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
2025-04-21T23:30:52.474562
user_30
1,981.46333
7,841.469938
0.1
0.571699
cell_2_8
-74.061208
false
null
stationary
23
0.489327
-77.006757
null
5G_advanced
27.912524
true
777,646
2025-04-21T23:30:52.474562
user_50
184.976265
1,167.828106
0.276909
0.636408
cell_0_1
-77.950627
false
null
commuter
23
0.446662
-79.287097
null
5G_basic
19.320783
true
1,296,046
2025-04-21T23:30:52.474562
user_69
420.675211
1,494.258374
0.346632
2.670241
cell_0_1
-86.245492
true
cell_0_2
commuter
23
0.317369
-92.81027
null
5G_basic
23.633353
true
1,788,526
2025-04-21T23:30:52.474562
user_91
8,047.223928
576.471504
1.378056
0.655072
cell_8_1
-82.591314
false
null
random_walk
23
0.380941
-85.921393
null
5G_advanced
12.057166
true
2,358,766
2025-04-21T23:30:52.474562
user_82
5,764.050527
2,899.552212
0.1
4.796715
cell_6_3
-78.179744
false
null
stationary
23
0.38286
-84.138273
null
5G_advanced
20.788832
true
2,125,486
2025-04-21T23:30:52.474562
user_76
613.749263
194.003545
0.019411
4.236965
cell_1_0
-82.714397
false
null
commuter
23
0.420411
-83.198342
null
5G_basic
16.057632
true
1,969,966
2025-04-21T23:30:52.474562
user_10
7,630.189124
8,706.236738
0.1
4.160527
cell_8_9
-83.484157
false
null
stationary
23
0.41487
-88.119597
null
5G_advanced
29.420957
true
259,246
2025-04-21T23:30:52.474562
user_77
7,428.376699
2,461.104448
1.793379
-0.061844
cell_7_2
-85.978311
true
cell_7_3
random_walk
23
0.475313
-94.030554
null
5G_basic
23.33771
true
1,995,886
2025-04-21T23:30:52.474562
user_87
2,004.398735
6,752.093934
0.1
3.489057
cell_2_7
-77.88711
false
null
stationary
23
0.473734
-82.303006
null
5G_advanced
27.025297
true
2,255,086
2025-04-21T23:30:52.474562
user_70
1,367.321137
1,907.928507
0.1
5.389246
cell_1_2
-81.565551
false
null
stationary
23
0.31339
-89.16271
null
5G_advanced
15.240791
true
1,814,446
2025-04-21T23:30:52.474562
user_97
1,446.86778
9,094.908675
1.801535
1.614625
cell_1_9
-83.195193
false
null
random_walk
23
0.376203
-90.617873
null
5G_premium
19.345183
true
2,514,286
2025-04-21T23:30:52.474562
user_40
9,368.268795
4,941.896769
1.503308
2.314746
cell_9_5
-81.430082
false
null
random_walk
23
0.41844
-88.543858
null
5G_premium
28.229895
true
1,036,846
2025-04-21T23:30:52.474562
user_16
9,390.335308
5,829.655828
0.1
1.66901
cell_9_6
-82.585865
false
null
stationary
23
0.33652
-83.800258
null
5G_advanced
10.366532
true
414,766
2025-04-21T23:30:52.474562
user_88
10,000
3,439.758341
26.519605
6.794539
cell_9_3
-90.767814
false
null
high_mobility
23
0.333194
-90.137338
null
5G_premium
22.319602
true
2,281,006
2025-04-21T23:31:02.474562
user_71
8,637.310645
6,546.905932
0.1
1.787526
cell_9_7
-85.274208
true
cell_8_6
stationary
23
0.399621
-87.332458
null
5G_basic
17.907111
true
1,840,367
2025-04-21T23:31:02.474562
user_52
4,677.076679
2,749.207253
0.1
1.522297
cell_5_3
-82.231752
false
null
stationary
23
0.47755
-84.545823
null
5G_basic
15.462771
true
1,347,887
2025-04-21T23:31:02.474562
user_61
8,873.580139
7,566.424807
1.64406
4.918998
cell_9_8
-83.095651
false
null
random_walk
23
0.497787
-87.085784
null
5G_premium
10.956904
true
1,581,167
2025-04-21T23:31:02.474562
user_74
2,327.064323
6,496.753431
0.1
4.785903
cell_2_6
-85.486781
true
cell_3_6
stationary
23
0.463859
-87.522769
null
5G_advanced
17.328614
true
1,918,127
2025-04-21T23:31:02.474562
user_53
1,963.219981
1,312.85812
0.453131
1.935775
cell_2_1
-79.96656
false
null
commuter
23
0.426947
-80.539674
null
5G_basic
14.495651
true
1,373,807
2025-04-21T23:31:02.474562
user_85
10,000
4,978.608183
20.345745
6.046622
cell_9_5
-90.001987
false
null
high_mobility
23
0.483759
-93.056971
null
5G_advanced
11.860875
true
2,203,247
2025-04-21T23:31:12.474562
user_0
5,569.64535
4,707.822644
1.004381
1.746553
cell_6_5
-84.32284
false
null
random_walk
23
0.341232
-88.230864
null
5G_advanced
16.780633
true
48
2025-04-21T23:31:12.474562
user_93
7,474.896459
3,722.400366
0.1
-0.20485
cell_7_4
-84.80852
true
cell_8_4
stationary
23
0.303337
-85.772625
null
5G_basic
23.863966
true
2,410,608
2025-04-21T23:31:12.474562
user_59
7,743.834697
7,705.120233
1.572287
4.732012
cell_8_8
-81.834826
false
null
random_walk
23
0.311529
-85.30453
null
5G_basic
20.607481
true
1,529,328
2025-04-21T23:31:12.474562
user_94
1,620.07536
430.324907
1.268291
4.343718
cell_2_0
-85.178848
true
cell_1_0
random_walk
23
0.324295
-88.86382
null
5G_advanced
20.398094
false
2,436,528
2025-04-21T23:31:12.474562
user_13
57.146372
7,202.508631
0.1
3.584485
cell_0_7
-76.46163
false
null
stationary
23
0.373311
-77.505565
null
5G_basic
14.160237
true
337,008
2025-04-21T23:31:12.474562
user_63
0
918.892943
0.234159
3.607015
cell_0_1
-68.181173
false
null
commuter
23
0.494922
-70.602448
null
5G_advanced
24.758106
true
1,633,008
2025-04-21T23:31:12.474562
user_58
6,236.188406
6,220.728196
0.1
1.4154
cell_6_6
-80.191408
false
null
stationary
23
0.348436
-83.567733
null
5G_premium
20.230302
true
1,503,408
2025-04-21T23:31:12.474562
user_8
2,959.686
6,219.841115
0.1
2.286845
cell_3_6
-76.985819
false
null
stationary
23
0.471856
-86.652758
null
5G_premium
26.83157
true
207,408
2025-04-21T23:31:12.474562
user_68
6,569.920586
507.055104
12.648212
5.976873
cell_7_1
-86.314062
true
cell_7_0
high_mobility
23
0.377304
-90.747792
null
5G_premium
13.60899
true
1,762,608
2025-04-21T23:31:12.474562
user_83
2,039.901688
2,105.008197
0.120147
3.786464
cell_2_2
-71.010203
false
null
commuter
23
0.498124
-71.987244
null
5G_advanced
23.44294
true
2,151,408
2025-04-21T23:31:12.474562
user_46
9,351.050185
4,873.189557
0.1
3.786816
cell_9_5
-81.440045
false
null
stationary
23
0.446308
-82.742458
null
5G_premium
21.118621
false
1,192,368
2025-04-21T23:31:22.474562
user_9
824.582347
5,530.998984
0.1
5.603731
cell_1_6
-83.99212
true
cell_1_5
stationary
23
0.399451
-91.194231
null
5G_basic
29.714494
true
233,329
2025-04-21T23:31:22.474562
user_37
3,762.733562
435.754223
0.1
3.37464
cell_4_0
-83.912477
false
null
stationary
23
0.436056
-90.237944
null
5G_premium
12.182643
true
959,089
2025-04-21T23:31:22.474562
user_71
8,636.880571
6,548.859144
0.1
1.787526
cell_9_7
-85.255421
true
cell_8_7
stationary
23
0.450782
-86.916546
null
5G_basic
24.066187
true
1,840,369
2025-04-21T23:31:22.474562
user_18
0
7,293.799431
23.002668
2.156699
cell_0_7
-79.361019
false
null
high_mobility
23
0.438167
-85.958436
null
5G_premium
21.810531
true
466,609
2025-04-21T23:31:22.474562
user_68
6,684.516919
453.525604
12.648212
5.846191
cell_7_0
-84.846059
true
cell_6_1
high_mobility
23
0.441048
-87.067403
null
5G_premium
17.102673
true
1,762,609
2025-04-21T23:31:22.474562
user_49
2,388.894668
8,258.40497
0.1
2.161753
cell_2_8
-83.384808
false
null
stationary
23
0.348766
-81.97514
null
5G_premium
11.425934
false
1,270,129
2025-04-21T23:31:22.474562
user_10
7,628.616302
8,703.68209
0.1
4.160527
cell_8_9
-83.535896
false
null
stationary
23
0.425467
-85.552217
null
5G_premium
12.454502
true
259,249
2025-04-21T23:31:22.474562
user_93
7,475.875551
3,722.196945
0.1
-0.20485
cell_7_4
-84.823477
true
cell_8_4
stationary
23
0.385407
-88.623884
null
5G_basic
24.248529
true
2,410,609
2025-04-21T23:31:22.474562
user_12
327.74525
1,394.223793
0.18156
2.922271
cell_0_1
-84.196739
false
null
commuter
23
0.308306
-85.041673
null
5G_premium
27.633463
true
311,089
2025-04-21T23:31:22.474562
user_2
1,172.304916
4,128.101496
0.65883
2.291843
cell_1_4
-76.636913
false
null
random_walk
23
0.314483
-80.237196
null
5G_basic
27.731788
true
51,889
2025-04-21T23:31:22.474562
user_74
2,327.41371
6,494.794957
0.1
4.991956
cell_2_6
-85.465695
true
cell_3_6
stationary
23
0.405596
-89.355046
null
5G_advanced
29.208473
false
1,918,129
2025-04-21T23:31:32.474562
user_71
8,636.665534
6,549.83575
0.1
1.787526
cell_9_7
-85.246035
true
cell_9_6
stationary
23
0.360501
-84.019477
null
5G_advanced
21.351222
true
1,840,370
2025-04-21T23:31:32.474562
user_93
7,476.854642
3,721.993525
0.1
-0.20485
cell_7_4
-84.83841
true
cell_7_3
stationary
23
0.490799
-85.03112
null
5G_premium
13.814587
true
2,410,610
2025-04-21T23:31:32.474562
user_97
1,443.710416
9,166.900852
1.801535
1.614625
cell_1_9
-83.516704
false
null
random_walk
23
0.349044
-85.079162
null
5G_basic
10.301297
true
2,514,290
2025-04-21T23:31:32.474562
user_87
2,000.45601
6,751.419457
0.1
3.311021
cell_2_7
-77.909357
false
null
stationary
23
0.47301
-84.935222
null
5G_basic
12.318848
true
2,255,090
2025-04-21T23:31:32.474562
user_77
7,499.974739
2,456.670907
1.793379
-0.061844
cell_7_2
-86.613612
true
cell_8_2
random_walk
23
0.403057
-87.144856
null
5G_advanced
16.213698
true
1,995,890
2025-04-21T23:31:32.474562
user_94
1,610.934126
406.663497
1.268291
4.343718
cell_2_0
-85.007131
true
cell_2_1
random_walk
23
0.47882
-92.506863
null
5G_advanced
29.009583
true
2,436,530
2025-04-21T23:31:32.474562
user_6
6,944.752308
1,425.073677
1.578767
5.966869
cell_7_1
-82.642036
false
null
random_walk
23
0.333477
-86.543905
null
5G_basic
11.370875
true
155,570
2025-04-21T23:31:32.474562
user_50
194.736064
1,172.742619
0.276909
0.608438
cell_0_1
-78.309872
false
null
commuter
23
0.451087
-82.089976
null
5G_premium
11.183531
true
1,296,050
2025-04-21T23:31:32.474562
user_74
2,328.007139
6,493.99007
0.1
5.347701
cell_2_6
-85.460672
true
cell_2_7
stationary
23
0.489641
-85.948097
null
5G_advanced
21.445453
true
1,918,130
2025-04-21T23:31:32.474562
user_92
9,968.537901
7,785.487131
0.1
3.367591
cell_9_8
-89.93031
false
null
stationary
23
0.404903
-90.228012
null
5G_premium
15.002601
true
2,384,690
2025-04-21T23:31:32.474562
user_49
2,388.337512
8,259.235378
0.1
2.161753
cell_2_8
-83.384744
false
null
stationary
23
0.422767
-88.095985
null
5G_basic
21.580445
true
1,270,130
2025-04-21T23:31:42.474562
user_49
2,387.780356
8,260.065787
0.1
2.161753
cell_2_8
-83.384721
false
null
stationary
23
0.414874
-83.569581
null
5G_premium
16.242685
true
1,270,131
2025-04-21T23:31:42.474562
user_14
10,000
5,611.201563
28.868571
6.362162
cell_9_6
-90.611373
false
null
high_mobility
23
0.421501
-92.046297
null
5G_advanced
26.948169
true
362,931
2025-04-21T23:31:42.474562
user_93
7,477.833734
3,721.790105
0.1
-0.20485
cell_7_4
-84.853321
true
cell_8_3
stationary
23
0.467077
-92.724039
null
5G_basic
11.924174
true
2,410,611
2025-04-21T23:31:42.474562
user_79
2,749.154349
3,940.281205
1.790238
3.014022
cell_3_4
-78.227555
false
null
random_walk
23
0.395731
-79.22742
null
5G_basic
26.946662
true
2,047,731
2025-04-21T23:31:42.474562
user_1
9,342.388537
10,000
24.516094
2.351783
cell_9_9
-90.481426
false
null
high_mobility
23
0.301568
-89.272199
null
5G_advanced
27.042781
true
25,971
2025-04-21T23:31:42.474562
user_71
8,636.450496
6,550.812355
0.1
1.787526
cell_9_7
-85.236656
true
cell_9_6
stationary
23
0.345964
-86.228383
null
5G_advanced
21.640228
true
1,840,371
2025-04-21T23:31:42.474562
user_94
1,606.363509
394.832792
1.268291
4.343718
cell_2_0
-84.925406
true
cell_2_1
random_walk
23
0.347005
-90.58774
null
5G_premium
24.64998
true
2,436,531
2025-04-21T23:31:42.474562
user_74
2,328.256522
6,493.021665
0.1
4.964432
cell_2_6
-85.450877
true
cell_3_7
stationary
23
0.479021
-91.047935
null
5G_premium
20.380176
true
1,918,131
2025-04-21T23:31:42.474562
user_2
1,163.606114
4,137.998637
0.65883
2.291843
cell_1_4
-76.609658
false
null
random_walk
23
0.341332
-84.593589
null
5G_advanced
23.812778
true
51,891
2025-04-21T23:31:42.474562
user_15
9,963.985929
4,014.334531
0.1
4.484376
cell_9_4
-89.682374
false
null
stationary
23
0.427339
-95.858255
null
5G_advanced
20.11708
true
388,851
2025-04-21T23:31:52.474562
user_71
8,636.235459
6,551.788961
0.1
1.787526
cell_9_7
-85.227282
true
cell_8_6
stationary
23
0.482918
-89.420946
null
5G_basic
25.974416
true
1,840,372
2025-04-21T23:31:52.474562
user_77
7,535.773759
2,454.454136
1.793379
-0.061844
cell_8_2
-86.25348
true
cell_8_3
random_walk
23
0.362082
-92.878521
null
5G_advanced
28.225832
true
1,995,892
2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:31:52.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:02.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
user_22
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:12.474562
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2025-04-21T23:32:22.474562
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2025-04-21T23:32:22.474562
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2025-04-21T23:32:22.474562
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2025-04-21T23:32:22.474562
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2025-04-21T23:32:22.474562
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2025-04-21T23:32:32.474562
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2025-04-21T23:32:32.474562
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