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
2025-04-21T23:29:32.474562
user_59
7,720.385818
7,858.610938
1.572287
5.171905
cell_8_8
-79.920007
false
null
random_walk
23
0.342817
-82.423348
null
5G_basic
10.208808
true
1,529,318
2025-04-21T23:29:32.474562
user_89
6,454.521123
4,328.808717
17.235993
4.123259
cell_6_4
-84.979031
true
cell_6_5
high_mobility
23
0.476067
-86.620191
null
5G_basic
18.505776
true
2,306,918
2025-04-21T23:29:32.474562
user_31
544.935829
7,347.466511
1.534158
3.796043
cell_1_7
-85.156306
true
cell_0_8
random_walk
23
0.345957
-90.282009
null
5G_premium
16.256981
true
803,558
2025-04-21T23:29:32.474562
user_95
1,296.845561
2,091.550038
0.049833
5.784824
cell_1_2
-79.845214
false
null
commuter
23
0.435811
-82.840023
null
5G_basic
14.61202
true
2,462,438
2025-04-21T23:29:32.474562
user_23
10,000
641.468111
17.447857
5.714754
cell_9_1
-90.525189
false
null
high_mobility
23
0.438685
-90.400367
null
5G_premium
27.248528
true
596,198
2025-04-21T23:29:32.474562
user_7
10,000
9,665.993716
17.618365
1.458387
cell_9_9
-91.594311
false
null
high_mobility
23
0.479866
-96.74849
null
5G_basic
19.999302
true
181,478
2025-04-21T23:29:32.474562
user_48
7,747.177632
0
24.192339
5.2778
cell_8_0
-78.05631
false
null
high_mobility
23
0.425379
-82.011052
null
5G_premium
26.359033
true
1,244,198
2025-04-21T23:29:32.474562
user_67
9,060.813469
776.844895
0.990812
2.784921
cell_9_1
-77.283252
false
null
random_walk
23
0.337808
-80.709041
null
5G_advanced
26.734063
true
1,736,678
2025-04-21T23:29:32.474562
user_88
10,000
2,769.476207
26.519605
6.540186
cell_9_3
-90.224866
false
null
high_mobility
23
0.327813
-90.071253
null
5G_premium
21.201899
true
2,280,998
2025-04-21T23:29:32.474562
user_34
1,154.929695
0
10.542891
3.980239
cell_1_0
-73.802693
false
null
high_mobility
23
0.466309
-82.888742
null
5G_basic
19.153253
true
881,318
2025-04-21T23:29:32.474562
user_70
1,362.310369
1,914.164868
0.1
5.389246
cell_1_2
-81.418775
false
null
stationary
23
0.39244
-89.239496
null
5G_advanced
27.048919
true
1,814,438
2025-04-21T23:29:42.474562
user_94
1,638.200472
542.709415
1.268291
4.578398
cell_2_1
-85.314963
true
cell_1_1
random_walk
23
0.401248
-89.511724
null
5G_premium
16.185785
true
2,436,519
2025-04-21T23:29:42.474562
user_58
6,234.795459
6,211.836643
0.1
1.4154
cell_6_6
-80.000159
false
null
stationary
23
0.494062
-80.590893
null
5G_premium
14.755191
true
1,503,399
2025-04-21T23:29:42.474562
user_5
2,154.768407
2,474.17296
0.515749
6.037879
cell_2_2
-83.958386
true
cell_2_3
random_walk
23
0.482826
-87.766302
null
5G_premium
28.793028
true
129,639
2025-04-21T23:29:42.474562
user_52
4,677.98908
2,741.362702
0.1
2.102042
cell_5_3
-82.31939
false
null
stationary
23
0.489944
-84.306595
null
5G_advanced
29.422559
true
1,347,879
2025-04-21T23:29:42.474562
user_32
1,435.095908
1,309.172692
23.080687
3.718092
cell_1_1
-84.546867
false
null
high_mobility
23
0.499833
-88.652611
null
5G_basic
15.65437
true
829,479
2025-04-21T23:29:42.474562
user_0
5,565.716541
4,620.379443
1.004381
1.174618
cell_6_5
-85.220709
false
null
random_walk
23
0.441984
-88.158612
null
5G_advanced
23.260283
true
39
2025-04-21T23:29:42.474562
user_24
437.866782
926.790637
0.114412
4.874258
cell_0_1
-82.946578
false
null
commuter
23
0.356792
-82.457499
null
5G_basic
11.940715
true
622,119
2025-04-21T23:29:42.474562
user_80
9,500.574982
6,510.246892
15.370997
6.033249
cell_9_7
-86.905801
true
cell_9_6
high_mobility
23
0.39804
-95.21296
null
5G_basic
20.437543
false
2,073,639
2025-04-21T23:29:42.474562
user_74
2,326.331
6,504.494828
0.1
4.260184
cell_2_7
-85.46564
true
cell_3_7
stationary
23
0.470026
-87.922084
null
5G_premium
27.255382
true
1,918,119
2025-04-21T23:29:42.474562
user_71
8,637.519579
6,538.971877
0.1
1.565456
cell_9_7
-85.364814
true
cell_8_6
stationary
23
0.496926
-87.554323
null
5G_advanced
14.855885
true
1,840,359
2025-04-21T23:29:42.474562
user_62
1,695.861279
9,409.008584
1.292335
2.832824
cell_2_9
-84.146197
false
null
random_walk
23
0.345606
-87.019683
null
5G_basic
16.45871
true
1,607,079
2025-04-21T23:29:52.474562
user_28
9,338.351213
1,675.605261
0.1
2.857268
cell_9_2
-83.418567
false
null
stationary
23
0.345891
-85.280692
null
5G_advanced
16.675479
true
725,800
2025-04-21T23:29:52.474562
user_74
2,325.89405
6,503.595342
0.1
4.260184
cell_2_7
-85.473125
true
cell_3_6
stationary
23
0.454022
-86.133273
null
5G_advanced
29.175833
true
1,918,120
2025-04-21T23:29:52.474562
user_68
5,610.866204
588.516595
12.648212
6.853703
cell_6_1
-85.061581
true
cell_6_0
high_mobility
23
0.405173
-86.177857
null
5G_advanced
22.227147
true
1,762,600
2025-04-21T23:29:52.474562
user_33
8,047.490088
6,064.118293
0.809206
2.222235
cell_8_6
-68.038983
false
null
random_walk
23
0.346771
-69.316735
null
5G_basic
29.735627
true
855,400
2025-04-21T23:29:52.474562
user_83
2,045.930044
2,112.442099
0.120147
4.027443
cell_2_2
-71.688743
false
null
commuter
23
0.381346
-73.761939
null
5G_premium
15.292778
true
2,151,400
2025-04-21T23:29:52.474562
user_0
5,569.592403
4,629.645283
1.004381
1.174618
cell_6_5
-85.08413
true
cell_5_4
random_walk
23
0.398585
-88.392143
null
5G_premium
10.231602
true
40
2025-04-21T23:29:52.474562
user_76
614.378485
194.969042
0.019411
3.929426
cell_1_0
-82.711836
false
null
commuter
23
0.329287
-82.573779
null
5G_advanced
27.052998
true
1,969,960
2025-04-21T23:29:52.474562
user_77
7,321.011673
2,460.622228
1.793379
0.070826
cell_7_2
-84.986156
true
cell_7_3
random_walk
23
0.351747
-88.422041
null
5G_premium
11.807549
true
1,995,880
2025-04-21T23:29:52.474562
user_60
7,123.662617
0
28.519503
3.611385
cell_7_0
-71.844769
false
null
high_mobility
23
0.329566
-70.318474
null
5G_advanced
13.729107
true
1,555,240
2025-04-21T23:29:52.474562
user_94
1,636.50616
530.140189
1.268291
4.578398
cell_2_1
-85.476468
false
null
random_walk
23
0.458243
-92.394634
null
5G_basic
15.066436
true
2,436,520
2025-04-21T23:29:52.474562
user_6
6,797.564371
1,480.478172
1.578767
5.502928
cell_7_1
-84.343125
false
null
random_walk
23
0.452787
-85.457433
null
5G_advanced
29.243861
true
155,560
2025-04-21T23:30:02.474562
user_94
1,634.811848
517.570964
1.268291
4.578398
cell_2_1
-85.635999
true
cell_2_0
random_walk
23
0.396565
-88.991226
null
5G_advanced
14.821621
true
2,436,521
2025-04-21T23:30:02.474562
user_56
10,000
8,379.204348
11.599227
0.878541
cell_9_8
-90.583485
false
null
high_mobility
23
0.371914
-94.049466
null
5G_advanced
29.881692
true
1,451,561
2025-04-21T23:30:02.474562
user_36
0
10,000
25.014151
2.842969
cell_0_9
-90
false
null
high_mobility
23
0.324268
-89.717001
null
5G_basic
22.026188
true
933,161
2025-04-21T23:30:02.474562
user_0
5,573.468266
4,638.911124
1.004381
1.174618
cell_6_5
-84.945921
true
cell_5_5
random_walk
23
0.452027
-91.217913
null
5G_premium
18.279723
true
41
2025-04-21T23:30:02.474562
user_33
8,042.583624
6,070.553201
0.809206
2.222235
cell_8_6
-68.319414
false
null
random_walk
23
0.38147
-69.528187
null
5G_basic
19.740711
true
855,401
2025-04-21T23:30:02.474562
user_51
680.487498
2,726.746339
0.244868
7.795334
cell_1_3
-82.473737
false
null
commuter
23
0.439468
-91.575019
null
5G_premium
10.022998
true
1,321,961
2025-04-21T23:30:02.474562
user_71
8,637.53026
6,540.971848
0.1
1.565456
cell_9_7
-85.341418
true
cell_8_7
stationary
23
0.462316
-91.513747
null
5G_advanced
15.239983
true
1,840,361
2025-04-21T23:30:02.474562
user_65
1,783.5098
2,481.337698
0.371624
6.451983
cell_2_2
-84.449094
true
cell_2_3
commuter
23
0.452305
-85.647096
null
5G_premium
24.287849
true
1,684,841
2025-04-21T23:30:02.474562
user_97
1,461.988613
9,007.216226
1.801535
1.765384
cell_1_9
-83.293685
false
null
random_walk
23
0.329946
-90.168724
null
5G_basic
13.918876
false
2,514,281
2025-04-21T23:30:02.474562
user_31
505.277862
7,324.110063
1.534158
3.673845
cell_1_7
-85.438165
true
cell_0_7
random_walk
23
0.431958
-93.343604
null
5G_advanced
29.785279
true
803,561
2025-04-21T23:30:02.474562
user_99
1,323.131136
368.825073
0.1
4.064016
cell_1_0
-83.81017
false
null
stationary
23
0.313173
-86.659896
null
5G_advanced
22.274515
true
2,566,121
2025-04-21T23:30:02.474562
user_74
2,325.901168
6,502.595368
0.1
4.719507
cell_2_7
-85.485404
false
null
stationary
23
0.370951
-87.649419
null
5G_basic
12.579861
true
1,918,121
2025-04-21T23:30:02.474562
user_39
7,253.4405
9,469.184288
14.461532
2.552002
cell_7_9
-84.538776
false
null
high_mobility
23
0.390183
-90.522125
null
5G_premium
17.863666
true
1,010,921
2025-04-21T23:30:12.474562
user_1
9,978.934682
10,000
24.516094
1.656827
cell_9_9
-92.918821
false
null
high_mobility
23
0.447329
-93.265143
null
5G_premium
12.720879
true
25,962
2025-04-21T23:30:12.474562
user_31
492.05854
7,316.32458
1.534158
3.673845
cell_0_7
-85.342582
true
cell_1_7
random_walk
23
0.38146
-85.443575
null
5G_premium
25.888521
true
803,562
2025-04-21T23:30:12.474562
user_16
9,391.008882
5,825.745055
0.1
1.959952
cell_9_6
-82.630505
false
null
stationary
23
0.45943
-85.528794
null
5G_premium
20.111938
true
414,762
2025-04-21T23:30:12.474562
user_85
10,000
4,984.703563
20.345745
6.334309
cell_9_5
-90.001016
false
null
high_mobility
23
0.486581
-90.378341
null
5G_premium
26.670637
true
2,203,242
2025-04-21T23:30:12.474562
user_59
7,727.385991
7,797.350447
1.572287
4.712958
cell_8_8
-80.621503
false
null
random_walk
23
0.322971
-80.903458
null
5G_advanced
12.894538
true
1,529,322
2025-04-21T23:30:12.474562
user_94
1,633.117536
505.001739
1.268291
4.578398
cell_2_1
-85.79356
true
cell_1_0
random_walk
23
0.436765
-93.597375
null
5G_advanced
22.300589
false
2,436,522
2025-04-21T23:30:12.474562
user_38
707.802249
1,315.893133
0.35115
1.219263
cell_1_1
-82.675659
false
null
commuter
23
0.331015
-90.772451
null
5G_advanced
11.542925
true
985,002
2025-04-21T23:30:12.474562
user_88
10,000
2,920.654652
26.519605
6.31404
cell_9_3
-90.027256
false
null
high_mobility
23
0.351661
-88.679267
null
5G_advanced
19.418383
true
2,281,002
2025-04-21T23:30:12.474562
user_55
2,768.171147
9,461.825363
0.1
0.302607
cell_3_9
-84.265556
false
null
stationary
23
0.392288
-92.400991
null
5G_premium
27.585062
true
1,425,642
2025-04-21T23:30:12.474562
user_54
8,732.382651
1,913.584005
1.179006
4.285871
cell_9_2
-78.981038
false
null
random_walk
23
0.387175
-84.131154
null
5G_advanced
10.415056
true
1,399,722
2025-04-21T23:30:12.474562
user_77
7,356.789337
2,463.160478
1.793379
0.070826
cell_7_2
-85.337927
false
null
random_walk
23
0.333054
-86.818315
null
5G_basic
18.489445
true
1,995,882
2025-04-21T23:30:22.474562
user_5
2,175.05466
2,472.515637
0.515749
6.36546
cell_2_2
-84.046886
false
null
random_walk
23
0.490443
-93.470739
null
5G_premium
20.137357
true
129,643
2025-04-21T23:30:22.474562
user_74
2,326.212812
6,500.619798
0.1
4.868849
cell_2_7
-85.512003
true
cell_3_6
stationary
23
0.319059
-90.660003
null
5G_premium
16.681671
true
1,918,123
2025-04-21T23:30:22.474562
user_61
8,860.089519
7,630.788602
1.64406
4.918998
cell_9_8
-81.928238
false
null
random_walk
23
0.444865
-88.248985
null
5G_advanced
26.002707
true
1,581,163
2025-04-21T23:30:22.474562
user_46
9,354.106895
4,877.013754
0.1
4.204585
cell_9_5
-81.477298
false
null
stationary
23
0.434438
-88.840371
null
5G_basic
16.243709
true
1,192,363
2025-04-21T23:30:22.474562
user_26
908.740317
0
0.162551
4.650191
cell_1_0
-69.205579
false
null
commuter
23
0.389287
-71.288258
null
5G_premium
10.395466
true
673,963
2025-04-21T23:30:22.474562
user_20
0
9,740.993458
21.487117
3.314656
cell_0_9
-87.396287
false
null
high_mobility
23
0.330964
-86.049144
null
5G_premium
26.780446
true
518,443
2025-04-21T23:30:22.474562
user_71
8,637.54094
6,542.97182
0.1
1.565456
cell_9_7
-85.317998
true
cell_9_6
stationary
23
0.441586
-91.518049
null
5G_advanced
22.098414
true
1,840,363
2025-04-21T23:30:22.474562
user_76
614.0158
194.521285
0.019411
4.236965
cell_1_0
-82.714288
false
null
commuter
23
0.454023
-84.102047
null
5G_basic
14.1347
true
1,969,963
2025-04-21T23:30:32.474562
user_82
5,763.567529
2,901.465709
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5.217413
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:32.474562
user_52
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2025-04-21T23:30:32.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
user_57
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
user_33
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2025-04-21T23:30:42.474562
user_58
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2025-04-21T23:30:42.474562
user_45
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
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2025-04-21T23:30:42.474562
user_56
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2025-04-21T23:30:52.474562
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