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
⌀
2025-04-21T23:39:32.474562
user_38
643.557986
1,481.774074
0.35115
2.222609
cell_1_1
-85.552845
true
cell_0_1
commuter
23
0.486085
-94.77169
null
5G_basic
19.634155
false
985,058
2025-04-21T23:39:32.474562
user_74
2,339.392325
6,450.651426
0.1
5.214225
cell_2_6
-85.02801
true
cell_3_6
stationary
23
0.441597
-87.472773
null
5G_premium
24.494296
true
1,918,178
2025-04-21T23:39:32.474562
user_7
9,544.164966
10,000
17.618365
0.83841
cell_9_9
-91.126437
false
null
high_mobility
23
0.458152
-99.270457
null
5G_advanced
13.782416
true
181,538
2025-04-21T23:39:32.474562
user_54
8,175.202895
1,715.010791
1.179006
3.016273
cell_8_2
-80.488879
false
null
random_walk
23
0.39044
-88.528427
null
5G_basic
10.926212
true
1,399,778
2025-04-21T23:39:32.474562
user_11
2,291.281759
3,529.704061
0.1
-1.129414
cell_2_4
-84.857545
true
cell_2_3
stationary
23
0.301464
-87.117221
null
5G_advanced
24.821701
true
285,218
2025-04-21T23:39:32.474562
user_2
961.460081
4,370.76644
0.65883
1.880351
cell_1_4
-81.428682
false
null
random_walk
23
0.494887
-83.912955
null
5G_basic
21.424688
true
51,938
2025-04-21T23:39:32.474562
user_23
10,000
3,656.933289
17.447857
7.420434
cell_9_4
-90.483232
false
null
high_mobility
23
0.310163
-98.065728
null
5G_premium
20.545007
true
596,258
2025-04-21T23:39:32.474562
user_72
7,360.846613
3,961.472936
1.476177
4.25313
cell_7_4
-81.19568
false
null
random_walk
23
0.411464
-88.263178
null
5G_basic
29.802038
true
1,866,338
2025-04-21T23:39:32.474562
user_6
7,674.342987
1,447.452903
1.578767
6.617026
cell_8_1
-84.860996
true
cell_8_2
random_walk
23
0.428752
-84.438583
null
5G_advanced
28.068584
true
155,618
2025-04-21T23:39:32.474562
user_73
5,383.928228
3,070.386826
0.62697
2.325467
cell_5_3
-81.828573
false
null
random_walk
23
0.410314
-90.577337
null
5G_advanced
18.525677
true
1,892,258
2025-04-21T23:39:32.474562
user_99
1,278.098073
379.177901
0.1
2.307824
cell_1_0
-83.446171
false
null
stationary
23
0.450544
-86.488429
null
5G_basic
26.825466
true
2,566,178
2025-04-21T23:39:32.474562
user_3
2,768.457146
1,659.465684
0.157315
4.16501
cell_3_2
-82.293637
false
null
commuter
23
0.44432
-83.665885
null
5G_premium
25.457157
true
77,858
2025-04-21T23:39:32.474562
user_61
8,713.566371
6,784.753632
1.64406
4.539481
cell_9_7
-81.084812
false
null
random_walk
23
0.339533
-85.443149
null
5G_advanced
27.516952
true
1,581,218
2025-04-21T23:39:32.474562
user_5
2,407.475709
2,333.390487
0.515749
5.475869
cell_2_2
-84.427708
false
null
random_walk
23
0.400272
-84.092394
null
5G_advanced
18.306883
true
129,698
2025-04-21T23:39:32.474562
user_95
1,313.648845
2,069.477459
0.049833
4.813744
cell_1_2
-80.136911
false
null
commuter
23
0.380157
-81.365783
null
5G_advanced
29.590693
true
2,462,498
2025-04-21T23:39:32.474562
user_42
5,973.985796
8,378.337674
0.1
4.11527
cell_6_8
-81.578076
false
null
stationary
23
0.454524
-85.334962
null
5G_advanced
24.265581
true
1,088,738
2025-04-21T23:39:32.474562
user_10
7,613.249634
8,660.647299
0.1
3.464839
cell_8_9
-84.228132
false
null
stationary
23
0.402978
-90.304152
null
5G_basic
27.000527
false
259,298
2025-04-21T23:39:42.474562
user_37
3,721.281301
439.656064
0.1
1.411115
cell_4_0
-84.329398
false
null
stationary
23
0.331876
-84.943254
null
5G_advanced
13.789303
true
959,139
2025-04-21T23:39:42.474562
user_38
641.42781
1,484.565669
0.35115
2.222609
cell_1_1
-85.603585
true
cell_0_1
commuter
23
0.456164
-85.72888
null
5G_basic
12.887006
true
985,059
2025-04-21T23:39:42.474562
user_93
7,523.810064
3,712.949995
0.1
-0.692089
cell_8_4
-84.901757
true
cell_7_3
stationary
23
0.443623
-90.617065
null
5G_basic
13.235532
true
2,410,659
2025-04-21T23:39:42.474562
user_86
6,328.421099
2,670.338381
1.409957
4.692011
cell_6_3
-83.355325
false
null
random_walk
23
0.455685
-85.294289
null
5G_advanced
11.79582
true
2,229,219
2025-04-21T23:39:42.474562
user_43
1,503.554879
769.575549
0.402503
2.151491
cell_2_1
-84.764739
false
null
commuter
23
0.352001
-84.226216
null
5G_premium
26.607638
true
1,114,659
2025-04-21T23:39:42.474562
user_67
8,473.59559
879.026897
0.990812
3.021261
cell_8_1
-83.782657
false
null
random_walk
23
0.380412
-83.046549
null
5G_premium
21.879418
true
1,736,739
2025-04-21T23:39:42.474562
user_56
6,828.434807
10,000
11.599227
2.72544
cell_7_9
-90.125988
false
null
high_mobility
23
0.330638
-88.594603
null
5G_advanced
18.603894
true
1,451,619
2025-04-21T23:39:42.474562
user_44
1,297.238038
2,006.934849
0.192164
4.768513
cell_1_2
-79.464451
false
null
commuter
23
0.392086
-85.875571
null
5G_advanced
26.343027
true
1,140,579
2025-04-21T23:39:42.474562
user_10
7,612.301425
8,660.329652
0.1
3.464839
cell_8_9
-84.243689
false
null
stationary
23
0.334851
-87.137886
null
5G_basic
22.483259
true
259,299
2025-04-21T23:39:42.474562
user_77
8,278.050507
2,820.219485
1.793379
0.648591
cell_8_3
-80.399418
false
null
random_walk
23
0.303939
-82.303462
null
5G_premium
18.760399
false
1,995,939
2025-04-21T23:39:42.474562
user_72
7,349.682964
3,951.814635
1.476177
3.85482
cell_7_4
-80.955181
false
null
random_walk
23
0.358962
-84.857151
null
5G_basic
15.013507
true
1,866,339
2025-04-21T23:39:42.474562
user_81
8,658.166979
2,723.258501
0.1
3.717501
cell_9_3
-82.865366
false
null
stationary
23
0.438061
-87.202982
null
5G_basic
27.639703
true
2,099,619
2025-04-21T23:39:52.474562
user_42
5,972.373339
8,377.154466
0.1
3.77464
cell_6_8
-81.553625
false
null
stationary
23
0.301868
-89.353093
null
5G_advanced
27.083466
true
1,088,740
2025-04-21T23:39:52.474562
user_69
248.023843
1,561.298092
0.346632
2.947582
cell_0_2
-84.047913
false
null
commuter
23
0.449223
-89.449807
null
5G_advanced
10.967784
true
1,788,580
2025-04-21T23:39:52.474562
user_62
1,011.983433
9,032.669167
1.292335
3.881625
cell_1_9
-60.831001
false
null
random_walk
23
0.32725
-68.04269
null
5G_advanced
27.666259
true
1,607,140
2025-04-21T23:39:52.474562
user_90
3,875.75798
2,708.734237
0.1
1.81971
cell_4_3
-80.011789
false
null
stationary
23
0.335529
-78.769157
null
5G_advanced
28.172901
true
2,332,900
2025-04-21T23:39:52.474562
user_72
7,336.59991
3,944.977709
1.476177
3.62314
cell_7_4
-80.656803
false
null
random_walk
23
0.45594
-80.451364
null
5G_basic
26.033794
false
1,866,340
2025-04-21T23:39:52.474562
user_93
7,524.579979
3,712.311849
0.1
-0.692089
cell_8_4
-84.896614
true
cell_8_3
stationary
23
0.459178
-92.062333
null
5G_basic
16.396956
false
2,410,660
2025-04-21T23:39:52.474562
user_64
0
10,000
27.642111
1.671747
cell_0_9
-90
false
null
high_mobility
23
0.301302
-89.76027
null
5G_advanced
27.655785
false
1,658,980
2025-04-21T23:39:52.474562
user_59
7,504.509777
6,986.820577
1.572287
3.773354
cell_8_7
-83.903773
false
null
random_walk
23
0.405696
-90.359344
null
5G_premium
16.495914
true
1,529,380
2025-04-21T23:39:52.474562
user_11
2,292.136139
3,527.895737
0.1
-1.129414
cell_2_4
-84.888692
true
cell_3_3
stationary
23
0.468991
-92.278814
null
5G_advanced
16.702109
true
285,220
2025-04-21T23:39:52.474562
user_29
3,584.262744
3,631.782756
1.008346
2.683245
cell_4_4
-84.891445
true
cell_3_4
random_walk
23
0.312959
-83.157916
null
5G_premium
26.371123
true
751,780
2025-04-21T23:39:52.474562
user_53
1,767.542669
1,420.427797
0.453131
3.168463
cell_2_1
-83.632282
false
null
commuter
23
0.360794
-87.237252
null
5G_premium
27.6437
true
1,373,860
2025-04-21T23:39:52.474562
user_78
256.104284
1,970.34397
0.1
5.798842
cell_0_2
-78.226184
false
null
stationary
23
0.313997
-84.183151
null
5G_advanced
13.891395
true
2,021,860
2025-04-21T23:39:52.474562
user_95
1,313.851302
2,068.507124
0.049833
5.022426
cell_1_2
-80.136623
false
null
commuter
23
0.315843
-80.353067
null
5G_basic
10.425058
true
2,462,500
2025-04-21T23:39:52.474562
user_41
2,457.336562
2,667.256295
0.355402
5.720439
cell_2_3
-85.049804
true
cell_2_2
commuter
23
0.440793
-91.374429
null
5G_advanced
15.399228
true
1,062,820
2025-04-21T23:39:52.474562
user_38
639.297633
1,487.357263
0.35115
2.222609
cell_1_1
-85.65403
true
cell_0_1
commuter
23
0.372771
-86.764978
null
5G_advanced
14.832488
true
985,060
2025-04-21T23:39:52.474562
user_74
2,340.392871
6,448.92026
0.1
5.258666
cell_2_6
-85.016024
true
cell_3_6
stationary
23
0.399384
-89.55295
null
5G_premium
23.89084
true
1,918,180
2025-04-21T23:40:02.474562
user_16
9,410.195365
5,876.1014
0.1
0.557284
cell_9_6
-82.638989
false
null
stationary
23
0.445297
-82.453832
null
5G_premium
15.88697
true
414,821
2025-04-21T23:40:02.474562
user_91
8,626.127919
1,001.889722
1.378056
-0.189522
cell_9_1
-81.454572
false
null
random_walk
23
0.334014
-86.008624
null
5G_premium
27.656569
true
2,358,821
2025-04-21T23:40:02.474562
user_3
2,766.413085
1,655.224485
0.157315
4.312359
cell_3_2
-82.391317
false
null
commuter
23
0.48929
-83.153674
null
5G_basic
25.344999
true
77,861
2025-04-21T23:40:02.474562
user_52
4,661.963799
2,797.908548
0.1
1.485445
cell_5_3
-81.906382
false
null
stationary
23
0.333208
-85.785868
null
5G_basic
21.277628
true
1,347,941
2025-04-21T23:40:02.474562
user_68
10,000
1,704.062696
12.648212
6.10056
cell_9_2
-90.364608
false
null
high_mobility
23
0.394714
-96.13326
null
5G_advanced
20.706407
true
1,762,661
2025-04-21T23:40:02.474562
user_60
0
0
28.519503
4.1989
cell_0_0
-70
false
null
high_mobility
23
0.333883
-74.09421
null
5G_advanced
11.232251
true
1,555,301
2025-04-21T23:40:02.474562
user_74
2,340.91238
6,448.065796
0.1
5.258666
cell_2_6
-85.010376
true
cell_3_6
stationary
23
0.465604
-91.66841
null
5G_basic
18.722755
true
1,918,181
2025-04-21T23:40:02.474562
user_43
1,499.138576
776.306063
0.402503
2.151491
cell_1_1
-84.759301
true
cell_2_1
commuter
23
0.498772
-90.898153
null
5G_premium
18.133604
true
1,114,661
2025-04-21T23:40:02.474562
user_98
7,397.260911
5,721.292512
0.1
1.246817
cell_7_6
-83.7198
false
null
stationary
23
0.453277
-87.718292
null
5G_basic
12.757167
true
2,540,261
2025-04-21T23:40:02.474562
user_29
3,575.220049
3,636.244349
1.008346
2.683245
cell_4_4
-84.952059
true
cell_4_3
random_walk
23
0.444733
-86.078288
null
5G_premium
27.702033
false
751,781
2025-04-21T23:40:02.474562
user_97
1,501.981594
10,000
1.801535
1.763833
cell_2_9
-90.962224
false
null
random_walk
23
0.341569
-94.023217
null
5G_basic
21.960906
false
2,514,341
2025-04-21T23:40:02.474562
user_71
8,629.094382
6,599.062099
0.1
1.292408
cell_9_7
-84.746855
false
null
stationary
23
0.367764
-91.814554
null
5G_basic
11.589456
true
1,840,421
2025-04-21T23:40:02.474562
user_75
4,188.987505
9,912.495072
0.1
-0.979827
cell_4_9
-89.387016
false
null
stationary
23
0.482831
-95.690636
null
5G_premium
13.063386
true
1,944,101
2025-04-21T23:40:02.474562
user_93
7,525.250141
3,711.569634
0.1
-0.836369
cell_8_4
-84.893671
true
cell_7_4
stationary
23
0.418312
-93.827887
null
5G_premium
20.892848
true
2,410,661
2025-04-21T23:40:12.474562
user_6
7,736.131059
1,445.824192
1.578767
6.139074
cell_8_1
-84.287599
false
null
random_walk
23
0.331139
-85.727605
null
5G_basic
25.597452
true
155,622
2025-04-21T23:40:12.474562
user_41
2,463.348486
2,663.464079
0.355402
5.720439
cell_2_3
-85.158053
true
cell_3_3
commuter
23
0.476793
-94.250414
null
5G_basic
22.219168
true
1,062,822
2025-04-21T23:40:12.474562
user_93
7,525.920303
3,710.827419
0.1
-0.836369
cell_8_4
-84.890754
true
cell_7_4
stationary
23
0.314819
-89.548437
null
5G_advanced
29.523874
true
2,410,662
2025-04-21T23:40:12.474562
user_68
10,000
1,681.092027
12.648212
6.10056
cell_9_2
-90.420643
false
null
high_mobility
23
0.486269
-90.986168
null
5G_basic
12.980161
true
1,762,662
2025-04-21T23:40:12.474562
user_83
1,990.465675
2,121.473201
0.120147
1.833568
cell_2_2
-71.716282
false
null
commuter
23
0.336693
-79.742087
null
5G_premium
29.761469
true
2,151,462
2025-04-21T23:40:22.474562
user_84
3,688.623732
1,951.834927
1.802339
3.621639
cell_4_2
-79.968401
false
null
random_walk
23
0.498028
-83.709167
null
5G_basic
21.559848
true
2,177,383
2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:22.474562
user_38
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2025-04-21T23:40:22.474562
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2025-04-21T23:40:32.474562
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2025-04-21T23:40:32.474562
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5G_basic
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2025-04-21T23:40:32.474562
user_83
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2025-04-21T23:40:32.474562
user_41
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2025-04-21T23:40:32.474562
user_7
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2025-04-21T23:40:32.474562
user_74
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5G_basic
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2025-04-21T23:40:32.474562
user_38
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2025-04-21T23:40:32.474562
user_79
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2025-04-21T23:40:32.474562
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2025-04-21T23:40:32.474562
user_20
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2025-04-21T23:40:32.474562
user_68
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2025-04-21T23:40:32.474562
user_71
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2025-04-21T23:40:32.474562
user_53
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2025-04-21T23:40:42.474562
user_25
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2025-04-21T23:40:42.474562
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2025-04-21T23:40:42.474562
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2025-04-21T23:40:42.474562
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2025-04-21T23:40:42.474562
user_29
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2025-04-21T23:40:42.474562
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2025-04-21T23:40:42.474562
user_11
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2025-04-21T23:40:42.474562
user_65
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2025-04-21T23:40:42.474562
user_43
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2025-04-21T23:40:42.474562
user_45
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2025-04-21T23:40:42.474562
user_37
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2025-04-21T23:40:42.474562
user_84
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2025-04-21T23:40:42.474562
user_96
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2025-04-21T23:40:52.474562
user_38
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