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
⌀
2025-04-22T00:04:12.474562
user_96
671.076473
0
1.012744
5.211172
cell_1_0
-80.341899
false
null
random_walk
0
0.3044
-83.23042
null
5G_basic
19.248524
true
2,488,566
2025-04-22T00:04:12.474562
user_51
691.409448
2,558.686336
0.244868
3.905684
cell_1_3
-84.623768
false
null
commuter
0
0.332692
-88.19637
null
5G_premium
25.046253
true
1,322,166
2025-04-22T00:04:12.474562
user_65
2,505.026292
2,505.515056
0.371624
5.957463
cell_3_3
-86.897654
true
cell_2_2
commuter
0
0.429784
-86.566356
null
5G_advanced
27.050642
true
1,685,046
2025-04-22T00:04:12.474562
user_19
10,000
0
21.475465
5.150855
cell_9_0
-90
false
null
high_mobility
0
0.355807
-94.998978
null
5G_basic
14.614107
true
492,726
2025-04-22T00:04:12.474562
user_33
6,567.519012
6,373.318489
0.809206
3.370528
cell_7_6
-85.137588
true
cell_6_6
random_walk
0
0.325925
-84.545219
null
5G_basic
20.414253
true
855,606
2025-04-22T00:04:12.474562
user_10
7,472.704926
8,644.913746
0.1
2.813174
cell_7_9
-85.434922
true
cell_7_8
stationary
0
0.360022
-86.625492
null
5G_basic
22.74385
true
259,446
2025-04-22T00:04:12.474562
user_83
2,077.825948
2,247.938651
0.120147
0.798704
cell_2_2
-78.294997
false
null
commuter
0
0.309579
-81.451613
null
5G_premium
25.156222
true
2,151,606
2025-04-22T00:04:22.474562
user_71
8,532.095418
6,577.688101
0.1
3.375113
cell_9_7
-85.990989
true
cell_8_6
stationary
0
0.4582
-91.276269
null
5G_basic
20.879367
true
1,840,567
2025-04-22T00:04:22.474562
user_83
2,078.748976
2,248.707778
0.120147
0.694698
cell_2_2
-78.328725
false
null
commuter
0
0.432154
-83.91524
null
5G_basic
16.049251
true
2,151,607
2025-04-22T00:04:22.474562
user_10
7,471.758372
8,645.236292
0.1
2.813174
cell_7_9
-85.420947
true
cell_8_8
stationary
0
0.359052
-88.538969
null
5G_advanced
10.733949
true
259,447
2025-04-22T00:04:22.474562
user_4
9,510.397723
3,908.568074
0.1
1.70911
cell_9_4
-84.295353
false
null
stationary
0
0.38831
-90.086417
null
5G_advanced
11.26539
true
103,927
2025-04-22T00:04:22.474562
user_43
946.616027
805.830223
0.402503
3.560292
cell_1_1
-76.080096
false
null
commuter
0
0.331717
-76.049614
null
5G_basic
19.770906
true
1,114,807
2025-04-22T00:04:22.474562
user_94
497.507479
32.552439
1.268291
2.879888
cell_0_0
-83.954546
true
cell_1_0
random_walk
0
0.39034
-86.633723
null
5G_basic
25.440061
true
2,436,727
2025-04-22T00:04:22.474562
user_32
0
0
23.080687
4.68035
cell_0_0
-70
false
null
high_mobility
0
0.315057
-72.443195
null
5G_premium
10.216515
true
829,687
2025-04-22T00:04:22.474562
user_97
3,457.642478
10,000
1.801535
0.931174
cell_3_9
-90.825831
false
null
random_walk
0
0.312865
-91.967915
null
5G_advanced
12.671897
false
2,514,487
2025-04-22T00:04:22.474562
user_62
0
7,773.418126
1.292335
3.093446
cell_0_8
-77.104503
false
null
random_walk
0
0.416105
-85.371809
null
5G_advanced
13.012625
true
1,607,287
2025-04-22T00:04:22.474562
user_99
1,195.010455
497.09358
0.1
2.120512
cell_1_0
-84.550446
false
null
stationary
0
0.45987
-85.202433
null
5G_basic
28.410762
true
2,566,327
2025-04-22T00:04:22.474562
user_14
10,000
4,791.105446
28.868571
6.539579
cell_9_5
-90.185494
false
null
high_mobility
0
0.418924
-91.640082
null
5G_basic
26.262131
true
363,127
2025-04-22T00:04:32.474562
user_14
10,000
4,864.314479
28.868571
6.539579
cell_9_5
-90.079229
false
null
high_mobility
0
0.350881
-93.598859
null
5G_premium
18.440236
true
363,128
2025-04-22T00:04:32.474562
user_10
7,470.811818
8,645.558839
0.1
2.813174
cell_7_9
-85.406952
true
cell_8_8
stationary
0
0.4372
-92.62388
null
5G_advanced
11.176763
true
259,448
2025-04-22T00:04:32.474562
user_0
6,466.769169
5,468.475875
1.004381
-1.423244
cell_6_5
-86.408223
true
cell_7_5
random_walk
0
0.448037
-87.534991
null
5G_premium
21.463635
true
248
2025-04-22T00:04:32.474562
user_89
1,376.612026
0
17.235993
5.097453
cell_1_0
-81.517884
false
null
high_mobility
0
0.483924
-86.469182
null
5G_basic
26.409687
true
2,307,128
2025-04-22T00:04:32.474562
user_71
8,531.12256
6,577.456698
0.1
3.375113
cell_9_7
-86.003072
true
cell_9_6
stationary
0
0.499256
-89.410932
null
5G_advanced
12.041933
true
1,840,568
2025-04-22T00:04:32.474562
user_54
6,598.999353
2,218.821442
1.179006
2.465417
cell_7_2
-83.194899
false
null
random_walk
0
0.345222
-90.074658
null
5G_basic
15.907112
true
1,399,928
2025-04-22T00:04:32.474562
user_96
680.765534
0
1.012744
5.211172
cell_1_0
-80.082195
false
null
random_walk
0
0.427408
-82.172777
null
5G_basic
18.562092
true
2,488,568
2025-04-22T00:04:32.474562
user_75
4,221.36786
9,784.725308
0.1
-1.63313
cell_4_9
-88.226894
false
null
stationary
0
0.458469
-95.334491
null
5G_advanced
16.923809
true
1,944,248
2025-04-22T00:04:32.474562
user_78
280.527915
1,841.556695
0.1
3.720252
cell_0_2
-80.161982
false
null
stationary
0
0.402112
-83.631066
null
5G_premium
15.653788
true
2,022,008
2025-04-22T00:04:32.474562
user_33
6,551.757159
6,369.645653
0.809206
3.370528
cell_7_6
-85.283504
true
cell_6_6
random_walk
0
0.354662
-91.224564
null
5G_premium
18.383757
true
855,608
2025-04-22T00:04:32.474562
user_61
6,570.83334
6,300.647375
1.64406
3.583132
cell_7_6
-84.386576
false
null
random_walk
0
0.449511
-92.572518
null
5G_advanced
24.990072
true
1,581,368
2025-04-22T00:04:32.474562
user_53
1,182.219183
1,390.873978
0.453131
2.556619
cell_1_1
-82.694809
false
null
commuter
0
0.399654
-90.186861
null
5G_premium
21.864227
true
1,374,008
2025-04-22T00:04:32.474562
user_65
2,512.067979
2,503.136711
0.371624
5.957463
cell_3_3
-86.856977
true
cell_3_2
commuter
0
0.304513
-90.252855
null
5G_basic
10.719685
true
1,685,048
2025-04-22T00:04:32.474562
user_17
7,076.981382
10,000
12.343482
1.387352
cell_7_9
-90.025661
false
null
high_mobility
0
0.393851
-97.0994
null
5G_basic
12.540154
true
440,888
2025-04-22T00:04:42.474562
user_32
0
0
23.080687
4.68035
cell_0_0
-70
false
null
high_mobility
0
0.311901
-73.298778
null
5G_basic
17.985731
true
829,689
2025-04-22T00:04:42.474562
user_19
10,000
0
21.475465
5.150855
cell_9_0
-90
false
null
high_mobility
0
0.412286
-96.613508
null
5G_premium
14.727062
true
492,729
2025-04-22T00:04:42.474562
user_95
1,360.885096
2,026.275573
0.049833
7.304782
cell_1_2
-81.170341
false
null
commuter
0
0.33162
-84.23057
null
5G_basic
24.482031
true
2,462,649
2025-04-22T00:04:42.474562
user_3
2,608.583177
1,514.418812
0.157315
4.474318
cell_3_2
-85.899454
true
cell_2_2
commuter
0
0.440878
-86.795635
null
5G_basic
24.816632
true
78,009
2025-04-22T00:04:42.474562
user_71
8,530.149702
6,577.225294
0.1
3.375113
cell_9_7
-86.015143
true
cell_8_7
stationary
0
0.493311
-89.161524
null
5G_basic
27.353359
true
1,840,569
2025-04-22T00:04:42.474562
user_42
6,027.075007
8,436.590362
0.1
-0.367555
cell_6_8
-82.818153
false
null
stationary
0
0.390737
-90.294721
null
5G_premium
20.036024
true
1,088,889
2025-04-22T00:04:42.474562
user_78
279.690719
1,841.009793
0.1
3.720252
cell_0_2
-80.149604
false
null
stationary
0
0.359784
-86.95242
null
5G_advanced
29.836112
true
2,022,009
2025-04-22T00:04:42.474562
user_39
0
10,000
14.461532
2.661095
cell_0_9
-90
false
null
high_mobility
0
0.475229
-98.344525
null
5G_premium
17.99735
true
1,011,129
2025-04-22T00:04:42.474562
user_31
0
8,887.270186
1.534158
3.765301
cell_0_9
-71.040776
false
null
random_walk
0
0.392618
-75.449592
null
5G_premium
17.392985
true
803,769
2025-04-22T00:04:42.474562
user_0
6,468.245781
5,458.541202
1.004381
-1.423244
cell_6_5
-86.329775
true
cell_7_5
random_walk
0
0.471013
-94.586715
null
5G_advanced
25.147545
true
249
2025-04-22T00:04:42.474562
user_99
1,194.121901
498.876825
0.1
1.94562
cell_1_0
-84.572177
false
null
stationary
0
0.346498
-88.493106
null
5G_advanced
23.538469
true
2,566,329
2025-04-22T00:04:52.474562
user_37
3,825.832578
413.795764
0.1
-0.256535
cell_4_0
-83.04407
false
null
stationary
0
0.443995
-87.103447
null
5G_advanced
21.110445
true
959,290
2025-04-22T00:04:52.474562
user_10
7,468.918711
8,646.203931
0.1
2.813174
cell_7_9
-85.378901
true
cell_8_9
stationary
0
0.403135
-87.412194
null
5G_basic
23.47435
true
259,450
2025-04-22T00:04:52.474562
user_67
7,107.19486
721.383765
0.990812
3.114354
cell_7_1
-79.499642
false
null
random_walk
0
0.438067
-84.83463
null
5G_advanced
25.068007
true
1,736,890
2025-04-22T00:04:52.474562
user_11
2,313.678732
3,386.550262
0.1
-1.918468
cell_2_3
-83.941284
false
null
stationary
0
0.394726
-91.336933
null
5G_advanced
19.400566
true
285,370
2025-04-22T00:04:52.474562
user_24
558.836613
825.611095
0.114412
4.708799
cell_1_1
-83.522532
false
null
commuter
0
0.395465
-88.469011
null
5G_basic
19.728166
true
622,330
2025-04-22T00:04:52.474562
user_34
0
0
10.542891
3.895695
cell_0_0
-70
false
null
high_mobility
0
0.453405
-69.562348
null
5G_advanced
28.051442
true
881,530
2025-04-22T00:04:52.474562
user_62
0
7,775.284052
1.292335
3.093446
cell_0_8
-77.032678
false
null
random_walk
0
0.331114
-83.748283
null
5G_premium
23.6132
true
1,607,290
2025-04-22T00:04:52.474562
user_36
10,000
10,000
25.014151
0.475494
cell_9_9
-93.0103
false
null
high_mobility
0
0.346496
-95.86195
null
5G_advanced
15.375697
true
933,370
2025-04-22T00:04:52.474562
user_45
7,489.599127
4,190.378099
1.335849
6.641645
cell_7_4
-84.408322
true
cell_8_4
random_walk
0
0.413593
-92.863436
null
5G_basic
20.548269
true
1,166,650
2025-04-22T00:04:52.474562
user_68
9,703.799981
8,455.009656
12.648212
7.499557
cell_9_8
-88.465648
false
null
high_mobility
0
0.3244
-88.501557
null
5G_basic
12.886159
true
1,762,810
2025-04-22T00:04:52.474562
user_73
4,777.442411
2,929.254478
0.62697
3.885646
cell_5_3
-77.366897
false
null
random_walk
0
0.348267
-83.528963
null
5G_premium
11.377595
true
1,892,410
2025-04-22T00:04:52.474562
user_0
6,469.722394
5,448.606529
1.004381
-1.423244
cell_6_5
-86.251961
true
cell_7_5
random_walk
0
0.359498
-86.38798
null
5G_basic
15.521571
true
250
2025-04-22T00:04:52.474562
user_71
8,529.176844
6,576.993891
0.1
3.375113
cell_9_7
-86.027203
true
cell_8_7
stationary
0
0.315829
-89.343562
null
5G_basic
27.822376
true
1,840,570
2025-04-22T00:04:52.474562
user_28
9,162.168472
1,656.119754
0.1
3.711591
cell_9_2
-81.600248
false
null
stationary
0
0.331085
-86.048337
null
5G_premium
28.168461
false
726,010
2025-04-22T00:05:02.474562
user_0
6,471.199006
5,438.671856
1.004381
-1.423244
cell_6_5
-86.174842
true
cell_6_6
random_walk
0
0.433579
-94.645807
null
5G_premium
13.691812
true
251
2025-04-22T00:05:02.474562
user_33
6,530.098919
6,359.317396
0.809206
3.693958
cell_7_6
-85.439638
true
cell_6_7
random_walk
0
0.353099
-87.513122
null
5G_advanced
27.834877
true
855,611
2025-04-22T00:05:02.474562
user_65
2,523.015817
2,504.511935
0.371624
6.611762
cell_3_3
-86.748816
false
null
commuter
0
0.402676
-94.608821
null
5G_premium
25.612628
true
1,685,051
2025-04-22T00:05:02.474562
user_8
2,787.050057
6,281.602951
0.1
2.295376
cell_3_6
-80.95685
false
null
stationary
0
0.446432
-80.651355
null
5G_basic
14.521663
true
207,611
2025-04-22T00:05:02.474562
user_61
6,526.241751
6,279.570585
1.64406
3.583132
cell_7_6
-84.808784
true
cell_6_6
random_walk
0
0.323812
-92.760102
null
5G_advanced
22.767848
true
1,581,371
2025-04-22T00:05:02.474562
user_78
278.016326
1,839.915989
0.1
3.720252
cell_0_2
-80.124996
false
null
stationary
0
0.363026
-79.284859
null
5G_premium
25.975538
true
2,022,011
2025-04-22T00:05:02.474562
user_70
1,485.551987
1,989.434113
0.1
6.802722
cell_1_2
-83.726771
true
cell_2_2
stationary
0
0.409611
-92.423583
null
5G_advanced
20.637778
true
1,814,651
2025-04-22T00:05:02.474562
user_15
9,871.545955
3,886.145672
0.1
2.874181
cell_9_4
-88.879295
false
null
stationary
0
0.405142
-92.857346
null
5G_basic
25.909334
true
389,051
2025-04-22T00:05:02.474562
user_32
0
0
23.080687
4.68035
cell_0_0
-70
false
null
high_mobility
0
0.413806
-69.161322
null
5G_basic
27.258353
true
829,691
2025-04-22T00:05:02.474562
user_7
0
10,000
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2025-04-22T00:05:02.474562
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2025-04-22T00:05:02.474562
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2025-04-22T00:05:02.474562
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2025-04-22T00:05:02.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
user_33
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:12.474562
user_56
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2025-04-22T00:05:12.474562
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2025-04-22T00:05:22.474562
user_33
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2025-04-22T00:05:22.474562
user_51
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
user_19
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
user_61
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2025-04-22T00:05:22.474562
user_60
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2025-04-22T00:05:22.474562
user_83
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5G_advanced
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2025-04-22T00:05:22.474562
user_34
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2025-04-22T00:05:22.474562
user_62
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
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2025-04-22T00:05:22.474562
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