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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025-04-24T23:14:32.474562 | user_99 | 1,502.199695 | 2,983.293043 | 0.1 | 3.709219 | cell_2_3 | -83.945992 | false | null | stationary | 23 | 0.46781 | -89.639664 | null | 5G_advanced | 18.992257 | true | null |
2025-04-24T23:14:42.474562 | user_99 | 1,501.356515 | 2,982.755411 | 0.1 | 3.709219 | cell_2_3 | -83.960994 | false | null | stationary | 23 | 0.420704 | -89.627282 | null | 5G_advanced | 13.991368 | true | null |
2025-04-24T23:14:52.474562 | user_99 | 1,500.359177 | 2,982.682503 | 0.1 | 3.214565 | cell_2_3 | -83.978372 | false | null | stationary | 23 | 0.491675 | -89.342357 | null | 5G_premium | 18.369965 | true | null |
2025-04-24T23:15:02.474562 | user_99 | 1,499.361838 | 2,982.609596 | 0.1 | 3.214565 | cell_1_3 | -83.973571 | false | null | stationary | 23 | 0.31426 | -84.99756 | null | 5G_premium | 27.343567 | true | null |
2025-04-24T23:15:12.474562 | user_99 | 1,498.364499 | 2,982.536688 | 0.1 | 3.214565 | cell_1_3 | -83.956271 | false | null | stationary | 23 | 0.411149 | -83.856206 | null | 5G_basic | 29.461766 | true | null |
2025-04-24T23:15:22.474562 | user_99 | 1,497.367161 | 2,982.463781 | 0.1 | 3.214565 | cell_1_3 | -83.938938 | false | null | stationary | 23 | 0.423457 | -91.069277 | null | 5G_basic | 10.190807 | true | null |
2025-04-24T23:15:32.474562 | user_99 | 1,496.369822 | 2,982.390873 | 0.1 | 3.214565 | cell_1_3 | -83.92157 | false | null | stationary | 23 | 0.363842 | -89.853057 | null | 5G_basic | 22.020908 | true | null |
2025-04-24T23:15:42.474562 | user_99 | 1,495.387894 | 2,982.20162 | 0.1 | 3.331994 | cell_1_3 | -83.90451 | false | null | stationary | 23 | 0.313253 | -83.334986 | null | 5G_premium | 11.263631 | false | null |
2025-04-24T23:15:52.474562 | user_99 | 1,494.405965 | 2,982.012367 | 0.1 | 3.331994 | cell_1_3 | -83.887419 | false | null | stationary | 23 | 0.335317 | -84.99048 | null | 5G_basic | 14.309581 | true | null |
2025-04-24T23:16:02.474562 | user_99 | 1,493.424037 | 2,981.823114 | 0.1 | 3.331994 | cell_1_3 | -83.870296 | false | null | stationary | 23 | 0.466777 | -84.365307 | null | 5G_basic | 21.818214 | true | null |
2025-04-24T23:16:12.474562 | user_99 | 1,492.442108 | 2,981.633861 | 0.1 | 3.331994 | cell_1_3 | -83.85314 | false | null | stationary | 23 | 0.464732 | -90.556293 | null | 5G_basic | 29.500704 | true | null |
2025-04-24T23:16:22.474562 | user_99 | 1,491.46018 | 2,981.444609 | 0.1 | 3.331994 | cell_1_3 | -83.835953 | false | null | stationary | 23 | 0.328783 | -87.859132 | null | 5G_basic | 18.685227 | true | null |
2025-04-24T23:16:32.474562 | user_99 | 1,490.478252 | 2,981.255356 | 0.1 | 3.331994 | cell_1_3 | -83.818734 | false | null | stationary | 23 | 0.479147 | -87.386248 | null | 5G_premium | 20.029766 | true | null |
2025-04-24T23:16:42.474562 | user_99 | 1,489.496323 | 2,981.066103 | 0.1 | 3.331994 | cell_1_3 | -83.801482 | false | null | stationary | 23 | 0.433949 | -89.060187 | null | 5G_basic | 24.788962 | true | null |
2025-04-24T23:16:52.474562 | user_99 | 1,488.514395 | 2,980.87685 | 0.1 | 3.331994 | cell_1_3 | -83.784197 | false | null | stationary | 23 | 0.438004 | -86.581181 | null | 5G_premium | 27.701511 | true | null |
2025-04-24T23:17:02.474562 | user_99 | 1,487.532466 | 2,980.687597 | 0.1 | 3.331994 | cell_1_3 | -83.76688 | false | null | stationary | 23 | 0.337911 | -86.360839 | null | 5G_premium | 12.699758 | true | null |
2025-04-24T23:17:12.474562 | user_99 | 1,486.550538 | 2,980.498344 | 0.1 | 3.331994 | cell_1_3 | -83.749531 | false | null | stationary | 23 | 0.45875 | -83.912509 | null | 5G_advanced | 23.428 | true | null |
2025-04-24T23:17:22.474562 | user_99 | 1,485.56861 | 2,980.309091 | 0.1 | 3.331994 | cell_1_3 | -83.732148 | false | null | stationary | 23 | 0.468077 | -93.162772 | null | 5G_advanced | 23.054027 | true | null |
2025-04-24T23:17:32.474562 | user_99 | 1,484.73159 | 2,979.761919 | 0.1 | 3.720574 | cell_1_3 | -83.71759 | false | null | stationary | 23 | 0.451736 | -85.138513 | null | 5G_advanced | 13.395551 | false | null |
2025-04-24T23:17:42.474562 | user_99 | 1,483.894569 | 2,979.214747 | 0.1 | 3.720574 | cell_1_3 | -83.703021 | false | null | stationary | 23 | 0.416157 | -86.599146 | null | 5G_advanced | 18.178698 | true | null |
2025-04-24T23:17:52.474562 | user_99 | 1,482.926469 | 2,978.964183 | 0.1 | 3.394856 | cell_1_3 | -83.685853 | false | null | stationary | 23 | 0.420314 | -91.094456 | null | 5G_basic | 19.804892 | true | null |
2025-04-24T23:18:02.474562 | user_99 | 1,481.958369 | 2,978.713619 | 0.1 | 3.394856 | cell_1_3 | -83.668654 | false | null | stationary | 23 | 0.455382 | -91.965744 | null | 5G_advanced | 11.548955 | true | null |
2025-04-24T23:18:12.474562 | user_99 | 1,480.99027 | 2,978.463054 | 0.1 | 3.394856 | cell_1_3 | -83.651424 | false | null | stationary | 23 | 0.461523 | -88.243252 | null | 5G_advanced | 16.921088 | true | null |
2025-04-24T23:18:22.474562 | user_99 | 1,480.02217 | 2,978.21249 | 0.1 | 3.394856 | cell_1_3 | -83.634164 | false | null | stationary | 23 | 0.358748 | -84.248821 | null | 5G_advanced | 10.858714 | true | null |
2025-04-24T23:18:32.474562 | user_99 | 1,479.05407 | 2,977.961925 | 0.1 | 3.394856 | cell_1_3 | -83.616872 | false | null | stationary | 23 | 0.423622 | -83.349769 | null | 5G_basic | 21.670693 | false | null |
2025-04-24T23:18:42.474562 | user_99 | 1,478.08597 | 2,977.711361 | 0.1 | 3.394856 | cell_1_3 | -83.599549 | true | cell_2_3 | stationary | 23 | 0.337698 | -87.649857 | null | 5G_advanced | 20.828072 | true | null |
2025-04-24T23:18:52.474562 | user_99 | 1,477.11787 | 2,977.460797 | 0.1 | 3.394856 | cell_1_3 | -83.582195 | true | cell_2_3 | stationary | 23 | 0.340218 | -88.530839 | null | 5G_premium | 19.27217 | true | null |
2025-04-24T23:19:02.474562 | user_99 | 1,476.14977 | 2,977.210232 | 0.1 | 3.394856 | cell_1_3 | -83.564809 | false | null | stationary | 23 | 0.399182 | -86.017276 | null | 5G_basic | 29.018138 | true | null |
2025-04-24T23:19:12.474562 | user_99 | 1,475.18167 | 2,976.959668 | 0.1 | 3.394856 | cell_1_3 | -83.547392 | false | null | stationary | 23 | 0.38452 | -82.560791 | null | 5G_basic | 19.338886 | true | null |
2025-04-24T23:19:22.474562 | user_99 | 1,474.21357 | 2,976.709103 | 0.1 | 3.394856 | cell_1_3 | -83.529943 | true | cell_2_3 | stationary | 23 | 0.358529 | -82.185753 | null | 5G_advanced | 18.24059 | true | null |
2025-04-24T23:19:32.474562 | user_99 | 1,473.24547 | 2,976.458539 | 0.1 | 3.394856 | cell_1_3 | -83.512463 | false | null | stationary | 23 | 0.411861 | -84.137025 | null | 5G_basic | 28.263258 | true | null |
2025-04-24T23:19:42.474562 | user_99 | 1,472.27737 | 2,976.207975 | 0.1 | 3.394856 | cell_1_3 | -83.494951 | false | null | stationary | 23 | 0.392689 | -89.511261 | null | 5G_basic | 17.354152 | true | null |
2025-04-24T23:19:52.474562 | user_99 | 1,471.30927 | 2,975.95741 | 0.1 | 3.394856 | cell_1_3 | -83.477406 | false | null | stationary | 23 | 0.401238 | -90.495145 | null | 5G_premium | 11.251865 | true | null |
2025-04-24T23:20:02.474562 | user_99 | 1,470.34117 | 2,975.706846 | 0.1 | 3.394856 | cell_1_3 | -83.45983 | false | null | stationary | 23 | 0.370171 | -83.612364 | null | 5G_premium | 28.469451 | true | null |
2025-04-24T23:20:12.474562 | user_99 | 1,469.393657 | 2,975.387129 | 0.1 | 3.467023 | cell_1_3 | -83.442669 | false | null | stationary | 23 | 0.413881 | -90.471756 | null | 5G_basic | 23.648425 | true | null |
2025-04-24T23:20:22.474562 | user_99 | 1,468.446144 | 2,975.067412 | 0.1 | 3.467023 | cell_1_3 | -83.425479 | false | null | stationary | 23 | 0.482121 | -84.154446 | null | 5G_advanced | 13.923844 | true | null |
2025-04-24T23:20:32.474562 | user_99 | 1,467.622254 | 2,974.500662 | 0.1 | 3.744149 | cell_1_3 | -83.410798 | false | null | stationary | 23 | 0.302531 | -88.955269 | null | 5G_premium | 14.634731 | true | null |
2025-04-24T23:20:42.474562 | user_99 | 1,466.798365 | 2,973.933912 | 0.1 | 3.744149 | cell_1_3 | -83.396107 | false | null | stationary | 23 | 0.360782 | -89.533337 | null | 5G_premium | 25.54458 | true | null |
2025-04-24T23:20:52.474562 | user_99 | 1,465.974475 | 2,973.367161 | 0.1 | 3.744149 | cell_1_3 | -83.381407 | false | null | stationary | 23 | 0.485837 | -86.473415 | null | 5G_premium | 23.332191 | true | null |
2025-04-24T23:21:02.474562 | user_99 | 1,465.150586 | 2,972.800411 | 0.1 | 3.744149 | cell_1_3 | -83.366696 | false | null | stationary | 23 | 0.320961 | -84.456648 | null | 5G_basic | 23.663519 | true | null |
2025-04-24T23:21:12.474562 | user_99 | 1,464.326696 | 2,972.23366 | 0.1 | 3.744149 | cell_1_3 | -83.351975 | false | null | stationary | 23 | 0.388776 | -84.75456 | null | 5G_premium | 17.626831 | true | null |
2025-04-24T23:21:22.474562 | user_99 | 1,463.502807 | 2,971.66691 | 0.1 | 3.744149 | cell_1_3 | -83.337245 | false | null | stationary | 23 | 0.493697 | -91.829305 | null | 5G_premium | 18.452038 | true | null |
2025-04-24T23:21:32.474562 | user_99 | 1,462.678917 | 2,971.10016 | 0.1 | 3.744149 | cell_1_3 | -83.322505 | false | null | stationary | 23 | 0.42275 | -92.340025 | null | 5G_advanced | 21.668638 | true | null |
2025-04-24T23:21:42.474562 | user_99 | 1,461.855027 | 2,970.533409 | 0.1 | 3.744149 | cell_1_3 | -83.307756 | false | null | stationary | 23 | 0.461299 | -88.905254 | null | 5G_premium | 28.25556 | true | null |
2025-04-24T23:21:52.474562 | user_99 | 1,461.367923 | 2,969.660066 | 0.1 | 4.203617 | cell_1_3 | -83.299688 | false | null | stationary | 23 | 0.435131 | -92.605475 | null | 5G_premium | 10.240237 | true | null |
2025-04-24T23:22:02.474562 | user_99 | 1,460.905093 | 2,968.773619 | 0.1 | 4.231204 | cell_1_3 | -83.292119 | false | null | stationary | 23 | 0.37972 | -83.155038 | null | 5G_premium | 21.540561 | true | null |
2025-04-24T23:22:12.474562 | user_99 | 1,460.442263 | 2,967.887171 | 0.1 | 4.231204 | cell_1_3 | -83.284577 | false | null | stationary | 23 | 0.481933 | -88.053949 | null | 5G_basic | 21.494178 | true | null |
2025-04-24T23:22:22.474562 | user_99 | 1,459.979433 | 2,967.000724 | 0.1 | 4.231204 | cell_1_3 | -83.277063 | false | null | stationary | 23 | 0.314766 | -90.79952 | null | 5G_advanced | 11.45623 | true | null |
2025-04-24T23:22:32.474562 | user_99 | 1,459.516603 | 2,966.114277 | 0.1 | 4.231204 | cell_1_3 | -83.269577 | false | null | stationary | 23 | 0.381948 | -82.736284 | null | 5G_advanced | 28.54779 | true | null |
2025-04-24T23:22:42.474562 | user_99 | 1,459.053773 | 2,965.22783 | 0.1 | 4.231204 | cell_1_3 | -83.262118 | false | null | stationary | 23 | 0.347655 | -85.520896 | null | 5G_premium | 29.321456 | true | null |
2025-04-24T23:22:52.474562 | user_99 | 1,458.590943 | 2,964.341383 | 0.1 | 4.231204 | cell_1_3 | -83.254688 | false | null | stationary | 23 | 0.459915 | -86.710225 | null | 5G_basic | 11.161194 | true | null |
2025-04-24T23:23:02.474562 | user_99 | 1,458.128113 | 2,963.454936 | 0.1 | 4.231204 | cell_1_3 | -83.247287 | false | null | stationary | 23 | 0.412065 | -84.21409 | null | 5G_premium | 20.701886 | true | null |
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