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
⌀
2025-04-22T00:06:42.474562
user_98
7,362.264417
5,792.500263
0.1
4.583209
cell_7_6
-82.412766
false
null
stationary
0
0.470218
-91.524168
null
5G_basic
12.875355
true
2,540,421
2025-04-22T00:06:42.474562
user_89
2,489.791689
0
17.235993
5.088236
cell_2_0
-83.800228
true
cell_3_0
high_mobility
0
0.397618
-86.491688
null
5G_basic
23.099719
true
2,307,141
2025-04-22T00:06:42.474562
user_49
2,240.050264
8,381.706178
0.1
3.202845
cell_2_8
-83.081881
false
null
stationary
0
0.306246
-83.810152
null
5G_premium
15.48805
true
1,270,341
2025-04-22T00:06:42.474562
user_48
0
9,018.744264
24.192339
3.106911
cell_0_9
-55.457368
false
null
high_mobility
0
0.438072
-56.232832
null
5G_basic
26.189661
true
1,244,421
2025-04-22T00:06:42.474562
user_29
2,244.40241
3,905.871449
1.008346
4.592902
cell_2_4
-78.36278
false
null
random_walk
0
0.333555
-79.021644
null
5G_premium
16.823186
true
751,941
2025-04-22T00:06:42.474562
user_44
1,326.277412
1,750.045367
0.192164
4.524231
cell_1_2
-82.277178
false
null
commuter
0
0.332604
-89.667329
null
5G_advanced
25.084424
true
1,140,741
2025-04-22T00:06:52.474562
user_32
0
0
23.080687
4.246538
cell_0_0
-70
false
null
high_mobility
0
0.416731
-73.086515
null
5G_premium
26.698018
true
829,702
2025-04-22T00:06:52.474562
user_81
8,567.307032
2,809.984969
0.1
0.976404
cell_9_3
-83.48945
false
null
stationary
0
0.484035
-87.873808
null
5G_basic
21.806085
true
2,099,782
2025-04-22T00:06:52.474562
user_51
659.745451
2,536.888388
0.244868
3.929659
cell_1_3
-85.188369
true
cell_1_2
commuter
0
0.43826
-94.10367
null
5G_premium
20.361134
true
1,322,182
2025-04-22T00:06:52.474562
user_4
9,511.245179
3,923.112776
0.1
1.179223
cell_9_4
-84.269718
false
null
stationary
0
0.32007
-86.481576
null
5G_premium
12.032649
true
103,942
2025-04-22T00:06:52.474562
user_90
3,739.848258
2,778.38285
0.1
3.586788
cell_4_3
-80.674172
false
null
stationary
0
0.354658
-82.358065
null
5G_basic
26.816197
true
2,333,062
2025-04-22T00:06:52.474562
user_42
6,039.366066
8,432.62013
0.1
-0.322914
cell_6_8
-82.757946
false
null
stationary
0
0.467012
-84.054764
null
5G_premium
16.22808
true
1,088,902
2025-04-22T00:06:52.474562
user_26
822.744723
0
0.162551
3.489152
cell_1_0
-74.971983
false
null
commuter
0
0.384469
-74.900858
null
5G_premium
12.993944
false
674,182
2025-04-22T00:06:52.474562
user_5
3,145.175429
2,124.99746
0.515749
6.423152
cell_3_2
-75.646693
false
null
random_walk
0
0.360249
-76.864763
null
5G_advanced
14.578917
true
129,862
2025-04-22T00:06:52.474562
user_71
8,517.424142
6,574.652384
0.1
3.264472
cell_9_7
-86.167905
true
cell_8_7
stationary
0
0.463411
-89.672145
null
5G_basic
26.047439
true
1,840,582
2025-04-22T00:06:52.474562
user_16
9,549.142516
5,870.581695
0.1
-0.416347
cell_9_6
-85.028456
false
null
stationary
0
0.384646
-90.043341
null
5G_premium
21.842877
true
414,982
2025-04-22T00:06:52.474562
user_0
6,513.89962
5,336.864327
1.004381
-1.224051
cell_7_5
-85.43784
true
cell_6_5
random_walk
0
0.464382
-88.609988
null
5G_premium
24.022713
false
262
2025-04-22T00:06:52.474562
user_33
6,477.681467
6,291.635794
0.809206
4.609763
cell_6_6
-84.958648
true
cell_6_7
random_walk
0
0.356769
-92.423724
null
5G_basic
17.95402
true
855,622
2025-04-22T00:06:52.474562
user_60
0
0
28.519503
3.266553
cell_0_0
-70
false
null
high_mobility
0
0.483118
-73.855808
null
5G_basic
29.109847
true
1,555,462
2025-04-22T00:07:02.474562
user_92
9,891.943724
7,900.346452
0.1
0.599583
cell_9_8
-89.060625
false
null
stationary
0
0.307039
-95.365142
null
5G_advanced
25.353616
true
2,384,903
2025-04-22T00:07:02.474562
user_10
7,456.759707
8,650.674006
0.1
2.498691
cell_7_9
-85.193791
true
cell_7_8
stationary
0
0.407988
-91.969325
null
5G_advanced
16.018244
true
259,463
2025-04-22T00:07:02.474562
user_51
658.018602
2,535.152299
0.244868
3.929659
cell_1_3
-85.224894
false
null
commuter
0
0.386041
-91.044744
null
5G_premium
17.676997
true
1,322,183
2025-04-22T00:07:02.474562
user_68
10,000
9,977.63178
12.648212
7.398948
cell_9_9
-92.913164
false
null
high_mobility
0
0.43737
-97.858097
null
5G_premium
12.850903
true
1,762,823
2025-04-22T00:07:02.474562
user_40
10,000
4,718.433633
1.503308
-1.106802
cell_9_5
-90.33134
false
null
random_walk
0
0.386723
-93.623826
null
5G_premium
17.238091
true
1,037,063
2025-04-22T00:07:02.474562
user_74
2,405.085251
6,321.859231
0.1
4.480112
cell_2_6
-84.27628
false
null
stationary
0
0.308643
-86.103938
null
5G_basic
16.510733
true
1,918,343
2025-04-22T00:07:02.474562
user_20
7,367.390898
0
21.487117
-1.231847
cell_7_0
-81.302568
false
null
high_mobility
0
0.442841
-88.759347
null
5G_advanced
17.507692
true
518,663
2025-04-22T00:07:02.474562
user_65
2,557.096918
2,532.371545
0.371624
7.081326
cell_3_3
-86.178801
true
cell_3_2
commuter
0
0.319044
-89.363073
null
5G_advanced
19.758191
true
1,685,063
2025-04-22T00:07:02.474562
user_33
6,476.85247
6,283.58631
0.809206
4.609763
cell_6_6
-84.88282
true
cell_7_7
random_walk
0
0.325836
-87.234386
null
5G_advanced
24.789979
true
855,623
2025-04-22T00:07:02.474562
user_16
9,550.057089
5,870.177273
0.1
-0.416347
cell_9_6
-85.043577
false
null
stationary
0
0.335161
-90.865556
null
5G_advanced
22.90725
true
414,983
2025-04-22T00:07:02.474562
user_12
49.162569
1,512.41233
0.18156
1.320082
cell_0_2
-83.804983
true
cell_0_1
commuter
0
0.406106
-84.313811
null
5G_advanced
10.418501
true
311,303
2025-04-22T00:07:02.474562
user_54
6,462.78056
2,325.348566
1.179006
1.907491
cell_6_2
-85.051738
false
null
random_walk
0
0.360338
-88.875595
null
5G_premium
27.901599
true
1,399,943
2025-04-22T00:07:12.474562
user_79
3.248032
2,259.119469
1.790238
4.803229
cell_0_2
-78.270683
false
null
random_walk
0
0.431965
-86.802745
null
5G_advanced
24.316539
true
2,047,944
2025-04-22T00:07:12.474562
user_0
6,520.726171
5,317.972248
1.004381
-1.224051
cell_7_5
-85.195783
true
cell_6_5
random_walk
0
0.486208
-87.919265
null
5G_advanced
13.521345
true
264
2025-04-22T00:07:12.474562
user_58
6,348.009777
6,383.379859
0.1
0.698454
cell_6_6
-84.282821
false
null
stationary
0
0.400232
-91.359744
null
5G_premium
12.150418
true
1,503,624
2025-04-22T00:07:12.474562
user_54
6,458.885487
2,336.476634
1.179006
1.907491
cell_6_2
-85.102667
true
cell_6_3
random_walk
0
0.414823
-92.89998
null
5G_advanced
24.147262
true
1,399,944
2025-04-22T00:07:12.474562
user_3
2,604.176715
1,491.256693
0.157315
4.557766
cell_3_1
-85.998931
true
cell_2_2
commuter
0
0.311676
-90.104628
null
5G_advanced
21.988477
true
78,024
2025-04-22T00:07:12.474562
user_86
6,305.198749
824.500238
1.409957
5.363615
cell_6_1
-80.932341
false
null
random_walk
0
0.345659
-83.304265
null
5G_basic
13.645399
true
2,229,384
2025-04-22T00:07:12.474562
user_63
35.92494
1,298.146353
0.234159
1.737428
cell_0_1
-79.551191
false
null
commuter
0
0.48684
-85.327223
null
5G_advanced
19.301409
true
1,633,224
2025-04-22T00:07:22.474562
user_64
806.33662
10,000
27.642111
1.674656
cell_1_9
-90.159904
false
null
high_mobility
0
0.392205
-96.184458
null
5G_basic
24.434415
true
1,659,145
2025-04-22T00:07:22.474562
user_71
8,514.485495
6,574.359537
0.1
3.444638
cell_9_7
-86.200258
true
cell_8_7
stationary
0
0.318494
-91.620217
null
5G_basic
25.700762
true
1,840,585
2025-04-22T00:07:22.474562
user_82
5,870.221236
2,750.274834
0.1
5.717012
cell_6_3
-78.987536
false
null
stationary
0
0.410876
-86.396158
null
5G_advanced
29.950787
true
2,125,705
2025-04-22T00:07:22.474562
user_10
7,455.158987
8,651.873046
0.1
2.498691
cell_7_9
-85.16353
true
cell_8_9
stationary
0
0.379013
-88.954592
null
5G_advanced
22.660537
true
259,465
2025-04-22T00:07:22.474562
user_33
6,475.194476
6,267.487342
0.809206
4.609763
cell_6_6
-84.732815
true
cell_7_6
random_walk
0
0.490039
-89.465097
null
5G_basic
15.065659
true
855,625
2025-04-22T00:07:22.474562
user_53
1,122.538372
1,438.920834
0.453131
2.428184
cell_1_1
-83.173678
false
null
commuter
0
0.30379
-91.060851
null
5G_basic
14.410492
false
1,374,025
2025-04-22T00:07:22.474562
user_17
7,459.764541
10,000
12.343482
1.387352
cell_7_9
-90.832816
false
null
high_mobility
0
0.417442
-91.746537
null
5G_basic
10.465611
true
440,905
2025-04-22T00:07:22.474562
user_54
6,454.990413
2,347.604702
1.179006
1.907491
cell_6_2
-85.15669
true
cell_6_3
random_walk
0
0.398112
-85.857493
null
5G_basic
17.552345
true
1,399,945
2025-04-22T00:07:22.474562
user_22
10,000
9,665.434756
28.210266
-0.301018
cell_9_9
-91.592072
false
null
high_mobility
0
0.36005
-98.28485
null
5G_premium
29.305222
true
570,505
2025-04-22T00:07:22.474562
user_27
4,956.880147
9,676.707675
0.1
5.462633
cell_5_9
-86.62562
false
null
stationary
0
0.307832
-86.05827
null
5G_basic
18.475696
true
700,105
2025-04-22T00:07:22.474562
user_31
0
8,881.603659
1.534158
2.961194
cell_0_9
-71.466766
false
null
random_walk
0
0.36536
-75.873406
null
5G_premium
26.846898
true
803,785
2025-04-22T00:07:22.474562
user_65
2,562.285088
2,537.693647
0.371624
7.081326
cell_3_3
-86.077997
true
cell_2_2
commuter
0
0.316762
-91.060025
null
5G_premium
26.971093
true
1,685,065
2025-04-22T00:07:22.474562
user_3
2,603.934438
1,489.70231
0.157315
4.557766
cell_3_1
-85.984362
true
cell_2_2
commuter
0
0.439177
-89.816879
null
5G_premium
11.721506
true
78,025
2025-04-22T00:07:22.474562
user_60
0
0
28.519503
3.266553
cell_0_0
-70
false
null
high_mobility
0
0.35581
-70.765825
null
5G_basic
23.896867
true
1,555,465
2025-04-22T00:07:32.474562
user_50
726.747109
1,235.969478
0.276909
0.995641
cell_1_1
-81.151068
false
null
commuter
0
0.423929
-85.415374
null
5G_advanced
25.710531
true
1,296,266
2025-04-22T00:07:32.474562
user_32
0
0
23.080687
4.246538
cell_0_0
-70
false
null
high_mobility
0
0.447638
-75.132616
null
5G_basic
15.294519
true
829,706
2025-04-22T00:07:32.474562
user_39
0
9,990.006989
14.461532
3.164628
cell_0_9
-89.912765
false
null
high_mobility
0
0.346682
-92.411722
null
5G_premium
28.535884
false
1,011,146
2025-04-22T00:07:32.474562
user_60
0
0
28.519503
3.59145
cell_0_0
-70
false
null
high_mobility
0
0.304982
-69.961747
null
5G_premium
10.03439
true
1,555,466
2025-04-22T00:07:32.474562
user_71
8,513.531063
6,574.061109
0.1
3.444638
cell_9_7
-86.212552
true
cell_8_6
stationary
0
0.370136
-88.716839
null
5G_basic
23.255007
true
1,840,586
2025-04-22T00:07:32.474562
user_10
7,454.358628
8,652.472566
0.1
2.498691
cell_7_9
-85.14836
true
cell_8_9
stationary
0
0.367081
-91.133419
null
5G_premium
11.403913
true
259,466
2025-04-22T00:07:32.474562
user_26
816.962821
0
0.162551
3.884734
cell_1_0
-75.250786
false
null
commuter
0
0.352418
-79.54315
null
5G_advanced
21.178981
true
674,186
2025-04-22T00:07:32.474562
user_66
8,402.325253
5,937.399882
0.1
0.964286
cell_8_6
-82.195436
false
null
stationary
0
0.40295
-85.08973
null
5G_premium
18.032083
true
1,710,986
2025-04-22T00:07:32.474562
user_54
6,451.095339
2,358.732769
1.179006
1.907491
cell_6_2
-85.213685
true
cell_6_3
random_walk
0
0.313212
-83.890157
null
5G_premium
23.932112
true
1,399,946
2025-04-22T00:07:32.474562
user_65
2,564.879173
2,540.354698
0.371624
7.081326
cell_3_3
-86.027152
true
cell_2_2
commuter
0
0.33478
-93.795263
null
5G_advanced
17.946534
true
1,685,066
2025-04-22T00:07:32.474562
user_22
10,000
9,547.328972
28.210266
-0.431972
cell_9_9
-91.137993
false
null
high_mobility
0
0.328821
-90.254957
null
5G_advanced
29.440802
true
570,506
2025-04-22T00:07:32.474562
user_95
1,363.449137
2,034.037145
0.049833
7.875576
cell_1_2
-81.246796
false
null
commuter
0
0.422312
-83.483471
null
5G_basic
17.417108
true
2,462,666
2025-04-22T00:07:42.474562
user_54
6,447.200266
2,369.860837
1.179006
1.907491
cell_6_2
-85.273529
true
cell_7_2
random_walk
0
0.433033
-89.900961
null
5G_premium
22.551652
true
1,399,947
2025-04-22T00:07:42.474562
user_82
5,871.909155
2,749.20202
0.1
5.717012
cell_6_3
-78.993109
false
null
stationary
0
0.342548
-77.769858
null
5G_advanced
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:42.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
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2025-04-22T00:07:52.474562
user_65
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2025-04-22T00:08:02.474562
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2025-04-22T00:08:02.474562
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2025-04-22T00:08:02.474562
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2025-04-22T00:08:02.474562
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2025-04-22T00:08:02.474562
user_43
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2025-04-22T00:08:02.474562
user_56
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2025-04-22T00:08:02.474562
user_33
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2025-04-22T00:08:02.474562
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2025-04-22T00:08:02.474562
user_65
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2025-04-22T00:08:02.474562
user_54
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2025-04-22T00:08:02.474562
user_17
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2025-04-22T00:08:02.474562
user_3
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