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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000701 | 2025-09-14T16:00:00 | CUST7278420 | Airtel | YouTube | streaming | 145.93 | 31 | 4G | afternoon |
SES00000702 | 2025-10-01T05:00:00 | CUST1196068 | Glo | YouTube | streaming | 221.84 | 6 | 4G | morning |
SES00000703 | 2025-09-23T08:00:00 | CUST4703260 | MTN | Facebook | social | 74.48 | 141 | 3G | morning |
SES00000704 | 2025-09-02T23:00:00 | CUST2564515 | Airtel | TikTok | streaming | 167.85 | 99 | 3G | night |
SES00000705 | 2025-09-15T03:00:00 | CUST5684412 | 9mobile | Facebook | social | 191.8 | 35 | 3G | night |
SES00000706 | 2025-09-10T20:00:00 | CUST5576574 | MTN | Other | other | 34.73 | 50 | 4G | evening |
SES00000707 | 2025-09-03T13:00:00 | CUST1954692 | MTN | Twitter/X | social | 77.33 | 1 | 4G | afternoon |
SES00000708 | 2025-09-30T08:00:00 | CUST3215607 | 9mobile | Other | other | 25.2 | 77 | 4G | morning |
SES00000709 | 2025-09-11T11:00:00 | CUST4678859 | Airtel | Facebook | social | 178.38 | 122 | 5G | morning |
SES00000710 | 2025-09-24T07:00:00 | CUST4451155 | Glo | WhatsApp | social | 25.06 | 50 | 4G | morning |
SES00000711 | 2025-09-23T03:00:00 | CUST8858994 | 9mobile | Instagram | social | 172.77 | 19 | 4G | night |
SES00000712 | 2025-09-08T19:00:00 | CUST5735069 | MTN | WhatsApp | social | 5.71 | 52 | 4G | evening |
SES00000713 | 2025-09-02T00:00:00 | CUST5619131 | MTN | WhatsApp | social | 28.66 | 57 | 4G | night |
SES00000714 | 2025-09-24T08:00:00 | CUST6582707 | Airtel | Facebook | social | 176.93 | 174 | 3G | morning |
SES00000715 | 2025-09-17T10:00:00 | CUST6301661 | 9mobile | WhatsApp | social | 80.7 | 20 | 4G | morning |
SES00000716 | 2025-09-20T03:00:00 | CUST8459965 | MTN | YouTube | streaming | 320.11 | 3 | 4G | night |
SES00000717 | 2025-09-10T10:00:00 | CUST9060148 | Airtel | YouTube | streaming | 115.87 | 84 | 4G | morning |
SES00000718 | 2025-09-20T03:00:00 | CUST6918238 | Airtel | Twitter/X | social | 28.57 | 106 | 2G | night |
SES00000719 | 2025-09-04T05:00:00 | CUST4930978 | Airtel | YouTube | streaming | 431.53 | 53 | 4G | morning |
SES00000720 | 2025-09-21T20:00:00 | CUST8865623 | Glo | YouTube | streaming | 470.44 | 175 | 4G | evening |
SES00000721 | 2025-09-04T04:00:00 | CUST8956690 | MTN | WhatsApp | social | 83.82 | 76 | 3G | night |
SES00000722 | 2025-09-11T01:00:00 | CUST4146878 | MTN | Instagram | social | 191.09 | 16 | 3G | night |
SES00000723 | 2025-09-08T02:00:00 | CUST8121899 | MTN | Instagram | social | 44.8 | 102 | 4G | night |
SES00000724 | 2025-09-15T06:00:00 | CUST3175925 | MTN | Instagram | social | 144.3 | 85 | 3G | morning |
SES00000725 | 2025-09-22T17:00:00 | CUST9953585 | MTN | Instagram | social | 34.36 | 28 | 4G | evening |
SES00000726 | 2025-09-27T06:00:00 | CUST1331605 | Glo | Twitter/X | social | 72.87 | 170 | 2G | morning |
SES00000727 | 2025-09-01T02:00:00 | CUST6056158 | MTN | WhatsApp | social | 58.96 | 126 | 4G | night |
SES00000728 | 2025-09-11T19:00:00 | CUST2021394 | Airtel | YouTube | streaming | 385.65 | 119 | 3G | evening |
SES00000729 | 2025-09-11T11:00:00 | CUST7707526 | MTN | Instagram | social | 156.39 | 40 | 3G | morning |
SES00000730 | 2025-09-10T16:00:00 | CUST2971762 | MTN | Facebook | social | 163.81 | 166 | 4G | afternoon |
SES00000731 | 2025-09-05T23:00:00 | CUST6310811 | Glo | Telegram | social | 6.25 | 120 | 4G | night |
SES00000732 | 2025-09-08T15:00:00 | CUST6393934 | Airtel | WhatsApp | social | 32.81 | 158 | 4G | afternoon |
SES00000733 | 2025-09-24T02:00:00 | CUST7644877 | 9mobile | Facebook | social | 23.53 | 145 | 3G | night |
SES00000734 | 2025-09-18T08:00:00 | CUST5300362 | MTN | YouTube | streaming | 370.66 | 71 | 3G | morning |
SES00000735 | 2025-09-10T16:00:00 | CUST8340235 | MTN | WhatsApp | social | 31.84 | 130 | 3G | afternoon |
SES00000736 | 2025-09-25T11:00:00 | CUST1134451 | MTN | Facebook | social | 20.74 | 110 | 3G | morning |
SES00000737 | 2025-09-28T18:00:00 | CUST2043494 | Airtel | YouTube | streaming | 432.32 | 58 | 4G | evening |
SES00000738 | 2025-09-18T15:00:00 | CUST1165665 | Glo | WhatsApp | social | 87.92 | 146 | 4G | afternoon |
SES00000739 | 2025-09-26T19:00:00 | CUST8306367 | Glo | Facebook | social | 20.33 | 69 | 4G | evening |
SES00000740 | 2025-09-18T01:00:00 | CUST6266152 | MTN | YouTube | streaming | 230.02 | 96 | 3G | night |
SES00000741 | 2025-09-04T11:00:00 | CUST4944025 | Airtel | Twitter/X | social | 18.78 | 29 | 4G | morning |
SES00000742 | 2025-09-13T01:00:00 | CUST7127051 | MTN | Instagram | social | 96.95 | 126 | 3G | night |
SES00000743 | 2025-09-14T04:00:00 | CUST6872664 | MTN | Instagram | social | 173.48 | 177 | 2G | night |
SES00000744 | 2025-09-30T15:00:00 | CUST8581260 | Glo | Other | other | 36.66 | 68 | 3G | afternoon |
SES00000745 | 2025-10-01T13:00:00 | CUST6596952 | Glo | Instagram | social | 10.66 | 132 | 3G | afternoon |
SES00000746 | 2025-09-15T00:00:00 | CUST8471080 | Airtel | WhatsApp | social | 77.06 | 49 | 4G | night |
SES00000747 | 2025-09-06T00:00:00 | CUST1650179 | Glo | WhatsApp | social | 53.17 | 13 | 4G | night |
SES00000748 | 2025-09-13T10:00:00 | CUST3358666 | Glo | Facebook | social | 199.06 | 8 | 4G | morning |
SES00000749 | 2025-09-03T16:00:00 | CUST9501823 | Airtel | Instagram | social | 161.54 | 143 | 4G | afternoon |
SES00000750 | 2025-09-25T12:00:00 | CUST1158514 | MTN | Instagram | social | 71.43 | 108 | 5G | afternoon |
SES00000751 | 2025-09-29T21:00:00 | CUST4329742 | 9mobile | WhatsApp | social | 88.61 | 140 | 4G | evening |
SES00000752 | 2025-09-13T00:00:00 | CUST7163097 | Airtel | Facebook | social | 183.61 | 39 | 4G | night |
SES00000753 | 2025-09-13T20:00:00 | CUST5595208 | MTN | WhatsApp | social | 70.09 | 180 | 4G | evening |
SES00000754 | 2025-09-18T04:00:00 | CUST7644313 | MTN | WhatsApp | social | 66.16 | 18 | 4G | night |
SES00000755 | 2025-09-02T13:00:00 | CUST7228604 | MTN | YouTube | streaming | 335.16 | 125 | 4G | afternoon |
SES00000756 | 2025-09-29T02:00:00 | CUST7621376 | MTN | YouTube | streaming | 191.29 | 149 | 4G | night |
SES00000757 | 2025-09-29T08:00:00 | CUST8061560 | MTN | WhatsApp | social | 45.45 | 13 | 3G | morning |
SES00000758 | 2025-09-13T16:00:00 | CUST1264166 | MTN | TikTok | streaming | 436.44 | 161 | 3G | afternoon |
SES00000759 | 2025-10-01T20:00:00 | CUST3972174 | 9mobile | TikTok | streaming | 165.96 | 119 | 5G | evening |
SES00000760 | 2025-09-06T21:00:00 | CUST3722464 | Glo | TikTok | streaming | 316.02 | 26 | 2G | evening |
SES00000761 | 2025-09-30T00:00:00 | CUST7247948 | MTN | WhatsApp | social | 28.13 | 41 | 3G | night |
SES00000762 | 2025-09-14T21:00:00 | CUST1667529 | Airtel | WhatsApp | social | 50.94 | 126 | 4G | evening |
SES00000763 | 2025-09-20T17:00:00 | CUST4938777 | MTN | Other | other | 34.43 | 138 | 4G | evening |
SES00000764 | 2025-09-03T21:00:00 | CUST8249139 | 9mobile | Instagram | social | 171.29 | 90 | 3G | evening |
SES00000765 | 2025-09-27T09:00:00 | CUST1144984 | Airtel | Instagram | social | 34.16 | 24 | 4G | morning |
SES00000766 | 2025-09-03T13:00:00 | CUST6920817 | MTN | YouTube | streaming | 346.06 | 63 | 4G | afternoon |
SES00000767 | 2025-09-09T06:00:00 | CUST7256482 | 9mobile | WhatsApp | social | 11.29 | 143 | 4G | morning |
SES00000768 | 2025-09-11T17:00:00 | CUST7246680 | MTN | Instagram | social | 174.07 | 153 | 3G | evening |
SES00000769 | 2025-09-08T19:00:00 | CUST3554607 | Airtel | YouTube | streaming | 89.09 | 74 | 3G | evening |
SES00000770 | 2025-09-30T05:00:00 | CUST3108612 | MTN | Twitter/X | social | 88.11 | 9 | 5G | morning |
SES00000771 | 2025-09-29T10:00:00 | CUST1000756 | 9mobile | YouTube | streaming | 69.65 | 35 | 4G | morning |
SES00000772 | 2025-09-18T17:00:00 | CUST7134723 | MTN | YouTube | streaming | 306.03 | 82 | 4G | evening |
SES00000773 | 2025-09-06T17:00:00 | CUST9584925 | 9mobile | WhatsApp | social | 48.52 | 143 | 4G | evening |
SES00000774 | 2025-09-03T18:00:00 | CUST6504007 | MTN | Instagram | social | 42.4 | 96 | 3G | evening |
SES00000775 | 2025-09-30T21:00:00 | CUST2104298 | 9mobile | WhatsApp | social | 34.88 | 81 | 4G | evening |
SES00000776 | 2025-09-12T17:00:00 | CUST2623597 | Glo | Facebook | social | 140.37 | 161 | 4G | evening |
SES00000777 | 2025-09-19T09:00:00 | CUST7010536 | Airtel | WhatsApp | social | 76.94 | 70 | 4G | morning |
SES00000778 | 2025-09-12T23:00:00 | CUST5722220 | MTN | Instagram | social | 23.45 | 1 | 4G | night |
SES00000779 | 2025-09-12T14:00:00 | CUST6177597 | MTN | Twitter/X | social | 188.94 | 60 | 4G | afternoon |
SES00000780 | 2025-09-28T13:00:00 | CUST9923393 | Glo | Facebook | social | 126.6 | 27 | 3G | afternoon |
SES00000781 | 2025-09-09T05:00:00 | CUST4999498 | Airtel | Telegram | social | 33.54 | 116 | 5G | morning |
SES00000782 | 2025-09-04T06:00:00 | CUST3156801 | MTN | Instagram | social | 52.07 | 115 | 3G | morning |
SES00000783 | 2025-09-28T19:00:00 | CUST8190890 | MTN | YouTube | streaming | 455.9 | 102 | 4G | evening |
SES00000784 | 2025-09-17T07:00:00 | CUST6672427 | Airtel | Other | other | 44.55 | 71 | 4G | morning |
SES00000785 | 2025-09-06T06:00:00 | CUST1562647 | Airtel | WhatsApp | social | 24.83 | 178 | 3G | morning |
SES00000786 | 2025-09-08T03:00:00 | CUST3208654 | MTN | Other | other | 23.48 | 145 | 4G | night |
SES00000787 | 2025-09-27T15:00:00 | CUST7203409 | Glo | Twitter/X | social | 84.9 | 72 | 4G | afternoon |
SES00000788 | 2025-09-02T20:00:00 | CUST6465202 | Glo | Other | other | 8.81 | 155 | 4G | evening |
SES00000789 | 2025-09-29T03:00:00 | CUST5907480 | Airtel | WhatsApp | social | 93.41 | 159 | 4G | night |
SES00000790 | 2025-09-15T15:00:00 | CUST4127243 | MTN | WhatsApp | social | 24.53 | 127 | 3G | afternoon |
SES00000791 | 2025-09-05T08:00:00 | CUST2080884 | Airtel | Facebook | social | 190.15 | 113 | 5G | morning |
SES00000792 | 2025-09-10T19:00:00 | CUST7122451 | Glo | WhatsApp | social | 74.23 | 117 | 4G | evening |
SES00000793 | 2025-09-11T01:00:00 | CUST5532369 | Airtel | WhatsApp | social | 75.32 | 122 | 4G | night |
SES00000794 | 2025-09-06T06:00:00 | CUST6434514 | MTN | WhatsApp | social | 98 | 11 | 4G | morning |
SES00000795 | 2025-09-13T01:00:00 | CUST6505601 | Airtel | Twitter/X | social | 32.3 | 33 | 4G | night |
SES00000796 | 2025-09-30T22:00:00 | CUST3620656 | Glo | WhatsApp | social | 15.14 | 100 | 3G | night |
SES00000797 | 2025-09-06T09:00:00 | CUST3288552 | MTN | YouTube | streaming | 109.89 | 179 | 3G | morning |
SES00000798 | 2025-09-18T04:00:00 | CUST7763486 | 9mobile | YouTube | streaming | 321.93 | 140 | 3G | night |
SES00000799 | 2025-09-21T15:00:00 | CUST7466377 | 9mobile | WhatsApp | social | 56.49 | 65 | 3G | afternoon |
SES00000800 | 2025-09-05T18:00:00 | CUST9458345 | MTN | YouTube | streaming | 179.47 | 170 | 2G | evening |
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