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
⌀
2025-04-22T00:08:02.474562
user_79
23.131175
2,172.396388
1.790238
5.028292
cell_0_2
-74.808053
false
null
random_walk
0
0.340961
-82.505158
null
5G_premium
12.40626
true
2,047,949
2025-04-22T00:08:02.474562
user_52
4,568.621144
2,909.975015
0.1
1.609184
cell_5_3
-82.882318
false
null
stationary
0
0.35003
-82.884364
null
5G_basic
17.80661
true
1,348,109
2025-04-22T00:08:12.474562
user_3
2,601.861761
1,482.144053
0.157315
4.402324
cell_3_1
-85.921511
true
cell_3_2
commuter
0
0.373256
-94.076631
null
5G_premium
29.756773
true
78,030
2025-04-22T00:08:12.474562
user_51
643.009147
2,527.797624
0.244868
3.469427
cell_1_3
-85.445859
true
cell_1_2
commuter
0
0.40162
-91.834256
null
5G_premium
10.788313
true
1,322,190
2025-04-22T00:08:12.474562
user_54
6,435.515045
2,403.245041
1.179006
1.907491
cell_6_2
-85.468879
true
cell_6_3
random_walk
0
0.378881
-93.423856
null
5G_basic
15.012184
true
1,399,950
2025-04-22T00:08:12.474562
user_27
4,960.289232
9,673.050061
0.1
5.462633
cell_5_9
-86.57604
false
null
stationary
0
0.414589
-88.630715
null
5G_advanced
18.386368
true
700,110
2025-04-22T00:08:12.474562
user_66
8,402.91058
5,941.356825
0.1
1.423937
cell_8_6
-82.195215
false
null
stationary
0
0.314188
-87.387999
null
5G_premium
27.501928
true
1,710,990
2025-04-22T00:08:12.474562
user_80
0
8,230.934861
15.370997
8.533733
cell_0_8
-77.26979
false
null
high_mobility
0
0.451755
-80.769587
null
5G_advanced
15.159255
true
2,073,870
2025-04-22T00:08:12.474562
user_0
6,531.155128
5,260.641851
1.004381
-1.900611
cell_7_5
-84.590149
false
null
random_walk
0
0.432396
-86.627894
null
5G_basic
19.654236
true
270
2025-04-22T00:08:12.474562
user_43
862.087386
826.486391
0.402503
2.379936
cell_1_1
-76.91319
false
null
commuter
0
0.422926
-78.319939
null
5G_premium
25.247658
true
1,114,830
2025-04-22T00:08:12.474562
user_65
2,575.255512
2,550.998902
0.371624
7.081326
cell_3_3
-85.820746
true
cell_3_2
commuter
0
0.312233
-88.160147
null
5G_basic
18.27156
true
1,685,070
2025-04-22T00:08:22.474562
user_89
3,758.472817
0
17.235993
5.655664
cell_4_0
-77.65932
false
null
high_mobility
0
0.408506
-84.181054
null
5G_premium
18.04174
true
2,307,151
2025-04-22T00:08:22.474562
user_60
0
0
28.519503
3.59145
cell_0_0
-70
false
null
high_mobility
0
0.480714
-79.011113
null
5G_basic
28.296553
true
1,555,471
2025-04-22T00:08:22.474562
user_33
6,470.220493
6,219.190439
0.809206
4.609763
cell_6_6
-84.299972
false
null
random_walk
0
0.34038
-90.402152
null
5G_advanced
16.812089
true
855,631
2025-04-22T00:08:22.474562
user_43
859.174495
829.264152
0.402503
2.379936
cell_1_1
-76.900414
false
null
commuter
0
0.463786
-81.839199
null
5G_premium
14.64804
true
1,114,831
2025-04-22T00:08:22.474562
user_26
810.97811
0
0.162551
3.884734
cell_1_0
-75.530242
false
null
commuter
0
0.41246
-82.295863
null
5G_basic
22.666206
true
674,191
2025-04-22T00:08:22.474562
user_15
9,853.812847
3,880.573184
0.1
3.762579
cell_9_4
-88.711403
false
null
stationary
0
0.326547
-92.801545
null
5G_premium
28.377062
true
389,071
2025-04-22T00:08:22.474562
user_71
8,509.001273
6,572.090061
0.1
3.843164
cell_9_7
-86.27557
false
null
stationary
0
0.359528
-91.394128
null
5G_premium
28.389267
true
1,840,591
2025-04-22T00:08:22.474562
user_8
2,767.920133
6,282.127356
0.1
3.423075
cell_3_6
-81.253411
false
null
stationary
0
0.316001
-81.128276
null
5G_basic
11.116413
true
207,631
2025-04-22T00:08:22.474562
user_75
4,206.871457
9,769.791247
0.1
-2.895076
cell_4_9
-88.030297
false
null
stationary
0
0.487569
-89.572236
null
5G_premium
14.692342
true
1,944,271
2025-04-22T00:08:22.474562
user_28
9,142.480806
1,649.503745
0.1
3.5071
cell_9_2
-81.557865
false
null
stationary
0
0.34723
-83.492415
null
5G_basic
20.590015
true
726,031
2025-04-22T00:08:22.474562
user_10
7,450.356829
8,655.470167
0.1
2.498691
cell_7_9
-85.072108
true
cell_7_8
stationary
0
0.389638
-91.854317
null
5G_premium
10.320001
true
259,471
2025-04-22T00:08:22.474562
user_84
1,416.436445
380.296364
1.802339
3.819086
cell_1_0
-85.024881
true
cell_2_1
random_walk
0
0.310994
-83.545965
null
5G_basic
11.046266
true
2,177,551
2025-04-22T00:08:22.474562
user_4
9,510.739364
3,931.803583
0.1
2.050275
cell_9_4
-84.240734
false
null
stationary
0
0.365178
-92.787268
null
5G_advanced
16.640107
true
103,951
2025-04-22T00:08:22.474562
user_95
1,363.612374
2,036.521143
0.049833
7.835778
cell_1_2
-81.256366
false
null
commuter
0
0.402372
-81.982852
null
5G_premium
22.479495
true
2,462,671
2025-04-22T00:08:22.474562
user_9
1,023.100511
5,559.461666
0.1
6.724345
cell_1_6
-82.891599
false
null
stationary
0
0.391501
-90.528658
null
5G_basic
11.522453
true
233,551
2025-04-22T00:08:22.474562
user_61
6,222.535402
6,171.89101
1.64406
3.738744
cell_6_6
-78.980036
false
null
random_walk
0
0.496419
-85.354411
null
5G_basic
26.000826
true
1,581,391
2025-04-22T00:08:22.474562
user_51
640.787491
2,526.767938
0.244868
3.575597
cell_1_3
-85.477528
true
cell_0_2
commuter
0
0.438324
-90.692787
null
5G_premium
25.162132
false
1,322,191
2025-04-22T00:08:22.474562
user_98
7,358.682013
5,783.496382
0.1
4.084226
cell_7_6
-82.443429
false
null
stationary
0
0.369226
-86.889118
null
5G_advanced
14.058997
false
2,540,431
2025-04-22T00:08:22.474562
user_70
1,497.871303
2,004.213406
0.1
7.572717
cell_1_2
-83.942653
false
null
stationary
0
0.406242
-92.977164
null
5G_advanced
12.927993
true
1,814,671
2025-04-22T00:08:22.474562
user_38
139.026442
1,641.474358
0.35115
2.522381
cell_0_2
-81.698771
false
null
commuter
0
0.395605
-86.250328
null
5G_basic
13.946028
true
985,231
2025-04-22T00:08:32.474562
user_65
2,580.443682
2,556.321004
0.371624
7.081326
cell_3_3
-85.715674
true
cell_2_3
commuter
0
0.324776
-86.195872
null
5G_advanced
15.13562
false
1,685,072
2025-04-22T00:08:32.474562
user_11
2,301.427427
3,368.314587
0.1
-2.16559
cell_2_3
-83.550953
false
null
stationary
0
0.468622
-91.041846
null
5G_premium
20.731845
true
285,392
2025-04-22T00:08:32.474562
user_41
2,682.334566
2,281.009971
0.355402
6.227158
cell_3_2
-82.549779
false
null
commuter
0
0.429488
-84.517243
null
5G_premium
25.909227
true
1,062,992
2025-04-22T00:08:32.474562
user_77
10,000
2,803.738051
1.793379
-0.573256
cell_9_3
-90.164143
false
null
random_walk
0
0.395223
-90.907755
null
5G_premium
16.882404
true
1,996,112
2025-04-22T00:08:32.474562
user_24
557.224266
801.132514
0.114412
4.940163
cell_1_1
-83.721728
false
null
commuter
0
0.489077
-92.064324
null
5G_basic
28.638124
true
622,352
2025-04-22T00:08:32.474562
user_14
10,000
8,806.601604
28.868571
7.006561
cell_9_9
-90.159475
false
null
high_mobility
0
0.47097
-98.079849
null
5G_premium
13.08652
true
363,152
2025-04-22T00:08:32.474562
user_69
0
1,590.405738
0.346632
4.164594
cell_0_2
-82.247077
false
null
commuter
0
0.311937
-87.423235
null
5G_premium
14.261675
true
1,788,752
2025-04-22T00:08:42.474562
user_82
5,876.972912
2,745.983579
0.1
5.717012
cell_6_3
-79.012403
false
null
stationary
0
0.388958
-82.553483
null
5G_basic
13.760644
true
2,125,713
2025-04-22T00:08:42.474562
user_99
1,184.708831
520.953378
0.1
1.975065
cell_1_1
-84.209504
true
cell_1_0
stationary
0
0.36357
-92.15933
null
5G_advanced
13.811111
true
2,566,353
2025-04-22T00:08:42.474562
user_8
2,765.998844
6,281.571795
0.1
3.423075
cell_3_6
-81.272319
false
null
stationary
0
0.447109
-89.923926
null
5G_premium
17.435639
false
207,633
2025-04-22T00:08:42.474562
user_61
6,195.344593
6,153.402267
1.64406
3.738744
cell_6_6
-77.902272
false
null
random_walk
0
0.418113
-81.120817
null
5G_advanced
29.922828
true
1,581,393
2025-04-22T00:08:42.474562
user_14
10,000
8,896.09208
28.868571
6.598371
cell_9_9
-90.046639
false
null
high_mobility
0
0.307376
-90.006314
null
5G_basic
10.881359
true
363,153
2025-04-22T00:08:42.474562
user_34
0
0
10.542891
4.006752
cell_0_0
-70
false
null
high_mobility
0
0.360677
-78.228851
null
5G_premium
14.237723
true
881,553
2025-04-22T00:08:42.474562
user_24
557.718181
800.100502
0.114412
5.158766
cell_1_1
-83.721255
false
null
commuter
0
0.335811
-86.970942
null
5G_advanced
15.40823
true
622,353
2025-04-22T00:08:42.474562
user_60
0
0
28.519503
3.315706
cell_0_0
-70
false
null
high_mobility
0
0.472483
-71.396663
null
5G_premium
26.986768
true
1,555,473
2025-04-22T00:08:42.474562
user_90
3,729.975109
2,773.778542
0.1
3.178592
cell_4_3
-80.937353
false
null
stationary
0
0.374769
-81.15954
null
5G_advanced
24.600298
true
2,333,073
2025-04-22T00:08:42.474562
user_83
2,100.485196
2,269.954404
0.120147
0.830671
cell_2_2
-79.18935
false
null
commuter
0
0.364777
-83.567058
null
5G_premium
15.108224
false
2,151,633
2025-04-22T00:08:42.474562
user_23
6,527.597796
396.877088
17.447857
2.584434
cell_7_0
-85.805547
true
cell_6_1
high_mobility
0
0.438191
-89.13788
null
5G_basic
13.572541
true
596,433
2025-04-22T00:08:42.474562
user_65
2,583.037767
2,558.982055
0.371624
7.081326
cell_3_3
-85.662658
true
cell_2_2
commuter
0
0.441525
-92.481263
null
5G_advanced
28.368563
true
1,685,073
2025-04-22T00:08:42.474562
user_54
6,423.829825
2,436.629245
1.179006
1.907491
cell_6_2
-85.685265
true
cell_6_3
random_walk
0
0.361473
-87.414354
null
5G_basic
24.851486
false
1,399,953
2025-04-22T00:08:42.474562
user_66
8,403.349574
5,944.324531
0.1
1.423937
cell_8_6
-82.1956
false
null
stationary
0
0.463685
-88.257262
null
5G_basic
15.268816
true
1,710,993
2025-04-22T00:08:42.474562
user_57
2,585.698823
2,705.291497
0.171825
4.910094
cell_3_3
-84.124581
false
null
commuter
0
0.496318
-87.404138
null
5G_premium
12.104462
true
1,477,713
2025-04-22T00:08:42.474562
user_84
1,388.350716
357.700738
1.802339
3.819086
cell_1_0
-84.4524
false
null
random_walk
0
0.343592
-83.99791
null
5G_basic
20.994009
true
2,177,553
2025-04-22T00:08:42.474562
user_51
636.369528
2,524.655547
0.244868
3.599598
cell_1_3
-85.541007
true
cell_0_3
commuter
0
0.405427
-87.704533
null
5G_basic
20.411634
true
1,322,193
2025-04-22T00:08:42.474562
user_18
0
10,000
23.002668
2.250905
cell_0_9
-90
false
null
high_mobility
0
0.443775
-89.801575
null
5G_advanced
24.65568
false
466,833
2025-04-22T00:08:52.474562
user_32
0
0
23.080687
4.370738
cell_0_0
-70
false
null
high_mobility
0
0.359626
-75.415459
null
5G_premium
27.874131
true
829,714
2025-04-22T00:08:52.474562
user_11
2,300.306751
3,366.658059
0.1
-2.16559
cell_2_3
-83.514528
false
null
stationary
0
0.4886
-92.710601
null
5G_premium
20.19172
true
285,394
2025-04-22T00:08:52.474562
user_92
9,897.813371
7,909.425156
0.1
1.082952
cell_9_8
-89.107698
false
null
stationary
0
0.358798
-88.33576
null
5G_basic
18.144492
true
2,384,914
2025-04-22T00:08:52.474562
user_28
9,139.653862
1,648.50092
0.1
3.470174
cell_9_2
-81.555024
false
null
stationary
0
0.313211
-84.762914
null
5G_basic
19.725783
true
726,034
2025-04-22T00:08:52.474562
user_88
9,746.814705
0
26.519605
4.632746
cell_9_0
-87.464257
false
null
high_mobility
0
0.38792
-91.986723
null
5G_advanced
28.213328
true
2,281,234
2025-04-22T00:08:52.474562
user_16
9,558.202574
5,863.093726
0.1
-0.47416
cell_9_6
-85.189525
false
null
stationary
0
0.451017
-86.770505
null
5G_basic
12.425477
true
414,994
2025-04-22T00:08:52.474562
user_45
7,789.956926
4,251.945225
1.335849
5.906123
cell_8_4
-80.3179
false
null
random_walk
0
0.482891
-80.540763
null
5G_premium
28.175636
true
1,166,674
2025-04-22T00:08:52.474562
user_31
0
8,849.974199
1.534158
3.37705
cell_0_9
-73.523319
false
null
random_walk
0
0.351088
-74.342439
null
5G_basic
11.90786
true
803,794
2025-04-22T00:08:52.474562
user_3
2,600.323364
1,476.046678
0.157315
4.486203
cell_3_1
-85.869942
true
cell_2_2
commuter
0
0.365427
-85.181828
null
5G_advanced
17.026746
true
78,034
2025-04-22T00:08:52.474562
user_9
1,025.222205
5,561.582612
0.1
7.068407
cell_1_6
-82.852106
false
null
stationary
0
0.32073
-83.10151
null
5G_basic
22.832097
true
233,554
2025-04-22T00:08:52.474562
user_23
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2025-04-22T00:08:52.474562
user_10
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2025-04-22T00:08:52.474562
user_60
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2025-04-22T00:08:52.474562
user_1
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2025-04-22T00:09:02.474562
user_17
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2025-04-22T00:09:02.474562
user_10
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2025-04-22T00:09:02.474562
user_15
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5G_advanced
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2025-04-22T00:09:02.474562
user_3
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2025-04-22T00:09:02.474562
user_44
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2025-04-22T00:09:02.474562
user_50
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2025-04-22T00:09:02.474562
user_65
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5G_advanced
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2025-04-22T00:09:02.474562
user_51
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2025-04-22T00:09:12.474562
user_65
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5G_basic
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2025-04-22T00:09:12.474562
user_54
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5G_basic
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2025-04-22T00:09:12.474562
user_10
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2025-04-22T00:09:12.474562
user_14
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2025-04-22T00:09:12.474562
user_64
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2025-04-22T00:09:12.474562
user_90
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2025-04-22T00:09:12.474562
user_45
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2025-04-22T00:09:12.474562
user_16
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2025-04-22T00:09:12.474562
user_34
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2025-04-22T00:09:12.474562
user_66
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5G_basic
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2025-04-22T00:09:12.474562
user_60
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2025-04-22T00:09:12.474562
user_13
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2025-04-22T00:09:22.474562
user_70
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5G_basic
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2025-04-22T00:09:22.474562
user_15
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5G_basic
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2025-04-22T00:09:22.474562
user_59
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5G_advanced
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2025-04-22T00:09:22.474562
user_65
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2025-04-22T00:09:22.474562
user_53
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5G_basic
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2025-04-22T00:09:22.474562
user_3
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2025-04-22T00:09:22.474562
user_62
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2025-04-22T00:09:22.474562
user_10
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5G_advanced
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2025-04-22T00:09:22.474562
user_51
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5G_premium
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2025-04-22T00:09:22.474562
user_12
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