-21T23:56:32.474562
user_1
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2025-04-21T23:56:32.474562
user_41
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2025-04-21T23:56:32.474562
user_45
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2025-04-21T23:56:42.474562
user_97
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2025-04-21T23:56:42.474562
user_26
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2025-04-21T23:56:42.474562
user_45
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5G_basic
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2025-04-21T23:56:42.474562
user_13
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2025-04-21T23:56:42.474562
user_72
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2025-04-21T23:56:42.474562
user_41
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5G_basic
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2025-04-21T23:56:42.474562
user_50
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2025-04-21T23:56:42.474562
user_10
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2025-04-21T23:56:42.474562
user_65
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cell_3_3
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5G_advanced
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2025-04-21T23:56:42.474562
user_21
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