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
⌀
2025-04-21T23:46:12.474562
user_12
178.215959
1,368.286845
0.18156
2.880516
cell_0_1
-82.237454
false
null
commuter
23
0.354804
-88.19113
null
5G_advanced
10.611168
false
311,178
2025-04-21T23:46:22.474562
user_5
2,537.443834
2,179.58743
0.515749
5.505797
cell_3_2
-83.913054
false
null
random_walk
23
0.495677
-90.531069
null
5G_advanced
12.33952
true
129,739
2025-04-21T23:46:22.474562
user_38
555.547798
1,587.688658
0.35115
2.858726
cell_1_2
-85.653027
true
cell_0_1
commuter
23
0.397898
-89.536713
null
5G_advanced
17.509878
true
985,099
2025-04-21T23:46:22.474562
user_74
2,365.263384
6,424.677781
0.1
4.930249
cell_2_6
-84.966094
true
cell_3_7
stationary
23
0.420228
-87.215655
null
5G_premium
18.053089
false
1,918,219
2025-04-21T23:46:22.474562
user_29
3,319.111003
3,895.997799
1.008346
2.379466
cell_3_4
-80.517246
false
null
random_walk
23
0.477331
-89.008864
null
5G_premium
10.865034
true
751,819
2025-04-21T23:46:22.474562
user_56
3,496.164992
10,000
11.599227
2.432598
cell_3_9
-90.955807
false
null
high_mobility
23
0.360204
-90.354708
null
5G_basic
23.778463
false
1,451,659
2025-04-21T23:46:22.474562
user_77
8,967.600112
2,921.809598
1.793379
0.114206
cell_9_3
-68.551248
false
null
random_walk
23
0.474295
-75.059013
null
5G_advanced
18.450513
true
1,995,979
2025-04-21T23:46:22.474562
user_73
5,256.443112
3,278.474342
0.62697
2.915969
cell_5_3
-81.562796
false
null
random_walk
23
0.476743
-86.798184
null
5G_basic
17.843344
true
1,892,299
2025-04-21T23:46:22.474562
user_10
7,574.400364
8,648.236804
0.1
3.28548
cell_8_9
-84.841181
true
cell_8_8
stationary
23
0.431343
-90.400817
null
5G_advanced
22.625078
true
259,339
2025-04-21T23:46:22.474562
user_27
4,930.768926
9,781.066416
0.1
5.111462
cell_5_9
-87.887746
false
null
stationary
23
0.398818
-91.670697
null
5G_basic
10.86101
true
699,979
2025-04-21T23:46:22.474562
user_53
1,593.210801
1,428.225762
0.453131
3.052945
cell_2_1
-85.426446
true
cell_1_1
commuter
23
0.4319
-94.246564
null
5G_basic
18.279512
true
1,373,899
2025-04-21T23:46:22.474562
user_97
1,859.691375
10,000
1.801535
0.067667
cell_2_9
-90.084667
false
null
random_walk
23
0.481905
-91.608385
null
5G_premium
28.23209
true
2,514,379
2025-04-21T23:46:22.474562
user_12
176.461885
1,368.75549
0.18156
2.880516
cell_0_1
-82.230269
false
null
commuter
23
0.428681
-82.313826
null
5G_advanced
14.507606
true
311,179
2025-04-21T23:46:22.474562
user_79
1,270.382531
3,521.830585
1.790238
3.550053
cell_1_4
-84.796512
false
null
random_walk
23
0.447212
-90.861183
null
5G_basic
15.739156
true
2,047,819
2025-04-21T23:46:22.474562
user_37
3,754.326378
454.308841
0.1
0.541786
cell_4_0
-84.261078
false
null
stationary
23
0.333901
-89.850707
null
5G_basic
26.689305
true
959,179
2025-04-21T23:46:22.474562
user_47
8,003.871733
0
18.067479
5.465445
cell_8_0
-41.758109
false
null
high_mobility
23
0.45739
-47.058159
null
5G_advanced
19.051832
true
1,218,379
2025-04-21T23:46:22.474562
user_6
8,288.097923
1,281.245448
1.578767
6.133245
cell_8_1
-82.097814
false
null
random_walk
23
0.362812
-81.511855
null
5G_advanced
23.025651
true
155,659
2025-04-21T23:46:22.474562
user_99
1,251.944136
410.099178
0.1
2.181641
cell_1_0
-83.648458
false
null
stationary
23
0.369239
-87.140399
null
5G_premium
14.465219
true
2,566,219
2025-04-21T23:46:22.474562
user_39
4,519.220491
10,000
14.461532
1.844703
cell_5_9
-90.903106
false
null
high_mobility
23
0.359027
-92.581908
null
5G_premium
13.186166
true
1,011,019
2025-04-21T23:46:32.474562
user_38
552.175846
1,588.668753
0.35115
2.858726
cell_1_2
-85.678963
true
cell_0_1
commuter
23
0.457156
-91.503325
null
5G_premium
29.104485
true
985,100
2025-04-21T23:46:32.474562
user_53
1,588.697286
1,428.626927
0.453131
3.052945
cell_2_1
-85.476405
false
null
commuter
23
0.322161
-92.121953
null
5G_advanced
24.336
true
1,373,900
2025-04-21T23:46:32.474562
user_44
1,297.196776
1,928.845474
0.192164
4.985945
cell_1_2
-79.702952
false
null
commuter
23
0.375705
-79.065343
null
5G_advanced
11.881321
true
1,140,620
2025-04-21T23:46:32.474562
user_42
5,950.096836
8,401.618883
0.1
1.826244
cell_6_8
-82.142822
false
null
stationary
23
0.403317
-84.763455
null
5G_advanced
10.841041
true
1,088,780
2025-04-21T23:46:32.474562
user_51
778.668488
2,759.995748
0.244868
4.389667
cell_1_3
-80.277152
false
null
commuter
23
0.474554
-87.059764
null
5G_advanced
23.41967
true
1,322,060
2025-04-21T23:46:32.474562
user_94
1,361.705607
0
1.268291
4.918801
cell_1_0
-81.167105
false
null
random_walk
23
0.345226
-87.469768
null
5G_advanced
24.580463
true
2,436,620
2025-04-21T23:46:32.474562
user_56
3,408.124944
10,000
11.599227
2.432598
cell_3_9
-90.669093
false
null
high_mobility
23
0.41579
-92.026763
null
5G_premium
26.620163
true
1,451,660
2025-04-21T23:46:32.474562
user_27
4,931.15749
9,780.144994
0.1
5.111462
cell_5_9
-87.877193
false
null
stationary
23
0.342561
-92.79743
null
5G_premium
11.313733
true
699,980
2025-04-21T23:46:32.474562
user_67
8,100.24603
979.28573
0.990812
3.080529
cell_8_1
-70.202928
false
null
random_walk
23
0.417568
-78.677048
null
5G_basic
29.103654
true
1,736,780
2025-04-21T23:46:32.474562
user_74
2,365.512452
6,423.709295
0.1
4.964107
cell_2_6
-84.957232
true
cell_3_6
stationary
23
0.389712
-86.898465
null
5G_premium
26.091636
true
1,918,220
2025-04-21T23:46:32.474562
user_87
1,974.702947
6,818.01597
0.1
2.206998
cell_2_7
-75.283784
false
null
stationary
23
0.422316
-76.353624
null
5G_advanced
15.27672
true
2,255,180
2025-04-21T23:46:32.474562
user_41
2,529.199077
2,563.656853
0.355402
4.323978
cell_3_3
-86.149487
true
cell_3_2
commuter
23
0.35633
-89.58616
null
5G_basic
20.101489
true
1,062,860
2025-04-21T23:46:42.474562
user_40
10,000
5,417.362213
1.503308
0.333536
cell_9_5
-90.697388
false
null
random_walk
23
0.345281
-91.030566
null
5G_basic
15.521069
true
1,036,941
2025-04-21T23:46:42.474562
user_86
5,978.148083
2,213.965206
1.409957
4.33389
cell_6_2
-76.651926
false
null
random_walk
23
0.483761
-78.395995
null
5G_basic
12.297515
true
2,229,261
2025-04-21T23:46:42.474562
user_56
3,320.084896
10,000
11.599227
2.432598
cell_3_9
-90.423606
false
null
high_mobility
23
0.363085
-93.489376
null
5G_basic
26.070458
true
1,451,661
2025-04-21T23:46:42.474562
user_0
5,684.413824
5,536.265733
1.004381
-0.260878
cell_6_6
-84.978196
true
cell_6_5
random_walk
23
0.333402
-88.200394
null
5G_premium
14.239475
true
141
2025-04-21T23:46:42.474562
user_54
7,693.836769
1,817.092154
1.179006
2.825855
cell_8_2
-81.044571
false
null
random_walk
23
0.436327
-84.408338
null
5G_basic
15.191805
true
1,399,821
2025-04-21T23:46:42.474562
user_77
9,003.234044
2,925.896987
1.793379
0.114206
cell_9_3
-67.404981
false
null
random_walk
23
0.367287
-67.647796
null
5G_premium
17.172015
true
1,995,981
2025-04-21T23:46:42.474562
user_99
1,250.797016
411.737505
0.1
2.181641
cell_1_0
-83.662864
false
null
stationary
23
0.362951
-84.860878
null
5G_basic
13.988804
true
2,566,221
2025-04-21T23:46:42.474562
user_75
4,200.186722
9,877.775536
0.1
-2.196129
cell_4_9
-89.087876
false
null
stationary
23
0.430437
-95.090228
null
5G_basic
20.241048
true
1,944,141
2025-04-21T23:46:42.474562
user_80
9,474.685718
8,553.941479
15.370997
8.292617
cell_9_9
-86.276676
false
null
high_mobility
23
0.419496
-92.149445
null
5G_premium
22.428782
true
2,073,741
2025-04-21T23:46:42.474562
user_3
2,733.946769
1,602.459037
0.157315
4.330503
cell_3_2
-83.594999
false
null
commuter
23
0.444434
-87.479253
null
5G_advanced
20.646513
true
77,901
2025-04-21T23:46:42.474562
user_37
3,756.239394
454.892254
0.1
0.29601
cell_4_0
-84.254465
false
null
stationary
23
0.357692
-91.021646
null
5G_premium
16.786985
true
959,181
2025-04-21T23:46:42.474562
user_66
8,369.645321
5,822.92799
0.1
0.91333
cell_8_6
-82.25289
false
null
stationary
23
0.459631
-87.673136
null
5G_premium
26.595275
true
1,710,861
2025-04-21T23:46:42.474562
user_10
7,572.421032
8,647.95002
0.1
3.28548
cell_8_9
-84.868029
true
cell_7_9
stationary
23
0.491102
-87.724879
null
5G_advanced
13.415148
true
259,341
2025-04-21T23:46:52.474562
user_86
5,972.937927
2,200.863599
1.409957
4.33389
cell_6_2
-76.13615
false
null
random_walk
23
0.420013
-82.490898
null
5G_premium
26.519843
true
2,229,262
2025-04-21T23:46:52.474562
user_50
423.397724
1,248.600356
0.276909
-0.016875
cell_0_1
-83.821392
false
null
commuter
23
0.329345
-89.015049
null
5G_premium
28.583641
true
1,296,142
2025-04-21T23:46:52.474562
user_59
7,101.939507
6,539.186215
1.572287
3.005196
cell_7_7
-83.478002
false
null
random_walk
23
0.473085
-85.717665
null
5G_advanced
27.747534
true
1,529,422
2025-04-21T23:46:52.474562
user_53
1,579.880555
1,427.608558
0.453131
3.460229
cell_2_1
-85.55517
true
cell_2_2
commuter
23
0.406643
-88.68897
null
5G_basic
10.168802
true
1,373,902
2025-04-21T23:46:52.474562
user_70
1,436.249416
1,898.33479
0.1
7.116473
cell_1_2
-83.024378
false
null
stationary
23
0.352321
-90.978081
null
5G_premium
12.039851
true
1,814,542
2025-04-21T23:46:52.474562
user_74
2,366.010588
6,421.772323
0.1
4.964107
cell_2_6
-84.939536
true
cell_2_7
stationary
23
0.442041
-89.868723
null
5G_premium
14.17542
true
1,918,222
2025-04-21T23:46:52.474562
user_41
2,526.507137
2,557.078281
0.355402
4.323978
cell_3_3
-86.23637
true
cell_3_2
commuter
23
0.33374
-93.281616
null
5G_basic
20.687532
true
1,062,862
2025-04-21T23:46:52.474562
user_72
7,098.427978
3,451.263595
1.476177
4.788859
cell_7_3
-83.290456
false
null
random_walk
23
0.422845
-83.896192
null
5G_basic
18.793533
false
1,866,382
2025-04-21T23:46:52.474562
user_32
0
177.679664
23.080687
2.862034
cell_0_0
-74.992754
false
null
high_mobility
23
0.452812
-75.012408
null
5G_basic
16.379346
true
829,582
2025-04-21T23:46:52.474562
user_11
2,312.626271
3,491.651395
0.1
-1.694542
cell_2_3
-85.307838
true
cell_2_4
stationary
23
0.432147
-84.940093
null
5G_premium
16.108058
true
285,262
2025-04-21T23:46:52.474562
user_38
545.43194
1,590.628943
0.35115
2.858726
cell_1_2
-85.731233
true
cell_0_1
commuter
23
0.444964
-86.753818
null
5G_basic
26.191718
true
985,102
2025-04-21T23:46:52.474562
user_73
5,238.110723
3,282.682199
0.62697
2.915969
cell_5_3
-81.354696
false
null
random_walk
23
0.34351
-85.019768
null
5G_basic
25.658422
true
1,892,302
2025-04-21T23:46:52.474562
user_31
2.499467
8,355.957189
1.534158
1.768252
cell_0_8
-81.028169
false
null
random_walk
23
0.498562
-82.038527
null
5G_advanced
25.276521
false
803,662
2025-04-21T23:47:02.474562
user_91
9,140.520669
1,173.492568
1.378056
0.729018
cell_9_1
-76.97628
false
null
random_walk
23
0.424187
-76.242153
null
5G_advanced
17.374814
true
2,358,863
2025-04-21T23:47:02.474562
user_82
5,777.906182
2,808.339756
0.1
5.038595
cell_6_3
-79.347979
false
null
stationary
23
0.430986
-81.243046
null
5G_basic
17.323878
true
2,125,583
2025-04-21T23:47:02.474562
user_10
7,570.476485
8,648.417716
0.1
2.905559
cell_8_9
-84.886925
true
cell_7_9
stationary
23
0.394732
-85.241739
null
5G_advanced
18.010108
true
259,343
2025-04-21T23:47:02.474562
user_16
9,439.065564
5,901.990254
0.1
0.202715
cell_9_6
-83.061772
false
null
stationary
23
0.331323
-83.490325
null
5G_basic
25.411864
false
414,863
2025-04-21T23:47:02.474562
user_53
1,575.577338
1,426.189026
0.453131
3.460229
cell_2_1
-85.584346
false
null
commuter
23
0.310285
-84.281886
null
5G_premium
20.264848
true
1,373,903
2025-04-21T23:47:02.474562
user_3
2,732.774231
1,599.539385
0.157315
4.330503
cell_3_2
-83.650728
false
null
commuter
23
0.389582
-87.368797
null
5G_advanced
20.051659
true
77,903
2025-04-21T23:47:02.474562
user_70
1,436.921862
1,899.074937
0.1
7.116473
cell_1_2
-83.033831
false
null
stationary
23
0.366664
-86.490138
null
5G_advanced
26.668438
true
1,814,543
2025-04-21T23:47:02.474562
user_38
542.059987
1,591.609038
0.35115
2.858726
cell_1_2
-85.75756
true
cell_1_1
commuter
23
0.492257
-89.121884
null
5G_premium
10.011973
true
985,103
2025-04-21T23:47:02.474562
user_67
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2025-04-21T23:47:02.474562
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2025-04-21T23:47:02.474562
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2025-04-21T23:47:02.474562
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2025-04-21T23:47:02.474562
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2025-04-21T23:47:02.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:12.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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2025-04-21T23:47:22.474562
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