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
2025-04-21T23:28:12.474562
user_32
3,249.211174
2,232.615653
23.080687
4.027786
cell_3_2
-80.652669
false
null
high_mobility
23
0.452472
-86.759593
null
5G_basic
28.035882
true
829,470
2025-04-21T23:28:12.474562
user_0
5,530.833779
4,536.986877
1.004381
1.335592
cell_6_5
-86.379879
true
cell_5_5
random_walk
23
0.453895
-87.424963
null
5G_premium
21.912164
true
30
2025-04-21T23:28:12.474562
user_52
4,684.66112
2,735.702684
0.1
3.09864
cell_5_3
-82.286356
false
null
stationary
23
0.479433
-88.434145
null
5G_advanced
15.613545
true
1,347,870
2025-04-21T23:28:12.474562
user_84
4,231.035713
3,056.446887
1.802339
4.880469
cell_4_3
-77.525382
false
null
random_walk
23
0.355901
-82.492692
null
5G_premium
29.385444
true
2,177,310
2025-04-21T23:28:12.474562
user_92
9,979.119486
7,801.983172
0.1
4.226864
cell_9_8
-89.990808
false
null
stationary
23
0.408726
-93.772718
null
5G_basic
29.208452
false
2,384,670
2025-04-21T23:28:12.474562
user_71
8,637.471515
6,529.972005
0.1
1.140213
cell_9_7
-85.469782
false
null
stationary
23
0.328756
-88.007218
null
5G_advanced
16.54667
true
1,840,350
2025-04-21T23:28:12.474562
user_64
0
2,405.752617
27.642111
3.083332
cell_0_2
-82.165227
false
null
high_mobility
23
0.33992
-86.319489
null
5G_premium
21.323684
true
1,658,910
2025-04-21T23:28:12.474562
user_23
10,000
1,561.49056
17.447857
5.458467
cell_9_2
-90.763821
false
null
high_mobility
23
0.427739
-92.677744
null
5G_basic
14.616752
true
596,190
2025-04-21T23:28:12.474562
user_39
8,213.838246
8,263.790378
14.461532
2.126085
cell_8_8
-80.618751
false
null
high_mobility
23
0.354373
-79.243454
null
5G_premium
26.383364
true
1,010,910
2025-04-21T23:28:22.474562
user_23
10,000
1,433.361041
17.447857
5.458467
cell_9_1
-90.74744
false
null
high_mobility
23
0.457371
-92.886229
null
5G_basic
14.705288
true
596,191
2025-04-21T23:28:22.474562
user_35
1,526.390627
5,062.286188
1.161137
0.943943
cell_2_5
-83.582879
false
null
random_walk
23
0.405568
-85.647786
null
5G_advanced
19.727082
false
907,231
2025-04-21T23:28:22.474562
user_21
7,160.237887
3,487.150662
1.985693
3.43958
cell_7_3
-84.199425
false
null
random_walk
23
0.303496
-91.710055
null
5G_basic
22.192112
true
544,351
2025-04-21T23:28:22.474562
user_8
2,973.643499
6,210.871923
0.1
2.293206
cell_3_6
-76.547696
false
null
stationary
23
0.465589
-79.468405
null
5G_advanced
10.048846
false
207,391
2025-04-21T23:28:22.474562
user_71
8,637.476855
6,530.971991
0.1
1.565456
cell_9_7
-85.458145
true
cell_9_6
stationary
23
0.399313
-85.497007
null
5G_premium
10.818415
true
1,840,351
2025-04-21T23:28:22.474562
user_36
0
8,933.953158
25.014151
2.835935
cell_0_9
-66.397041
false
null
high_mobility
23
0.399204
-69.43183
null
5G_basic
20.203697
true
933,151
2025-04-21T23:28:22.474562
user_0
5,534.709642
4,546.252718
1.004381
1.174618
cell_6_5
-86.257051
true
cell_5_4
random_walk
23
0.409663
-86.793004
null
5G_basic
11.364394
true
31
2025-04-21T23:28:22.474562
user_29
4,208.400241
3,362.821734
1.008346
2.175368
cell_4_3
-82.432124
false
null
random_walk
23
0.404198
-89.11832
null
5G_advanced
16.563099
true
751,711
2025-04-21T23:28:22.474562
user_31
630.730056
7,412.011003
1.534158
3.729738
cell_1_7
-84.858823
true
cell_1_8
random_walk
23
0.39064
-83.799161
null
5G_basic
17.328549
true
803,551
2025-04-21T23:28:22.474562
user_13
70.291245
7,213.176861
0.1
3.856421
cell_0_7
-77.023033
false
null
stationary
23
0.325363
-85.252897
null
5G_premium
25.209665
true
336,991
2025-04-21T23:28:22.474562
user_74
2,329.826603
6,511.690713
0.1
4.260184
cell_2_7
-85.406192
true
cell_2_6
stationary
23
0.407597
-87.97313
null
5G_basic
23.912741
true
1,918,111
2025-04-21T23:28:22.474562
user_85
10,000
4,125.420867
20.345745
6.275883
cell_9_4
-90.067784
false
null
high_mobility
23
0.414016
-96.323036
null
5G_premium
23.519289
true
2,203,231
2025-04-21T23:28:22.474562
user_84
4,234.050845
3,038.677485
1.802339
4.880469
cell_4_3
-77.503213
false
null
random_walk
23
0.479289
-82.720637
null
5G_basic
29.708848
true
2,177,311
2025-04-21T23:28:32.474562
user_74
2,329.389653
6,510.791227
0.1
4.260184
cell_2_7
-85.41358
true
cell_2_6
stationary
23
0.456121
-92.536094
null
5G_premium
22.493948
true
1,918,112
2025-04-21T23:28:32.474562
user_7
10,000
8,629.630878
17.618365
1.359309
cell_9_9
-90.558266
false
null
high_mobility
23
0.4157
-91.357317
null
5G_advanced
14.361332
true
181,472
2025-04-21T23:28:32.474562
user_21
7,141.256065
3,481.320727
1.985693
3.43958
cell_7_3
-84.007502
false
null
random_walk
23
0.356357
-88.820177
null
5G_premium
19.280032
true
544,352
2025-04-21T23:28:32.474562
user_0
5,538.585504
4,555.518558
1.004381
1.174618
cell_6_5
-86.132783
true
cell_5_4
random_walk
23
0.410568
-91.790793
null
5G_basic
25.209575
true
32
2025-04-21T23:28:32.474562
user_92
9,978.186141
7,800.214312
0.1
4.226864
cell_9_8
-89.985917
false
null
stationary
23
0.38363
-98.235669
null
5G_basic
25.597587
true
2,384,672
2025-04-21T23:28:32.474562
user_51
679.101132
2,704.752168
0.244868
8.171375
cell_1_3
-82.790903
false
null
commuter
23
0.48436
-86.608211
null
5G_premium
19.372464
true
1,321,952
2025-04-21T23:28:32.474562
user_99
1,329.29442
375.28353
0.1
3.808145
cell_1_0
-83.966744
false
null
stationary
23
0.493581
-90.944503
null
5G_advanced
10.954223
true
2,566,112
2025-04-21T23:28:32.474562
user_24
438.332683
934.648457
0.114412
4.275073
cell_0_1
-82.931556
false
null
commuter
23
0.364156
-88.485092
null
5G_premium
12.373134
true
622,112
2025-04-21T23:28:32.474562
user_31
617.966301
7,403.499199
1.534158
3.729738
cell_1_7
-84.896229
true
cell_1_8
random_walk
23
0.473188
-94.019151
null
5G_premium
27.213845
true
803,552
2025-04-21T23:28:32.474562
user_96
1,384.952637
393.660636
1.012744
3.405505
cell_1_0
-84.816679
true
cell_2_0
random_walk
23
0.395941
-85.095316
null
5G_basic
13.171154
true
2,488,352
2025-04-21T23:28:32.474562
user_97
1,486.68949
8,847.147121
1.801535
2.035466
cell_1_9
-84.153585
false
null
random_walk
23
0.392922
-87.461126
null
5G_premium
19.859709
true
2,514,272
2025-04-21T23:28:32.474562
user_18
0
4,035.557715
23.002668
2.156699
cell_0_4
-61.018677
false
null
high_mobility
23
0.460671
-61.002456
null
5G_advanced
15.763027
true
466,592
2025-04-21T23:28:32.474562
user_84
4,233.224834
3,020.673032
1.802339
4.666543
cell_4_3
-77.389485
false
null
random_walk
23
0.353107
-84.282409
null
5G_premium
15.917627
true
2,177,312
2025-04-21T23:28:32.474562
user_55
2,758.297279
9,461.17343
0.1
0.224558
cell_3_9
-84.331313
false
null
stationary
23
0.498067
-88.19872
null
5G_basic
10.096587
true
1,425,632
2025-04-21T23:28:32.474562
user_60
9,074.071631
0
28.519503
4.163811
cell_9_0
-67.393038
false
null
high_mobility
23
0.499889
-69.09591
null
5G_basic
10.340613
true
1,555,232
2025-04-21T23:28:32.474562
user_29
4,202.668707
3,371.117858
1.008346
2.175368
cell_4_3
-82.52375
false
null
random_walk
23
0.463826
-91.03085
null
5G_premium
11.926537
true
751,712
2025-04-21T23:28:42.474562
user_51
679.271662
2,707.194898
0.244868
7.784283
cell_1_3
-82.755451
false
null
commuter
23
0.388803
-89.459457
null
5G_basic
13.972637
true
1,321,953
2025-04-21T23:28:42.474562
user_0
5,542.461366
4,564.784399
1.004381
1.174618
cell_6_5
-86.007053
true
cell_6_4
random_walk
23
0.371844
-93.877174
null
5G_basic
16.407105
true
33
2025-04-21T23:28:42.474562
user_41
2,240.617358
2,745.954619
0.355402
5.936825
cell_2_3
-80.879083
false
null
commuter
23
0.372809
-88.748835
null
5G_advanced
10.371416
true
1,062,753
2025-04-21T23:28:52.474562
user_48
7,228.723473
0
24.192339
5.2778
cell_7_0
-77.186215
false
null
high_mobility
23
0.438059
-76.682581
null
5G_premium
26.377723
true
1,244,194
2025-04-21T23:28:52.474562
user_79
3,041.770834
3,871.969552
1.790238
2.690661
cell_3_4
-72.585558
false
null
random_walk
23
0.453899
-78.775202
null
5G_advanced
15.985309
true
2,047,714
2025-04-21T23:28:52.474562
user_11
2,245.190456
3,572.034984
0.1
-0.679721
cell_2_4
-83.860929
false
null
stationary
23
0.428097
-90.226567
null
5G_advanced
13.803875
true
285,154
2025-04-21T23:28:52.474562
user_54
8,771.403375
1,999.454458
1.179006
4.285871
cell_9_2
-77.181421
false
null
random_walk
23
0.412394
-79.052352
null
5G_premium
25.261388
true
1,399,714
2025-04-21T23:28:52.474562
user_71
8,637.492877
6,533.971948
0.1
1.565456
cell_9_7
-85.423194
true
cell_8_6
stationary
23
0.341781
-87.284923
null
5G_basic
22.926313
true
1,840,354
2025-04-21T23:28:52.474562
user_93
7,462.499065
3,717.87863
0.1
0.339346
cell_7_4
-84.676049
false
null
stationary
23
0.304408
-84.043189
null
5G_advanced
11.117447
false
2,410,594
2025-04-21T23:28:52.474562
user_69
460.298346
1,484.348864
0.346632
3.077365
cell_0_1
-86.497907
true
cell_1_1
commuter
23
0.319577
-93.51527
null
5G_basic
12.879026
true
1,788,514
2025-04-21T23:28:52.474562
user_8
2,971.390637
6,212.738711
0.1
2.766501
cell_3_6
-76.634772
false
null
stationary
23
0.481809
-81.912552
null
5G_basic
26.297655
true
207,394
2025-04-21T23:28:52.474562
user_94
1,646.672032
605.555542
1.268291
4.578398
cell_2_1
-84.4782
false
null
random_walk
23
0.413575
-83.861979
null
5G_premium
16.620696
true
2,436,514
2025-04-21T23:28:52.474562
user_65
1,757.865816
2,476.967454
0.371624
6.451983
cell_2_2
-84.565587
false
null
commuter
23
0.330635
-87.812809
null
5G_basic
11.91548
true
1,684,834
2025-04-21T23:28:52.474562
user_91
7,919.828946
472.364428
1.378056
1.022194
cell_8_0
-83.608878
true
cell_8_1
random_walk
23
0.359916
-84.151444
null
5G_premium
17.301388
true
2,358,754
2025-04-21T23:29:02.474562
user_45
6,522.284957
5,083.846706
1.335849
5.380267
cell_7_5
-83.715147
false
null
random_walk
23
0.393088
-87.272735
null
5G_premium
15.108887
true
1,166,435
2025-04-21T23:29:02.474562
user_24
437.673071
931.330484
0.114412
4.635806
cell_0_1
-82.92861
false
null
commuter
23
0.484125
-91.234191
null
5G_basic
13.878917
true
622,115
2025-04-21T23:29:02.474562
user_0
5,550.213091
4,583.31608
1.004381
1.174618
cell_6_5
-85.751113
true
cell_5_4
random_walk
23
0.372692
-93.266133
null
5G_premium
29.882705
true
35
2025-04-21T23:29:02.474562
user_82
5,758.010559
2,908.412194
0.1
5.512746
cell_6_3
-78.257325
false
null
stationary
23
0.302763
-78.422816
null
5G_premium
18.837623
true
2,125,475
2025-04-21T23:29:02.474562
user_50
166.037999
1,145.027908
0.276909
1.348977
cell_0_1
-76.866516
false
null
commuter
23
0.345383
-83.403255
null
5G_basic
12.428686
true
1,296,035
2025-04-21T23:29:02.474562
user_32
2,241.815915
1,732.434629
23.080687
3.341479
cell_2_2
-81.141643
false
null
high_mobility
23
0.352976
-80.879252
null
5G_basic
11.000025
true
829,475
2025-04-21T23:29:02.474562
user_74
2,328.078802
6,508.092771
0.1
4.260184
cell_2_7
-85.435819
true
cell_3_6
stationary
23
0.487058
-90.922515
null
5G_premium
26.306243
true
1,918,115
2025-04-21T23:29:02.474562
user_27
4,845.966873
9,819.021892
0.1
5.929543
cell_5_9
-88.416867
false
null
stationary
23
0.374739
-87.736971
null
5G_advanced
25.159265
true
699,875
2025-04-21T23:29:02.474562
user_10
7,631.341949
8,716.891435
0.1
4.846715
cell_8_9
-83.345728
false
null
stationary
23
0.3569
-90.318528
null
5G_advanced
21.748294
true
259,235
2025-04-21T23:29:02.474562
user_31
581.451065
7,375.482855
1.534158
3.796043
cell_1_7
-84.999215
true
cell_0_7
random_walk
23
0.491995
-89.185856
null
5G_premium
21.004034
true
803,555
2025-04-21T23:29:02.474562
user_81
8,718.376021
2,713.356841
0.1
2.885437
cell_9_3
-82.08109
false
null
stationary
23
0.498812
-82.200649
null
5G_advanced
27.023866
true
2,099,555
2025-04-21T23:29:02.474562
user_25
2,851.255026
1,336.361003
0.100434
4.633959
cell_3_1
-81.311816
false
null
commuter
23
0.480452
-88.918487
null
5G_premium
16.253901
true
648,035
2025-04-21T23:29:02.474562
user_71
8,637.498217
6,534.971934
0.1
1.565456
cell_9_7
-85.41153
true
cell_8_6
stationary
23
0.375234
-93.445923
null
5G_advanced
15.522052
true
1,840,355
2025-04-21T23:29:12.474562
user_8
2,969.529689
6,213.471427
0.1
2.766501
cell_3_6
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
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2025-04-21T23:29:12.474562
user_22
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5G_premium
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2025-04-21T23:29:12.474562
user_54
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5G_basic
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2025-04-21T23:29:12.474562
user_28
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2025-04-21T23:29:22.474562
user_43
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2025-04-21T23:29:22.474562
user_95
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2025-04-21T23:29:22.474562
user_26
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2025-04-21T23:29:22.474562
user_82
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2025-04-21T23:29:22.474562
user_74
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2025-04-21T23:29:22.474562
user_15
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5G_basic
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2025-04-21T23:29:22.474562
user_94
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2025-04-21T23:29:22.474562
user_31
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2025-04-21T23:29:22.474562
user_54
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5G_basic
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2025-04-21T23:29:22.474562
user_93
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5G_advanced
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2025-04-21T23:29:22.474562
user_21
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5G_advanced
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2025-04-21T23:29:22.474562
user_35
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2025-04-21T23:29:22.474562
user_66
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2025-04-21T23:29:22.474562
user_6
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2025-04-21T23:29:22.474562
user_88
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5G_advanced
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2025-04-21T23:29:32.474562
user_83
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2025-04-21T23:29:32.474562
user_69
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2025-04-21T23:29:32.474562
user_74
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5G_basic
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2025-04-21T23:29:32.474562
user_76
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2025-04-21T23:29:32.474562
user_93
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5G_premium
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2025-04-21T23:29:32.474562
user_97
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2025-04-21T23:29:32.474562
user_54
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5G_advanced
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2025-04-21T23:29:32.474562
user_87
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5G_basic
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2025-04-21T23:29:32.474562
user_60
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5G_premium
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2025-04-21T23:29:32.474562
user_40
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