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
⌀
2025-04-22T00:05:22.474562
user_3
2,607.0992
1,508.303694
0.157315
4.474318
cell_3_2
-85.978446
true
cell_3_1
commuter
0
0.374011
-90.425165
null
5G_advanced
23.273502
true
78,013
2025-04-22T00:05:32.474562
user_74
2,407.157
6,330.617533
0.1
4.480112
cell_2_6
-84.394666
false
null
stationary
0
0.375848
-91.311981
null
5G_advanced
15.222324
true
1,918,334
2025-04-22T00:05:32.474562
user_71
8,525.285413
6,576.068277
0.1
3.375113
cell_9_7
-86.075323
true
cell_9_6
stationary
0
0.349363
-87.407473
null
5G_premium
29.096546
true
1,840,574
2025-04-22T00:05:32.474562
user_51
675.100811
2,548.037462
0.244868
3.658482
cell_1_3
-84.911229
true
cell_0_2
commuter
0
0.324487
-89.58174
null
5G_advanced
25.548125
true
1,322,174
2025-04-22T00:05:32.474562
user_10
7,465.132496
8,647.494116
0.1
2.813174
cell_7_9
-85.322557
true
cell_8_9
stationary
0
0.325526
-91.345972
null
5G_basic
13.616437
true
259,454
2025-04-22T00:05:32.474562
user_87
1,958.931996
6,922.070703
0.1
1.39284
cell_2_7
-68.898369
false
null
stationary
0
0.418444
-74.30735
null
5G_premium
22.219606
true
2,255,294
2025-04-22T00:05:32.474562
user_99
1,192.182408
503.484959
0.1
1.975065
cell_1_1
-84.524937
false
null
stationary
0
0.460131
-87.155358
null
5G_basic
21.640672
true
2,566,334
2025-04-22T00:05:32.474562
user_3
2,606.728206
1,506.774915
0.157315
4.474318
cell_3_2
-85.998107
false
null
commuter
0
0.382234
-93.442568
null
5G_premium
29.076694
true
78,014
2025-04-22T00:05:32.474562
user_34
0
0
10.542891
3.506359
cell_0_0
-70
false
null
high_mobility
0
0.339576
-76.092455
null
5G_basic
10.937649
true
881,534
2025-04-22T00:05:32.474562
user_32
0
0
23.080687
4.68035
cell_0_0
-70
false
null
high_mobility
0
0.320724
-70.757186
null
5G_advanced
11.441361
true
829,694
2025-04-22T00:05:32.474562
user_73
4,758.991201
2,912.269204
0.62697
3.885646
cell_5_3
-78.181066
false
null
random_walk
0
0.458771
-81.095788
null
5G_premium
23.920268
true
1,892,414
2025-04-22T00:05:32.474562
user_30
2,011.170689
7,968.309964
0.1
3.122212
cell_2_8
-60.527104
false
null
stationary
0
0.496519
-68.292155
null
5G_premium
10.348171
true
777,854
2025-04-22T00:05:32.474562
user_97
3,557.522514
10,000
1.801535
0.283893
cell_4_9
-90.776536
false
null
random_walk
0
0.486206
-96.119263
null
5G_premium
15.541298
false
2,514,494
2025-04-22T00:05:42.474562
user_65
2,535.21093
2,512.25955
0.371624
7.08656
cell_3_3
-86.56979
true
cell_2_3
commuter
0
0.426845
-90.630667
null
5G_advanced
11.639768
true
1,685,055
2025-04-22T00:05:42.474562
user_13
0
7,268.154293
0.1
2.806911
cell_0_7
-78.567695
false
null
stationary
0
0.428947
-79.638407
null
5G_basic
22.894198
true
337,215
2025-04-22T00:05:42.474562
user_71
8,524.312555
6,575.836874
0.1
3.375113
cell_9_7
-86.087323
true
cell_9_6
stationary
0
0.428403
-90.071145
null
5G_basic
13.987857
true
1,840,575
2025-04-22T00:05:42.474562
user_43
915.149495
801.201156
0.402503
3.195758
cell_1_1
-76.695083
false
null
commuter
0
0.462851
-80.109595
null
5G_advanced
17.221761
true
1,114,815
2025-04-22T00:05:42.474562
user_76
582.867882
174.823168
0.019411
3.39657
cell_1_0
-83.108257
false
null
commuter
0
0.441295
-85.841764
null
5G_advanced
13.669157
true
1,970,175
2025-04-22T00:05:42.474562
user_7
0
10,000
17.618365
3.003119
cell_0_9
-90
false
null
high_mobility
0
0.343328
-91.245828
null
5G_basic
29.905779
true
181,695
2025-04-22T00:05:42.474562
user_51
672.972029
2,546.827381
0.244868
3.658482
cell_1_3
-84.945897
true
cell_0_2
commuter
0
0.439914
-90.804701
null
5G_basic
24.198911
false
1,322,175
2025-04-22T00:05:42.474562
user_19
10,000
0
21.475465
5.705476
cell_9_0
-90
false
null
high_mobility
0
0.489255
-95.752451
null
5G_premium
17.65382
true
492,735
2025-04-22T00:05:42.474562
user_17
7,234.597977
10,000
12.343482
1.387352
cell_7_9
-90.232674
false
null
high_mobility
0
0.318949
-96.980796
null
5G_basic
29.474325
true
440,895
2025-04-22T00:05:42.474562
user_44
1,326.670264
1,761.456233
0.192164
4.817408
cell_1_2
-82.138273
false
null
commuter
0
0.418335
-83.984754
null
5G_advanced
27.212626
true
1,140,735
2025-04-22T00:05:42.474562
user_81
8,563.386992
2,804.185547
0.1
0.976404
cell_9_3
-83.597866
false
null
stationary
0
0.318017
-84.137521
null
5G_basic
23.754403
true
2,099,775
2025-04-22T00:05:42.474562
user_33
6,504.594186
6,339.67238
0.809206
3.901899
cell_7_6
-85.572716
true
cell_6_6
random_walk
0
0.374384
-91.827167
null
5G_premium
22.309004
true
855,615
2025-04-22T00:05:42.474562
user_0
6,487.560288
5,401.979101
1.004381
-1.151358
cell_6_5
-86.013017
true
cell_6_6
random_walk
0
0.351245
-92.008478
null
5G_basic
23.338626
true
255
2025-04-22T00:05:42.474562
user_97
3,574.816744
10,000
1.801535
0.283893
cell_4_9
-90.721693
false
null
random_walk
0
0.457769
-90.839523
null
5G_advanced
19.338665
true
2,514,495
2025-04-22T00:05:52.474562
user_65
2,537.966917
2,514.752542
0.371624
7.018521
cell_3_3
-86.52188
false
null
commuter
0
0.414716
-91.213092
null
5G_basic
28.59677
true
1,685,056
2025-04-22T00:05:52.474562
user_70
1,489.892234
1,991.916501
0.1
6.802722
cell_1_2
-83.803193
true
cell_2_2
stationary
0
0.327857
-87.24546
null
5G_advanced
12.891478
true
1,814,656
2025-04-22T00:05:52.474562
user_55
2,884.44017
9,579.18407
0.1
-1.009632
cell_3_9
-85.425868
false
null
stationary
0
0.463278
-92.69239
null
5G_advanced
13.276656
true
1,425,856
2025-04-22T00:05:52.474562
user_91
8,857.696029
2,362.335429
1.378056
1.863954
cell_9_2
-81.805198
false
null
random_walk
0
0.473273
-89.831408
null
5G_basic
24.284881
true
2,358,976
2025-04-22T00:05:52.474562
user_0
6,491.789031
5,392.868896
1.004381
-1.136216
cell_6_5
-85.979171
true
cell_7_5
random_walk
0
0.329486
-90.268269
null
5G_premium
24.360812
true
256
2025-04-22T00:05:52.474562
user_58
6,341.512324
6,378.726142
0.1
0.595925
cell_6_6
-84.150805
false
null
stationary
0
0.334185
-88.02755
null
5G_advanced
17.572108
true
1,503,616
2025-04-22T00:05:52.474562
user_51
670.524572
2,546.750151
0.244868
3.173137
cell_1_3
-84.969151
true
cell_0_2
commuter
0
0.320938
-89.72754
null
5G_basic
26.361881
true
1,322,176
2025-04-22T00:05:52.474562
user_86
6,235.59907
913.259135
1.409957
5.381976
cell_6_1
-77.995535
false
null
random_walk
0
0.371838
-78.311103
null
5G_premium
10.371647
true
2,229,376
2025-04-22T00:05:52.474562
user_84
1,583.190943
587.943482
1.802339
4.220838
cell_2_1
-85.359525
true
cell_1_0
random_walk
0
0.461882
-91.412108
null
5G_basic
15.556971
true
2,177,536
2025-04-22T00:05:52.474562
user_99
1,191.395715
505.32374
0.1
1.975065
cell_1_1
-84.492267
false
null
stationary
0
0.41437
-91.499151
null
5G_advanced
26.898539
true
2,566,336
2025-04-22T00:05:52.474562
user_36
10,000
10,000
25.014151
0.061243
cell_9_9
-93.0103
false
null
high_mobility
0
0.337997
-97.121246
null
5G_advanced
13.954434
true
933,376
2025-04-22T00:05:52.474562
user_71
8,523.339697
6,575.605471
0.1
3.375113
cell_9_7
-86.099312
true
cell_9_6
stationary
0
0.449597
-87.430033
null
5G_basic
29.357732
true
1,840,576
2025-04-22T00:05:52.474562
user_10
7,463.239389
8,648.139208
0.1
2.813174
cell_7_9
-85.294262
true
cell_8_8
stationary
0
0.354461
-93.774826
null
5G_basic
20.056522
false
259,456
2025-04-22T00:05:52.474562
user_3
2,606.114934
1,503.691753
0.157315
4.557766
cell_3_2
-86.036502
true
cell_3_1
commuter
0
0.475959
-87.894467
null
5G_advanced
14.904592
true
78,016
2025-04-22T00:06:02.474562
user_41
2,629.184367
2,282.970411
0.355402
6.1633
cell_3_2
-83.37612
false
null
commuter
0
0.349431
-89.441828
null
5G_basic
28.86965
true
1,062,977
2025-04-22T00:06:02.474562
user_8
2,781.362448
6,282.80166
0.1
3.165825
cell_3_6
-81.0646
false
null
stationary
0
0.336554
-80.204742
null
5G_premium
20.522224
true
207,617
2025-04-22T00:06:02.474562
user_84
1,574.684014
572.054027
1.802339
4.220838
cell_2_1
-85.611389
true
cell_1_0
random_walk
0
0.494303
-92.698851
null
5G_premium
14.409812
true
2,177,537
2025-04-22T00:06:02.474562
user_46
9,400.329168
4,756.510157
0.1
5.318484
cell_9_5
-83.415349
false
null
stationary
0
0.464243
-91.056905
null
5G_premium
19.415427
true
1,192,577
2025-04-22T00:06:02.474562
user_32
0
0
23.080687
4.563719
cell_0_0
-70
false
null
high_mobility
0
0.420225
-73.496966
null
5G_basic
17.589049
false
829,697
2025-04-22T00:06:02.474562
user_36
10,000
9,925.523511
25.014151
-0.302322
cell_9_9
-92.687169
false
null
high_mobility
0
0.474619
-94.448665
null
5G_basic
24.207246
false
933,377
2025-04-22T00:06:02.474562
user_0
6,496.017775
5,383.758691
1.004381
-1.136216
cell_6_5
-85.947288
true
cell_6_6
random_walk
0
0.408647
-94.710857
null
5G_basic
13.342403
true
257
2025-04-22T00:06:02.474562
user_86
6,244.350142
902.203975
1.409957
5.381976
cell_6_1
-78.405518
false
null
random_walk
0
0.459653
-84.290838
null
5G_premium
18.844788
true
2,229,377
2025-04-22T00:06:02.474562
user_57
2,587.524689
2,732.398079
0.171825
4.561661
cell_3_3
-83.833605
false
null
commuter
0
0.447569
-88.560377
null
5G_advanced
26.467774
true
1,477,697
2025-04-22T00:06:02.474562
user_51
668.379694
2,545.568834
0.244868
3.64502
cell_1_3
-85.003459
true
cell_0_3
commuter
0
0.469539
-88.724094
null
5G_premium
18.967442
true
1,322,177
2025-04-22T00:06:02.474562
user_26
830.386323
0
0.162551
3.489152
cell_1_0
-74.589217
false
null
commuter
0
0.310536
-78.864956
null
5G_advanced
12.739065
true
674,177
2025-04-22T00:06:02.474562
user_17
7,279.63129
10,000
12.343482
1.387352
cell_7_9
-90.326968
false
null
high_mobility
0
0.474393
-93.738136
null
5G_premium
11.320987
true
440,897
2025-04-22T00:06:02.474562
user_54
6,516.23616
2,285.227006
1.179006
2.465417
cell_7_2
-84.988368
true
cell_6_2
random_walk
0
0.300833
-88.84693
null
5G_basic
17.318864
true
1,399,937
2025-04-22T00:06:02.474562
user_71
8,522.366839
6,575.374067
0.1
3.375113
cell_9_7
-86.111289
true
cell_9_6
stationary
0
0.425749
-93.752729
null
5G_premium
26.755944
true
1,840,577
2025-04-22T00:06:02.474562
user_3
2,605.872657
1,502.13737
0.157315
4.557766
cell_3_2
-86.055244
true
cell_2_1
commuter
0
0.318054
-88.361719
null
5G_premium
23.395428
true
78,017
2025-04-22T00:06:02.474562
user_11
2,309.93068
3,380.671469
0.1
-2.174737
cell_2_3
-83.81959
false
null
stationary
0
0.46513
-91.204505
null
5G_basic
29.387789
true
285,377
2025-04-22T00:06:02.474562
user_96
729.98858
0
1.012744
5.555677
cell_1_0
-78.627643
false
null
random_walk
0
0.360138
-83.334179
null
5G_advanced
20.12125
true
2,488,577
2025-04-22T00:06:02.474562
user_12
46.689468
1,501.80838
0.18156
1.384848
cell_0_2
-83.985906
true
cell_0_1
commuter
0
0.359726
-88.210893
null
5G_basic
12.768009
true
311,297
2025-04-22T00:06:02.474562
user_43
907.111236
800.765335
0.402503
3.195758
cell_1_1
-76.841519
false
null
commuter
0
0.369138
-75.665044
null
5G_basic
29.038873
true
1,114,817
2025-04-22T00:06:12.474562
user_61
6,422.19471
6,230.391411
1.64406
3.583132
cell_6_6
-83.642293
false
null
random_walk
0
0.428461
-83.089049
null
5G_advanced
14.037688
true
1,581,378
2025-04-22T00:06:12.474562
user_19
10,000
0
21.475465
5.705476
cell_9_0
-90
false
null
high_mobility
0
0.462904
-94.573529
null
5G_basic
13.64715
true
492,738
2025-04-22T00:06:12.474562
user_79
0
2,365.865168
1.790238
4.59169
cell_0_2
-81.266421
false
null
random_walk
0
0.497205
-88.824959
null
5G_basic
13.804912
true
2,047,938
2025-04-22T00:06:12.474562
user_45
7,581.101337
4,240.86
1.335849
6.562958
cell_8_4
-83.682676
false
null
random_walk
0
0.310306
-86.536497
null
5G_premium
14.444275
true
1,166,658
2025-04-22T00:06:12.474562
user_80
0
6,851.360586
15.370997
8.665585
cell_0_7
-73.44268
false
null
high_mobility
0
0.455402
-82.622776
null
5G_advanced
20.724573
true
2,073,858
2025-04-22T00:06:12.474562
user_30
2,007.312533
7,967.2542
0.1
3.408698
cell_2_8
-60.51446
false
null
stationary
0
0.438493
-69.45801
null
5G_basic
18.535942
false
777,858
2025-04-22T00:06:12.474562
user_65
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2025-04-22T00:06:12.474562
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2025-04-22T00:06:12.474562
user_56
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2025-04-22T00:06:12.474562
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2025-04-22T00:06:12.474562
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2025-04-22T00:06:12.474562
user_0
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2025-04-22T00:06:12.474562
user_3
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2025-04-22T00:06:12.474562
user_54
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2025-04-22T00:06:22.474562
user_72
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2025-04-22T00:06:22.474562
user_96
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2025-04-22T00:06:22.474562
user_98
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2025-04-22T00:06:22.474562
user_89
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2025-04-22T00:06:22.474562
user_0
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2025-04-22T00:06:22.474562
user_85
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2025-04-22T00:06:22.474562
user_53
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2025-04-22T00:06:22.474562
user_41
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2025-04-22T00:06:22.474562
user_70
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2025-04-22T00:06:22.474562
user_78
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2025-04-22T00:06:32.474562
user_97
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2025-04-22T00:06:32.474562
user_3
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2025-04-22T00:06:32.474562
user_54
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2025-04-22T00:06:32.474562
user_74
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2025-04-22T00:06:32.474562
user_79
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2025-04-22T00:06:32.474562
user_33
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2025-04-22T00:06:32.474562
user_10
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2025-04-22T00:06:42.474562
user_62
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2025-04-22T00:06:42.474562
user_65
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2025-04-22T00:06:42.474562
user_21
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2025-04-22T00:06:42.474562
user_33
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2025-04-22T00:06:42.474562
user_3
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2025-04-22T00:06:42.474562
user_0
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2025-04-22T00:06:42.474562
user_91
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2025-04-22T00:06:42.474562
user_10
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2025-04-22T00:06:42.474562
user_6
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