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
⌀
2025-04-21T23:42:22.474562
user_90
3,867.870047
2,721.492783
0.1
2.124525
cell_4_3
-79.77836
false
null
stationary
23
0.378313
-79.447058
null
5G_advanced
26.99406
true
2,332,915
2025-04-21T23:42:22.474562
user_69
201.283204
1,580.811131
0.346632
3.128081
cell_0_2
-83.349245
false
null
commuter
23
0.426859
-87.472339
null
5G_premium
21.485494
true
1,788,595
2025-04-21T23:42:22.474562
user_22
0
10,000
28.210266
1.817328
cell_0_9
-90
false
null
high_mobility
23
0.377307
-92.358672
null
5G_basic
17.582011
true
570,355
2025-04-21T23:42:22.474562
user_10
7,597.130078
8,655.247306
0.1
3.464839
cell_8_9
-84.489514
false
null
stationary
23
0.376251
-83.576176
null
5G_premium
15.542441
true
259,315
2025-04-21T23:42:22.474562
user_20
5,329.668281
10,000
21.487117
0.832971
cell_5_9
-90.448067
false
null
high_mobility
23
0.336676
-94.569146
null
5G_premium
27.747593
true
518,515
2025-04-21T23:42:22.474562
user_99
1,267.625367
392.480224
0.1
2.168601
cell_1_0
-83.534624
false
null
stationary
23
0.430659
-90.015785
null
5G_advanced
16.617267
true
2,566,195
2025-04-21T23:42:22.474562
user_37
3,731.896919
450.846586
0.1
0.530945
cell_4_0
-84.395567
false
null
stationary
23
0.414279
-84.712465
null
5G_advanced
26.579286
true
959,155
2025-04-21T23:42:22.474562
user_60
0
0
28.519503
4.558749
cell_0_0
-70
false
null
high_mobility
23
0.420466
-74.681816
null
5G_basic
29.267849
false
1,555,315
2025-04-21T23:42:22.474562
user_2
903.294223
4,462.951311
0.65883
1.820477
cell_1_4
-83.496192
false
null
random_walk
23
0.426948
-83.916117
null
5G_basic
14.887177
true
51,955
2025-04-21T23:42:22.474562
user_82
5,780.877685
2,835.799278
0.1
4.35436
cell_6_3
-78.74925
false
null
stationary
23
0.367163
-80.483513
null
5G_advanced
19.696096
true
2,125,555
2025-04-21T23:42:32.474562
user_10
7,596.181869
8,654.929659
0.1
3.464839
cell_8_9
-84.504687
false
null
stationary
23
0.498751
-89.067012
null
5G_advanced
20.245253
true
259,316
2025-04-21T23:42:32.474562
user_48
3,398.01652
0
24.192339
3.791047
cell_3_0
-81.998022
false
null
high_mobility
23
0.462431
-91.057446
null
5G_premium
16.917159
true
1,244,276
2025-04-21T23:42:32.474562
user_41
2,504.901484
2,637.394016
0.355402
5.818133
cell_3_3
-85.758868
true
cell_2_2
commuter
23
0.311061
-91.292614
null
5G_advanced
13.233191
true
1,062,836
2025-04-21T23:42:32.474562
user_65
2,045.187763
2,548.424059
0.371624
6.834774
cell_2_3
-83.137887
false
null
commuter
23
0.340423
-82.906975
null
5G_basic
22.79567
true
1,684,916
2025-04-21T23:42:32.474562
user_9
884.714897
5,542.877008
0.1
6.792419
cell_1_6
-83.468458
false
null
stationary
23
0.483286
-91.044055
null
5G_basic
10.828225
true
233,396
2025-04-21T23:42:32.474562
user_94
1,237.243894
0
1.268291
5.099187
cell_1_0
-77.503901
false
null
random_walk
23
0.448894
-83.530146
null
5G_basic
26.484928
true
2,436,596
2025-04-21T23:42:32.474562
user_93
7,538.59888
3,705.067758
0.1
-0.453079
cell_8_4
-84.769417
true
cell_7_4
stationary
23
0.425379
-87.97906
null
5G_premium
27.655371
true
2,410,676
2025-04-21T23:42:32.474562
user_80
10,000
5,353.308936
15.370997
6.199026
cell_9_5
-90.510858
false
null
high_mobility
23
0.332682
-94.032225
null
5G_advanced
23.617368
true
2,073,716
2025-04-21T23:42:32.474562
user_38
615.130972
1,536.85144
0.35115
2.010573
cell_1_2
-85.594646
true
cell_0_2
commuter
23
0.487192
-94.975926
null
5G_premium
17.917308
true
985,076
2025-04-21T23:42:32.474562
user_76
603.123422
186.731038
0.019411
3.826147
cell_1_0
-82.841588
false
null
commuter
23
0.416499
-90.944722
null
5G_basic
29.058698
false
1,970,036
2025-04-21T23:42:32.474562
user_20
5,474.207887
10,000
21.487117
0.832971
cell_5_9
-90.880911
false
null
high_mobility
23
0.479762
-94.587159
null
5G_premium
10.107329
true
518,516
2025-04-21T23:42:32.474562
user_61
8,566.143708
6,549.534595
1.64406
3.654507
cell_9_7
-85.923437
true
cell_8_7
random_walk
23
0.383612
-87.788944
null
5G_premium
20.400788
true
1,581,236
2025-04-21T23:42:32.474562
user_86
6,219.950375
2,463.309285
1.409957
4.048724
cell_6_2
-84.200113
false
null
random_walk
23
0.423505
-84.550321
null
5G_advanced
19.613
true
2,229,236
2025-04-21T23:42:32.474562
user_22
0
10,000
28.210266
1.817328
cell_0_9
-90
false
null
high_mobility
23
0.450896
-92.111357
null
5G_premium
15.681478
true
570,356
2025-04-21T23:42:32.474562
user_15
9,964.669071
3,950.347543
0.1
4.876675
cell_9_4
-89.699057
false
null
stationary
23
0.351146
-97.802336
null
5G_advanced
28.088046
true
388,916
2025-04-21T23:42:32.474562
user_17
4,788.601732
10,000
12.343482
1.532438
cell_5_9
-90.189871
false
null
high_mobility
23
0.475768
-92.809812
null
5G_advanced
27.330235
true
440,756
2025-04-21T23:42:32.474562
user_83
1,989.374377
2,137.62108
0.120147
1.21515
cell_2_2
-72.799512
false
null
commuter
23
0.392458
-72.871043
null
5G_advanced
18.766604
true
2,151,476
2025-04-21T23:42:42.474562
user_7
9,901.240517
10,000
17.618365
1.758751
cell_9_9
-92.582144
false
null
high_mobility
23
0.469118
-100.850352
null
5G_basic
26.926103
true
181,557
2025-04-21T23:42:42.474562
user_4
9,556.004877
3,815.395377
0.1
3.71733
cell_9_4
-85.35573
false
null
stationary
23
0.426515
-86.393598
null
5G_premium
28.527171
true
103,797
2025-04-21T23:42:42.474562
user_2
906.241638
4,475.794025
0.65883
1.345202
cell_1_4
-83.71383
true
cell_1_5
random_walk
23
0.49552
-86.379875
null
5G_advanced
20.945404
true
51,957
2025-04-21T23:42:42.474562
user_67
8,324.363142
972.747815
0.990812
2.509648
cell_8_1
-80.251179
false
null
random_walk
23
0.433188
-80.954696
null
5G_advanced
20.529587
true
1,736,757
2025-04-21T23:42:42.474562
user_11
2,299.980248
3,512.84095
0.1
-0.988008
cell_2_4
-85.14962
true
cell_3_3
stationary
23
0.495886
-85.582347
null
5G_advanced
25.236266
true
285,237
2025-04-21T23:42:42.474562
user_22
0
10,000
28.210266
1.817328
cell_0_9
-90
false
null
high_mobility
23
0.424174
-94.756062
null
5G_advanced
13.289078
true
570,357
2025-04-21T23:42:42.474562
user_41
2,507.210857
2,634.692567
0.355402
5.419701
cell_3_3
-85.755234
false
null
commuter
23
0.497709
-95.374858
null
5G_premium
20.207843
true
1,062,837
2025-04-21T23:42:42.474562
user_74
2,349.398741
6,435.513551
0.1
5.594589
cell_2_6
-84.938086
true
cell_3_6
stationary
23
0.31408
-84.55124
null
5G_basic
25.912945
true
1,918,197
2025-04-21T23:42:42.474562
user_31
4.38129
7,974.862829
1.534158
1.510382
cell_0_8
-58.136297
false
null
random_walk
23
0.483943
-66.358951
null
5G_advanced
19.11701
true
803,637
2025-04-21T23:42:42.474562
user_61
8,551.818711
6,541.466887
1.64406
3.654507
cell_9_7
-86.139676
true
cell_8_6
random_walk
23
0.333364
-93.51317
null
5G_premium
14.115715
false
1,581,237
2025-04-21T23:42:42.474562
user_63
0
1,004.471408
0.234159
2.470484
cell_0_1
-43.008886
false
null
commuter
23
0.406834
-44.521575
null
5G_premium
11.127741
true
1,633,077
2025-04-21T23:42:52.474562
user_74
2,350.17088
6,434.878097
0.1
5.594589
cell_2_6
-84.937906
true
cell_2_7
stationary
23
0.434558
-92.862965
null
5G_basic
10.105766
true
1,918,198
2025-04-21T23:42:52.474562
user_27
4,913.657038
9,787.403504
0.1
6.74421
cell_5_9
-87.975856
false
null
stationary
23
0.490953
-95.047893
null
5G_premium
21.440869
true
699,958
2025-04-21T23:42:52.474562
user_0
5,549.543475
5,390.724503
1.004381
1.138238
cell_6_5
-85.509333
true
cell_6_6
random_walk
23
0.462211
-91.694329
null
5G_advanced
26.2045
true
118
2025-04-21T23:42:52.474562
user_33
7,507.723277
6,109.369941
0.809206
2.904919
cell_8_6
-84.053432
false
null
random_walk
23
0.335225
-88.015354
null
5G_advanced
18.52431
true
855,478
2025-04-21T23:42:52.474562
user_61
8,537.493715
6,533.39918
1.64406
3.654507
cell_9_7
-86.3511
false
null
random_walk
23
0.410657
-87.075929
null
5G_premium
21.50261
true
1,581,238
2025-04-21T23:42:52.474562
user_81
8,639.74806
2,721.444877
0.1
3.196183
cell_9_3
-83.167552
false
null
stationary
23
0.366651
-86.488797
null
5G_premium
17.070168
true
2,099,638
2025-04-21T23:42:52.474562
user_64
0
10,000
27.642111
1.983688
cell_0_9
-90
false
null
high_mobility
23
0.34189
-96.547683
null
5G_advanced
27.606944
true
1,658,998
2025-04-21T23:42:52.474562
user_10
7,594.285451
8,654.294366
0.1
3.464839
cell_8_9
-84.534967
false
null
stationary
23
0.464352
-88.097846
null
5G_basic
11.665612
false
259,318
2025-04-21T23:43:02.474562
user_38
608.491785
1,545.030503
0.35115
2.252649
cell_1_2
-85.566352
true
cell_0_1
commuter
23
0.474427
-91.724266
null
5G_advanced
28.869536
true
985,079
2025-04-21T23:43:02.474562
user_68
10,000
2,127.908642
12.648212
6.834958
cell_9_2
-90.070478
false
null
high_mobility
23
0.465617
-90.962108
null
5G_premium
16.479213
true
1,762,679
2025-04-21T23:43:02.474562
user_42
5,957.505204
8,382.093872
0.1
1.739711
cell_6_8
-81.696789
false
null
stationary
23
0.311162
-88.858817
null
5G_basic
26.078809
true
1,088,759
2025-04-21T23:43:02.474562
user_46
9,298.332152
4,844.856765
0.1
5.088563
cell_9_5
-80.533531
false
null
stationary
23
0.463111
-86.851585
null
5G_premium
18.477968
true
1,192,439
2025-04-21T23:43:02.474562
user_60
0
0
28.519503
4.13212
cell_0_0
-70
false
null
high_mobility
23
0.352342
-70.702936
null
5G_advanced
29.40821
true
1,555,319
2025-04-21T23:43:02.474562
user_41
2,513.368252
2,631.141422
0.355402
5.760053
cell_3_3
-85.715541
true
cell_3_2
commuter
23
0.306133
-83.906445
null
5G_basic
14.486294
true
1,062,839
2025-04-21T23:43:02.474562
user_84
3,475.322655
1,762.111351
1.802339
3.950118
cell_3_2
-84.510532
true
cell_4_2
random_walk
23
0.419804
-86.349242
null
5G_advanced
21.120257
true
2,177,399
2025-04-21T23:43:02.474562
user_14
10,000
8,546.600842
28.868571
6.070747
cell_9_9
-90.811927
false
null
high_mobility
23
0.416698
-96.898581
null
5G_basic
23.128164
true
362,999
2025-04-21T23:43:02.474562
user_31
6.23387
8,005.49002
1.534158
1.510382
cell_0_8
-48.388583
false
null
random_walk
23
0.440382
-51.091805
null
5G_advanced
29.589771
true
803,639
2025-04-21T23:43:02.474562
user_11
2,301.080957
3,511.171088
0.1
-0.988008
cell_2_4
-85.179917
true
cell_3_4
stationary
23
0.465346
-93.627685
null
5G_advanced
14.63152
true
285,239
2025-04-21T23:43:12.474562
user_0
5,556.807341
5,409.411621
1.004381
1.261883
cell_6_5
-85.611463
true
cell_5_5
random_walk
23
0.354305
-85.44352
null
5G_advanced
20.330199
true
120
2025-04-21T23:43:12.474562
user_87
1,979.694382
6,799.3869
0.1
1.191516
cell_2_7
-76.091453
false
null
stationary
23
0.493791
-80.857749
null
5G_premium
26.123792
true
2,255,160
2025-04-21T23:43:12.474562
user_84
3,462.876321
1,749.075577
1.802339
3.950118
cell_3_2
-84.428207
false
null
random_walk
23
0.465168
-86.149075
null
5G_advanced
20.730624
true
2,177,400
2025-04-21T23:43:12.474562
user_41
2,516.49594
2,629.453641
0.355402
5.788342
cell_3_3
-85.694685
true
cell_3_2
commuter
23
0.392849
-88.357088
null
5G_premium
15.211883
true
1,062,840
2025-04-21T23:43:12.474562
user_26
916.798863
0
0.162551
4.205957
cell_1_0
-68.402585
false
null
commuter
23
0.379566
-68.218965
null
5G_premium
23.986213
true
674,040
2025-04-21T23:43:12.474562
user_31
7.16016
8,020.803616
1.534158
1.510382
cell_0_8
-56.848977
false
null
random_walk
23
0.430467
-62.908445
null
5G_advanced
24.873715
true
803,640
2025-04-21T23:43:12.474562
user_13
0
7,195.976794
0.1
3.482896
cell_0_7
-75.844093
false
null
stationary
23
0.371143
-79.252998
null
5G_advanced
24.366571
true
337,080
2025-04-21T23:43:12.474562
user_50
368.282838
1,226.889103
0.276909
0.206135
cell_0_1
-82.720991
false
null
commuter
23
0.400999
-88.300864
null
5G_advanced
20.724011
true
1,296,120
2025-04-21T23:43:12.474562
user_91
8,866.665769
1,039.72395
1.378056
0.414136
cell_9_1
-72.868158
false
null
random_walk
23
0.434754
-74.57264
null
5G_basic
22.327664
true
2,358,840
2025-04-21T23:43:12.474562
user_75
4,200.679493
9,897.784329
0.1
-1.025375
cell_4_9
-89.275187
false
null
stationary
23
0.346621
-93.782649
null
5G_basic
18.508284
true
1,944,120
2025-04-21T23:43:12.474562
user_62
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2025-04-21T23:43:12.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:22.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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2025-04-21T23:43:32.474562
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