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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000501 | 2025-09-26T08:00:00 | CUST2582629 | Glo | Facebook | social | 76.5 | 45 | 3G | morning |
SES00000502 | 2025-09-26T11:00:00 | CUST2393173 | Airtel | WhatsApp | social | 29.92 | 98 | 4G | morning |
SES00000503 | 2025-09-06T21:00:00 | CUST2654240 | MTN | Instagram | social | 66.47 | 117 | 4G | evening |
SES00000504 | 2025-09-28T07:00:00 | CUST9384653 | Airtel | Facebook | social | 76.9 | 55 | 4G | morning |
SES00000505 | 2025-09-09T22:00:00 | CUST4904830 | Airtel | WhatsApp | social | 66.33 | 47 | 3G | night |
SES00000506 | 2025-09-10T03:00:00 | CUST7537798 | Glo | YouTube | streaming | 462.82 | 18 | 4G | night |
SES00000507 | 2025-09-10T07:00:00 | CUST1533695 | Glo | YouTube | streaming | 364.34 | 110 | 3G | morning |
SES00000508 | 2025-09-14T00:00:00 | CUST1748680 | Airtel | WhatsApp | social | 75.06 | 49 | 3G | night |
SES00000509 | 2025-09-28T11:00:00 | CUST9778933 | Airtel | WhatsApp | social | 22.37 | 144 | 3G | morning |
SES00000510 | 2025-09-20T07:00:00 | CUST5191556 | MTN | YouTube | streaming | 431.93 | 18 | 4G | morning |
SES00000511 | 2025-09-08T10:00:00 | CUST1722117 | Glo | TikTok | streaming | 254.73 | 42 | 3G | morning |
SES00000512 | 2025-09-08T23:00:00 | CUST4155222 | Airtel | YouTube | streaming | 246.19 | 30 | 4G | night |
SES00000513 | 2025-09-22T23:00:00 | CUST7247417 | MTN | Facebook | social | 162.38 | 146 | 4G | night |
SES00000514 | 2025-09-28T18:00:00 | CUST7023261 | MTN | YouTube | streaming | 169.88 | 47 | 4G | evening |
SES00000515 | 2025-09-07T16:00:00 | CUST3607297 | MTN | WhatsApp | social | 66.45 | 156 | 5G | afternoon |
SES00000516 | 2025-09-29T09:00:00 | CUST3191080 | Airtel | WhatsApp | social | 25.62 | 150 | 4G | morning |
SES00000517 | 2025-09-12T15:00:00 | CUST2305686 | MTN | YouTube | streaming | 157.43 | 51 | 4G | afternoon |
SES00000518 | 2025-09-05T11:00:00 | CUST2128742 | Airtel | Instagram | social | 67.45 | 38 | 3G | morning |
SES00000519 | 2025-09-18T04:00:00 | CUST2274191 | Airtel | YouTube | streaming | 437.41 | 77 | 3G | night |
SES00000520 | 2025-09-17T03:00:00 | CUST9564401 | Airtel | WhatsApp | social | 17.82 | 102 | 4G | night |
SES00000521 | 2025-09-14T17:00:00 | CUST6708786 | Airtel | Twitter/X | social | 141.05 | 170 | 2G | evening |
SES00000522 | 2025-09-25T05:00:00 | CUST8759590 | Airtel | WhatsApp | social | 73.42 | 21 | 4G | morning |
SES00000523 | 2025-09-22T01:00:00 | CUST3421513 | MTN | Telegram | social | 89.76 | 82 | 4G | night |
SES00000524 | 2025-09-19T06:00:00 | CUST6838001 | Airtel | YouTube | streaming | 375.47 | 31 | 3G | morning |
SES00000525 | 2025-09-26T18:00:00 | CUST2148734 | 9mobile | WhatsApp | social | 43.58 | 62 | 4G | evening |
SES00000526 | 2025-09-23T04:00:00 | CUST5204785 | Airtel | WhatsApp | social | 18.3 | 132 | 3G | night |
SES00000527 | 2025-09-20T21:00:00 | CUST5257955 | MTN | Facebook | social | 18.74 | 8 | 4G | evening |
SES00000528 | 2025-09-27T23:00:00 | CUST4022567 | Glo | WhatsApp | social | 79.46 | 6 | 4G | night |
SES00000529 | 2025-09-02T15:00:00 | CUST6576567 | Glo | TikTok | streaming | 192.18 | 132 | 4G | afternoon |
SES00000530 | 2025-10-01T20:00:00 | CUST3946088 | Airtel | Facebook | social | 167.28 | 79 | 3G | evening |
SES00000531 | 2025-09-10T23:00:00 | CUST6003031 | 9mobile | Instagram | social | 182.41 | 61 | 3G | night |
SES00000532 | 2025-09-12T19:00:00 | CUST2431452 | MTN | Instagram | social | 178.23 | 153 | 4G | evening |
SES00000533 | 2025-09-26T02:00:00 | CUST4264194 | MTN | Instagram | social | 29.66 | 55 | 3G | night |
SES00000534 | 2025-09-29T02:00:00 | CUST9466962 | MTN | WhatsApp | social | 38.8 | 152 | 3G | night |
SES00000535 | 2025-09-25T23:00:00 | CUST1127415 | Airtel | Facebook | social | 156.67 | 97 | 4G | night |
SES00000536 | 2025-09-06T08:00:00 | CUST9126232 | Glo | YouTube | streaming | 481.14 | 84 | 4G | morning |
SES00000537 | 2025-09-27T10:00:00 | CUST2266802 | MTN | WhatsApp | social | 91.81 | 48 | 4G | morning |
SES00000538 | 2025-09-21T10:00:00 | CUST6936065 | Airtel | YouTube | streaming | 311.61 | 176 | 4G | morning |
SES00000539 | 2025-09-06T13:00:00 | CUST4819239 | Glo | Other | other | 40.15 | 125 | 4G | afternoon |
SES00000540 | 2025-09-11T23:00:00 | CUST7095925 | Airtel | WhatsApp | social | 95.11 | 71 | 4G | night |
SES00000541 | 2025-09-21T06:00:00 | CUST9099169 | MTN | WhatsApp | social | 34.31 | 136 | 3G | morning |
SES00000542 | 2025-09-15T23:00:00 | CUST1337292 | Glo | WhatsApp | social | 65.77 | 13 | 4G | night |
SES00000543 | 2025-09-25T02:00:00 | CUST4477434 | MTN | WhatsApp | social | 29.22 | 26 | 4G | night |
SES00000544 | 2025-09-12T08:00:00 | CUST2795955 | MTN | Facebook | social | 27.38 | 90 | 4G | morning |
SES00000545 | 2025-09-09T20:00:00 | CUST4501898 | Glo | YouTube | streaming | 409.4 | 180 | 3G | evening |
SES00000546 | 2025-09-26T13:00:00 | CUST6301954 | 9mobile | WhatsApp | social | 33.05 | 137 | 4G | afternoon |
SES00000547 | 2025-09-12T19:00:00 | CUST6051441 | Glo | WhatsApp | social | 54.46 | 152 | 4G | evening |
SES00000548 | 2025-09-29T12:00:00 | CUST2761763 | Airtel | Instagram | social | 127.35 | 77 | 4G | afternoon |
SES00000549 | 2025-09-18T20:00:00 | CUST2279370 | MTN | WhatsApp | social | 18.83 | 130 | 5G | evening |
SES00000550 | 2025-09-10T09:00:00 | CUST4566840 | MTN | Telegram | social | 85.14 | 180 | 3G | morning |
SES00000551 | 2025-09-28T12:00:00 | CUST9569536 | 9mobile | Instagram | social | 88.57 | 43 | 4G | afternoon |
SES00000552 | 2025-09-30T17:00:00 | CUST4819003 | Glo | WhatsApp | social | 40.42 | 65 | 3G | evening |
SES00000553 | 2025-09-03T14:00:00 | CUST5805090 | Glo | YouTube | streaming | 62.37 | 2 | 3G | afternoon |
SES00000554 | 2025-09-23T14:00:00 | CUST6854546 | Glo | WhatsApp | social | 94.41 | 120 | 3G | afternoon |
SES00000555 | 2025-09-28T20:00:00 | CUST5554766 | MTN | YouTube | streaming | 277.95 | 114 | 5G | evening |
SES00000556 | 2025-09-03T22:00:00 | CUST2437770 | Airtel | Facebook | social | 66.08 | 115 | 4G | night |
SES00000557 | 2025-09-29T21:00:00 | CUST5190609 | MTN | Facebook | social | 176.02 | 10 | 5G | evening |
SES00000558 | 2025-09-15T09:00:00 | CUST5682123 | Airtel | Facebook | social | 50.47 | 67 | 3G | morning |
SES00000559 | 2025-09-10T01:00:00 | CUST7649911 | Airtel | Other | other | 12.97 | 101 | 4G | night |
SES00000560 | 2025-09-09T04:00:00 | CUST1711125 | Glo | Facebook | social | 101.65 | 96 | 4G | night |
SES00000561 | 2025-09-17T19:00:00 | CUST2092937 | MTN | Instagram | social | 53.3 | 178 | 4G | evening |
SES00000562 | 2025-09-04T05:00:00 | CUST3295099 | MTN | WhatsApp | social | 52.83 | 142 | 4G | morning |
SES00000563 | 2025-09-06T03:00:00 | CUST3719683 | Airtel | WhatsApp | social | 78.67 | 65 | 3G | night |
SES00000564 | 2025-09-19T19:00:00 | CUST8913761 | 9mobile | Other | other | 5.22 | 166 | 4G | evening |
SES00000565 | 2025-09-09T17:00:00 | CUST4908920 | MTN | YouTube | streaming | 340.69 | 172 | 4G | evening |
SES00000566 | 2025-09-23T17:00:00 | CUST8610821 | Glo | Instagram | social | 122.98 | 32 | 4G | evening |
SES00000567 | 2025-09-11T23:00:00 | CUST2476997 | MTN | Instagram | social | 140.53 | 34 | 4G | night |
SES00000568 | 2025-09-26T21:00:00 | CUST5150364 | Glo | WhatsApp | social | 84.6 | 65 | 4G | evening |
SES00000569 | 2025-09-17T15:00:00 | CUST9064600 | MTN | Twitter/X | social | 66.43 | 173 | 2G | afternoon |
SES00000570 | 2025-09-13T15:00:00 | CUST9206282 | Airtel | Instagram | social | 172.03 | 26 | 2G | afternoon |
SES00000571 | 2025-09-24T02:00:00 | CUST4299343 | Glo | Facebook | social | 46.63 | 144 | 3G | night |
SES00000572 | 2025-09-02T09:00:00 | CUST4223690 | MTN | WhatsApp | social | 25.61 | 38 | 3G | morning |
SES00000573 | 2025-09-30T11:00:00 | CUST3125622 | Airtel | Facebook | social | 64.79 | 124 | 4G | morning |
SES00000574 | 2025-09-13T09:00:00 | CUST7978922 | MTN | Instagram | social | 174.34 | 58 | 4G | morning |
SES00000575 | 2025-10-01T13:00:00 | CUST8752674 | Airtel | YouTube | streaming | 122.09 | 19 | 4G | afternoon |
SES00000576 | 2025-09-12T17:00:00 | CUST3151005 | Airtel | WhatsApp | social | 15.57 | 11 | 3G | evening |
SES00000577 | 2025-09-22T23:00:00 | CUST6771162 | Glo | YouTube | streaming | 255.96 | 128 | 4G | night |
SES00000578 | 2025-09-19T10:00:00 | CUST5916965 | Glo | WhatsApp | social | 37.95 | 125 | 4G | morning |
SES00000579 | 2025-09-25T20:00:00 | CUST4117647 | 9mobile | Facebook | social | 169.71 | 69 | 4G | evening |
SES00000580 | 2025-09-26T10:00:00 | CUST6421006 | Airtel | WhatsApp | social | 64.28 | 69 | 5G | morning |
SES00000581 | 2025-09-21T22:00:00 | CUST6625621 | MTN | WhatsApp | social | 75.23 | 84 | 3G | night |
SES00000582 | 2025-09-18T08:00:00 | CUST8352103 | Glo | WhatsApp | social | 52.89 | 53 | 4G | morning |
SES00000583 | 2025-09-21T07:00:00 | CUST8601819 | MTN | Facebook | social | 189.79 | 71 | 4G | morning |
SES00000584 | 2025-09-21T18:00:00 | CUST8793895 | MTN | Instagram | social | 40.08 | 78 | 3G | evening |
SES00000585 | 2025-09-11T18:00:00 | CUST1956941 | Airtel | Facebook | social | 175.96 | 5 | 4G | evening |
SES00000586 | 2025-09-21T11:00:00 | CUST1800357 | Airtel | Instagram | social | 31.78 | 168 | 4G | morning |
SES00000587 | 2025-09-25T17:00:00 | CUST9374675 | Glo | Facebook | social | 93.1 | 92 | 4G | evening |
SES00000588 | 2025-09-07T08:00:00 | CUST8678954 | Glo | TikTok | streaming | 110.07 | 90 | 4G | morning |
SES00000589 | 2025-09-30T14:00:00 | CUST2734602 | Glo | Telegram | social | 17.83 | 40 | 5G | afternoon |
SES00000590 | 2025-09-14T17:00:00 | CUST2413591 | MTN | YouTube | streaming | 116.83 | 169 | 3G | evening |
SES00000591 | 2025-09-11T05:00:00 | CUST6604450 | Glo | YouTube | streaming | 125.82 | 131 | 4G | morning |
SES00000592 | 2025-09-08T19:00:00 | CUST5904429 | MTN | WhatsApp | social | 7.21 | 59 | 4G | evening |
SES00000593 | 2025-09-29T21:00:00 | CUST1414656 | Airtel | YouTube | streaming | 301.36 | 3 | 4G | evening |
SES00000594 | 2025-09-02T16:00:00 | CUST9973925 | MTN | WhatsApp | social | 57.57 | 37 | 2G | afternoon |
SES00000595 | 2025-09-23T03:00:00 | CUST9073623 | Glo | WhatsApp | social | 8.3 | 128 | 5G | night |
SES00000596 | 2025-09-13T16:00:00 | CUST1602464 | MTN | YouTube | streaming | 126.63 | 168 | 4G | afternoon |
SES00000597 | 2025-09-29T21:00:00 | CUST6414717 | MTN | YouTube | streaming | 451.56 | 138 | 5G | evening |
SES00000598 | 2025-09-20T01:00:00 | CUST2528445 | Airtel | WhatsApp | social | 31.57 | 4 | 4G | night |
SES00000599 | 2025-09-11T22:00:00 | CUST1825780 | Glo | Facebook | social | 24.56 | 10 | 4G | night |
SES00000600 | 2025-09-16T23:00:00 | CUST7208840 | Airtel | Instagram | social | 41.94 | 118 | 3G | night |
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