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
⌀
2025-04-22T00:11:52.474562
user_16
9,573.807403
5,854.825559
0.1
-0.977113
cell_9_6
-85.44478
false
null
stationary
0
0.479278
-87.104238
null
5G_basic
12.999033
true
415,012
2025-04-22T00:11:52.474562
user_32
0
0
23.080687
3.901203
cell_0_0
-70
false
null
high_mobility
0
0.346011
-76.202977
null
5G_basic
25.896484
true
829,732
2025-04-22T00:11:52.474562
user_82
5,892.408686
2,735.128803
0.1
5.699407
cell_6_3
-79.123955
false
null
stationary
0
0.465191
-79.604544
null
5G_premium
25.29174
false
2,125,732
2025-04-22T00:11:52.474562
user_33
6,475.146208
6,050.121401
0.809206
4.795279
cell_6_6
-83.584604
true
cell_7_6
random_walk
0
0.400043
-85.490278
null
5G_premium
12.449926
true
855,652
2025-04-22T00:12:02.474562
user_82
5,893.276859
2,734.632541
0.1
5.763897
cell_6_3
-79.128049
false
null
stationary
0
0.328389
-83.899746
null
5G_advanced
14.869764
true
2,125,733
2025-04-22T00:12:02.474562
user_77
9,931.330787
2,447.648285
1.793379
-1.803076
cell_9_2
-90.284761
false
null
random_walk
0
0.325993
-95.204105
null
5G_advanced
17.324823
true
1,996,133
2025-04-22T00:12:02.474562
user_20
10,000
0
21.487117
-0.645203
cell_9_0
-90
false
null
high_mobility
0
0.451302
-93.525525
null
5G_advanced
28.694478
true
518,693
2025-04-22T00:12:02.474562
user_86
6,503.834576
484.404728
1.409957
5.596323
cell_7_0
-86.819898
true
cell_6_1
random_walk
0
0.38819
-92.49423
null
5G_basic
23.058628
true
2,229,413
2025-04-22T00:12:02.474562
user_8
2,746.599559
6,283.230112
0.1
2.819074
cell_3_6
-81.596607
false
null
stationary
0
0.488161
-82.732207
null
5G_advanced
21.057169
true
207,653
2025-04-22T00:12:02.474562
user_91
8,558.906246
2,759.527915
1.378056
2.511172
cell_9_3
-84.02073
false
null
random_walk
0
0.334545
-83.354528
null
5G_basic
13.786383
true
2,359,013
2025-04-22T00:12:02.474562
user_3
2,595.222467
1,446.760766
0.157315
4.74276
cell_3_1
-85.604328
true
cell_3_2
commuter
0
0.317024
-87.42705
null
5G_advanced
25.225206
true
78,053
2025-04-22T00:12:02.474562
user_55
2,906.721484
9,550.674623
0.1
-1.188913
cell_3_9
-84.940758
false
null
stationary
0
0.319772
-88.556691
null
5G_premium
21.896928
true
1,425,893
2025-04-22T00:12:02.474562
user_72
7,846.094474
1,476.636675
1.476177
4.525622
cell_8_1
-83.994477
true
cell_8_2
random_walk
0
0.348852
-86.506713
null
5G_basic
22.824706
true
1,866,533
2025-04-22T00:12:02.474562
user_28
9,125.08097
1,636.756587
0.1
3.98616
cell_9_2
-81.6906
false
null
stationary
0
0.444946
-86.632075
null
5G_basic
12.694088
true
726,053
2025-04-22T00:12:02.474562
user_35
1,616.63158
7,588.332181
1.161137
1.648571
cell_2_8
-85.002938
true
cell_2_7
random_walk
0
0.418103
-90.827173
null
5G_basic
22.341268
true
907,493
2025-04-22T00:12:12.474562
user_94
145.446095
400.274373
1.268291
1.528693
cell_0_0
-82.585754
false
null
random_walk
0
0.344963
-83.547238
null
5G_advanced
22.85106
true
2,436,774
2025-04-22T00:12:12.474562
user_43
803.479921
900.574507
0.402503
2.390095
cell_1_1
-76.857916
false
null
commuter
0
0.483614
-80.987651
null
5G_premium
19.380535
true
1,114,854
2025-04-22T00:12:12.474562
user_57
2,606.583526
2,677.404815
0.171825
5.4017
cell_3_3
-84.130384
false
null
commuter
0
0.486884
-92.204875
null
5G_advanced
24.262002
true
1,477,734
2025-04-22T00:12:12.474562
user_3
2,595.270238
1,445.188341
0.157315
4.74276
cell_3_1
-85.587072
true
cell_2_1
commuter
0
0.430406
-88.055339
null
5G_advanced
11.558211
true
78,054
2025-04-22T00:12:12.474562
user_75
4,199.005806
9,750.334699
0.1
-1.742144
cell_4_9
-87.800331
false
null
stationary
0
0.483706
-87.653423
null
5G_basic
16.953625
true
1,944,294
2025-04-22T00:12:12.474562
user_69
0
1,527.806315
0.346632
4.058115
cell_0_2
-83.482403
false
null
commuter
0
0.386206
-89.098428
null
5G_advanced
12.759521
true
1,788,774
2025-04-22T00:12:12.474562
user_46
9,424.419861
4,729.458992
0.1
6.049884
cell_9_5
-84.036775
false
null
stationary
0
0.337862
-85.630658
null
5G_premium
28.215429
true
1,192,614
2025-04-22T00:12:12.474562
user_35
1,615.729423
7,599.908448
1.161137
1.648571
cell_2_8
-84.881799
true
cell_1_7
random_walk
0
0.47857
-86.539895
null
5G_advanced
13.164798
true
907,494
2025-04-22T00:12:12.474562
user_89
6,928.952205
0
17.235993
5.780643
cell_7_0
-67.031012
false
null
high_mobility
0
0.349841
-67.460904
null
5G_basic
20.402117
true
2,307,174
2025-04-22T00:12:22.474562
user_62
0
7,526.724423
1.292335
4.481726
cell_0_8
-83.502282
false
null
random_walk
0
0.423754
-90.128219
null
5G_basic
23.777587
true
1,607,335
2025-04-22T00:12:22.474562
user_45
8,030.976908
4,111.56505
1.335849
5.629418
cell_8_4
-71.273099
false
null
random_walk
0
0.337546
-75.955092
null
5G_advanced
16.644933
true
1,166,695
2025-04-22T00:12:22.474562
user_66
8,408.674492
5,964.806802
0.1
0.868793
cell_8_6
-82.259639
false
null
stationary
0
0.393237
-88.11881
null
5G_premium
26.098146
true
1,711,015
2025-04-22T00:12:22.474562
user_56
0
7,158.906975
11.599227
3.147636
cell_0_7
-74.022859
false
null
high_mobility
0
0.330918
-76.325485
null
5G_advanced
20.953003
true
1,451,815
2025-04-22T00:12:22.474562
user_86
6,527.576569
469.189304
1.409957
5.713258
cell_7_0
-86.467198
true
cell_7_1
random_walk
0
0.409011
-91.593708
null
5G_basic
13.580593
true
2,229,415
2025-04-22T00:12:22.474562
user_14
10,000
9,309.333719
28.868571
6.08315
cell_9_9
-90.396866
false
null
high_mobility
0
0.489369
-97.558047
null
5G_advanced
23.908826
true
363,175
2025-04-22T00:12:22.474562
user_0
6,364.709997
5,102.268775
1.004381
-3.393278
cell_6_5
-81.56768
false
null
random_walk
0
0.379171
-89.969276
null
5G_premium
28.982424
true
295
2025-04-22T00:12:22.474562
user_30
1,973.164215
7,958.148954
0.1
3.044508
cell_2_8
-63.929904
false
null
stationary
0
0.390889
-63.1629
null
5G_advanced
18.089569
true
777,895
2025-04-22T00:12:22.474562
user_99
1,176.647739
541.368778
0.1
1.921729
cell_1_1
-83.830017
false
null
stationary
0
0.45765
-88.621149
null
5G_premium
20.430803
true
2,566,375
2025-04-22T00:12:22.474562
user_55
2,907.466822
9,548.818695
0.1
-1.188913
cell_3_9
-84.910314
false
null
stationary
0
0.367573
-91.512471
null
5G_advanced
25.390066
true
1,425,895
2025-04-22T00:12:22.474562
user_3
2,595.318009
1,443.615916
0.157315
4.74276
cell_3_1
-85.569807
true
cell_3_2
commuter
0
0.394382
-87.75814
null
5G_basic
18.423207
true
78,055
2025-04-22T00:12:22.474562
user_91
8,536.64293
2,775.774771
1.378056
2.511172
cell_9_3
-84.232077
false
null
random_walk
0
0.392806
-91.671203
null
5G_basic
21.423273
true
2,359,015
2025-04-22T00:12:32.474562
user_8
2,743.828284
6,284.349242
0.1
2.634982
cell_3_6
-81.657737
false
null
stationary
0
0.343467
-85.524919
null
5G_basic
21.297389
true
207,656
2025-04-22T00:12:32.474562
user_72
7,826.21576
1,438.091266
1.476177
4.093076
cell_8_1
-83.465973
false
null
random_walk
0
0.489057
-86.191899
null
5G_advanced
28.469986
true
1,866,536
2025-04-22T00:12:32.474562
user_37
3,869.304024
402.475003
0.1
-0.657596
cell_4_0
-82.530169
false
null
stationary
0
0.444663
-84.162251
null
5G_premium
16.433771
false
959,336
2025-04-22T00:12:32.474562
user_51
601.976231
2,481.384882
0.244868
3.83239
cell_1_2
-85.912364
true
cell_1_3
commuter
0
0.499989
-86.274472
null
5G_advanced
20.278347
true
1,322,216
2025-04-22T00:12:32.474562
user_40
10,000
4,337.142501
1.503308
-0.941416
cell_9_4
-90.467546
false
null
random_walk
0
0.359338
-98.02224
null
5G_basic
21.725663
true
1,037,096
2025-04-22T00:12:32.474562
user_86
6,539.447565
461.581593
1.409957
5.713258
cell_7_0
-86.285586
true
cell_6_0
random_walk
0
0.380724
-87.93677
null
5G_advanced
27.42416
true
2,229,416
2025-04-22T00:12:32.474562
user_46
9,426.365678
4,728.996611
0.1
6.049884
cell_9_5
-84.069326
false
null
stationary
0
0.455429
-88.198021
null
5G_advanced
15.380037
true
1,192,616
2025-04-22T00:12:42.474562
user_38
74.887979
1,702.344015
0.35115
2.687214
cell_0_2
-79.740845
false
null
commuter
0
0.353647
-86.369451
null
5G_advanced
23.355915
true
985,257
2025-04-22T00:12:42.474562
user_3
2,595.413552
1,440.471065
0.157315
4.74276
cell_3_1
-85.53525
true
cell_2_1
commuter
0
0.451881
-92.292523
null
5G_basic
26.981488
true
78,057
2025-04-22T00:12:42.474562
user_41
2,750.51691
2,233.387625
0.355402
5.725056
cell_3_2
-80.67114
false
null
commuter
0
0.493112
-84.403836
null
5G_basic
22.213941
true
1,063,017
2025-04-22T00:12:42.474562
user_51
600.088944
2,479.824703
0.244868
3.83239
cell_1_2
-85.912434
true
cell_1_3
commuter
0
0.365526
-90.342437
null
5G_advanced
17.199866
true
1,322,217
2025-04-22T00:12:42.474562
user_62
0
7,501.562274
1.292335
4.481726
cell_0_8
-83.952218
true
cell_0_7
random_walk
0
0.324355
-84.978417
null
5G_advanced
20.122921
true
1,607,337
2025-04-22T00:12:42.474562
user_82
5,896.355969
2,732.079292
0.1
5.590882
cell_6_3
-79.165781
false
null
stationary
0
0.307576
-87.216096
null
5G_premium
13.370928
true
2,125,737
2025-04-22T00:12:42.474562
user_93
7,679.254483
3,782.736106
0.1
0.775383
cell_8_4
-81.763265
false
null
stationary
0
0.441089
-82.793776
null
5G_basic
15.459537
true
2,410,857
2025-04-22T00:12:42.474562
user_36
10,000
8,473.513476
25.014151
0.146278
cell_9_8
-90.878577
false
null
high_mobility
0
0.482668
-91.572968
null
5G_premium
26.417772
true
933,417
2025-04-22T00:12:42.474562
user_13
0
7,281.667136
0.1
2.193848
cell_0_7
-78.994724
false
null
stationary
0
0.44167
-85.862231
null
5G_basic
28.36891
true
337,257
2025-04-22T00:12:42.474562
user_29
2,149.486798
3,565.670942
1.008346
4.792487
cell_2_4
-83.242578
false
null
random_walk
0
0.437599
-91.016135
null
5G_premium
10.387072
true
751,977
2025-04-22T00:12:42.474562
user_75
4,198.494276
9,747.378632
0.1
-1.742144
cell_4_9
-87.766829
false
null
stationary
0
0.44749
-88.021069
null
5G_premium
23.211539
true
1,944,297
2025-04-22T00:12:42.474562
user_52
4,574.71693
2,936.97821
0.1
1.0441
cell_5_3
-82.667899
false
null
stationary
0
0.450445
-86.846867
null
5G_basic
21.597582
true
1,348,137
2025-04-22T00:12:42.474562
user_53
997.339191
1,462.585098
0.453131
3.606719
cell_1_1
-83.303976
false
null
commuter
0
0.440912
-82.889264
null
5G_advanced
28.725151
true
1,374,057
2025-04-22T00:12:42.474562
user_72
7,817.706028
1,426.029164
1.476177
4.097986
cell_8_1
-83.318967
false
null
random_walk
0
0.374529
-82.98072
null
5G_advanced
19.857611
true
1,866,537
2025-04-22T00:12:42.474562
user_85
10,000
811.469375
20.345745
5.764876
cell_9_1
-90.151685
false
null
high_mobility
0
0.377978
-94.305816
null
5G_basic
21.797957
true
2,203,497
2025-04-22T00:12:52.474562
user_3
2,595.461323
1,438.89864
0.157315
4.74276
cell_3_1
-85.517958
true
cell_2_2
commuter
0
0.320967
-90.646861
null
5G_premium
27.680103
true
78,058
2025-04-22T00:12:52.474562
user_97
4,326.339558
9,905.938152
1.801535
0.026478
cell_4_9
-89.671835
false
null
random_walk
0
0.42545
-97.071139
null
5G_premium
25.095109
true
2,514,538
2025-04-22T00:12:52.474562
user_21
7,574.837711
349.225216
1.985693
3.244056
cell_8_0
-84.810429
true
cell_7_0
random_walk
0
0.404574
-89.542415
null
5G_basic
15.775453
true
544,618
2025-04-22T00:12:52.474562
user_30
1,970.178342
7,958.439749
0.1
3.044508
cell_2_8
-64.17735
false
null
stationary
0
0.465631
-69.771451
null
5G_premium
19.544313
true
777,898
2025-04-22T00:12:52.474562
user_51
597.686553
2,479.350855
0.244868
3.336333
cell_1_2
-85.928797
true
cell_0_3
commuter
0
0.350051
-84.73096
null
5G_premium
15.680326
true
1,322,218
2025-04-22T00:12:52.474562
user_86
6,563.781373
447.380235
1.409957
5.796556
cell_7_0
-85.915496
true
cell_6_0
random_walk
0
0.34513
-93.628214
null
5G_premium
16.769443
true
2,229,418
2025-04-22T00:12:52.474562
user_93
7,679.968636
3,783.436096
0.1
0.775383
cell_8_4
-81.74118
false
null
stationary
0
0.461448
-88.912426
null
5G_premium
22.609701
true
2,410,858
2025-04-22T00:13:02.474562
user_51
595.284163
2,478.877006
0.244868
3.336333
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:02.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
user_19
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:12.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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2025-04-22T00:13:22.474562
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