session_id stringlengths 11 11 | timestamp timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:00:00 | customer_id stringlengths 11 11 | operator stringclasses 4
values | app_name stringclasses 8
values | app_category stringclasses 3
values | data_consumed_mb float64 1 500 | session_duration_minutes int64 1 180 | network_type stringclasses 4
values | time_of_day stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|
SES00000401 | 2025-09-04T20:00:00 | CUST3069750 | Glo | WhatsApp | social | 80.75 | 164 | 4G | evening |
SES00000402 | 2025-09-12T20:00:00 | CUST1931839 | Airtel | Twitter/X | social | 14.42 | 35 | 4G | evening |
SES00000403 | 2025-09-20T10:00:00 | CUST6654766 | Glo | Facebook | social | 83.4 | 20 | 4G | morning |
SES00000404 | 2025-09-13T22:00:00 | CUST7034688 | MTN | Facebook | social | 20.28 | 124 | 4G | night |
SES00000405 | 2025-10-01T12:00:00 | CUST2940395 | Airtel | TikTok | streaming | 134.44 | 88 | 4G | afternoon |
SES00000406 | 2025-09-08T08:00:00 | CUST1530135 | Airtel | WhatsApp | social | 32.6 | 161 | 4G | morning |
SES00000407 | 2025-09-24T06:00:00 | CUST3934063 | Glo | WhatsApp | social | 21.08 | 74 | 3G | morning |
SES00000408 | 2025-09-22T04:00:00 | CUST7290145 | Glo | YouTube | streaming | 227.22 | 120 | 4G | night |
SES00000409 | 2025-09-10T22:00:00 | CUST7079700 | MTN | WhatsApp | social | 99.77 | 98 | 3G | night |
SES00000410 | 2025-09-23T11:00:00 | CUST2747855 | MTN | Facebook | social | 51.57 | 160 | 4G | morning |
SES00000411 | 2025-09-11T10:00:00 | CUST2539731 | Glo | YouTube | streaming | 350.2 | 174 | 4G | morning |
SES00000412 | 2025-09-02T04:00:00 | CUST5220490 | Glo | Facebook | social | 167.7 | 108 | 4G | night |
SES00000413 | 2025-09-27T14:00:00 | CUST4616364 | Airtel | WhatsApp | social | 81.72 | 57 | 2G | afternoon |
SES00000414 | 2025-09-26T08:00:00 | CUST6813000 | MTN | Telegram | social | 20.64 | 64 | 5G | morning |
SES00000415 | 2025-09-12T16:00:00 | CUST1425686 | Airtel | YouTube | streaming | 411.16 | 42 | 4G | afternoon |
SES00000416 | 2025-09-05T13:00:00 | CUST4927556 | MTN | Facebook | social | 178.58 | 110 | 3G | afternoon |
SES00000417 | 2025-09-12T17:00:00 | CUST4257357 | Glo | Telegram | social | 6.2 | 139 | 4G | evening |
SES00000418 | 2025-09-27T13:00:00 | CUST4771608 | Airtel | Facebook | social | 18.41 | 8 | 5G | afternoon |
SES00000419 | 2025-09-18T21:00:00 | CUST5041245 | Glo | TikTok | streaming | 295.89 | 125 | 4G | evening |
SES00000420 | 2025-09-08T17:00:00 | CUST3034601 | Glo | WhatsApp | social | 39.55 | 116 | 4G | evening |
SES00000421 | 2025-09-05T18:00:00 | CUST3152732 | MTN | WhatsApp | social | 82.13 | 46 | 2G | evening |
SES00000422 | 2025-09-29T14:00:00 | CUST6858865 | MTN | YouTube | streaming | 360.4 | 156 | 3G | afternoon |
SES00000423 | 2025-09-06T13:00:00 | CUST7007710 | MTN | WhatsApp | social | 40.84 | 67 | 4G | afternoon |
SES00000424 | 2025-09-22T19:00:00 | CUST1035488 | Glo | WhatsApp | social | 55.33 | 106 | 3G | evening |
SES00000425 | 2025-09-22T16:00:00 | CUST4690588 | Airtel | YouTube | streaming | 420.37 | 121 | 3G | afternoon |
SES00000426 | 2025-09-21T00:00:00 | CUST8782592 | MTN | Instagram | social | 149.4 | 126 | 4G | night |
SES00000427 | 2025-09-17T21:00:00 | CUST9507026 | MTN | WhatsApp | social | 41.73 | 31 | 5G | evening |
SES00000428 | 2025-09-14T22:00:00 | CUST5833861 | Airtel | WhatsApp | social | 41.31 | 177 | 4G | night |
SES00000429 | 2025-09-26T13:00:00 | CUST9500074 | Glo | WhatsApp | social | 82.63 | 120 | 4G | afternoon |
SES00000430 | 2025-09-24T07:00:00 | CUST7010121 | 9mobile | YouTube | streaming | 202.8 | 36 | 3G | morning |
SES00000431 | 2025-09-03T06:00:00 | CUST6448845 | 9mobile | Facebook | social | 96.07 | 52 | 4G | morning |
SES00000432 | 2025-09-20T14:00:00 | CUST6610037 | Glo | WhatsApp | social | 18.53 | 117 | 4G | afternoon |
SES00000433 | 2025-09-22T08:00:00 | CUST8846748 | Glo | TikTok | streaming | 124.11 | 113 | 2G | morning |
SES00000434 | 2025-10-01T13:00:00 | CUST5431587 | Glo | WhatsApp | social | 46.01 | 173 | 3G | afternoon |
SES00000435 | 2025-09-17T01:00:00 | CUST6126484 | Glo | Instagram | social | 146.16 | 25 | 4G | night |
SES00000436 | 2025-09-05T10:00:00 | CUST8675622 | MTN | Twitter/X | social | 63.27 | 78 | 4G | morning |
SES00000437 | 2025-09-26T10:00:00 | CUST6213891 | MTN | WhatsApp | social | 39.97 | 142 | 4G | morning |
SES00000438 | 2025-09-12T10:00:00 | CUST8227166 | MTN | TikTok | streaming | 326.06 | 15 | 4G | morning |
SES00000439 | 2025-09-21T23:00:00 | CUST7058711 | Airtel | YouTube | streaming | 124.64 | 39 | 3G | night |
SES00000440 | 2025-09-08T05:00:00 | CUST8302769 | MTN | Telegram | social | 31.53 | 130 | 4G | morning |
SES00000441 | 2025-09-10T23:00:00 | CUST2415100 | 9mobile | Twitter/X | social | 20.78 | 21 | 4G | night |
SES00000442 | 2025-09-27T00:00:00 | CUST4242133 | Airtel | TikTok | streaming | 356.54 | 18 | 4G | night |
SES00000443 | 2025-09-27T16:00:00 | CUST6322732 | Glo | Facebook | social | 161.51 | 130 | 4G | afternoon |
SES00000444 | 2025-09-06T05:00:00 | CUST8673025 | Airtel | WhatsApp | social | 85.15 | 141 | 4G | morning |
SES00000445 | 2025-09-09T18:00:00 | CUST8266272 | MTN | Instagram | social | 157.53 | 89 | 4G | evening |
SES00000446 | 2025-09-23T04:00:00 | CUST6840047 | Airtel | Telegram | social | 57.73 | 136 | 4G | night |
SES00000447 | 2025-09-17T03:00:00 | CUST9903091 | Airtel | Facebook | social | 11.31 | 87 | 4G | night |
SES00000448 | 2025-09-27T00:00:00 | CUST8979475 | MTN | YouTube | streaming | 425.24 | 114 | 4G | night |
SES00000449 | 2025-09-06T04:00:00 | CUST2612608 | MTN | WhatsApp | social | 41.42 | 88 | 4G | night |
SES00000450 | 2025-09-14T07:00:00 | CUST4230678 | Glo | Facebook | social | 31.4 | 144 | 4G | morning |
SES00000451 | 2025-09-30T02:00:00 | CUST4060171 | MTN | WhatsApp | social | 83.62 | 81 | 4G | night |
SES00000452 | 2025-09-28T03:00:00 | CUST7982402 | MTN | TikTok | streaming | 448.78 | 160 | 4G | night |
SES00000453 | 2025-09-18T14:00:00 | CUST3315509 | MTN | Facebook | social | 158.61 | 38 | 4G | afternoon |
SES00000454 | 2025-09-25T08:00:00 | CUST3235095 | Glo | Twitter/X | social | 96.83 | 38 | 3G | morning |
SES00000455 | 2025-09-10T06:00:00 | CUST8796904 | MTN | Instagram | social | 135.73 | 47 | 4G | morning |
SES00000456 | 2025-09-23T21:00:00 | CUST9877791 | Glo | Twitter/X | social | 23.39 | 126 | 4G | evening |
SES00000457 | 2025-09-06T07:00:00 | CUST4544914 | MTN | Telegram | social | 8.49 | 24 | 2G | morning |
SES00000458 | 2025-09-17T19:00:00 | CUST4308525 | Airtel | Twitter/X | social | 26.86 | 12 | 4G | evening |
SES00000459 | 2025-09-29T00:00:00 | CUST2610570 | Glo | Instagram | social | 80.92 | 78 | 4G | night |
SES00000460 | 2025-09-16T17:00:00 | CUST2048916 | Airtel | Telegram | social | 17.48 | 32 | 4G | evening |
SES00000461 | 2025-09-24T11:00:00 | CUST6152254 | Glo | YouTube | streaming | 463.5 | 6 | 4G | morning |
SES00000462 | 2025-09-29T06:00:00 | CUST4049267 | Glo | Twitter/X | social | 84.46 | 20 | 4G | morning |
SES00000463 | 2025-09-12T05:00:00 | CUST5469454 | MTN | TikTok | streaming | 54.91 | 153 | 4G | morning |
SES00000464 | 2025-09-11T10:00:00 | CUST4082356 | MTN | YouTube | streaming | 190.32 | 179 | 4G | morning |
SES00000465 | 2025-09-13T23:00:00 | CUST3256038 | MTN | YouTube | streaming | 376.85 | 120 | 4G | night |
SES00000466 | 2025-09-20T22:00:00 | CUST4430341 | Airtel | YouTube | streaming | 339.32 | 80 | 3G | night |
SES00000467 | 2025-09-14T18:00:00 | CUST4917081 | MTN | WhatsApp | social | 46.53 | 133 | 3G | evening |
SES00000468 | 2025-09-06T12:00:00 | CUST8493779 | MTN | Instagram | social | 53.17 | 105 | 4G | afternoon |
SES00000469 | 2025-09-20T07:00:00 | CUST8668843 | MTN | YouTube | streaming | 486.16 | 91 | 4G | morning |
SES00000470 | 2025-09-09T21:00:00 | CUST5910704 | Glo | YouTube | streaming | 292.16 | 32 | 4G | evening |
SES00000471 | 2025-09-05T16:00:00 | CUST4348675 | MTN | WhatsApp | social | 79 | 32 | 2G | afternoon |
SES00000472 | 2025-09-09T06:00:00 | CUST5735187 | MTN | Other | other | 34.15 | 174 | 4G | morning |
SES00000473 | 2025-09-24T13:00:00 | CUST2531958 | Airtel | WhatsApp | social | 83.61 | 138 | 4G | afternoon |
SES00000474 | 2025-09-22T08:00:00 | CUST7414932 | MTN | WhatsApp | social | 90.09 | 85 | 4G | morning |
SES00000475 | 2025-10-01T08:00:00 | CUST7484404 | 9mobile | WhatsApp | social | 23.83 | 52 | 4G | morning |
SES00000476 | 2025-09-19T22:00:00 | CUST1777309 | MTN | YouTube | streaming | 208.06 | 95 | 4G | night |
SES00000477 | 2025-09-26T13:00:00 | CUST1126795 | 9mobile | YouTube | streaming | 463.93 | 46 | 2G | afternoon |
SES00000478 | 2025-09-14T13:00:00 | CUST4829782 | MTN | YouTube | streaming | 105.8 | 151 | 3G | afternoon |
SES00000479 | 2025-09-19T05:00:00 | CUST5375740 | MTN | WhatsApp | social | 35.34 | 129 | 3G | morning |
SES00000480 | 2025-09-03T10:00:00 | CUST4887972 | MTN | TikTok | streaming | 250.66 | 17 | 4G | morning |
SES00000481 | 2025-09-01T10:00:00 | CUST1181324 | MTN | Facebook | social | 40.11 | 179 | 4G | morning |
SES00000482 | 2025-09-15T20:00:00 | CUST9685733 | MTN | Twitter/X | social | 66.86 | 117 | 2G | evening |
SES00000483 | 2025-09-01T01:00:00 | CUST6711481 | Glo | Instagram | social | 153.09 | 95 | 4G | night |
SES00000484 | 2025-09-01T11:00:00 | CUST7614058 | MTN | WhatsApp | social | 68.72 | 116 | 4G | morning |
SES00000485 | 2025-09-13T08:00:00 | CUST8314461 | Airtel | WhatsApp | social | 41.83 | 59 | 3G | morning |
SES00000486 | 2025-09-25T03:00:00 | CUST6724307 | Glo | WhatsApp | social | 30.69 | 95 | 4G | night |
SES00000487 | 2025-09-10T23:00:00 | CUST6257418 | Glo | YouTube | streaming | 484.5 | 107 | 3G | night |
SES00000488 | 2025-09-26T20:00:00 | CUST5044050 | Glo | WhatsApp | social | 84.85 | 156 | 2G | evening |
SES00000489 | 2025-09-12T08:00:00 | CUST9263181 | Airtel | YouTube | streaming | 143.4 | 171 | 2G | morning |
SES00000490 | 2025-09-07T23:00:00 | CUST9910710 | MTN | WhatsApp | social | 5.67 | 44 | 4G | night |
SES00000491 | 2025-09-25T19:00:00 | CUST4455439 | Glo | WhatsApp | social | 69.41 | 74 | 5G | evening |
SES00000492 | 2025-09-29T14:00:00 | CUST6691000 | Airtel | Facebook | social | 75.09 | 160 | 5G | afternoon |
SES00000493 | 2025-09-19T01:00:00 | CUST6980099 | MTN | Instagram | social | 114.04 | 4 | 4G | night |
SES00000494 | 2025-09-17T01:00:00 | CUST6509255 | MTN | Facebook | social | 105.77 | 93 | 2G | night |
SES00000495 | 2025-09-09T13:00:00 | CUST8636347 | Glo | YouTube | streaming | 80.22 | 48 | 4G | afternoon |
SES00000496 | 2025-09-05T02:00:00 | CUST2074392 | Glo | YouTube | streaming | 456.01 | 76 | 5G | night |
SES00000497 | 2025-09-20T23:00:00 | CUST3026254 | Airtel | WhatsApp | social | 21.37 | 88 | 2G | night |
SES00000498 | 2025-09-07T17:00:00 | CUST1452259 | MTN | TikTok | streaming | 387.21 | 123 | 4G | evening |
SES00000499 | 2025-09-19T08:00:00 | CUST4494855 | Airtel | WhatsApp | social | 38.2 | 55 | 4G | morning |
SES00000500 | 2025-09-01T21:00:00 | CUST4724824 | 9mobile | Instagram | social | 102.75 | 24 | 4G | evening |
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