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
⌀
2025-04-22T00:01:12.474562
user_52
4,590.834178
2,882.847588
0.1
3.299419
cell_5_3
-82.580176
false
null
stationary
0
0.337885
-90.146438
null
5G_advanced
24.280201
true
1,348,068
2025-04-22T00:01:12.474562
user_34
0
0
10.542891
4.09956
cell_0_0
-70
false
null
high_mobility
0
0.313284
-77.800871
null
5G_basic
29.158169
true
881,508
2025-04-22T00:01:12.474562
user_65
2,445.38105
2,533.732137
0.371624
5.558324
cell_2_3
-86.188531
true
cell_3_3
commuter
0
0.330482
-94.202803
null
5G_premium
29.013723
true
1,685,028
2025-04-22T00:01:12.474562
user_23
9,941.626766
2,531.56126
17.447857
4.60516
cell_9_3
-90.437928
false
null
high_mobility
0
0.421251
-98.578277
null
5G_advanced
14.287631
true
596,388
2025-04-22T00:01:12.474562
user_36
10,000
10,000
25.014151
0.337407
cell_9_9
-93.0103
false
null
high_mobility
0
0.311699
-92.269307
null
5G_basic
10.574994
true
933,348
2025-04-22T00:01:12.474562
user_11
2,312.800109
3,408.401086
0.1
-1.943239
cell_2_3
-84.226479
false
null
stationary
0
0.395527
-88.020556
null
5G_premium
27.996428
true
285,348
2025-04-22T00:01:12.474562
user_17
6,626.648254
10,000
12.343482
1.387352
cell_7_9
-90.56673
false
null
high_mobility
0
0.353945
-94.383357
null
5G_advanced
15.556265
true
440,868
2025-04-22T00:01:12.474562
user_19
10,000
0
21.475465
5.859199
cell_9_0
-90
false
null
high_mobility
0
0.328984
-91.888572
null
5G_basic
16.848329
true
492,708
2025-04-22T00:01:12.474562
user_35
1,281.177927
7,033.413367
1.161137
1.509431
cell_1_7
-79.040524
false
null
random_walk
0
0.442506
-82.183873
null
5G_premium
12.506492
true
907,428
2025-04-22T00:01:12.474562
user_97
3,284.26569
10,000
1.801535
0.94912
cell_3_9
-90.337481
false
null
random_walk
0
0.419633
-97.210022
null
5G_advanced
21.269764
true
2,514,468
2025-04-22T00:01:12.474562
user_71
8,544.659701
6,590.933651
0.1
3.95338
cell_9_7
-85.73649
true
cell_8_6
stationary
0
0.399945
-94.119504
null
5G_advanced
22.267316
true
1,840,548
2025-04-22T00:01:22.474562
user_14
10,000
4,121.12373
28.868571
6.475953
cell_9_4
-90.063252
false
null
high_mobility
0
0.389929
-97.263719
null
5G_premium
28.091448
true
363,109
2025-04-22T00:01:22.474562
user_32
0
0
23.080687
3.772979
cell_0_0
-70
false
null
high_mobility
0
0.403982
-74.685811
null
5G_premium
28.304385
true
829,669
2025-04-22T00:01:22.474562
user_71
8,543.971499
6,590.208132
0.1
3.95338
cell_9_7
-85.750624
true
cell_8_6
stationary
0
0.303944
-88.019018
null
5G_basic
18.308469
true
1,840,549
2025-04-22T00:01:22.474562
user_59
6,318.931776
7,488.960205
1.572287
1.50886
cell_6_7
-85.32499
true
cell_7_7
random_walk
0
0.383835
-90.369333
null
5G_premium
13.116719
true
1,529,509
2025-04-22T00:01:22.474562
user_55
2,861.624301
9,588.96781
0.1
0.010217
cell_3_9
-85.635178
false
null
stationary
0
0.428978
-87.401351
null
5G_basic
21.331006
true
1,425,829
2025-04-22T00:01:22.474562
user_3
2,623.733738
1,541.03529
0.157315
4.545452
cell_3_2
-85.468201
true
cell_2_2
commuter
0
0.331724
-84.075811
null
5G_advanced
14.780156
false
77,989
2025-04-22T00:01:22.474562
user_95
1,352.803892
2,023.432331
0.049833
6.030898
cell_1_2
-80.969783
false
null
commuter
0
0.376603
-81.606183
null
5G_premium
21.190225
true
2,462,629
2025-04-22T00:01:22.474562
user_25
2,738.053146
1,287.923941
0.100434
3.44475
cell_3_1
-81.804595
false
null
commuter
0
0.305101
-84.031595
null
5G_premium
29.432907
true
648,229
2025-04-22T00:01:22.474562
user_38
278.872324
1,647.497058
0.35115
3.465385
cell_0_2
-83.054118
false
null
commuter
0
0.307541
-88.615773
null
5G_advanced
18.66935
false
985,189
2025-04-22T00:01:22.474562
user_10
7,489.252433
8,641.200549
0.1
3.083539
cell_7_9
-85.659717
true
cell_8_8
stationary
0
0.34972
-92.147758
null
5G_premium
18.442108
true
259,429
2025-04-22T00:01:22.474562
user_27
4,935.852488
9,699.904634
0.1
4.866578
cell_5_9
-86.937106
false
null
stationary
0
0.426598
-93.344675
null
5G_basic
29.566495
true
700,069
2025-04-22T00:01:22.474562
user_60
0
205.689896
28.519503
3.34064
cell_0_0
-76.264259
false
null
high_mobility
0
0.39094
-84.787108
null
5G_advanced
17.109575
true
1,555,429
2025-04-22T00:01:22.474562
user_65
2,448.253156
2,531.373859
0.371624
5.595712
cell_2_3
-86.238087
true
cell_2_2
commuter
0
0.304638
-89.004343
null
5G_basic
27.289248
false
1,685,029
2025-04-22T00:01:32.474562
user_59
6,319.904977
7,504.652926
1.572287
1.50886
cell_6_8
-85.412146
true
cell_6_7
random_walk
0
0.381168
-89.356485
null
5G_advanced
15.34171
true
1,529,510
2025-04-22T00:01:32.474562
user_92
9,872.766454
7,874.041069
0.1
0.954068
cell_9_8
-88.90749
false
null
stationary
0
0.472096
-94.284262
null
5G_premium
11.311114
true
2,384,870
2025-04-22T00:01:32.474562
user_89
308.709273
0
17.235993
4.904703
cell_0_0
-79.790994
false
null
high_mobility
0
0.412142
-80.564505
null
5G_premium
17.736834
true
2,307,110
2025-04-22T00:01:32.474562
user_84
1,768.873567
1,014.902688
1.802339
4.419915
cell_2_1
-77.295011
false
null
random_walk
0
0.327391
-81.004508
null
5G_premium
14.657124
true
2,177,510
2025-04-22T00:01:32.474562
user_99
1,201.97714
481.754193
0.1
2.054871
cell_1_0
-84.359747
true
cell_1_1
stationary
0
0.498094
-92.578682
null
5G_advanced
25.675628
true
2,566,310
2025-04-22T00:01:32.474562
user_48
0
8,648.740528
24.192339
3.225842
cell_0_9
-80.912561
false
null
high_mobility
0
0.417046
-87.060102
null
5G_premium
27.637413
true
1,244,390
2025-04-22T00:01:32.474562
user_41
2,535.352467
2,288.418296
0.355402
6.448
cell_3_2
-84.757909
false
null
commuter
0
0.39833
-83.935477
null
5G_advanced
16.562845
true
1,062,950
2025-04-22T00:01:32.474562
user_24
570.059809
844.486053
0.114412
4.012515
cell_1_1
-83.202152
false
null
commuter
0
0.461293
-91.923264
null
5G_advanced
18.945374
true
622,310
2025-04-22T00:01:32.474562
user_77
10,000
3,383.223222
1.793379
-0.579029
cell_9_3
-90.595104
false
null
random_walk
0
0.304369
-97.763644
null
5G_advanced
14.532147
true
1,996,070
2025-04-22T00:01:32.474562
user_94
699.248438
0
1.268291
3.506526
cell_1_0
-79.564158
false
null
random_walk
0
0.448398
-81.867062
null
5G_premium
15.820012
true
2,436,710
2025-04-22T00:01:32.474562
user_71
8,543.152192
6,589.634777
0.1
3.752188
cell_9_7
-85.764675
true
cell_8_7
stationary
0
0.402568
-86.934825
null
5G_premium
29.29427
true
1,840,550
2025-04-22T00:01:32.474562
user_37
3,806.168131
411.99638
0.1
-0.13384
cell_4_0
-83.16624
false
null
stationary
0
0.3339
-88.95419
null
5G_advanced
14.561987
true
959,270
2025-04-22T00:01:32.474562
user_4
9,509.949854
3,891.698025
0.1
1.316394
cell_9_4
-84.342146
false
null
stationary
0
0.395548
-84.576461
null
5G_basic
10.057312
true
103,910
2025-04-22T00:01:42.474562
user_66
8,390.059195
5,905.568807
0.1
1.548524
cell_8_6
-82.069969
false
null
stationary
0
0.401161
-87.315155
null
5G_premium
11.385086
true
1,710,951
2025-04-22T00:01:42.474562
user_71
8,542.332886
6,589.061421
0.1
3.752188
cell_9_7
-85.778704
true
cell_9_6
stationary
0
0.365419
-90.806968
null
5G_basic
14.834523
true
1,840,551
2025-04-22T00:01:42.474562
user_59
6,320.878178
7,520.345646
1.572287
1.50886
cell_6_8
-85.224848
true
cell_7_8
random_walk
0
0.463261
-94.697339
null
5G_premium
22.022563
true
1,529,511
2025-04-22T00:01:42.474562
user_65
2,453.997368
2,526.657302
0.371624
5.595712
cell_2_3
-86.33637
true
cell_3_3
commuter
0
0.323944
-89.213149
null
5G_advanced
15.369688
true
1,685,031
2025-04-22T00:01:42.474562
user_43
1,007.750976
824.159967
0.402503
3.249079
cell_1_1
-74.910785
false
null
commuter
0
0.385885
-80.803283
null
5G_advanced
10.341032
true
1,114,791
2025-04-22T00:01:42.474562
user_93
7,628.960818
3,745.330647
0.1
0.549771
cell_8_4
-83.06482
false
null
stationary
0
0.389083
-85.474793
null
5G_advanced
23.526837
true
2,410,791
2025-04-22T00:01:42.474562
user_10
7,487.28331
8,641.550627
0.1
2.965647
cell_7_9
-85.633992
true
cell_8_8
stationary
0
0.365699
-84.47593
null
5G_basic
24.366882
true
259,431
2025-04-22T00:01:52.474562
user_82
5,839.826006
2,758.254787
0.1
6.092319
cell_6_3
-79.247777
false
null
stationary
0
0.451891
-86.209743
null
5G_advanced
23.688443
true
2,125,672
2025-04-22T00:01:52.474562
user_0
6,387.725069
5,604.010693
1.004381
-0.914109
cell_6_6
-84.873339
true
cell_6_5
random_walk
0
0.31534
-87.783722
null
5G_premium
23.714358
true
232
2025-04-22T00:01:52.474562
user_54
6,754.028818
2,111.809747
1.179006
2.600751
cell_7_2
-78.633421
false
null
random_walk
0
0.32355
-83.735368
null
5G_advanced
25.666495
true
1,399,912
2025-04-22T00:01:52.474562
user_76
587.167492
175.871666
0.019411
3.08317
cell_1_0
-83.039765
false
null
commuter
0
0.385509
-83.280647
null
5G_premium
26.571558
true
1,970,152
2025-04-22T00:01:52.474562
user_74
2,409.644796
6,352.147851
0.1
4.850704
cell_2_6
-84.651105
false
null
stationary
0
0.412441
-91.070346
null
5G_premium
10.922918
true
1,918,312
2025-04-22T00:01:52.474562
user_3
2,622.94954
1,536.381446
0.157315
4.545452
cell_3_2
-85.528011
true
cell_2_1
commuter
0
0.357661
-93.848428
null
5G_basic
10.27508
true
77,992
2025-04-22T00:01:52.474562
user_10
7,486.298748
8,641.725666
0.1
2.965647
cell_7_9
-85.621107
true
cell_7_8
stationary
0
0.368551
-85.067083
null
5G_advanced
15.875138
true
259,432
2025-04-22T00:01:52.474562
user_45
7,303.902561
4,042.337587
1.335849
6.754609
cell_7_4
-79.738168
false
null
random_walk
0
0.445872
-88.054886
null
5G_premium
14.715994
false
1,166,632
2025-04-22T00:01:52.474562
user_35
1,300.848652
7,075.391001
1.161137
1.097171
cell_1_7
-79.831467
false
null
random_walk
0
0.37903
-80.062457
null
5G_advanced
11.868718
true
907,432
2025-04-22T00:01:52.474562
user_9
985.373796
5,557.171419
0.1
5.893462
cell_1_6
-82.929448
false
null
stationary
0
0.466164
-86.710394
null
5G_premium
21.262291
true
233,512
2025-04-22T00:02:02.474562
user_40
10,000
5,037.764921
1.503308
-0.472029
cell_9_5
-90.006189
false
null
random_walk
0
0.374873
-89.231859
null
5G_advanced
12.912277
true
1,037,033
2025-04-22T00:02:02.474562
user_55
2,865.624092
9,589.008679
0.1
0.010217
cell_3_9
-85.622787
false
null
stationary
0
0.468645
-93.144767
null
5G_advanced
16.249444
true
1,425,833
2025-04-22T00:02:02.474562
user_17
6,739.231536
10,000
12.343482
1.387352
cell_7_9
-90.285713
false
null
high_mobility
0
0.415066
-94.959948
null
5G_premium
14.705631
true
440,873
2025-04-22T00:02:02.474562
user_43
999.747369
823.296362
0.402503
3.249079
cell_1_1
-74.944919
false
null
commuter
0
0.483933
-79.357492
null
5G_basic
12.473033
true
1,114,793
2025-04-22T00:02:02.474562
user_53
1,238.887278
1,353.342719
0.453131
2.556619
cell_1_1
-82.598762
false
null
commuter
0
0.327854
-88.224909
null
5G_premium
19.50392
true
1,373,993
2025-04-22T00:02:02.474562
user_88
10,000
0
26.519605
5.792938
cell_9_0
-90
false
null
high_mobility
0
0.493102
-91.447863
null
5G_advanced
28.321938
true
2,281,193
2025-04-22T00:02:02.474562
user_10
7,485.314187
8,641.900705
0.1
2.965647
cell_7_9
-85.608209
true
cell_8_8
stationary
0
0.473502
-90.634009
null
5G_basic
15.003697
true
259,433
2025-04-22T00:02:02.474562
user_45
7,315.803937
4,048.404415
1.335849
6.754609
cell_7_4
-80.089199
false
null
random_walk
0
0.394518
-87.846465
null
5G_basic
27.014716
true
1,166,633
2025-04-22T00:02:02.474562
user_0
6,393.856783
5,596.055808
1.004381
-0.914109
cell_6_6
-85.028286
true
cell_7_5
random_walk
0
0.320361
-89.511145
null
5G_advanced
28.547387
true
233
2025-04-22T00:02:12.474562
user_3
2,621.754899
1,533.563727
0.157315
4.077323
cell_3_2
-85.570644
true
cell_3_1
commuter
0
0.336454
-87.020192
null
5G_premium
15.260485
true
77,994
2025-04-22T00:02:12.474562
user_65
2,462.776173
2,519.785128
0.371624
5.619012
cell_2_3
-86.481336
true
cell_3_3
commuter
0
0.311817
-91.924511
null
5G_advanced
14.253597
true
1,685,034
2025-04-22T00:02:12.474562
user_63
25.18414
1,232.521536
0.234159
0.891305
cell_0_1
-77.379913
false
null
commuter
0
0.317324
-77.414336
null
5G_premium
20.707689
true
1,633,194
2025-04-22T00:02:12.474562
user_10
7,484.329625
8,642.075743
0.1
2.965647
cell_7_9
-85.595295
true
cell_8_8
stationary
0
0.467213
-85.682544
null
5G_premium
11.603482
true
259,434
2025-04-22T00:02:12.474562
user_66
8,390.126008
5,908.568063
0.1
1.548524
cell_8_6
-82.056322
false
null
stationary
0
0.498086
-87.351453
null
5G_premium
19.131633
true
1,710,954
2025-04-22T00:02:12.474562
user_30
2,030.362295
7,966.066222
0.1
2.658059
cell_2_8
-63.166769
false
null
stationary
0
0.321964
-65.60507
null
5G_advanced
15.04405
true
777,834
2025-04-22T00:02:12.474562
user_71
8,540.011427
6,587.184147
0.1
3.960739
cell_9_7
-85.820707
true
cell_8_6
stationary
0
0.355232
-84.560348
null
5G_advanced
12.641546
true
1,840,554
2025-04-22T00:02:12.474562
user_91
9,068.604652
2,157.946816
1.378056
2.434405
cell_9_2
-74.720803
false
null
random_walk
0
0.325819
-81.213076
null
5G_advanced
19.611445
true
2,358,954
2025-04-22T00:02:12.474562
user_92
9,874.747455
7,877.508754
0.1
1.084286
cell_9_8
-88.921988
false
null
stationary
0
0.474525
-97.359031
null
5G_premium
11.890141
true
2,384,874
2025-04-22T00:02:22.474562
user_3
2,620.821658
1,532.29729
0.157315
4.077323
cell_3_2
-85.593344
true
cell_2_1
commuter
0
0.42828
-85.097859
null
5G_basic
18.37558
true
77,995
2025-04-22T00:02:22.474562
user_95
1,355.732711
2,022.856422
0.049833
6.147156
cell_1_2
-81.040368
false
null
commuter
0
0.388362
-87.964588
null
5G_basic
12.593357
true
2,462,635
2025-04-22T00:02:22.474562
user_89
656.316746
0
17.235993
5.288576
cell_1_0
-80.723167
false
null
high_mobility
0
0.325276
-82.539544
null
5G_premium
14.420348
true
2,307,115
2025-04-22T00:02:22.474562
user_11
2,313.018292
3,401.421067
0.1
-1.479959
cell_2_3
-84.134998
false
null
stationary
0
0.466919
-86.228783
null
5G_advanced
14.313783
true
285,355
2025-04-22T00:02:22.474562
user_24
566.37506
840.110244
0.114412
4.012515
cell_1_1
-83.295917
false
null
commuter
0
0.311084
-81.86806
null
5G_basic
28.134171
true
622,315
2025-04-22T00:02:22.474562
user_73
4,847.853431
2,991.575418
0.62697
3.849026
cell_5_3
-73.658538
false
null
random_walk
0
0.419301
-81.228926
null
5G_advanced
23.185606
true
1,892,395
2025-04-22T00:02:32.474562
user_17
6,806.781505
10,000
12.343482
1.387352
cell_7_9
-90.159184
false
null
high_mobility
0
0.449158
-90.220525
null
5G_basic
29.658076
true
440,876
2025-04-22T00:02:32.474562
user_11
2,313.109004
3,400.42519
0.1
-1.479959
cell_2_3
-84.122548
false
null
stationary
0
0.419293
-93.228519
null
5G_premium
19.297034
true
285,356
2025-04-22T00:02:32.474562
user_10
7,482.360502
8,642.425821
0.1
2.965647
cell_7_9
-85.569425
true
cell_8_9
stationary
0
0.381877
-87.794923
null
5G_premium
13.542096
true
259,436
2025-04-22T00:02:32.474562
user_71
8,539.049456
6,585.43069
0.1
4.210611
cell_9_7
-85.847191
true
cell_8_7
stationary
0
0.437759
-88.376244
null
5G_advanced
14.278606
true
1,840,556
2025-04-22T00:02:32.474562
user_99
1,199.696898
487.208033
0.1
1.858413
cell_1_0
-84.428724
true
cell_1_1
stationary
0
0.381396
-86.036885
null
5G_basic
19.468479
true
2,566,316
2025-04-22T00:02:32.474562
user_3
2,619.888416
1,531.030853
0.157315
4.077323
cell_3_2
-85.615985
true
cell_3_1
commuter
0
0.344513
-85.24014
null
5G_advanced
15.939015
true
77,996
2025-04-22T00:02:42.474562
user_67
7,228.606529
751.786003
0.990812
3.347246
cell_7_1
-80.564136
false
null
random_walk
0
0.412083
-82.25728
null
5G_premium
14.585505
true
1,736,877
2025-04-22T00:02:42.474562
user_61
6,745.904319
6,338.080592
1.64406
3.414324
cell_7_6
-82.525208
false
null
random_walk
0
0.454506
-82.708792
null
5G_advanced
23.90334
true
1,581,357
2025-04-22T00:02:42.474562
user_40
10,000
5,010.869282
1.503308
-0.460952
cell_9_5
-90.000513
false
null
random_walk
0
0.388171
-94.774528
null
5G_premium
16.328552
false
1,037,037
2025-04-22T00:02:42.474562
user_19
10,000
0
21.475465
5.729524
cell_9_0
-90
false
null
high_mobility
0
0.46881
-95.175379
null
5G_basic
21.803379
true
492,717
2025-04-22T00:02:42.474562
user_15
9,885.17228
3,884.343261
0.1
3.125441
cell_9_4
-89.014073
false
null
stationary
0
0.357693
-91.660609
null
5G_advanced
15.078336
true
389,037
2025-04-22T00:02:42.474562
user_83
2,073.223661
2,238.233765
0.120147
1.168412
cell_2_2
-77.932107
false
null
commuter
0
0.353323
-81.340035
null
5G_premium
15.483227
true
2,151,597
2025-04-22T00:02:42.474562
user_4
9,510.83967
3,898.64124
0.1
1.443335
cell_9_4
-84.33339
false
null
stationary
0
0.48501
-87.09481
null
5G_premium
16.560473
true
103,917
2025-04-22T00:02:42.474562
user_77
10,000
3,311.934966
1.793379
-0.793773
cell_9_3
-90.403267
false
null
random_walk
0
0.40634
-98.401034
null
5G_premium
17.668261
true
1,996,077
2025-04-22T00:02:42.474562
user_66
8,390.19282
5,911.567319
0.1
1.548524
cell_8_6
-82.043121
false
null
stationary
0
0.417974
-90.389179
null
5G_basic
25.402039
true
1,710,957
2025-04-22T00:02:42.474562
user_71
8,538.568471
6,584.553961
0.1
4.210611
cell_9_7
-85.860407
true
cell_8_6
stationary
0
0.327748
-85.991355
null
5G_basic
25.718784
true
1,840,557
2025-04-22T00:02:42.474562
user_17
6,829.298162
10,000
12.343482
1.387352
cell_7_9
-90.124741
false
null
high_mobility
0
0.378052
-95.47705
null
5G_basic
24.567837
true
440,877
2025-04-22T00:02:42.474562
user_0
6,418.383638
5,564.236267
1.004381
-0.914109
cell_6_6
-85.622154
true
cell_6_5
random_walk
0
0.457091
-93.008293
null
5G_premium
22.737267
true
237
2025-04-22T00:02:42.474562
user_45
7,363.409442
4,072.671728
1.335849
6.754609
cell_7_4
-81.378211
false
null
random_walk
0
0.491039
-81.733658
null
5G_basic
20.439035
true
1,166,637
2025-04-22T00:02:42.474562
user_79
0
2,726.055643
1.790238
4.187943
cell_0_3
-78.753247
false
null
random_walk
0
0.371264
-78.319316
null
5G_advanced
20.727808
true
2,047,917
2025-04-22T00:02:42.474562
user_3
2,618.955174
1,529.764415
0.157315
4.077323
cell_3_2
-85.638567
true
cell_2_2
commuter
0
0.473238
-86.917252
null
5G_advanced
22.705068
true
77,997
2025-04-22T00:02:42.474562
user_86
6,080.652926
1,129.836921
1.409957
5.204588
cell_6_1
-73.685197
false
null
random_walk
0
0.486855
-82.86842
null
5G_premium
22.557331
true
2,229,357