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
2025-04-21T23:32:32.474562
user_74
2,327.847781
6,488.107773
0.1
4.547106
cell_2_6
-85.387413
true
cell_2_7
stationary
23
0.399691
-92.305205
null
5G_advanced
29.977464
true
1,918,136
2025-04-21T23:32:32.474562
user_29
4,006.995405
3,506.803376
1.008346
2.697517
cell_4_4
-83.861276
true
cell_4_3
random_walk
23
0.414316
-92.413387
null
5G_premium
19.168229
true
751,736
2025-04-21T23:32:32.474562
user_77
7,604.026108
2,476.534729
1.793379
0.312887
cell_8_2
-85.841962
true
cell_7_3
random_walk
23
0.399462
-90.895186
null
5G_premium
26.43161
true
1,995,896
2025-04-21T23:32:32.474562
user_71
8,635.771617
6,555.702213
0.1
1.38852
cell_9_7
-85.185966
true
cell_8_7
stationary
23
0.329539
-85.970708
null
5G_basic
14.221495
true
1,840,376
2025-04-21T23:32:32.474562
user_93
7,482.790946
3,721.306972
0.1
-0.025433
cell_7_4
-84.924208
true
cell_8_3
stationary
23
0.461519
-86.659568
null
5G_premium
17.691413
true
2,410,616
2025-04-21T23:32:32.474562
user_48
7,961.730939
0
24.192339
4.569096
cell_8_0
-61.656956
false
null
high_mobility
23
0.314647
-61.343041
null
5G_basic
28.69324
true
1,244,216
2025-04-21T23:32:32.474562
user_92
9,962.716325
7,784.042226
0.1
3.419448
cell_9_8
-89.883183
false
null
stationary
23
0.443096
-96.617678
null
5G_advanced
13.395879
true
2,384,696
2025-04-21T23:32:32.474562
user_46
9,343.192375
4,871.687955
0.1
3.330413
cell_9_5
-81.278981
false
null
stationary
23
0.384595
-83.776038
null
5G_basic
14.628991
true
1,192,376
2025-04-21T23:32:32.474562
user_9
830.630018
5,527.869184
0.1
6.07627
cell_1_6
-84.006998
true
cell_1_5
stationary
23
0.357531
-91.169832
null
5G_premium
25.850121
true
233,336
2025-04-21T23:32:32.474562
user_63
0
911.826123
0.234159
3.304895
cell_0_1
-68.906799
false
null
commuter
23
0.357898
-67.715431
null
5G_premium
15.336693
true
1,633,016
2025-04-21T23:32:32.474562
user_68
7,539.310306
232.584952
12.648212
6.060757
cell_8_0
-84.254213
false
null
high_mobility
23
0.428562
-83.69117
null
5G_basic
15.948286
false
1,762,616
2025-04-21T23:32:32.474562
user_54
8,652.046797
1,771.273725
1.179006
3.896033
cell_9_2
-82.390169
false
null
random_walk
23
0.318816
-82.991035
null
5G_premium
15.252734
true
1,399,736
2025-04-21T23:32:32.474562
user_25
2,854.661613
1,316.155975
0.100434
4.666544
cell_3_1
-80.830647
false
null
commuter
23
0.498238
-82.703367
null
5G_premium
17.183047
true
648,056
2025-04-21T23:32:32.474562
user_69
390.70738
1,511.634561
0.346632
2.639251
cell_0_2
-85.923467
true
cell_1_1
commuter
23
0.371527
-92.850572
null
5G_advanced
21.681353
true
1,788,536
2025-04-21T23:32:32.474562
user_20
0
10,000
21.487117
2.344871
cell_0_9
-90
false
null
high_mobility
23
0.36076
-89.815045
null
5G_basic
20.396429
true
518,456
2025-04-21T23:32:32.474562
user_81
8,699.150574
2,720.20355
0.1
3.033985
cell_9_3
-82.273633
false
null
stationary
23
0.432917
-86.316542
null
5G_premium
16.761674
true
2,099,576
2025-04-21T23:32:32.474562
user_76
612.844616
192.286271
0.019411
4.218112
cell_1_0
-82.71524
false
null
commuter
23
0.473305
-91.361181
null
5G_advanced
18.899101
true
1,969,976
2025-04-21T23:32:42.474562
user_62
1,494.250865
9,298.386177
1.292335
3.454844
cell_1_9
-85.228591
false
null
random_walk
23
0.337749
-87.483751
null
5G_basic
17.784623
true
1,607,097
2025-04-21T23:32:42.474562
user_92
9,961.754679
7,783.767932
0.1
3.419448
cell_9_8
-89.875449
false
null
stationary
23
0.395575
-98.173567
null
5G_advanced
21.303235
true
2,384,697
2025-04-21T23:32:42.474562
user_71
8,635.952885
6,556.685646
0.1
1.38852
cell_9_7
-85.172723
true
cell_9_6
stationary
23
0.357527
-85.522181
null
5G_premium
20.3892
true
1,840,377
2025-04-21T23:32:42.474562
user_77
7,621.089195
2,482.054877
1.793379
0.312887
cell_8_2
-85.751304
true
cell_7_2
random_walk
23
0.439761
-85.847687
null
5G_basic
15.214566
true
1,995,897
2025-04-21T23:32:42.474562
user_35
1,365.781737
5,288.173893
1.161137
2.116076
cell_1_5
-83.361403
false
null
random_walk
23
0.441642
-87.334541
null
5G_premium
13.136539
true
907,257
2025-04-21T23:32:42.474562
user_7
9,852.105882
10,000
17.618365
1.786493
cell_9_9
-92.37062
false
null
high_mobility
23
0.49554
-95.765406
null
5G_basic
29.705912
true
181,497
2025-04-21T23:32:42.474562
user_42
5,993.454222
8,413.561459
0.1
4.693017
cell_6_8
-82.331889
false
null
stationary
23
0.446362
-86.039605
null
5G_advanced
14.179118
true
1,088,697
2025-04-21T23:32:42.474562
user_74
2,327.68325
6,487.121401
0.1
4.547106
cell_2_6
-85.373954
true
cell_3_7
stationary
23
0.351232
-89.471799
null
5G_advanced
20.260335
true
1,918,137
2025-04-21T23:32:52.474562
user_73
5,395.113224
2,854.127953
0.62697
1.033551
cell_5_3
-82.489368
false
null
random_walk
23
0.432751
-87.23577
null
5G_advanced
13.352087
true
1,892,218
2025-04-21T23:32:52.474562
user_93
7,484.7903
3,721.256111
0.1
-0.025433
cell_7_4
-84.951554
true
cell_8_4
stationary
23
0.441916
-84.859682
null
5G_basic
10.134572
true
2,410,618
2025-04-21T23:32:52.474562
user_12
311.645716
1,395.152125
0.18156
3.227557
cell_0_1
-84.035808
false
null
commuter
23
0.37547
-83.209449
null
5G_advanced
20.11484
true
311,098
2025-04-21T23:32:52.474562
user_59
7,709.788762
7,553.604508
1.572287
4.389034
cell_8_8
-84.5254
false
null
random_walk
23
0.479711
-91.761239
null
5G_advanced
10.35601
true
1,529,338
2025-04-21T23:32:52.474562
user_71
8,636.134154
6,557.66908
0.1
1.38852
cell_9_7
-85.159467
true
cell_9_6
stationary
23
0.476863
-86.17921
null
5G_premium
11.707418
true
1,840,378
2025-04-21T23:32:52.474562
user_3
2,725.469463
1,694.40437
0.157315
6.067228
cell_3_2
-82.272585
false
null
commuter
23
0.401088
-86.137108
null
5G_advanced
16.692445
true
77,818
2025-04-21T23:32:52.474562
user_43
1,598.505512
639.048469
0.402503
2.539255
cell_2_1
-84.646145
false
null
commuter
23
0.35312
-83.461964
null
5G_basic
23.642624
true
1,114,618
2025-04-21T23:32:52.474562
user_17
6,643.483688
6,697.840444
12.343482
0.297942
cell_7_7
-83.392611
false
null
high_mobility
23
0.375236
-86.409151
null
5G_basic
16.787411
true
440,698
2025-04-21T23:32:52.474562
user_74
2,327.518719
6,486.135029
0.1
4.547106
cell_2_6
-85.360478
true
cell_2_7
stationary
23
0.349585
-93.464
null
5G_premium
10.799828
true
1,918,138
2025-04-21T23:32:52.474562
user_75
4,161.024685
9,898.723938
0.1
1.754607
cell_4_9
-89.209752
false
null
stationary
23
0.490036
-92.948418
null
5G_premium
22.811161
true
1,944,058
2025-04-21T23:32:52.474562
user_2
1,134.449169
4,173.637151
0.65883
2.168029
cell_1_4
-76.832852
false
null
random_walk
23
0.39146
-84.838545
null
5G_advanced
11.809714
true
51,898
2025-04-21T23:33:02.474562
user_20
0
10,000
21.487117
1.999042
cell_0_9
-90
false
null
high_mobility
23
0.472992
-98.240202
null
5G_basic
14.700105
true
518,459
2025-04-21T23:33:02.474562
user_93
7,485.789976
3,721.23068
0.1
-0.025433
cell_7_4
-84.965204
true
cell_8_4
stationary
23
0.433559
-88.815862
null
5G_basic
12.839149
true
2,410,619
2025-04-21T23:33:02.474562
user_31
246.129411
7,271.469845
1.534158
2.953665
cell_0_7
-81.27997
false
null
random_walk
23
0.382014
-81.651625
null
5G_advanced
12.447248
true
803,579
2025-04-21T23:33:02.474562
user_21
6,661.528775
3,286.647679
1.985693
2.917297
cell_7_3
-82.938698
false
null
random_walk
23
0.475376
-92.077949
null
5G_advanced
23.849362
true
544,379
2025-04-21T23:33:02.474562
user_74
2,327.354188
6,485.148657
0.1
4.547106
cell_2_6
-85.346986
true
cell_2_7
stationary
23
0.481485
-93.826197
null
5G_advanced
18.251043
true
1,918,139
2025-04-21T23:33:02.474562
user_50
218.58573
1,177.381525
0.276909
-0.16451
cell_0_1
-78.98966
false
null
commuter
23
0.433047
-81.148035
null
5G_premium
26.299354
true
1,296,059
2025-04-21T23:33:02.474562
user_6
7,067.046843
1,359.751892
1.578767
6.058316
cell_7_1
-81.268347
false
null
random_walk
23
0.312077
-86.077223
null
5G_basic
15.099719
true
155,579
2025-04-21T23:33:02.474562
user_59
7,704.792835
7,538.696479
1.572287
4.389034
cell_8_8
-84.770463
false
null
random_walk
23
0.355485
-84.618623
null
5G_premium
19.148672
true
1,529,339
2025-04-21T23:33:02.474562
user_56
10,000
10,000
11.599227
1.345537
cell_9_9
-93.0103
false
null
high_mobility
23
0.46886
-92.739498
null
5G_premium
24.389336
true
1,451,579
2025-04-21T23:33:02.474562
user_94
1,560.906353
306.009868
1.268291
3.921562
cell_2_0
-84.570417
false
null
random_walk
23
0.443581
-88.162298
null
5G_basic
25.554406
true
2,436,539
2025-04-21T23:33:02.474562
user_12
309.839445
1,395.335946
0.18156
3.040174
cell_0_1
-84.019017
false
null
commuter
23
0.358895
-86.627103
null
5G_basic
20.665728
true
311,099
2025-04-21T23:33:02.474562
user_45
6,627.219672
4,786.42586
1.335849
4.735873
cell_7_5
-82.661825
false
null
random_walk
23
0.467676
-83.321759
null
5G_premium
10.467314
true
1,166,459
2025-04-21T23:33:02.474562
user_62
1,469.661953
9,290.421428
1.292335
3.454844
cell_1_9
-84.841958
true
cell_2_9
random_walk
23
0.418514
-85.90644
null
5G_advanced
11.400761
true
1,607,099
2025-04-21T23:33:02.474562
user_16
9,389.21847
5,842.414772
0.1
1.253253
cell_9_6
-82.463117
false
null
stationary
23
0.310934
-88.92134
null
5G_basic
28.318761
true
414,779
2025-04-21T23:33:02.474562
user_77
7,655.215369
2,493.095173
1.793379
0.312887
cell_8_2
-85.587317
true
cell_7_3
random_walk
23
0.341986
-88.818711
null
5G_premium
21.769998
true
1,995,899
2025-04-21T23:33:02.474562
user_57
2,892.306329
2,778.097451
0.171825
2.647834
cell_3_3
-77.841797
false
null
commuter
23
0.409994
-86.525882
null
5G_advanced
14.075728
true
1,477,499
2025-04-21T23:33:02.474562
user_70
1,377.041447
1,899.912592
0.1
5.407008
cell_1_2
-81.823511
false
null
stationary
23
0.336383
-86.289645
null
5G_premium
19.728383
true
1,814,459
2025-04-21T23:33:12.474562
user_59
7,699.796908
7,523.78845
1.572287
4.389034
cell_8_8
-85.009213
true
cell_7_8
random_walk
23
0.399411
-93.491096
null
5G_basic
26.724744
true
1,529,340
2025-04-21T23:33:12.474562
user_58
6,237.923599
6,232.585492
0.1
1.33485
cell_6_6
-80.441619
false
null
stationary
23
0.403829
-87.796293
null
5G_basic
16.534349
true
1,503,420
2025-04-21T23:33:12.474562
user_13
45.582269
7,202.809843
0.1
2.901811
cell_0_7
-76.3558
false
null
stationary
23
0.469948
-85.984842
null
5G_premium
18.145761
true
337,020
2025-04-21T23:33:12.474562
user_44
1,345.013644
2,042.97253
0.192164
3.000519
cell_1_2
-80.823582
false
null
commuter
23
0.372282
-82.95245
null
5G_basic
18.201355
true
1,140,540
2025-04-21T23:33:12.474562
user_93
7,486.789653
3,721.20525
0.1
-0.025433
cell_7_4
-84.978839
true
cell_8_4
stationary
23
0.312577
-83.650235
null
5G_basic
23.825975
true
2,410,620
2025-04-21T23:33:12.474562
user_97
1,435.817005
9,346.881295
1.801535
1.614625
cell_1_9
-84.917301
false
null
random_walk
23
0.423088
-89.580953
null
5G_basic
18.646437
true
2,514,300
2025-04-21T23:33:12.474562
user_65
1,853.369023
2,486.666046
0.371624
6.17652
cell_2_2
-84.121992
false
null
commuter
23
0.427201
-89.145317
null
5G_premium
18.562928
true
1,684,860
2025-04-21T23:33:12.474562
user_38
721.304492
1,377.23165
0.35115
1.585698
cell_1_1
-83.423731
false
null
commuter
23
0.398848
-87.277779
null
5G_premium
13.131584
true
985,020
2025-04-21T23:33:12.474562
user_74
2,327.189657
6,484.162285
0.1
4.547106
cell_2_6
-85.333477
false
null
stationary
23
0.447516
-93.783008
null
5G_basic
10.588831
true
1,918,140
2025-04-21T23:33:12.474562
user_39
4,992.815369
10,000
14.461532
2.566635
cell_5_9
-90.000224
false
null
high_mobility
23
0.464997
-99.068705
null
5G_basic
25.906102
true
1,010,940
2025-04-21T23:33:12.474562
user_54
8,615.396758
1,741.594397
1.179006
3.822283
cell_9_2
-83.318181
false
null
random_walk
23
0.449521
-85.58884
null
5G_premium
24.518877
true
1,399,740
2025-04-21T23:33:22.474562
user_22
2,755.933994
10,000
28.210266
2.070678
cell_3_9
-90.251289
false
null
high_mobility
23
0.37917
-97.62328
null
5G_advanced
29.042755
true
570,301
2025-04-21T23:33:22.474562
user_52
4,677.885436
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
user_14
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2025-04-21T23:33:22.474562
user_61
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2025-04-21T23:33:22.474562
user_93
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
user_53
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2025-04-21T23:33:22.474562
user_63
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
user_59
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
user_77
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2025-04-21T23:33:22.474562
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2025-04-21T23:33:22.474562
user_42
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2025-04-21T23:33:32.474562
user_18
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2025-04-21T23:33:32.474562
user_95
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2025-04-21T23:33:32.474562
user_45
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2025-04-21T23:33:32.474562
user_27
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2025-04-21T23:33:32.474562
user_21
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2025-04-21T23:33:32.474562
user_61
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2025-04-21T23:33:32.474562
user_59
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2025-04-21T23:33:32.474562
user_52
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2025-04-21T23:33:32.474562
user_19
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2025-04-21T23:33:32.474562
user_71
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2025-04-21T23:33:32.474562
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2025-04-21T23:33:32.474562
user_24
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2025-04-21T23:33:32.474562
user_69
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2025-04-21T23:33:32.474562
user_17
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2025-04-21T23:33:32.474562
user_65
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2025-04-21T23:33:32.474562
user_85
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5G_premium
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2025-04-21T23:33:42.474562
user_13
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2025-04-21T23:33:42.474562
user_64
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2025-04-21T23:33:42.474562
user_60
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2025-04-21T23:33:42.474562
user_77
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