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
⌀
2025-04-21T23:58:12.474562
user_98
7,383.225145
5,825.240499
0.1
2.39111
cell_7_6
-82.489595
false
null
stationary
23
0.387427
-85.737354
null
5G_basic
18.652006
true
2,540,370
2025-04-21T23:58:12.474562
user_95
1,344.665788
2,027.855153
0.049833
5.607657
cell_1_2
-80.776237
false
null
commuter
23
0.405808
-89.414988
null
5G_basic
16.790558
true
2,462,610
2025-04-21T23:58:22.474562
user_10
7,506.276986
8,642.231955
0.1
3.79123
cell_8_9
-85.702631
true
cell_7_8
stationary
23
0.305303
-92.370528
null
5G_premium
19.768361
true
259,411
2025-04-21T23:58:22.474562
user_31
0
9,164.081907
1.534158
3.052113
cell_0_9
-74.301214
false
null
random_walk
23
0.477395
-79.396369
null
5G_premium
16.370298
true
803,731
2025-04-21T23:58:22.474562
user_42
5,992.305207
8,447.625754
0.1
0.199848
cell_6_8
-83.019584
false
null
stationary
23
0.3672
-82.013853
null
5G_premium
19.152928
false
1,088,851
2025-04-21T23:58:22.474562
user_3
2,636.274134
1,563.567395
0.157315
3.586898
cell_3_2
-85.088931
false
null
commuter
23
0.484054
-87.915279
null
5G_premium
28.063954
true
77,971
2025-04-21T23:58:22.474562
user_16
9,501.155345
5,884.417195
0.1
-0.487744
cell_9_6
-84.224521
false
null
stationary
23
0.424701
-83.682277
null
5G_basic
22.438236
true
414,931
2025-04-21T23:58:22.474562
user_61
7,162.691089
6,297.883506
1.64406
2.979265
cell_7_6
-80.614637
false
null
random_walk
23
0.35823
-86.188636
null
5G_basic
28.382878
true
1,581,331
2025-04-21T23:58:22.474562
user_65
2,389.225935
2,554.823303
0.371624
6.307393
cell_2_3
-85.436697
true
cell_3_3
commuter
23
0.304016
-85.249479
null
5G_advanced
25.703428
true
1,685,011
2025-04-21T23:58:32.474562
user_18
0
10,000
23.002668
2.368117
cell_0_9
-90
false
null
high_mobility
23
0.312127
-94.09015
null
5G_premium
12.842777
true
466,772
2025-04-21T23:58:32.474562
user_52
4,606.366374
2,880.673726
0.1
3.061381
cell_5_3
-82.283649
false
null
stationary
23
0.317515
-88.999624
null
5G_advanced
27.168613
true
1,348,052
2025-04-21T23:58:32.474562
user_29
2,638.884627
4,026.249573
1.008346
2.743657
cell_3_4
-81.175807
false
null
random_walk
23
0.328888
-84.865086
null
5G_premium
13.601717
true
751,892
2025-04-21T23:58:32.474562
user_26
859.403937
0
0.162551
4.14902
cell_1_0
-72.959463
false
null
commuter
23
0.456882
-78.308376
null
5G_basic
11.238995
false
674,132
2025-04-21T23:58:32.474562
user_58
6,301.57266
6,360.800095
0.1
0.172808
cell_6_6
-83.446335
false
null
stationary
23
0.332879
-88.86572
null
5G_basic
26.136587
true
1,503,572
2025-04-21T23:58:32.474562
user_41
2,490.489477
2,323.296041
0.355402
5.099483
cell_2_2
-85.379453
true
cell_3_3
commuter
23
0.446789
-86.776783
null
5G_basic
12.914796
true
1,062,932
2025-04-21T23:58:42.474562
user_7
2,174.057586
10,000
17.618365
2.801934
cell_2_9
-90.12962
false
null
high_mobility
23
0.307979
-97.594428
null
5G_advanced
15.474816
false
181,653
2025-04-21T23:58:42.474562
user_10
7,504.68438
8,641.02216
0.1
3.79123
cell_8_9
-85.731069
true
cell_7_9
stationary
23
0.413183
-87.612401
null
5G_advanced
27.927332
true
259,413
2025-04-21T23:58:42.474562
user_3
2,633.489129
1,562.103511
0.157315
3.625534
cell_3_2
-85.133289
true
cell_2_1
commuter
23
0.401524
-88.471735
null
5G_premium
23.632392
true
77,973
2025-04-21T23:58:42.474562
user_71
8,554.982738
6,601.816432
0.1
4.315148
cell_9_7
-85.521698
false
null
stationary
23
0.38408
-89.600092
null
5G_basic
26.433814
true
1,840,533
2025-04-21T23:58:42.474562
user_5
2,903.844344
2,105.795837
0.515749
6.17706
cell_3_2
-73.104526
false
null
random_walk
23
0.380697
-73.607824
null
5G_premium
16.606093
true
129,813
2025-04-21T23:58:42.474562
user_41
2,491.831114
2,320.004985
0.355402
5.099483
cell_2_2
-85.369383
true
cell_2_3
commuter
23
0.49016
-92.938222
null
5G_basic
28.950103
true
1,062,933
2025-04-21T23:58:42.474562
user_48
0
7,855.434617
24.192339
3.24359
cell_0_8
-73.201286
false
null
high_mobility
23
0.310071
-79.082495
null
5G_advanced
28.148737
true
1,244,373
2025-04-21T23:58:42.474562
user_13
0
7,239.095781
0.1
2.063977
cell_0_7
-77.571438
false
null
stationary
23
0.318857
-79.269865
null
5G_advanced
12.621641
true
337,173
2025-04-21T23:58:42.474562
user_23
10,000
5,139.541025
17.447857
4.764055
cell_9_5
-90.083752
false
null
high_mobility
23
0.373883
-92.66337
null
5G_premium
25.376516
false
596,373
2025-04-21T23:58:42.474562
user_70
1,468.650562
1,956.493476
0.1
7.718096
cell_1_2
-83.45425
false
null
stationary
23
0.45697
-92.471491
null
5G_basic
22.911173
true
1,814,613
2025-04-21T23:58:42.474562
user_15
9,908.01075
3,890.849533
0.1
3.447675
cell_9_4
-89.224126
false
null
stationary
23
0.315923
-92.865555
null
5G_basic
16.138425
true
389,013
2025-04-21T23:58:42.474562
user_8
2,818.900878
6,261.392589
0.1
2.628151
cell_3_6
-80.048498
false
null
stationary
23
0.431706
-80.442899
null
5G_premium
11.324122
true
207,573
2025-04-21T23:58:42.474562
user_49
2,286.526005
8,378.675671
0.1
2.605999
cell_2_8
-83.531319
false
null
stationary
23
0.32814
-85.182889
null
5G_advanced
20.983156
false
1,270,293
2025-04-21T23:58:52.474562
user_44
1,370.928144
1,817.254644
0.192164
4.5822
cell_1_2
-82.329543
false
null
commuter
23
0.339134
-87.067512
null
5G_premium
17.687895
true
1,140,694
2025-04-21T23:58:52.474562
user_25
2,750.632052
1,295.150265
0.100434
3.125357
cell_3_1
-81.740541
false
null
commuter
23
0.492876
-83.708599
null
5G_advanced
14.25996
true
648,214
2025-04-21T23:58:52.474562
user_53
1,313.097523
1,310.735338
0.453131
2.603372
cell_1_1
-82.891127
false
null
commuter
23
0.348926
-88.755044
null
5G_basic
10.822294
true
1,373,974
2025-04-21T23:58:52.474562
user_4
9,506.656266
3,876.144335
0.1
1.293661
cell_9_4
-84.34634
false
null
stationary
23
0.47781
-89.823057
null
5G_basic
29.795013
true
103,894
2025-04-21T23:58:52.474562
user_66
8,390.19786
5,888.874564
0.1
1.486462
cell_8_6
-82.164384
false
null
stationary
23
0.383711
-88.082239
null
5G_basic
24.622018
true
1,710,934
2025-04-21T23:58:52.474562
user_3
2,632.096626
1,561.371568
0.157315
3.625534
cell_3_2
-85.155398
true
cell_2_2
commuter
23
0.430873
-92.007075
null
5G_basic
20.776193
true
77,974
2025-04-21T23:58:52.474562
user_65
2,400.3714
2,555.093159
0.371624
6.307393
cell_2_3
-85.541733
true
cell_3_2
commuter
23
0.453842
-85.60437
null
5G_advanced
11.067835
true
1,685,014
2025-04-21T23:58:52.474562
user_60
0
141.908028
28.519503
3.587236
cell_0_0
-73.040139
false
null
high_mobility
23
0.4091
-77.876159
null
5G_premium
13.14959
true
1,555,414
2025-04-21T23:58:52.474562
user_52
4,604.44013
2,881.211857
0.1
2.86917
cell_5_3
-82.319236
false
null
stationary
23
0.358196
-86.813252
null
5G_premium
28.537964
true
1,348,054
2025-04-21T23:58:52.474562
user_73
4,904.673926
3,109.436288
0.62697
4.479074
cell_5_3
-73.235277
false
null
random_walk
23
0.481031
-76.945246
null
5G_basic
17.119223
true
1,892,374
2025-04-21T23:58:52.474562
user_71
8,554.294535
6,601.090913
0.1
3.95338
cell_9_7
-85.536183
true
cell_9_6
stationary
23
0.399452
-85.332165
null
5G_basic
25.769736
true
1,840,534
2025-04-21T23:58:52.474562
user_90
3,781.657399
2,760.325111
0.1
2.924525
cell_4_3
-80.216752
false
null
stationary
23
0.303685
-80.237067
null
5G_premium
15.722079
true
2,333,014
2025-04-21T23:58:52.474562
user_41
2,493.172752
2,316.71393
0.355402
5.099483
cell_2_2
-85.35961
true
cell_2_3
commuter
23
0.43047
-87.723047
null
5G_premium
28.837842
true
1,062,934
2025-04-21T23:58:52.474562
user_23
10,000
4,965.295276
17.447857
4.764055
cell_9_5
-90.005228
false
null
high_mobility
23
0.344811
-92.231431
null
5G_premium
11.195784
true
596,374
2025-04-21T23:58:52.474562
user_72
7,594.134512
2,562.161145
1.476177
5.083803
cell_8_3
-85.519738
true
cell_8_2
random_walk
23
0.476764
-85.799846
null
5G_basic
21.288853
true
1,866,454
2025-04-21T23:59:02.474562
user_82
5,823.403164
2,760.096315
0.1
6.165089
cell_6_3
-79.481205
false
null
stationary
23
0.38901
-84.040168
null
5G_premium
21.999699
true
2,125,655
2025-04-21T23:59:02.474562
user_48
0
8,013.848798
24.192339
2.808036
cell_0_8
-52.828242
false
null
high_mobility
23
0.419156
-58.262498
null
5G_advanced
17.751714
true
1,244,375
2025-04-21T23:59:02.474562
user_97
3,158.236959
9,980.084301
1.801535
1.025761
cell_3_9
-89.937025
false
null
random_walk
23
0.472585
-97.8192
null
5G_premium
25.682589
true
2,514,455
2025-04-21T23:59:02.474562
user_62
190.33997
7,888.834502
1.292335
3.674688
cell_0_8
-76.865207
false
null
random_walk
23
0.407879
-82.226651
null
5G_basic
16.533409
true
1,607,255
2025-04-21T23:59:02.474562
user_3
2,630.704123
1,560.639626
0.157315
3.625534
cell_3_2
-85.17746
true
cell_2_1
commuter
23
0.445649
-89.339121
null
5G_basic
19.564157
true
77,975
2025-04-21T23:59:02.474562
user_99
1,209.251265
468.640214
0.1
2.051781
cell_1_0
-84.206318
false
null
stationary
23
0.449098
-89.191477
null
5G_premium
11.400362
true
2,566,295
2025-04-21T23:59:02.474562
user_33
6,789.488714
6,272.784886
0.809206
2.911518
cell_7_6
-80.74548
false
null
random_walk
23
0.353799
-81.579207
null
5G_basic
27.901297
true
855,575
2025-04-21T23:59:02.474562
user_13
0
7,240.857444
0.1
2.063977
cell_0_7
-77.635201
false
null
stationary
23
0.460865
-79.708639
null
5G_basic
14.787855
true
337,175
2025-04-21T23:59:02.474562
user_18
0
10,000
23.002668
2.368117
cell_0_9
-90
false
null
high_mobility
23
0.494316
-98.019755
null
5G_premium
16.457113
true
466,775
2025-04-21T23:59:02.474562
user_14
10,000
3,166.559648
28.868571
6.596421
cell_9_3
-90.118842
false
null
high_mobility
23
0.480801
-89.983625
null
5G_basic
11.521022
true
363,095
2025-04-21T23:59:02.474562
user_72
7,599.492054
2,548.405906
1.476177
5.083803
cell_8_3
-85.615114
true
cell_7_2
random_walk
23
0.381538
-94.376852
null
5G_basic
10.052126
true
1,866,455
2025-04-21T23:59:02.474562
user_30
2,042.354912
7,951.967127
0.1
2.275458
cell_2_8
-66.128999
false
null
stationary
23
0.368177
-71.324629
null
5G_advanced
24.233174
true
777,815
2025-04-21T23:59:02.474562
user_9
970.247376
5,564.802988
0.1
5.993745
cell_1_6
-82.793969
false
null
stationary
23
0.447483
-89.747231
null
5G_basic
22.383891
true
233,495
2025-04-21T23:59:02.474562
user_68
10,000
4,531.203353
12.648212
6.4528
cell_9_5
-90.862781
false
null
high_mobility
23
0.41522
-98.91868
null
5G_advanced
25.127175
true
1,762,775
2025-04-21T23:59:02.474562
user_8
2,817.15876
6,262.374945
0.1
2.628151
cell_3_6
-80.097548
false
null
stationary
23
0.436974
-84.197555
null
5G_advanced
19.595092
true
207,575
2025-04-21T23:59:02.474562
user_5
2,914.101283
2,104.70321
0.515749
6.17706
cell_3_2
-72.634313
false
null
random_walk
23
0.348591
-74.813494
null
5G_premium
28.338674
true
129,815
2025-04-21T23:59:12.474562
user_65
2,407.80171
2,555.273063
0.371624
6.307393
cell_2_3
-85.612019
true
cell_3_3
commuter
23
0.342367
-87.153714
null
5G_advanced
28.583764
false
1,685,016
2025-04-21T23:59:12.474562
user_73
4,901.77476
3,097.236636
0.62697
4.479074
cell_5_3
-72.811052
false
null
random_walk
23
0.354564
-73.860643
null
5G_basic
21.831217
true
1,892,376
2025-04-21T23:59:12.474562
user_41
2,495.856027
2,310.13182
0.355402
5.099483
cell_2_2
-85.340959
true
cell_2_3
commuter
23
0.370026
-93.076813
null
5G_basic
28.156689
true
1,062,936
2025-04-21T23:59:12.474562
user_27
4,929.091098
9,710.698635
0.1
5.403411
cell_5_9
-87.076729
false
null
stationary
23
0.444394
-93.804922
null
5G_basic
26.332693
true
700,056
2025-04-21T23:59:12.474562
user_38
321.311013
1,663.497036
0.35115
3.43613
cell_0_2
-83.354078
false
null
commuter
23
0.496791
-93.081404
null
5G_advanced
20.01902
true
985,176
2025-04-21T23:59:12.474562
user_99
1,208.788613
469.526754
0.1
2.051781
cell_1_0
-84.21683
true
cell_1_1
stationary
23
0.42493
-84.636858
null
5G_premium
22.57272
false
2,566,296
2025-04-21T23:59:12.474562
user_53
1,305.316162
1,315.380918
0.453131
2.603372
cell_1_1
-82.848436
false
null
commuter
23
0.468269
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:12.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:22.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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2025-04-21T23:59:32.474562
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