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
⌀
2025-04-21T23:43:32.474562
user_60
0
0
28.519503
4.13212
cell_0_0
-70
false
null
high_mobility
23
0.379478
-74.273433
null
5G_premium
22.087269
true
1,555,322
2025-04-21T23:43:32.474562
user_44
1,294.258537
1,963.098687
0.192164
4.702313
cell_1_2
-79.442348
false
null
commuter
23
0.482342
-80.057771
null
5G_advanced
29.276104
true
1,140,602
2025-04-21T23:43:32.474562
user_89
5,512.114166
0
17.235993
4.841333
cell_6_0
-83.766364
false
null
high_mobility
23
0.317075
-90.077156
null
5G_basic
13.481318
true
2,307,002
2025-04-21T23:43:32.474562
user_95
1,323.632354
2,064.839447
0.049833
5.794714
cell_1_2
-80.371956
false
null
commuter
23
0.425647
-80.558026
null
5G_premium
25.184456
false
2,462,522
2025-04-21T23:43:42.474562
user_59
7,318.968925
6,685.70051
1.572287
4.183179
cell_7_7
-83.021693
false
null
random_walk
23
0.486377
-88.956781
null
5G_basic
14.962778
true
1,529,403
2025-04-21T23:43:42.474562
user_25
2,833.343746
1,265.262897
0.100434
3.311436
cell_3_1
-79.918404
false
null
commuter
23
0.318525
-80.26168
null
5G_basic
13.741592
true
648,123
2025-04-21T23:43:42.474562
user_58
6,253.357949
6,290.783463
0.1
0.836834
cell_6_6
-81.724432
false
null
stationary
23
0.354735
-86.474333
null
5G_premium
21.097266
true
1,503,483
2025-04-21T23:43:42.474562
user_20
6,041.712457
10,000
21.487117
1.23653
cell_6_9
-90.00755
false
null
high_mobility
23
0.426552
-97.207709
null
5G_premium
26.849808
true
518,523
2025-04-21T23:43:42.474562
user_89
5,534.277402
0
17.235993
4.841333
cell_6_0
-83.362546
false
null
high_mobility
23
0.464924
-89.793269
null
5G_premium
24.714332
true
2,307,003
2025-04-21T23:43:42.474562
user_83
1,991.798115
2,145.674574
0.120147
1.278464
cell_2_2
-73.281421
false
null
commuter
23
0.499868
-75.395445
null
5G_premium
22.751585
true
2,151,483
2025-04-21T23:43:42.474562
user_10
7,589.700575
8,652.310989
0.1
3.57111
cell_8_9
-84.612482
false
null
stationary
23
0.346366
-86.096944
null
5G_premium
13.670607
true
259,323
2025-04-21T23:43:42.474562
user_82
5,779.67006
2,828.098413
0.1
4.731657
cell_6_3
-78.926257
false
null
stationary
23
0.457764
-84.957313
null
5G_basic
20.706927
true
2,125,563
2025-04-21T23:43:42.474562
user_44
1,294.239175
1,961.177148
0.192164
4.702313
cell_1_2
-79.448966
false
null
commuter
23
0.468144
-80.33458
null
5G_advanced
20.083145
true
1,140,603
2025-04-21T23:43:42.474562
user_35
998.678789
5,919.668166
1.161137
1.803218
cell_1_6
-68.098928
false
null
random_walk
23
0.309415
-70.930988
null
5G_premium
17.921176
true
907,323
2025-04-21T23:43:42.474562
user_71
8,624.299242
6,617.698152
0.1
2.922527
cell_9_7
-84.583443
false
null
stationary
23
0.476543
-93.239475
null
5G_premium
14.469402
true
1,840,443
2025-04-21T23:43:42.474562
user_7
10,000
10,000
17.618365
1.266153
cell_9_9
-93.0103
false
null
high_mobility
23
0.308657
-99.655867
null
5G_basic
12.95248
true
181,563
2025-04-21T23:43:42.474562
user_47
6,607.028709
0
18.067479
5.235629
cell_7_0
-81.887216
false
null
high_mobility
23
0.402965
-88.803691
null
5G_advanced
12.730978
true
1,218,363
2025-04-21T23:43:42.474562
user_8
2,891.141229
6,228.777284
0.1
3.245749
cell_3_6
-78.074625
false
null
stationary
23
0.468175
-82.578153
null
5G_premium
15.439758
true
207,483
2025-04-21T23:43:42.474562
user_23
10,000
7,434.181999
17.447857
7.00725
cell_9_7
-90.750043
false
null
high_mobility
23
0.343723
-92.562883
null
5G_advanced
19.429709
true
596,283
2025-04-21T23:43:42.474562
user_57
2,793.37385
2,813.795237
0.171825
3.297103
cell_3_3
-78.885534
false
null
commuter
23
0.384238
-80.033699
null
5G_advanced
19.988774
true
1,477,563
2025-04-21T23:43:42.474562
user_79
1,498.642485
3,692.182869
1.790238
3.403731
cell_1_4
-85.357949
true
cell_2_3
random_walk
23
0.336975
-87.190862
null
5G_premium
17.386525
true
2,047,803
2025-04-21T23:43:52.474562
user_38
597.426472
1,558.662273
0.35115
2.252649
cell_1_2
-85.524789
true
cell_0_2
commuter
23
0.362729
-91.273738
null
5G_basic
14.006659
true
985,084
2025-04-21T23:43:52.474562
user_24
505.580816
898.966608
0.114412
6.746738
cell_1_1
-84.059575
false
null
commuter
23
0.318378
-90.929677
null
5G_advanced
18.464971
true
622,204
2025-04-21T23:43:52.474562
user_53
1,659.503037
1,416.667665
0.453131
3.126448
cell_2_1
-84.617238
false
null
commuter
23
0.431274
-91.003354
null
5G_premium
20.617325
true
1,373,884
2025-04-21T23:43:52.474562
user_66
8,359.256388
5,809.471762
0.1
0.91333
cell_8_6
-82.184466
false
null
stationary
23
0.340007
-89.876927
null
5G_advanced
10.625044
true
1,710,844
2025-04-21T23:43:52.474562
user_90
3,861.490937
2,727.642461
0.1
2.498515
cell_4_3
-79.701766
false
null
stationary
23
0.4334
-84.636336
null
5G_premium
20.712594
true
2,332,924
2025-04-21T23:43:52.474562
user_41
2,524.426444
2,618.276559
0.355402
4.931191
cell_3_3
-85.704063
true
cell_2_3
commuter
23
0.439812
-85.900038
null
5G_advanced
18.581053
true
1,062,844
2025-04-21T23:43:52.474562
user_57
2,791.676334
2,813.529107
0.171825
3.297103
cell_3_3
-78.930409
false
null
commuter
23
0.341634
-79.121504
null
5G_premium
25.932851
true
1,477,564
2025-04-21T23:43:52.474562
user_7
10,000
10,000
17.618365
1.266153
cell_9_9
-93.0103
false
null
high_mobility
23
0.453958
-93.54608
null
5G_basic
13.793431
true
181,564
2025-04-21T23:43:52.474562
user_39
4,367.739851
10,000
14.461532
1.555251
cell_4_9
-90.550849
false
null
high_mobility
23
0.463105
-99.639272
null
5G_advanced
22.473276
true
1,011,004
2025-04-21T23:43:52.474562
user_74
2,355.800408
6,433.290349
0.1
6.233001
cell_2_6
-84.97392
true
cell_3_6
stationary
23
0.405763
-86.914476
null
5G_advanced
16.061987
true
1,918,204
2025-04-21T23:43:52.474562
user_58
6,254.027766
6,291.52599
0.1
0.836834
cell_6_6
-81.746921
false
null
stationary
23
0.498045
-89.346726
null
5G_advanced
14.558901
true
1,503,484
2025-04-21T23:43:52.474562
user_55
2,815.487624
9,515.141607
0.1
1.767337
cell_3_9
-84.762746
false
null
stationary
23
0.366847
-85.092853
null
5G_premium
10.644941
false
1,425,724
2025-04-21T23:44:02.474562
user_11
2,304.383085
3,506.161502
0.1
-0.988008
cell_2_4
-85.27018
true
cell_2_3
stationary
23
0.334753
-85.458602
null
5G_basic
15.939003
true
285,245
2025-04-21T23:44:02.474562
user_79
1,470.416307
3,670.154152
1.790238
3.80429
cell_1_4
-85.186321
false
null
random_walk
23
0.41751
-93.2972
null
5G_advanced
26.988459
true
2,047,805
2025-04-21T23:44:02.474562
user_25
2,831.396062
1,264.771638
0.100434
3.388666
cell_3_1
-79.935742
false
null
commuter
23
0.369417
-88.443443
null
5G_basic
11.958179
false
648,125
2025-04-21T23:44:02.474562
user_38
595.21341
1,561.388627
0.35115
2.252649
cell_1_2
-85.517331
true
cell_0_2
commuter
23
0.325388
-91.293083
null
5G_advanced
10.556272
true
985,085
2025-04-21T23:44:02.474562
user_37
3,740.718661
455.446603
0.1
0.27819
cell_4_0
-84.387929
false
null
stationary
23
0.351295
-83.33819
null
5G_basic
14.959787
true
959,165
2025-04-21T23:44:02.474562
user_61
8,457.976784
6,456.171163
1.64406
4.465083
cell_8_6
-86.210047
true
cell_9_6
random_walk
23
0.306756
-87.372214
null
5G_premium
13.199259
true
1,581,245
2025-04-21T23:44:02.474562
user_78
277.382637
1,957.693002
0.1
5.159129
cell_0_2
-78.961458
false
null
stationary
23
0.353082
-79.65327
null
5G_advanced
25.485333
true
2,021,885
2025-04-21T23:44:12.474562
user_57
2,788.281304
2,812.996846
0.171825
3.297103
cell_3_3
-79.019756
false
null
commuter
23
0.359532
-84.318314
null
5G_premium
29.756065
true
1,477,566
2025-04-21T23:44:12.474562
user_86
6,133.095946
2,352.241327
1.409957
4.048724
cell_6_2
-81.51641
false
null
random_walk
23
0.327041
-89.404839
null
5G_advanced
11.49581
true
2,229,246
2025-04-21T23:44:12.474562
user_11
2,304.933439
3,505.326571
0.1
-0.988008
cell_2_4
-85.285133
false
null
stationary
23
0.413211
-86.173523
null
5G_premium
20.472568
true
285,246
2025-04-21T23:44:12.474562
user_74
2,357.79789
6,433.190022
0.1
6.233001
cell_2_6
-84.992373
true
cell_2_7
stationary
23
0.341613
-88.901987
null
5G_advanced
25.132053
true
1,918,206
2025-04-21T23:44:12.474562
user_29
3,378.469273
3,782.542166
1.008346
2.286765
cell_3_4
-82.799563
false
null
random_walk
23
0.366897
-91.258462
null
5G_premium
14.802006
true
751,806
2025-04-21T23:44:12.474562
user_61
8,453.952246
6,440.230757
1.64406
4.465083
cell_8_6
-86.019251
true
cell_8_7
random_walk
23
0.394637
-91.92935
null
5G_premium
29.684549
true
1,581,246
2025-04-21T23:44:12.474562
user_38
593.000347
1,564.114981
0.35115
2.252649
cell_1_2
-85.510161
true
cell_0_2
commuter
23
0.357006
-92.355827
null
5G_basic
27.495508
true
985,086
2025-04-21T23:44:12.474562
user_76
602.074056
185.098274
0.019411
4.152002
cell_1_0
-82.846708
false
null
commuter
23
0.348213
-87.754914
null
5G_basic
18.943986
true
1,970,046
2025-04-21T23:44:22.474562
user_61
8,449.927709
6,424.290352
1.64406
4.465083
cell_8_6
-85.825829
true
cell_8_7
random_walk
23
0.430171
-88.484222
null
5G_basic
24.750671
true
1,581,247
2025-04-21T23:44:22.474562
user_83
1,992.52244
2,150.378307
0.120147
1.55755
cell_2_2
-73.554429
false
null
commuter
23
0.389147
-80.169626
null
5G_basic
26.666004
true
2,151,487
2025-04-21T23:44:22.474562
user_91
8,959.073693
1,056.43379
1.378056
0.249554
cell_9_1
-66.866126
false
null
random_walk
23
0.379307
-72.889407
null
5G_basic
10.113048
true
2,358,847
2025-04-21T23:44:22.474562
user_38
590.787285
1,566.841336
0.35115
2.252649
cell_1_2
-85.50328
true
cell_0_2
commuter
23
0.455514
-87.690686
null
5G_premium
29.668091
true
985,087
2025-04-21T23:44:22.474562
user_65
2,081.051479
2,567.628825
0.371624
6.61436
cell_2_3
-82.867128
false
null
commuter
23
0.370327
-86.858454
null
5G_basic
12.20776
true
1,684,927
2025-04-21T23:44:22.474562
user_82
5,779.747129
2,824.099155
0.1
4.731657
cell_6_3
-79.001072
false
null
stationary
23
0.310974
-85.276403
null
5G_advanced
16.331475
true
2,125,567
2025-04-21T23:44:22.474562
user_18
0
10,000
23.002668
2.388122
cell_0_9
-90
false
null
high_mobility
23
0.337414
-90.485848
null
5G_basic
21.941767
true
466,687
2025-04-21T23:44:22.474562
user_0
5,586.24283
5,472.417709
1.004381
1.138003
cell_6_5
-85.959077
true
cell_6_6
random_walk
23
0.485099
-94.256374
null
5G_basic
16.232372
true
127
2025-04-21T23:44:22.474562
user_66
8,361.089729
5,811.846391
0.1
0.91333
cell_8_6
-82.19552
false
null
stationary
23
0.438505
-85.209958
null
5G_basic
13.443145
false
1,710,847
2025-04-21T23:44:22.474562
user_23
10,000
7,896.50468
17.447857
7.00725
cell_9_8
-90.046271
false
null
high_mobility
23
0.481464
-93.977588
null
5G_premium
17.824109
true
596,287
2025-04-21T23:44:22.474562
user_11
2,305.483794
3,504.49164
0.1
-0.988008
cell_2_4
-85.300061
true
cell_2_3
stationary
23
0.374149
-86.494693
null
5G_advanced
19.569632
true
285,247
2025-04-21T23:44:22.474562
user_52
4,652.241875
2,821.291471
0.1
2.150893
cell_5_3
-81.843292
false
null
stationary
23
0.328541
-89.305629
null
5G_advanced
23.660532
true
1,347,967
2025-04-21T23:44:32.474562
user_20
6,306.73368
10,000
21.487117
1.308514
cell_6_9
-90.390513
false
null
high_mobility
23
0.302543
-97.995032
null
5G_basic
20.918722
true
518,528
2025-04-21T23:44:32.474562
user_82
5,779.766396
2,823.099341
0.1
4.731657
cell_6_3
-79.019848
false
null
stationary
23
0.456241
-81.622051
null
5G_basic
13.720618
true
2,125,568
2025-04-21T23:44:32.474562
user_0
5,590.455287
5,481.535456
1.004381
1.138003
cell_6_5
-86.01629
true
cell_5_6
random_walk
23
0.391239
-92.633213
null
5G_advanced
15.388411
true
128
2025-04-21T23:44:32.474562
user_12
195.819027
1,363.851534
0.18156
2.916147
cell_0_1
-82.323175
false
null
commuter
23
0.322532
-86.539383
null
5G_advanced
21.911457
true
311,168
2025-04-21T23:44:32.474562
user_42
5,953.932134
8,390.353886
0.1
1.986322
cell_6_8
-81.88924
false
null
stationary
23
0.337504
-80.958979
null
5G_basic
26.277375
true
1,088,768
2025-04-21T23:44:32.474562
user_61
8,441.963696
6,409.907448
1.64406
4.206699
cell_8_6
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true
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:32.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:42.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:44:52.474562
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2025-04-21T23:45:02.474562
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2025-04-21T23:45:02.474562
user_58
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2025-04-21T23:45:02.474562
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2025-04-21T23:45:02.474562
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