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
⌀
2025-04-21T23:40:52.474562
user_42
5,966.896178
8,375.170657
0.1
3.06167
cell_6_8
-81.518259
false
null
stationary
23
0.426571
-83.999053
null
5G_advanced
16.24132
true
1,088,746
2025-04-21T23:40:52.474562
user_93
7,529.390005
3,708.866583
0.1
-0.367604
cell_8_4
-84.860512
true
cell_7_3
stationary
23
0.387152
-84.612319
null
5G_advanced
26.602115
true
2,410,666
2025-04-21T23:40:52.474562
user_87
1,972.719026
6,787.559547
0.1
1.152922
cell_2_7
-76.615779
false
null
stationary
23
0.309747
-83.952629
null
5G_premium
15.26634
true
2,255,146
2025-04-21T23:40:52.474562
user_36
1,266.925263
10,000
25.014151
1.46917
cell_1_9
-90.298905
false
null
high_mobility
23
0.383993
-95.880147
null
5G_basic
24.693271
true
933,226
2025-04-21T23:40:52.474562
user_18
301.594509
10,000
23.002668
1.49277
cell_0_9
-90.378085
false
null
high_mobility
23
0.379091
-93.32967
null
5G_premium
23.365647
true
466,666
2025-04-21T23:40:52.474562
user_58
6,251.154341
6,274.279994
0.1
1.321415
cell_6_6
-81.408474
false
null
stationary
23
0.329229
-86.05626
null
5G_advanced
29.889548
true
1,503,466
2025-04-21T23:40:52.474562
user_90
3,872.602807
2,713.837655
0.1
2.124525
cell_4_3
-79.917528
false
null
stationary
23
0.312885
-83.166803
null
5G_advanced
20.479774
true
2,332,906
2025-04-21T23:40:52.474562
user_5
2,426.141961
2,297.960283
0.515749
4.91461
cell_2_2
-84.319702
false
null
random_walk
23
0.456687
-92.897543
null
5G_premium
16.078675
true
129,706
2025-04-21T23:40:52.474562
user_11
2,294.69928
3,522.470766
0.1
-1.129414
cell_2_4
-84.981476
true
cell_2_3
stationary
23
0.457972
-88.882627
null
5G_advanced
13.670232
true
285,226
2025-04-21T23:40:52.474562
user_41
2,475.805675
2,656.625065
0.355402
5.754511
cell_2_3
-85.369337
true
cell_2_2
commuter
23
0.469459
-86.921536
null
5G_advanced
29.198448
true
1,062,826
2025-04-21T23:41:02.474562
user_96
917.816947
0
1.012744
4.100776
cell_1_0
-68.295645
false
null
random_walk
23
0.435144
-71.980529
null
5G_basic
16.860398
true
2,488,427
2025-04-21T23:41:02.474562
user_36
1,292.302501
10,000
25.014151
1.46917
cell_1_9
-90.356061
false
null
high_mobility
23
0.315937
-91.953638
null
5G_advanced
18.075265
true
933,227
2025-04-21T23:41:02.474562
user_4
9,564.392791
3,820.839907
0.1
3.71733
cell_9_4
-85.448584
false
null
stationary
23
0.414068
-93.511872
null
5G_premium
28.425884
true
103,787
2025-04-21T23:41:02.474562
user_68
10,000
1,566.238678
12.648212
6.10056
cell_9_2
-90.748709
false
null
high_mobility
23
0.440267
-91.469801
null
5G_basic
14.482756
true
1,762,667
2025-04-21T23:41:02.474562
user_85
8,692.97132
0
20.345745
4.083106
cell_9_0
-79.743579
false
null
high_mobility
23
0.479042
-87.465584
null
5G_premium
11.510988
true
2,203,307
2025-04-21T23:41:02.474562
user_50
337.670529
1,210.889109
0.276909
0.781839
cell_0_1
-82.000172
false
null
commuter
23
0.346947
-83.839289
null
5G_basic
29.620662
true
1,296,107
2025-04-21T23:41:02.474562
user_21
6,110.877175
2,824.594248
1.985693
5.263501
cell_6_3
-76.340834
false
null
random_walk
23
0.349908
-84.105691
null
5G_basic
23.294364
false
544,427
2025-04-21T23:41:02.474562
user_20
4,288.302775
10,000
21.487117
0.969533
cell_4_9
-90.34676
false
null
high_mobility
23
0.416758
-97.060606
null
5G_basic
29.672299
true
518,507
2025-04-21T23:41:02.474562
user_88
10,000
469.833282
26.519605
5.936501
cell_9_0
-90.866244
false
null
high_mobility
23
0.431529
-98.936011
null
5G_basic
25.428505
true
2,281,067
2025-04-21T23:41:02.474562
user_29
3,516.673467
3,651.49687
1.008346
2.886738
cell_4_4
-85.503005
true
cell_3_4
random_walk
23
0.434046
-94.181371
null
5G_advanced
25.804214
false
751,787
2025-04-21T23:41:12.474562
user_61
8,668.030636
6,628.346013
1.64406
4.263066
cell_9_7
-83.950298
false
null
random_walk
23
0.407132
-91.558257
null
5G_advanced
14.800535
false
1,581,228
2025-04-21T23:41:12.474562
user_4
9,563.553999
3,820.295454
0.1
3.71733
cell_9_4
-85.439276
false
null
stationary
23
0.418783
-90.226215
null
5G_advanced
20.966586
true
103,788
2025-04-21T23:41:12.474562
user_41
2,480.156678
2,651.068432
0.355402
5.496084
cell_2_3
-85.469172
false
null
commuter
23
0.407886
-92.004977
null
5G_basic
10.040101
true
1,062,828
2025-04-21T23:41:12.474562
user_77
8,412.595789
2,903.329398
1.793379
0.023569
cell_8_3
-82.542592
false
null
random_walk
23
0.438459
-88.439633
null
5G_premium
29.85183
false
1,995,948
2025-04-21T23:41:12.474562
user_50
339.635526
1,212.840168
0.276909
0.781839
cell_0_1
-82.058895
false
null
commuter
23
0.404197
-83.206683
null
5G_premium
20.997334
true
1,296,108
2025-04-21T23:41:12.474562
user_98
7,397.507275
5,728.254892
0.1
1.473871
cell_7_6
-83.65221
false
null
stationary
23
0.482603
-83.569135
null
5G_basic
17.080337
true
2,540,268
2025-04-21T23:41:12.474562
user_46
9,299.631386
4,854.846857
0.1
4.36917
cell_9_5
-80.447294
false
null
stationary
23
0.417773
-81.334912
null
5G_basic
18.636892
true
1,192,428
2025-04-21T23:41:12.474562
user_0
5,528.290074
5,294.148435
1.004381
1.316082
cell_6_5
-84.900056
true
cell_5_5
random_walk
23
0.462322
-86.704631
null
5G_basic
22.879585
true
108
2025-04-21T23:41:12.474562
user_44
1,298.208172
1,989.667346
0.192164
4.768513
cell_1_2
-79.495602
false
null
commuter
23
0.463531
-85.926834
null
5G_advanced
15.938533
true
1,140,588
2025-04-21T23:41:12.474562
user_74
2,342.901876
6,441.499856
0.1
4.83414
cell_2_6
-84.948553
true
cell_3_7
stationary
23
0.329722
-84.805134
null
5G_advanced
11.323445
true
1,918,188
2025-04-21T23:41:12.474562
user_43
1,478.421861
794.187869
0.402503
2.636829
cell_1_1
-84.333635
false
null
commuter
23
0.417434
-87.106811
null
5G_premium
20.450898
true
1,114,668
2025-04-21T23:41:12.474562
user_38
622.770946
1,510.047612
0.35115
2.133336
cell_1_2
-85.824669
true
cell_1_1
commuter
23
0.45604
-87.656248
null
5G_premium
24.161298
true
985,068
2025-04-21T23:41:22.474562
user_10
7,602.819333
8,657.153185
0.1
3.464839
cell_8_9
-84.398006
false
null
stationary
23
0.411362
-91.235913
null
5G_basic
12.551782
true
259,309
2025-04-21T23:41:22.474562
user_73
5,364.829821
3,133.554596
0.62697
1.610593
cell_5_3
-81.787975
false
null
random_walk
23
0.350851
-82.74773
null
5G_basic
17.895002
true
1,892,269
2025-04-21T23:41:22.474562
user_37
3,726.795796
447.69074
0.1
0.577106
cell_4_0
-84.394393
false
null
stationary
23
0.497287
-94.040578
null
5G_advanced
23.190822
true
959,149
2025-04-21T23:41:22.474562
user_22
0
10,000
28.210266
1.822901
cell_0_9
-90
false
null
high_mobility
23
0.443426
-90.816305
null
5G_basic
20.040618
false
570,349
2025-04-21T23:41:22.474562
user_30
2,027.909123
7,872.915504
0.1
0.071156
cell_2_8
-72.286413
false
null
stationary
23
0.344753
-71.427532
null
5G_premium
28.601939
true
777,709
2025-04-21T23:41:22.474562
user_38
622.139938
1,513.501954
0.35115
1.751475
cell_1_2
-85.791644
true
cell_0_2
commuter
23
0.474886
-91.574644
null
5G_premium
15.210686
true
985,069
2025-04-21T23:41:22.474562
user_16
9,415.640316
5,881.887352
0.1
0.938674
cell_9_6
-82.711617
false
null
stationary
23
0.43726
-87.028823
null
5G_advanced
19.726324
true
414,829
2025-04-21T23:41:22.474562
user_78
264.069114
1,966.153327
0.1
5.798842
cell_0_2
-78.50512
false
null
stationary
23
0.487635
-83.485575
null
5G_basic
20.229521
true
2,021,869
2025-04-21T23:41:22.474562
user_8
2,904.888254
6,227.535955
0.1
2.906285
cell_3_6
-77.840382
false
null
stationary
23
0.330817
-82.545526
null
5G_premium
27.672854
true
207,469
2025-04-21T23:41:22.474562
user_74
2,343.382276
6,440.622807
0.1
5.2135
cell_2_6
-84.942379
true
cell_3_6
stationary
23
0.360841
-92.217306
null
5G_advanced
14.026437
true
1,918,189
2025-04-21T23:41:22.474562
user_71
8,631.29283
6,606.754097
0.1
1.292408
cell_9_7
-84.632767
false
null
stationary
23
0.427531
-92.510173
null
5G_premium
28.529254
true
1,840,429
2025-04-21T23:41:22.474562
user_97
1,500.669911
10,000
1.801535
1.269396
cell_2_9
-90.966774
false
null
random_walk
23
0.409533
-96.51866
null
5G_basic
12.948152
true
2,514,349
2025-04-21T23:41:32.474562
user_35
1,073.191322
5,790.650289
1.161137
2.215691
cell_1_6
-76.918262
false
null
random_walk
23
0.495731
-82.317344
null
5G_premium
23.754835
true
907,310
2025-04-21T23:41:32.474562
user_71
8,631.301428
6,607.75406
0.1
1.562199
cell_9_7
-84.620917
false
null
stationary
23
0.400988
-89.72057
null
5G_basic
18.704321
true
1,840,430
2025-04-21T23:41:32.474562
user_42
5,962.96329
8,375.849942
0.1
2.906783
cell_6_8
-81.542258
false
null
stationary
23
0.323099
-86.819146
null
5G_advanced
29.413615
true
1,088,750
2025-04-21T23:41:32.474562
user_41
2,485.842038
2,646.95722
0.355402
5.818133
cell_2_3
-85.571241
true
cell_2_2
commuter
23
0.311795
-86.148662
null
5G_premium
16.963841
true
1,062,830
2025-04-21T23:41:32.474562
user_33
7,570.909966
6,104.38939
0.809206
3.452856
cell_8_6
-82.900689
false
null
random_walk
23
0.407321
-84.597058
null
5G_basic
20.565951
true
855,470
2025-04-21T23:41:32.474562
user_0
5,529.760786
5,314.182143
1.004381
1.497516
cell_6_5
-85.049264
true
cell_5_5
random_walk
23
0.327191
-90.390737
null
5G_advanced
24.201284
true
110
2025-04-21T23:41:32.474562
user_11
2,296.40804
3,518.854118
0.1
-1.129414
cell_2_4
-85.042793
true
cell_2_3
stationary
23
0.45778
-86.988945
null
5G_basic
15.241048
true
285,230
2025-04-21T23:41:32.474562
user_70
1,412.595133
1,877.604736
0.1
6.561775
cell_1_2
-82.67677
false
null
stationary
23
0.465651
-86.90968
null
5G_advanced
13.431212
true
1,814,510
2025-04-21T23:41:32.474562
user_29
3,492.284303
3,669.392514
1.008346
2.50857
cell_3_4
-85.461046
true
cell_4_4
random_walk
23
0.492807
-87.809918
null
5G_premium
29.633697
false
751,790
2025-04-21T23:41:32.474562
user_84
3,587.339655
1,879.433322
1.802339
3.950118
cell_4_2
-82.667604
false
null
random_walk
23
0.48086
-86.702049
null
5G_advanced
12.823684
false
2,177,390
2025-04-21T23:41:32.474562
user_69
216.742715
1,574.468827
0.346632
2.53559
cell_0_2
-83.58038
false
null
commuter
23
0.473047
-88.698322
null
5G_advanced
16.957188
true
1,788,590
2025-04-21T23:41:42.474562
user_64
0
10,000
27.642111
2.089105
cell_0_9
-90
false
null
high_mobility
23
0.436777
-98.561513
null
5G_advanced
27.902249
true
1,658,991
2025-04-21T23:41:42.474562
user_16
9,416.822032
5,883.500903
0.1
0.938674
cell_9_6
-82.725671
false
null
stationary
23
0.35129
-82.322158
null
5G_premium
11.441641
true
414,831
2025-04-21T23:41:42.474562
user_28
9,273.034593
1,696.109131
0.1
2.537305
cell_9_2
-82.2245
false
null
stationary
23
0.378727
-84.328354
null
5G_advanced
22.134362
true
725,871
2025-04-21T23:41:42.474562
user_14
10,000
9,136.217796
28.868571
5.997146
cell_9_9
-90.079846
false
null
high_mobility
23
0.435413
-92.68079
null
5G_premium
20.36433
true
362,991
2025-04-21T23:41:42.474562
user_89
4,631.618353
0
17.235993
5.281678
cell_5_0
-81.32596
false
null
high_mobility
23
0.45812
-80.929107
null
5G_basic
19.956958
true
2,306,991
2025-04-21T23:41:42.474562
user_95
1,318.296347
2,066.001971
0.049833
6.095731
cell_1_2
-80.239469
false
null
commuter
23
0.454699
-84.808563
null
5G_advanced
22.819552
true
2,462,511
2025-04-21T23:41:42.474562
user_0
5,530.496142
5,324.198997
1.004381
1.497516
cell_6_5
-85.126028
true
cell_6_6
random_walk
23
0.307629
-87.317796
null
5G_advanced
15.463627
true
111
2025-04-21T23:41:42.474562
user_39
4,267.223298
10,000
14.461532
1.431556
cell_4_9
-90.29955
false
null
high_mobility
23
0.425506
-93.453284
null
5G_premium
19.640699
true
1,010,991
2025-04-21T23:41:42.474562
user_58
6,251.110122
6,279.215616
0.1
1.458737
cell_6_6
-81.492735
false
null
stationary
23
0.49838
-87.232363
null
5G_advanced
19.490143
true
1,503,471
2025-04-21T23:41:42.474562
user_71
8,631.310025
6,608.754023
0.1
1.562199
cell_9_7
-84.609064
false
null
stationary
23
0.379683
-83.425866
null
5G_basic
29.308533
true
1,840,431
2025-04-21T23:41:42.474562
user_24
492.635698
891.85907
0.114412
6.662747
cell_0_1
-84.054905
false
null
commuter
23
0.322671
-87.045965
null
5G_basic
28.008028
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2025-04-21T23:41:42.474562
user_41
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5G_basic
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2025-04-21T23:41:42.474562
user_7
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5G_advanced
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2025-04-21T23:41:42.474562
user_29
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5G_advanced
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2025-04-21T23:41:52.474562
user_10
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2025-04-21T23:41:52.474562
user_41
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2025-04-21T23:41:52.474562
user_30
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5G_basic
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2025-04-21T23:41:52.474562
user_86
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5G_advanced
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2025-04-21T23:41:52.474562
user_93
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5G_advanced
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2025-04-21T23:41:52.474562
user_11
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5G_advanced
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2025-04-21T23:42:02.474562
user_58
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5G_basic
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2025-04-21T23:42:02.474562
user_71
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2025-04-21T23:42:02.474562
user_38
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2025-04-21T23:42:02.474562
user_41
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2025-04-21T23:42:02.474562
user_80
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2025-04-21T23:42:02.474562
user_74
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2025-04-21T23:42:02.474562
user_27
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5G_basic
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2025-04-21T23:42:02.474562
user_61
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5G_basic
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2025-04-21T23:42:12.474562
user_68
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2025-04-21T23:42:12.474562
user_11
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2025-04-21T23:42:12.474562
user_27
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5G_basic
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2025-04-21T23:42:12.474562
user_93
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2025-04-21T23:42:12.474562
user_38
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5G_premium
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2025-04-21T23:42:12.474562
user_0
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5G_premium
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2025-04-21T23:42:12.474562
user_61
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5G_advanced
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2025-04-21T23:42:12.474562
user_41
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2025-04-21T23:42:12.474562
user_31
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5G_basic
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2025-04-21T23:42:12.474562
user_33
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2025-04-21T23:42:12.474562
user_71
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5G_premium
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2025-04-21T23:42:12.474562
user_10
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5G_advanced
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2025-04-21T23:42:22.474562
user_12
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5G_basic
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2025-04-21T23:42:22.474562
user_11
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5G_basic
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2025-04-21T23:42:22.474562
user_94
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5G_basic
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2025-04-21T23:42:22.474562
user_29
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2025-04-21T23:42:22.474562
user_38
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