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
⌀
2025-04-22T00:09:22.474562
user_23
6,028.287364
865.139612
17.447857
2.19211
cell_6_1
-72.784678
false
null
high_mobility
0
0.429495
-77.044628
null
5G_basic
23.409547
true
596,437
2025-04-22T00:09:22.474562
user_85
10,000
1,210.270963
20.345745
6.036366
cell_9_1
-90.187895
false
null
high_mobility
0
0.450299
-95.484849
null
5G_advanced
17.709801
true
2,203,477
2025-04-22T00:09:22.474562
user_74
2,397.9763
6,310.403173
0.1
3.915795
cell_2_6
-84.060891
false
null
stationary
0
0.303659
-89.433421
null
5G_basic
19.568525
true
1,918,357
2025-04-22T00:09:32.474562
user_23
5,963.827446
1,027.274403
17.447857
1.949206
cell_6_1
-63.122507
false
null
high_mobility
0
0.325705
-71.317627
null
5G_premium
22.156606
true
596,438
2025-04-22T00:09:32.474562
user_8
2,761.19562
6,280.182894
0.1
3.423075
cell_3_6
-81.320354
false
null
stationary
0
0.443812
-84.01596
null
5G_advanced
17.773256
true
207,638
2025-04-22T00:09:32.474562
user_65
2,600.576179
2,565.119303
0.371624
6.619799
cell_3_3
-85.424029
true
cell_2_2
commuter
0
0.337286
-85.178866
null
5G_advanced
21.898062
true
1,685,078
2025-04-22T00:09:32.474562
user_22
10,000
8,703.916069
28.210266
-0.01182
cell_9_9
-90.364954
false
null
high_mobility
0
0.338497
-94.330083
null
5G_basic
17.531661
true
570,518
2025-04-22T00:09:32.474562
user_12
50.244878
1,538.99791
0.18156
1.782944
cell_0_2
-83.325343
false
null
commuter
0
0.429082
-90.728115
null
5G_advanced
12.481989
true
311,318
2025-04-22T00:09:32.474562
user_95
1,362.454493
2,039.801386
0.049833
8.146249
cell_1_2
-81.237125
false
null
commuter
0
0.429022
-84.676406
null
5G_premium
16.048196
true
2,462,678
2025-04-22T00:09:32.474562
user_15
9,847.930475
3,877.034461
0.1
3.808036
cell_9_4
-88.657591
false
null
stationary
0
0.356018
-93.084801
null
5G_premium
12.03509
true
389,078
2025-04-22T00:09:32.474562
user_14
10,000
9,317.559268
28.868571
6.50498
cell_9_9
-90.417257
false
null
high_mobility
0
0.329727
-97.79083
null
5G_basic
29.117818
true
363,158
2025-04-22T00:09:32.474562
user_80
0
9,289.21635
15.370997
8.421804
cell_0_9
-79.224457
false
null
high_mobility
0
0.419551
-81.449578
null
5G_advanced
17.473161
true
2,073,878
2025-04-22T00:09:32.474562
user_94
180.338608
211.076025
1.268291
2.196584
cell_0_0
-78.869141
false
null
random_walk
0
0.474637
-88.375663
null
5G_premium
15.269128
true
2,436,758
2025-04-22T00:09:32.474562
user_10
7,445.114868
8,659.964768
0.1
2.025369
cell_7_9
-84.965854
true
cell_7_8
stationary
0
0.304893
-86.411741
null
5G_advanced
14.783749
true
259,478
2025-04-22T00:09:32.474562
user_74
2,397.261321
6,309.704027
0.1
3.915795
cell_2_6
-84.043772
false
null
stationary
0
0.465517
-88.180648
null
5G_advanced
17.910244
true
1,918,358
2025-04-22T00:09:32.474562
user_54
6,411.082854
2,493.834583
1.179006
1.922123
cell_6_2
-86.158046
true
cell_7_3
random_walk
0
0.301263
-92.167498
null
5G_basic
15.791047
true
1,399,958
2025-04-22T00:09:42.474562
user_65
2,604.083861
2,566.346752
0.371624
6.619799
cell_3_3
-85.375732
true
cell_2_2
commuter
0
0.481419
-93.247067
null
5G_advanced
22.821575
true
1,685,079
2025-04-22T00:09:42.474562
user_16
9,562.739273
5,860.998576
0.1
-0.404968
cell_9_6
-85.263353
false
null
stationary
0
0.337918
-93.597196
null
5G_advanced
24.721208
false
414,999
2025-04-22T00:09:42.474562
user_8
2,760.200998
6,280.28646
0.1
3.037841
cell_3_6
-81.337434
false
null
stationary
0
0.363203
-81.493891
null
5G_basic
16.756241
true
207,639
2025-04-22T00:09:42.474562
user_10
7,444.675789
8,660.863217
0.1
2.025369
cell_7_9
-84.951978
true
cell_8_9
stationary
0
0.317012
-92.831558
null
5G_premium
13.578221
true
259,479
2025-04-22T00:09:42.474562
user_24
561.930433
794.727226
0.114412
5.381988
cell_1_1
-83.692935
false
null
commuter
0
0.395268
-91.637415
null
5G_basic
13.33709
true
622,359
2025-04-22T00:09:42.474562
user_1
0
0
24.516094
4.023424
cell_0_0
-70
false
null
high_mobility
0
0.42262
-73.357176
null
5G_advanced
29.194588
true
26,199
2025-04-22T00:09:42.474562
user_32
0
0
23.080687
4.161529
cell_0_0
-70
false
null
high_mobility
0
0.435533
-72.429029
null
5G_premium
14.367481
true
829,719
2025-04-22T00:09:42.474562
user_54
6,407.025379
2,504.90447
1.179006
1.922123
cell_6_3
-86.136191
true
cell_6_2
random_walk
0
0.338794
-86.26509
null
5G_premium
24.182852
true
1,399,959
2025-04-22T00:09:42.474562
user_59
6,306.312243
8,175.247191
1.572287
0.316155
cell_6_8
-80.953046
false
null
random_walk
0
0.477998
-88.325974
null
5G_premium
15.870401
true
1,529,559
2025-04-22T00:09:42.474562
user_12
49.862585
1,540.772806
0.18156
1.782944
cell_0_2
-83.291454
false
null
commuter
0
0.381837
-84.449721
null
5G_basic
16.54754
true
311,319
2025-04-22T00:09:42.474562
user_25
2,695.955576
1,303.280335
0.100434
2.099684
cell_3_1
-82.658127
false
null
commuter
0
0.361043
-85.163141
null
5G_premium
20.603248
true
648,279
2025-04-22T00:09:42.474562
user_89
5,032.192583
0
17.235993
5.9019
cell_5_0
-60.155117
false
null
high_mobility
0
0.313785
-59.198409
null
5G_basic
23.571472
true
2,307,159
2025-04-22T00:09:42.474562
user_11
2,297.810599
3,362.378009
0.1
-1.828438
cell_2_3
-83.424404
false
null
stationary
0
0.395911
-84.132468
null
5G_basic
25.16284
true
285,399
2025-04-22T00:09:42.474562
user_93
7,667.035343
3,769.92191
0.1
1.134394
cell_8_4
-82.143176
false
null
stationary
0
0.472698
-86.000507
null
5G_advanced
23.43225
true
2,410,839
2025-04-22T00:09:42.474562
user_58
6,357.1667
6,394.57424
0.1
1.290171
cell_6_6
-84.521805
false
null
stationary
0
0.474448
-89.460129
null
5G_premium
15.819724
true
1,503,639
2025-04-22T00:09:42.474562
user_62
0
7,708.747114
1.292335
4.027904
cell_0_8
-79.285405
false
null
random_walk
0
0.360348
-85.310822
null
5G_basic
12.791131
true
1,607,319
2025-04-22T00:09:52.474562
user_14
10,000
9,444.569838
28.868571
6.50498
cell_9_9
-90.783271
false
null
high_mobility
0
0.328737
-96.071278
null
5G_basic
17.80988
true
363,160
2025-04-22T00:09:52.474562
user_35
1,633.937093
7,438.407821
1.161137
1.683492
cell_2_7
-85.134886
true
cell_2_8
random_walk
0
0.380629
-88.871868
null
5G_basic
11.557436
true
907,480
2025-04-22T00:09:52.474562
user_46
9,413.767192
4,738.094471
0.1
5.458165
cell_9_5
-83.798452
false
null
stationary
0
0.338388
-83.686357
null
5G_premium
22.71537
true
1,192,600
2025-04-22T00:09:52.474562
user_85
10,000
1,193.256431
20.345745
6.255306
cell_9_1
-90.159245
false
null
high_mobility
0
0.481747
-93.125449
null
5G_premium
15.247299
false
2,203,480
2025-04-22T00:09:52.474562
user_65
2,607.591544
2,567.574202
0.371624
6.619799
cell_3_3
-85.327244
true
cell_3_2
commuter
0
0.359098
-84.140089
null
5G_basic
24.231135
true
1,685,080
2025-04-22T00:09:52.474562
user_54
6,398.604139
2,513.156028
1.179006
2.366371
cell_6_3
-85.97588
true
cell_7_3
random_walk
0
0.39489
-88.276544
null
5G_advanced
28.081935
true
1,399,960
2025-04-22T00:09:52.474562
user_49
2,222.932467
8,374.209385
0.1
3.539519
cell_2_8
-82.781396
false
null
stationary
0
0.403368
-88.715542
null
5G_premium
12.337102
false
1,270,360
2025-04-22T00:09:52.474562
user_36
10,000
8,023.917355
25.014151
-0.203358
cell_9_8
-90.002484
false
null
high_mobility
0
0.468465
-92.80702
null
5G_basic
25.734997
false
933,400
2025-04-22T00:09:52.474562
user_98
7,350.660694
5,779.415012
0.1
3.618373
cell_7_6
-82.345696
false
null
stationary
0
0.357704
-85.179451
null
5G_advanced
19.309873
true
2,540,440
2025-04-22T00:09:52.474562
user_3
2,598.206571
1,466.848194
0.157315
4.486203
cell_3_1
-85.790804
false
null
commuter
0
0.410949
-90.670248
null
5G_premium
22.82584
true
78,040
2025-04-22T00:09:52.474562
user_66
8,403.333037
5,951.311826
0.1
1.622615
cell_8_6
-82.176105
false
null
stationary
0
0.353267
-84.579856
null
5G_basic
28.506899
true
1,711,000
2025-04-22T00:09:52.474562
user_24
562.640554
793.830158
0.114412
5.381988
cell_1_1
-83.688246
false
null
commuter
0
0.36807
-82.445578
null
5G_premium
16.778895
true
622,360
2025-04-22T00:09:52.474562
user_27
4,967.074158
9,665.705204
0.1
5.418096
cell_5_9
-86.47625
false
null
stationary
0
0.338853
-88.866542
null
5G_premium
15.804363
true
700,120
2025-04-22T00:09:52.474562
user_45
7,859.627376
4,212.924554
1.335849
5.825857
cell_8_4
-78.131895
false
null
random_walk
0
0.477328
-79.731797
null
5G_premium
13.563883
true
1,166,680
2025-04-22T00:09:52.474562
user_99
1,182.24131
527.473189
0.1
2.040941
cell_1_1
-84.090763
true
cell_1_0
stationary
0
0.39124
-90.453767
null
5G_basic
27.39718
true
2,566,360
2025-04-22T00:09:52.474562
user_96
797.491797
0
1.012744
5.830932
cell_1_0
-76.128852
false
null
random_walk
0
0.399327
-82.454977
null
5G_premium
25.423059
true
2,488,600
2025-04-22T00:09:52.474562
user_76
579.568121
171.795757
0.019411
4.218449
cell_1_0
-83.144503
false
null
commuter
0
0.426334
-86.853151
null
5G_premium
26.951137
true
1,970,200
2025-04-22T00:10:02.474562
user_23
5,770.447694
1,513.678776
17.447857
1.949206
cell_6_2
-84.612022
false
null
high_mobility
0
0.489634
-90.837736
null
5G_premium
20.78347
true
596,441
2025-04-22T00:10:02.474562
user_32
0
0
23.080687
4.161529
cell_0_0
-70
false
null
high_mobility
0
0.440938
-75.44074
null
5G_basic
14.819689
true
829,721
2025-04-22T00:10:02.474562
user_56
0
7,578.112263
11.599227
3.508779
cell_0_8
-82.503938
false
null
high_mobility
0
0.486712
-91.189621
null
5G_basic
12.620425
true
1,451,801
2025-04-22T00:10:02.474562
user_51
626.619397
2,507.742271
0.244868
4.259111
cell_1_3
-85.817571
true
cell_1_2
commuter
0
0.372878
-91.421816
null
5G_advanced
27.166284
true
1,322,201
2025-04-22T00:10:02.474562
user_3
2,597.853772
1,465.315113
0.157315
4.486203
cell_3_1
-85.777672
true
cell_2_2
commuter
0
0.493404
-88.991271
null
5G_advanced
26.956354
true
78,041
2025-04-22T00:10:02.474562
user_86
6,380.284427
598.670963
1.409957
5.345396
cell_6_1
-84.852688
true
cell_6_0
random_walk
0
0.340418
-88.089205
null
5G_advanced
28.761705
true
2,229,401
2025-04-22T00:10:02.474562
user_25
2,694.455031
1,304.61569
0.100434
2.414378
cell_3_1
-82.698594
false
null
commuter
0
0.433155
-83.771783
null
5G_premium
11.319565
true
648,281
2025-04-22T00:10:02.474562
user_35
1,632.631312
7,449.945532
1.161137
1.683492
cell_2_7
-85.281589
true
cell_2_8
random_walk
0
0.372085
-92.426002
null
5G_advanced
16.809841
true
907,481
2025-04-22T00:10:02.474562
user_54
6,390.182899
2,521.407585
1.179006
2.366371
cell_6_3
-85.812593
true
cell_6_2
random_walk
0
0.453207
-91.511462
null
5G_basic
12.223601
true
1,399,961
2025-04-22T00:10:12.474562
user_10
7,443.423898
8,663.58765
0.1
1.953828
cell_7_9
-84.910786
true
cell_8_8
stationary
0
0.37756
-87.311139
null
5G_premium
13.687203
true
259,482
2025-04-22T00:10:12.474562
user_74
2,394.401407
6,306.907442
0.1
3.915795
cell_2_6
-83.974962
false
null
stationary
0
0.360804
-91.683235
null
5G_advanced
29.804243
true
1,918,362
2025-04-22T00:10:12.474562
user_94
149.34364
249.933062
1.268291
1.943469
cell_0_0
-79.282425
false
null
random_walk
0
0.423167
-82.503309
null
5G_premium
20.249917
true
2,436,762
2025-04-22T00:10:12.474562
user_35
1,631.325531
7,461.483243
1.161137
1.683492
cell_2_7
-85.426856
false
null
random_walk
0
0.318495
-84.693047
null
5G_basic
12.682096
true
907,482
2025-04-22T00:10:12.474562
user_37
3,857.02969
407.721901
0.1
0.064755
cell_4_0
-82.710923
false
null
stationary
0
0.46819
-88.645761
null
5G_premium
18.361696
true
959,322
2025-04-22T00:10:12.474562
user_78
249.983494
1,827.493713
0.1
3.331336
cell_0_2
-79.649672
false
null
stationary
0
0.360413
-84.311689
null
5G_premium
24.411068
true
2,022,042
2025-04-22T00:10:12.474562
user_7
0
10,000
17.618365
2.934953
cell_0_9
-90
false
null
high_mobility
0
0.392856
-94.494679
null
5G_advanced
24.995743
false
181,722
2025-04-22T00:10:12.474562
user_22
10,000
8,334.283765
28.210266
-0.447617
cell_9_8
-90.460054
false
null
high_mobility
0
0.419309
-92.123425
null
5G_basic
28.209907
true
570,522
2025-04-22T00:10:12.474562
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2025-04-22T00:10:12.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:22.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:32.474562
user_10
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2025-04-22T00:10:32.474562
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2025-04-22T00:10:42.474562
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2025-04-22T00:10:42.474562
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2025-04-22T00:10:42.474562
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2025-04-22T00:10:42.474562
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2025-04-22T00:10:42.474562
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2025-04-22T00:10:42.474562
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