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
⌀
2025-04-21T23:51:32.474562
user_16
9,464.594665
5,900.994809
0.1
-0.690754
cell_9_6
-83.534358
false
null
stationary
23
0.485766
-90.684918
null
5G_advanced
21.40385
true
414,890
2025-04-21T23:51:32.474562
user_49
2,314.973221
8,348.753554
0.1
1.798547
cell_2_8
-83.440722
false
null
stationary
23
0.370201
-86.590747
null
5G_premium
15.662203
true
1,270,250
2025-04-21T23:51:32.474562
user_53
1,463.454947
1,379.964718
0.453131
3.620789
cell_1_1
-85.552924
true
cell_2_1
commuter
23
0.322434
-85.183973
null
5G_basic
14.760872
true
1,373,930
2025-04-21T23:51:32.474562
user_26
893.693291
0
0.162551
4.816383
cell_1_0
-70.531213
false
null
commuter
23
0.338939
-71.893724
null
5G_basic
10.051773
true
674,090
2025-04-21T23:51:32.474562
user_2
770.869523
4,786.14155
0.65883
1.942822
cell_1_5
-79.922716
false
null
random_walk
23
0.346641
-87.021831
null
5G_advanced
10.183834
true
52,010
2025-04-21T23:51:32.474562
user_55
2,822.202922
9,559.661255
0.1
1.621765
cell_3_9
-85.376082
false
null
stationary
23
0.351846
-91.311915
null
5G_basic
13.3777
true
1,425,770
2025-04-21T23:51:32.474562
user_64
0
10,000
27.642111
1.817674
cell_0_9
-90
false
null
high_mobility
23
0.478733
-93.246893
null
5G_basic
24.196311
true
1,659,050
2025-04-21T23:51:32.474562
user_44
1,336.433246
1,889.16787
0.192164
5.627998
cell_1_2
-80.985437
false
null
commuter
23
0.476911
-83.340554
null
5G_advanced
25.865231
true
1,140,650
2025-04-21T23:51:32.474562
user_14
10,000
1,862.371119
28.868571
5.706572
cell_9_2
-90.081493
false
null
high_mobility
23
0.313866
-92.836306
null
5G_advanced
24.600288
true
363,050
2025-04-21T23:51:32.474562
user_39
3,297.354348
10,000
14.461532
1.260359
cell_3_9
-90.367964
false
null
high_mobility
23
0.359126
-89.032571
null
5G_basic
22.967472
true
1,011,050
2025-04-21T23:51:32.474562
user_30
2,063.733804
7,913.937566
0.1
1.678343
cell_2_8
-70.595157
false
null
stationary
23
0.458116
-77.286774
null
5G_premium
16.083194
true
777,770
2025-04-21T23:51:32.474562
user_17
6,465.707331
10,000
12.343482
1.467787
cell_6_9
-90.852489
false
null
high_mobility
23
0.441272
-99.658464
null
5G_advanced
21.533968
true
440,810
2025-04-21T23:51:32.474562
user_63
0
1,107.070708
0.234159
2.172327
cell_0_1
-70.593414
false
null
commuter
23
0.436604
-76.922672
null
5G_basic
24.891877
true
1,633,130
2025-04-21T23:51:32.474562
user_6
8,721.423555
1,164.240879
1.578767
6.551322
cell_9_1
-80.194482
false
null
random_walk
23
0.493999
-87.163099
null
5G_premium
20.557962
false
155,690
2025-04-21T23:51:32.474562
user_8
2,851.476861
6,235.727369
0.1
2.517912
cell_3_6
-78.900101
false
null
stationary
23
0.397069
-83.241103
null
5G_advanced
19.395247
true
207,530
2025-04-21T23:51:42.474562
user_10
7,543.263063
8,653.913979
0.1
3.318713
cell_8_9
-85.163822
true
cell_8_8
stationary
23
0.308942
-89.967997
null
5G_basic
18.748714
true
259,371
2025-04-21T23:51:42.474562
user_53
1,459.43402
1,377.875486
0.453131
3.620789
cell_1_1
-85.488431
true
cell_1_2
commuter
23
0.490022
-94.70396
null
5G_advanced
26.062362
false
1,373,931
2025-04-21T23:51:42.474562
user_22
1,245.353128
10,000
28.210266
1.132226
cell_1_9
-90.25387
false
null
high_mobility
23
0.319116
-93.39071
null
5G_basic
14.428223
true
570,411
2025-04-21T23:51:42.474562
user_0
5,939.545921
5,611.974557
1.004381
0.871142
cell_6_6
-81.881363
false
null
random_walk
23
0.409624
-83.60547
null
5G_advanced
19.22539
true
171
2025-04-21T23:51:42.474562
user_20
10,000
9,838.825669
21.487117
-0.125344
cell_9_9
-92.313749
false
null
high_mobility
23
0.348502
-96.786751
null
5G_basic
24.448953
true
518,571
2025-04-21T23:51:42.474562
user_2
768.474657
4,792.27916
0.65883
1.942822
cell_1_5
-79.856596
false
null
random_walk
23
0.323729
-84.688887
null
5G_basic
20.447635
true
52,011
2025-04-21T23:51:42.474562
user_91
9,390.838468
1,440.358531
1.378056
1.293916
cell_9_1
-85.399167
false
null
random_walk
23
0.431395
-89.385243
null
5G_basic
26.954979
true
2,358,891
2025-04-21T23:51:42.474562
user_71
8,583.177755
6,632.050161
0.1
3.9204
cell_9_7
-84.901382
true
cell_9_6
stationary
23
0.413335
-90.563678
null
5G_premium
12.958566
true
1,840,491
2025-04-21T23:51:42.474562
user_17
6,478.399807
10,000
12.343482
1.467787
cell_6_9
-90.895047
false
null
high_mobility
23
0.368852
-94.672217
null
5G_basic
21.717233
true
440,811
2025-04-21T23:51:42.474562
user_39
3,318.042492
10,000
14.461532
1.427247
cell_3_9
-90.418469
false
null
high_mobility
23
0.320414
-90.143557
null
5G_premium
17.073143
true
1,011,051
2025-04-21T23:51:42.474562
user_13
0
7,200.612114
0.1
1.812144
cell_0_7
-76.047143
false
null
stationary
23
0.451645
-85.24704
null
5G_basic
17.189969
true
337,131
2025-04-21T23:51:42.474562
user_48
0
4,447.090545
24.192339
2.356263
cell_0_4
-83.00791
false
null
high_mobility
23
0.313601
-82.031029
null
5G_advanced
26.523128
true
1,244,331
2025-04-21T23:51:42.474562
user_11
2,317.451979
3,463.591959
0.1
-1.196339
cell_2_3
-84.992653
true
cell_2_4
stationary
23
0.314876
-85.023781
null
5G_advanced
22.825014
true
285,291
2025-04-21T23:51:42.474562
user_36
7,048.243284
10,000
25.014151
0.775011
cell_7_9
-90.010096
false
null
high_mobility
23
0.478126
-94.451518
null
5G_premium
17.317329
true
933,291
2025-04-21T23:51:42.474562
user_89
2,904.171022
0
17.235993
3.858551
cell_3_0
-69.629937
false
null
high_mobility
23
0.437855
-69.821592
null
5G_basic
15.304635
true
2,307,051
2025-04-21T23:51:52.474562
user_11
2,317.592158
3,462.601833
0.1
-1.430154
cell_2_3
-84.981247
true
cell_2_4
stationary
23
0.341225
-89.572204
null
5G_premium
16.348817
true
285,292
2025-04-21T23:51:52.474562
user_84
2,680.140855
1,465.260919
1.802339
3.728658
cell_3_1
-85.034878
true
cell_3_2
random_walk
23
0.461092
-85.833465
null
5G_basic
11.651081
true
2,177,452
2025-04-21T23:51:52.474562
user_91
9,394.605464
1,453.614233
1.378056
1.293916
cell_9_1
-85.580835
true
cell_9_2
random_walk
23
0.495787
-95.299179
null
5G_premium
15.766724
true
2,358,892
2025-04-21T23:51:52.474562
user_24
557.141338
900.762774
0.114412
5.7197
cell_1_1
-83.138078
false
null
commuter
23
0.331473
-86.744966
null
5G_basic
21.228895
true
622,252
2025-04-21T23:51:52.474562
user_97
2,445.293756
10,000
1.801535
0.456183
cell_2_9
-90.785607
false
null
random_walk
23
0.47266
-97.463387
null
5G_basic
25.325371
true
2,514,412
2025-04-21T23:51:52.474562
user_5
2,697.622704
2,134.373212
0.515749
6.208216
cell_3_2
-80.393673
false
null
random_walk
23
0.440758
-86.054059
null
5G_basic
15.742264
true
129,772
2025-04-21T23:51:52.474562
user_69
27.582575
1,621.742791
0.346632
3.758182
cell_0_2
-81.578776
false
null
commuter
23
0.410351
-84.341685
null
5G_basic
16.017215
true
1,788,652
2025-04-21T23:51:52.474562
user_10
7,542.278708
8,653.737784
0.1
3.318713
cell_8_9
-85.177319
true
cell_7_9
stationary
23
0.38202
-86.520223
null
5G_advanced
24.66568
true
259,372
2025-04-21T23:51:52.474562
user_38
455.976165
1,637.155968
0.35115
2.479146
cell_0_2
-85.309294
true
cell_1_1
commuter
23
0.419828
-88.651996
null
5G_advanced
26.47463
true
985,132
2025-04-21T23:51:52.474562
user_92
9,862.053869
7,825.317443
0.1
2.457222
cell_9_8
-88.88545
false
null
stationary
23
0.399449
-91.86554
null
5G_advanced
21.494173
true
2,384,812
2025-04-21T23:51:52.474562
user_86
5,698.513098
1,909.478008
1.409957
4.396042
cell_6_2
-79.960236
false
null
random_walk
23
0.475199
-84.735915
null
5G_advanced
19.638504
true
2,229,292
2025-04-21T23:51:52.474562
user_46
9,339.453963
4,813.968473
0.1
5.51939
cell_9_5
-81.756183
false
null
stationary
23
0.408171
-88.759061
null
5G_advanced
15.13898
true
1,192,492
2025-04-21T23:51:52.474562
user_74
2,375.639291
6,394.465597
0.1
4.723015
cell_2_6
-84.723292
false
null
stationary
23
0.399627
-88.683347
null
5G_basic
21.883498
true
1,918,252
2025-04-21T23:51:52.474562
user_20
10,000
9,811.96328
21.487117
-0.125344
cell_9_9
-92.199208
false
null
high_mobility
23
0.412769
-99.295896
null
5G_basic
21.097608
true
518,572
2025-04-21T23:51:52.474562
user_43
1,233.312442
844.33738
0.402503
2.844513
cell_1_1
-78.957846
false
null
commuter
23
0.468506
-84.429551
null
5G_advanced
21.764571
true
1,114,732
2025-04-21T23:52:02.474562
user_71
8,581.754251
6,630.645299
0.1
3.9204
cell_9_7
-84.932522
true
cell_8_7
stationary
23
0.346609
-88.623942
null
5G_advanced
16.669078
true
1,840,493
2025-04-21T23:52:02.474562
user_38
454.271545
1,640.225971
0.35115
2.077662
cell_0_2
-85.260807
true
cell_0_1
commuter
23
0.313228
-88.321284
null
5G_advanced
14.200294
true
985,133
2025-04-21T23:52:02.474562
user_39
3,318.470813
10,000
14.461532
1.711353
cell_3_9
-90.419544
false
null
high_mobility
23
0.388696
-90.032949
null
5G_premium
21.179482
true
1,011,053
2025-04-21T23:52:02.474562
user_49
2,314.295861
8,351.676084
0.1
1.798547
cell_2_8
-83.472479
false
null
stationary
23
0.424662
-85.420534
null
5G_premium
18.628747
true
1,270,253
2025-04-21T23:52:02.474562
user_95
1,336.689894
2,044.209807
0.049833
5.299263
cell_1_2
-80.618843
false
null
commuter
23
0.425095
-84.845144
null
5G_basic
21.430452
true
2,462,573
2025-04-21T23:52:02.474562
user_41
2,497.8088
2,452.796374
0.355402
4.888314
cell_2_2
-86.55943
true
cell_2_3
commuter
23
0.43658
-90.014421
null
5G_basic
10.680469
true
1,062,893
2025-04-21T23:52:02.474562
user_59
6,657.32502
6,706.156159
1.572287
2.249539
cell_7_7
-83.09141
false
null
random_walk
23
0.307897
-83.718056
null
5G_premium
10.19695
true
1,529,453
2025-04-21T23:52:02.474562
user_15
9,944.196389
3,906.825331
0.1
3.205582
cell_9_4
-89.543334
false
null
stationary
23
0.478467
-96.941446
null
5G_advanced
14.473363
true
388,973
2025-04-21T23:52:02.474562
user_97
2,461.466862
10,000
1.801535
0.456183
cell_2_9
-90.838435
false
null
random_walk
23
0.329399
-92.043397
null
5G_basic
22.404996
true
2,514,413
2025-04-21T23:52:02.474562
user_50
506.005645
1,251.893224
0.276909
0.207423
cell_1_1
-84.878177
true
cell_0_1
commuter
23
0.374401
-83.912539
null
5G_advanced
23.314309
true
1,296,173
2025-04-21T23:52:02.474562
user_13
0
7,202.597926
0.1
1.689983
cell_0_7
-76.1327
false
null
stationary
23
0.355924
-76.915759
null
5G_advanced
20.49746
true
337,133
2025-04-21T23:52:02.474562
user_76
597.752105
178.730888
0.019411
3.350056
cell_1_0
-82.872375
false
null
commuter
23
0.466466
-87.180484
null
5G_premium
15.973621
true
1,970,093
2025-04-21T23:52:12.474562
user_84
2,649.650513
1,446.054088
1.802339
3.678803
cell_3_1
-85.074632
true
cell_2_1
random_walk
23
0.350484
-92.924498
null
5G_basic
15.103794
true
2,177,454
2025-04-21T23:52:12.474562
user_46
9,341.298778
4,813.196037
0.1
5.886657
cell_9_5
-81.800702
false
null
stationary
23
0.487154
-88.427578
null
5G_basic
13.328465
true
1,192,494
2025-04-21T23:52:12.474562
user_71
8,581.038145
6,629.947307
0.1
3.914182
cell_9_7
-84.948056
true
cell_8_6
stationary
23
0.450044
-90.457982
null
5G_basic
24.343924
true
1,840,494
2025-04-21T23:52:12.474562
user_10
7,540.309997
8,653.385393
0.1
3.318713
cell_8_9
-85.204267
false
null
stationary
23
0.436306
-89.776211
null
5G_basic
21.928807
true
259,374
2025-04-21T23:52:12.474562
user_4
9,510.255438
3,837.811047
0.1
2.165727
cell_9_4
-84.57376
false
null
stationary
23
0.444003
-88.092042
null
5G_premium
16.694428
true
103,854
2025-04-21T23:52:12.474562
user_2
758.871194
4,809.052564
0.65883
2.390068
cell_1_5
-79.759096
false
null
random_walk
23
0.372124
-84.834973
null
5G_advanced
18.725351
true
52,014
2025-04-21T23:52:12.474562
user_12
127.48339
1,406.957104
0.18156
2.453025
cell_0_1
-82.597518
false
null
commuter
23
0.442647
-88.145199
null
5G_basic
17.715363
true
311,214
2025-04-21T23:52:12.474562
user_1
0
5,622.622113
24.516094
3.645302
cell_0_6
-81.535529
false
null
high_mobility
23
0.3403
-89.556661
null
5G_advanced
13.59159
true
26,094
2025-04-21T23:52:12.474562
user_37
3,784.305474
454.753901
0.1
-1.082719
cell_4_0
-84.036785
false
null
stationary
23
0.484328
-86.779503
null
5G_premium
17.568351
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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2025-04-21T23:52:12.474562
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5G_advanced
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2025-04-21T23:52:12.474562
user_50
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2025-04-21T23:52:22.474562
user_58
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2025-04-21T23:52:22.474562
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2025-04-21T23:52:22.474562
user_91
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5G_basic
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2025-04-21T23:52:22.474562
user_47
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5G_basic
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2025-04-21T23:52:22.474562
user_57
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5G_basic
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2025-04-21T23:52:22.474562
user_39
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2025-04-21T23:52:22.474562
user_53
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2025-04-21T23:52:22.474562
user_75
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2025-04-21T23:52:22.474562
user_84
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5G_basic
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2025-04-21T23:52:32.474562
user_71
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5G_basic
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2025-04-21T23:52:32.474562
user_10
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5G_basic
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259,376
2025-04-21T23:52:32.474562
user_84
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5G_basic
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2025-04-21T23:52:32.474562
user_54
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2025-04-21T23:52:32.474562
user_11
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5G_basic
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285,296
2025-04-21T23:52:32.474562
user_53
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2025-04-21T23:52:32.474562
user_95
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2025-04-21T23:52:32.474562
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5G_premium
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2025-04-21T23:52:42.474562
user_29
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5G_premium
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751,857
2025-04-21T23:52:42.474562
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5G_basic
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2025-04-21T23:52:42.474562
user_10
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5G_advanced
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259,377
2025-04-21T23:52:42.474562
user_69
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2025-04-21T23:52:42.474562
user_37
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5G_advanced
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959,217
2025-04-21T23:52:42.474562
user_11
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cell_2_3
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cell_3_3
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5G_advanced
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285,297
2025-04-21T23:52:42.474562
user_34
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high_mobility
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5G_premium
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881,457
2025-04-21T23:52:42.474562
user_52
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5G_advanced
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1,348,017
2025-04-21T23:52:42.474562
user_84
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