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
⌀
2025-04-21T23:59:32.474562
user_50
615.01266
1,200.045494
0.276909
-0.16478
cell_1_1
-82.746968
false
null
commuter
23
0.390684
-86.096933
null
5G_basic
22.449461
true
1,296,218
2025-04-21T23:59:42.474562
user_41
2,502.86589
2,302.098069
0.355402
5.429831
cell_3_2
-85.294375
true
cell_2_2
commuter
23
0.339597
-86.970951
null
5G_premium
14.520515
true
1,062,939
2025-04-21T23:59:42.474562
user_1
0
331.407694
24.516094
4.005915
cell_0_0
-80.407252
false
null
high_mobility
23
0.39708
-82.962685
null
5G_advanced
28.199431
true
26,139
2025-04-21T23:59:42.474562
user_80
423.571122
8,763.919231
15.370997
10.327964
cell_0_9
-83.713387
false
null
high_mobility
23
0.364893
-85.888347
null
5G_advanced
22.319146
true
2,073,819
2025-04-21T23:59:42.474562
user_25
2,745.855797
1,293.992329
0.100434
3.547806
cell_3_1
-81.790367
false
null
commuter
23
0.317973
-89.019448
null
5G_advanced
21.944219
true
648,219
2025-04-21T23:59:42.474562
user_77
10,000
3,424.133635
1.793379
-0.054231
cell_9_3
-90.718413
false
null
random_walk
23
0.410029
-92.972317
null
5G_basic
13.275249
true
1,996,059
2025-04-21T23:59:42.474562
user_84
1,914.22206
1,140.213821
1.802339
3.272996
cell_2_1
-74.316495
false
null
random_walk
23
0.374848
-79.540112
null
5G_premium
20.015214
true
2,177,499
2025-04-21T23:59:42.474562
user_65
2,418.198226
2,552.173561
0.371624
5.830357
cell_2_3
-85.745385
true
cell_2_2
commuter
23
0.413225
-91.129294
null
5G_basic
14.925727
true
1,685,019
2025-04-21T23:59:42.474562
user_2
485.529249
4,901.621645
0.65883
3.391894
cell_0_5
-83.899046
true
cell_1_5
random_walk
23
0.343796
-89.596276
null
5G_advanced
25.250631
true
52,059
2025-04-21T23:59:42.474562
user_34
257.58544
0
10.542891
4.198041
cell_0_0
-78.218426
false
null
high_mobility
23
0.459768
-79.31834
null
5G_basic
21.049206
false
881,499
2025-04-21T23:59:42.474562
user_87
1,946.672255
6,889.877613
0.1
1.766441
cell_2_7
-71.752447
false
null
stationary
23
0.374053
-76.4204
null
5G_advanced
28.971455
true
2,255,259
2025-04-21T23:59:42.474562
user_58
6,308.062993
6,363.411109
0.1
0.327974
cell_6_6
-83.559693
false
null
stationary
23
0.326577
-90.721594
null
5G_basic
25.637885
true
1,503,579
2025-04-21T23:59:52.474562
user_68
10,000
4,836.544808
12.648212
7.16418
cell_9_5
-90.11451
false
null
high_mobility
23
0.48838
-92.583072
null
5G_premium
10.246592
true
1,762,780
2025-04-21T23:59:52.474562
user_17
6,551.517186
10,000
12.343482
1.499344
cell_7_9
-90.795925
false
null
high_mobility
23
0.359871
-96.888696
null
5G_advanced
24.0081
true
440,860
2025-04-21T23:59:52.474562
user_65
2,421.539922
2,550.547667
0.371624
5.830357
cell_2_3
-85.794444
false
null
commuter
23
0.36207
-89.448039
null
5G_premium
18.046293
true
1,685,020
2025-04-21T23:59:52.474562
user_6
9,347.158631
1,632.274168
1.578767
7.102387
cell_9_2
-84.07801
false
null
random_walk
23
0.447079
-91.166896
null
5G_advanced
24.186723
true
155,740
2025-04-21T23:59:52.474562
user_42
6,001.104848
8,448.930059
0.1
-0.287815
cell_6_8
-83.0436
false
null
stationary
23
0.495073
-92.944833
null
5G_advanced
22.741249
true
1,088,860
2025-04-21T23:59:52.474562
user_30
2,038.684213
7,955.348487
0.1
2.427566
cell_2_8
-65.428535
false
null
stationary
23
0.321965
-68.376024
null
5G_advanced
21.37616
true
777,820
2025-04-21T23:59:52.474562
user_23
9,995.03752
3,925.893596
17.447857
4.683943
cell_9_4
-89.980811
false
null
high_mobility
23
0.34875
-92.024671
null
5G_basic
10.504258
true
596,380
2025-04-21T23:59:52.474562
user_21
7,207.981899
1,370.51665
1.985693
5.356959
cell_7_1
-82.565712
false
null
random_walk
23
0.39777
-87.818532
null
5G_premium
26.60893
true
544,540
2025-04-21T23:59:52.474562
user_99
1,206.857156
473.028317
0.1
2.097951
cell_1_0
-84.257716
false
null
stationary
23
0.356298
-86.204439
null
5G_premium
15.364474
true
2,566,300
2025-04-21T23:59:52.474562
user_72
7,627.63333
2,480.196044
1.476177
5.133507
cell_8_2
-85.673148
true
cell_7_2
random_walk
23
0.338315
-84.996324
null
5G_premium
10.984202
true
1,866,460
2025-04-22T00:00:02.474562
user_72
7,633.667655
2,466.723971
1.476177
5.133507
cell_8_2
-85.465805
true
cell_8_3
random_walk
0
0.475434
-88.597292
null
5G_premium
13.369577
true
1,866,461
2025-04-22T00:00:02.474562
user_42
6,002.063714
8,448.646201
0.1
-0.287815
cell_6_8
-83.038172
false
null
stationary
0
0.386758
-85.832044
null
5G_basic
29.2107
true
1,088,861
2025-04-22T00:00:02.474562
user_29
2,555.224502
4,061.41706
1.008346
2.743657
cell_3_4
-83.044847
false
null
random_walk
0
0.411398
-87.386716
null
5G_advanced
25.380511
true
751,901
2025-04-22T00:00:02.474562
user_65
2,425.114641
2,549.531862
0.371624
6.00632
cell_2_3
-85.839284
true
cell_2_2
commuter
0
0.403997
-94.749142
null
5G_premium
29.573586
true
1,685,021
2025-04-22T00:00:02.474562
user_79
187.550499
2,780.73737
1.790238
2.736863
cell_0_3
-79.20391
false
null
random_walk
0
0.389297
-86.647663
null
5G_advanced
12.509639
true
2,047,901
2025-04-22T00:00:02.474562
user_71
8,549.477118
6,596.012282
0.1
3.95338
cell_9_7
-85.63691
true
cell_9_6
stationary
0
0.303131
-88.551406
null
5G_basic
17.396512
true
1,840,541
2025-04-22T00:00:02.474562
user_4
9,508.571478
3,882.877236
0.1
1.293661
cell_9_4
-84.351476
false
null
stationary
0
0.324687
-90.735296
null
5G_advanced
10.488198
true
103,901
2025-04-22T00:00:02.474562
user_10
7,496.954308
8,639.437825
0.1
3.183798
cell_7_9
-85.763053
true
cell_8_8
stationary
0
0.344957
-92.576006
null
5G_premium
19.447072
true
259,421
2025-04-22T00:00:02.474562
user_63
6.038638
1,208.855554
0.234159
0.882128
cell_0_1
-76.40055
false
null
commuter
0
0.450345
-82.010107
null
5G_basic
22.693461
true
1,633,181
2025-04-22T00:00:02.474562
user_45
7,160.037794
4,019.356439
1.335849
6.363584
cell_7_4
-74.147523
false
null
random_walk
0
0.444285
-74.839135
null
5G_premium
28.22929
true
1,166,621
2025-04-22T00:00:12.474562
user_71
8,548.788916
6,595.286763
0.1
3.95338
cell_9_7
-85.651205
true
cell_9_6
stationary
0
0.446676
-94.558201
null
5G_advanced
28.197792
true
1,840,542
2025-04-22T00:00:12.474562
user_92
9,867.203367
7,868.38374
0.1
0.785894
cell_9_8
-88.861322
false
null
stationary
0
0.375534
-93.377009
null
5G_premium
16.409201
true
2,384,862
2025-04-22T00:00:12.474562
user_6
9,368.718425
1,655.343127
1.578767
7.102387
cell_9_2
-84.060999
false
null
random_walk
0
0.338704
-88.476754
null
5G_advanced
15.030446
true
155,742
2025-04-22T00:00:12.474562
user_3
2,625.480805
1,551.90707
0.157315
4.572059
cell_3_2
-85.328205
true
cell_2_2
commuter
0
0.489741
-92.814233
null
5G_basic
19.158579
true
77,982
2025-04-22T00:00:12.474562
user_40
10,000
5,143.970514
1.503308
-0.435434
cell_9_5
-90.089098
false
null
random_walk
0
0.311997
-96.935892
null
5G_premium
25.271362
true
1,037,022
2025-04-22T00:00:12.474562
user_99
1,205.851003
474.756801
0.1
2.097951
cell_1_0
-84.277597
true
cell_1_1
stationary
0
0.335909
-91.542898
null
5G_premium
21.273724
true
2,566,302
2025-04-22T00:00:12.474562
user_97
3,223.617158
10,000
1.801535
1.025761
cell_3_9
-90.211912
false
null
random_walk
0
0.30296
-93.554079
null
5G_premium
20.548758
true
2,514,462
2025-04-22T00:00:12.474562
user_18
0
10,000
23.002668
2.90845
cell_0_9
-90
false
null
high_mobility
0
0.357764
-95.38372
null
5G_advanced
12.587987
true
466,782
2025-04-22T00:00:12.474562
user_28
9,187.614449
1,666.820009
0.1
3.322068
cell_9_2
-81.649714
false
null
stationary
0
0.416647
-84.024832
null
5G_basic
24.484647
true
725,982
2025-04-22T00:00:12.474562
user_78
286.197036
1,864.340914
0.1
4.948498
cell_0_2
-80.013535
false
null
stationary
0
0.489744
-86.59631
null
5G_basic
19.861361
true
2,021,982
2025-04-22T00:00:12.474562
user_49
2,278.290696
8,381.967237
0.1
3.065621
cell_2_8
-83.489756
false
null
stationary
0
0.469946
-83.258506
null
5G_premium
15.938696
true
1,270,302
2025-04-22T00:00:12.474562
user_15
9,899.429057
3,888.137607
0.1
3.447675
cell_9_4
-89.146001
false
null
stationary
0
0.320358
-88.074314
null
5G_advanced
14.495707
true
389,022
2025-04-22T00:00:12.474562
user_65
2,428.689359
2,548.516058
0.371624
6.00632
cell_2_3
-85.883976
true
cell_3_3
commuter
0
0.37995
-86.63044
null
5G_basic
28.021013
true
1,685,022
2025-04-22T00:00:12.474562
user_34
101.982765
0
10.542891
4.198041
cell_0_0
-70.170536
false
null
high_mobility
0
0.413345
-70.426124
null
5G_premium
17.964989
true
881,502
2025-04-22T00:00:12.474562
user_48
0
8,394.176904
24.192339
3.174062
cell_0_8
-81.913823
false
null
high_mobility
0
0.361903
-84.426319
null
5G_advanced
10.996669
true
1,244,382
2025-04-22T00:00:12.474562
user_51
742.933698
2,577.884483
0.244868
3.203421
cell_1_3
-83.878605
false
null
commuter
0
0.344824
-90.806074
null
5G_advanced
13.922186
true
1,322,142
2025-04-22T00:00:12.474562
user_72
7,639.340267
2,453.095644
1.476177
5.106814
cell_8_2
-85.255256
true
cell_7_2
random_walk
0
0.42217
-84.728899
null
5G_advanced
20.594011
true
1,866,462
2025-04-22T00:00:22.474562
user_50
628.563083
1,197.237898
0.276909
-0.230652
cell_1_1
-82.476497
false
null
commuter
0
0.393488
-85.582779
null
5G_premium
26.441082
true
1,296,223
2025-04-22T00:00:22.474562
user_33
6,728.866445
6,293.007244
0.809206
2.540714
cell_7_6
-82.023974
false
null
random_walk
0
0.479029
-90.528805
null
5G_premium
15.405564
true
855,583
2025-04-22T00:00:22.474562
user_82
5,831.110666
2,760.492174
0.1
6.024345
cell_6_3
-79.339305
false
null
stationary
0
0.370304
-87.555403
null
5G_basic
23.533378
true
2,125,663
2025-04-22T00:00:22.474562
user_53
1,277.566194
1,330.057716
0.453131
2.591192
cell_1_1
-82.694688
false
null
commuter
0
0.395454
-85.525452
null
5G_basic
24.374605
true
1,373,983
2025-04-22T00:00:22.474562
user_9
977.04867
5,560.590815
0.1
5.728681
cell_1_6
-82.869215
false
null
stationary
0
0.3645
-91.197432
null
5G_advanced
18.334118
true
233,503
2025-04-22T00:00:22.474562
user_75
4,211.205053
9,806.739465
0.1
-0.705239
cell_4_9
-88.422573
false
null
stationary
0
0.321106
-90.081815
null
5G_advanced
12.306374
true
1,944,223
2025-04-22T00:00:22.474562
user_2
459.997286
4,895.094074
0.65883
3.391894
cell_0_5
-83.475305
false
null
random_walk
0
0.48024
-85.572388
null
5G_basic
25.045979
true
52,063
2025-04-22T00:00:22.474562
user_10
7,495.013971
8,639.733407
0.1
2.797041
cell_7_9
-85.738353
true
cell_8_8
stationary
0
0.428329
-88.8949
null
5G_basic
16.940573
true
259,423
2025-04-22T00:00:22.474562
user_31
0
9,140.263282
1.534158
3.670937
cell_0_9
-72.93888
false
null
random_walk
0
0.414648
-75.929248
null
5G_premium
24.865515
true
803,743
2025-04-22T00:00:22.474562
user_12
49.629794
1,443.206521
0.18156
2.217774
cell_0_1
-82.986242
false
null
commuter
0
0.449081
-83.983215
null
5G_basic
13.180348
true
311,263
2025-04-22T00:00:22.474562
user_16
9,511.875904
5,879.229549
0.1
-0.34556
cell_9_6
-84.41856
false
null
stationary
0
0.411453
-83.542526
null
5G_premium
25.399031
false
414,943
2025-04-22T00:00:32.474562
user_71
8,547.412511
6,593.835726
0.1
3.95338
cell_9_7
-85.679726
false
null
stationary
0
0.345529
-84.983932
null
5G_advanced
20.50711
true
1,840,544
2025-04-22T00:00:32.474562
user_68
10,000
5,256.922613
12.648212
7.381485
cell_9_5
-90.27761
false
null
high_mobility
0
0.461132
-90.637607
null
5G_basic
18.829635
true
1,762,784
2025-04-22T00:00:32.474562
user_10
7,494.072744
8,640.071182
0.1
2.797041
cell_7_9
-85.724727
true
cell_8_8
stationary
0
0.34665
-89.650425
null
5G_advanced
17.149583
true
259,424
2025-04-22T00:00:32.474562
user_65
2,434.253256
2,543.588084
0.371624
5.558324
cell_2_3
-85.986677
true
cell_3_3
commuter
0
0.416654
-92.139233
null
5G_basic
17.341717
true
1,685,024
2025-04-22T00:00:32.474562
user_3
2,625.040733
1,548.791697
0.157315
4.572059
cell_3_2
-85.367899
true
cell_3_1
commuter
0
0.311782
-86.373597
null
5G_advanced
11.053699
true
77,984
2025-04-22T00:00:32.474562
user_41
2,515.306452
2,289.43826
0.355402
5.528521
cell_3_2
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true
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2025-04-22T00:00:32.474562
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2025-04-22T00:00:32.474562
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2025-04-22T00:00:32.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
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2025-04-22T00:00:42.474562
user_3
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2025-04-22T00:00:52.474562
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2025-04-22T00:00:52.474562
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2025-04-22T00:00:52.474562
user_10
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2025-04-22T00:00:52.474562
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2025-04-22T00:00:52.474562
user_11
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2025-04-22T00:00:52.474562
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2025-04-22T00:00:52.474562
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
user_12
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2025-04-22T00:01:02.474562
user_41
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2025-04-22T00:01:02.474562
user_10
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2025-04-22T00:01:02.474562
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2025-04-22T00:01:02.474562
user_5
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2025-04-22T00:01:12.474562
user_94
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2025-04-22T00:01:12.474562
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2025-04-22T00:01:12.474562
user_55
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2025-04-22T00:01:12.474562
user_54
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2025-04-22T00:01:12.474562
user_28
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2025-04-22T00:01:12.474562
user_41
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