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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000901 | 2025-09-02T00:00:00 | CUST9764849 | Airtel | WhatsApp | social | 38.61 | 51 | 3G | night |
SES00000902 | 2025-09-16T11:00:00 | CUST1033794 | Glo | WhatsApp | social | 82.31 | 151 | 3G | morning |
SES00000903 | 2025-09-12T15:00:00 | CUST9381266 | MTN | WhatsApp | social | 7.57 | 71 | 4G | afternoon |
SES00000904 | 2025-09-02T00:00:00 | CUST3745586 | Airtel | TikTok | streaming | 404.76 | 110 | 4G | night |
SES00000905 | 2025-09-09T12:00:00 | CUST4533851 | MTN | WhatsApp | social | 62.35 | 75 | 4G | afternoon |
SES00000906 | 2025-09-09T11:00:00 | CUST6048087 | Glo | WhatsApp | social | 8.22 | 23 | 2G | morning |
SES00000907 | 2025-10-01T07:00:00 | CUST8291684 | MTN | Facebook | social | 176.36 | 145 | 4G | morning |
SES00000908 | 2025-09-17T02:00:00 | CUST6580156 | Airtel | Facebook | social | 126.34 | 89 | 3G | night |
SES00000909 | 2025-09-09T02:00:00 | CUST9099653 | Glo | YouTube | streaming | 239.95 | 138 | 3G | night |
SES00000910 | 2025-09-15T11:00:00 | CUST2109869 | Airtel | WhatsApp | social | 90.99 | 55 | 3G | morning |
SES00000911 | 2025-09-10T03:00:00 | CUST8648478 | Glo | WhatsApp | social | 47.67 | 21 | 4G | night |
SES00000912 | 2025-09-14T15:00:00 | CUST9085535 | MTN | Instagram | social | 102.94 | 153 | 4G | afternoon |
SES00000913 | 2025-09-17T11:00:00 | CUST9061937 | MTN | TikTok | streaming | 266.76 | 80 | 4G | morning |
SES00000914 | 2025-09-02T02:00:00 | CUST7043661 | Glo | WhatsApp | social | 9.33 | 41 | 4G | night |
SES00000915 | 2025-09-28T10:00:00 | CUST7900184 | Glo | Facebook | social | 126.02 | 166 | 4G | morning |
SES00000916 | 2025-09-08T18:00:00 | CUST1667736 | Airtel | WhatsApp | social | 37.05 | 166 | 4G | evening |
SES00000917 | 2025-09-23T11:00:00 | CUST4482837 | Glo | YouTube | streaming | 139.81 | 39 | 3G | morning |
SES00000918 | 2025-09-15T15:00:00 | CUST2027713 | MTN | TikTok | streaming | 189.54 | 11 | 3G | afternoon |
SES00000919 | 2025-09-02T03:00:00 | CUST7436213 | Airtel | WhatsApp | social | 55.8 | 178 | 4G | night |
SES00000920 | 2025-09-27T07:00:00 | CUST6234171 | MTN | Facebook | social | 27.97 | 148 | 5G | morning |
SES00000921 | 2025-09-13T22:00:00 | CUST6448686 | 9mobile | WhatsApp | social | 82.21 | 77 | 4G | night |
SES00000922 | 2025-09-06T16:00:00 | CUST4848340 | Glo | WhatsApp | social | 41.26 | 53 | 4G | afternoon |
SES00000923 | 2025-09-10T13:00:00 | CUST1963805 | Airtel | Facebook | social | 192.68 | 97 | 3G | afternoon |
SES00000924 | 2025-09-24T22:00:00 | CUST5856786 | MTN | WhatsApp | social | 80.64 | 99 | 2G | night |
SES00000925 | 2025-09-06T19:00:00 | CUST7787852 | 9mobile | WhatsApp | social | 66.26 | 32 | 4G | evening |
SES00000926 | 2025-09-18T02:00:00 | CUST6525962 | Glo | WhatsApp | social | 23.78 | 179 | 4G | night |
SES00000927 | 2025-09-27T16:00:00 | CUST6324464 | Airtel | Facebook | social | 99.02 | 10 | 4G | afternoon |
SES00000928 | 2025-09-12T08:00:00 | CUST6054713 | MTN | WhatsApp | social | 76.46 | 7 | 4G | morning |
SES00000929 | 2025-09-06T03:00:00 | CUST3454701 | Airtel | YouTube | streaming | 129.85 | 114 | 2G | night |
SES00000930 | 2025-09-30T12:00:00 | CUST4840503 | MTN | WhatsApp | social | 79.41 | 88 | 4G | afternoon |
SES00000931 | 2025-09-01T16:00:00 | CUST5769382 | MTN | WhatsApp | social | 60.29 | 109 | 2G | afternoon |
SES00000932 | 2025-09-02T15:00:00 | CUST3200194 | 9mobile | WhatsApp | social | 18.22 | 61 | 3G | afternoon |
SES00000933 | 2025-09-22T08:00:00 | CUST4930643 | MTN | Instagram | social | 50.64 | 126 | 4G | morning |
SES00000934 | 2025-09-28T13:00:00 | CUST5449817 | Airtel | WhatsApp | social | 97.48 | 28 | 5G | afternoon |
SES00000935 | 2025-09-13T15:00:00 | CUST6803109 | Glo | Instagram | social | 166.19 | 20 | 4G | afternoon |
SES00000936 | 2025-09-18T09:00:00 | CUST4141526 | MTN | Instagram | social | 143.79 | 158 | 4G | morning |
SES00000937 | 2025-10-01T07:00:00 | CUST7020167 | MTN | Instagram | social | 89.55 | 79 | 3G | morning |
SES00000938 | 2025-09-13T17:00:00 | CUST1380852 | Glo | WhatsApp | social | 24.95 | 55 | 4G | evening |
SES00000939 | 2025-09-13T04:00:00 | CUST9770631 | Airtel | WhatsApp | social | 17.41 | 76 | 4G | night |
SES00000940 | 2025-09-11T17:00:00 | CUST6871383 | Glo | YouTube | streaming | 441.79 | 57 | 3G | evening |
SES00000941 | 2025-09-13T07:00:00 | CUST5821295 | Airtel | WhatsApp | social | 67.79 | 15 | 4G | morning |
SES00000942 | 2025-09-21T21:00:00 | CUST4658860 | Glo | WhatsApp | social | 86.24 | 155 | 3G | evening |
SES00000943 | 2025-09-06T00:00:00 | CUST1224111 | MTN | WhatsApp | social | 84.06 | 80 | 4G | night |
SES00000944 | 2025-09-04T15:00:00 | CUST5746925 | Airtel | WhatsApp | social | 28.96 | 85 | 4G | afternoon |
SES00000945 | 2025-09-02T18:00:00 | CUST6054740 | Glo | WhatsApp | social | 82.03 | 121 | 4G | evening |
SES00000946 | 2025-09-09T13:00:00 | CUST9977711 | Glo | WhatsApp | social | 13 | 60 | 4G | afternoon |
SES00000947 | 2025-09-15T13:00:00 | CUST3986091 | Airtel | TikTok | streaming | 344.22 | 146 | 4G | afternoon |
SES00000948 | 2025-09-27T15:00:00 | CUST6826017 | Airtel | Instagram | social | 129 | 107 | 4G | afternoon |
SES00000949 | 2025-09-01T12:00:00 | CUST5474626 | Airtel | WhatsApp | social | 32.05 | 78 | 4G | afternoon |
SES00000950 | 2025-09-09T03:00:00 | CUST1448857 | Airtel | YouTube | streaming | 329.48 | 150 | 4G | night |
SES00000951 | 2025-09-09T20:00:00 | CUST5172493 | Glo | Facebook | social | 145.6 | 27 | 3G | evening |
SES00000952 | 2025-09-08T08:00:00 | CUST9696765 | MTN | Instagram | social | 77.37 | 123 | 3G | morning |
SES00000953 | 2025-09-26T00:00:00 | CUST8960156 | Airtel | TikTok | streaming | 427.87 | 157 | 2G | night |
SES00000954 | 2025-09-28T14:00:00 | CUST4844172 | MTN | Facebook | social | 97.69 | 70 | 5G | afternoon |
SES00000955 | 2025-09-06T05:00:00 | CUST7803630 | Glo | Twitter/X | social | 108.24 | 150 | 4G | morning |
SES00000956 | 2025-09-11T05:00:00 | CUST5722397 | MTN | WhatsApp | social | 98.22 | 144 | 4G | morning |
SES00000957 | 2025-09-11T22:00:00 | CUST4530384 | Glo | Facebook | social | 167.3 | 99 | 5G | night |
SES00000958 | 2025-09-12T21:00:00 | CUST1302680 | Airtel | YouTube | streaming | 447.42 | 59 | 4G | evening |
SES00000959 | 2025-09-14T18:00:00 | CUST2472160 | MTN | YouTube | streaming | 128.86 | 58 | 4G | evening |
SES00000960 | 2025-09-14T17:00:00 | CUST6415558 | Airtel | WhatsApp | social | 65.36 | 104 | 4G | evening |
SES00000961 | 2025-09-24T06:00:00 | CUST8556411 | Airtel | Instagram | social | 79.35 | 30 | 3G | morning |
SES00000962 | 2025-09-12T23:00:00 | CUST3369896 | MTN | Instagram | social | 54.48 | 3 | 4G | night |
SES00000963 | 2025-09-29T07:00:00 | CUST8139129 | Airtel | Twitter/X | social | 149.66 | 131 | 2G | morning |
SES00000964 | 2025-09-24T06:00:00 | CUST1569753 | MTN | YouTube | streaming | 136.81 | 1 | 4G | morning |
SES00000965 | 2025-09-28T16:00:00 | CUST2957143 | MTN | YouTube | streaming | 230.39 | 84 | 4G | afternoon |
SES00000966 | 2025-09-30T19:00:00 | CUST2288500 | MTN | Twitter/X | social | 167.95 | 46 | 4G | evening |
SES00000967 | 2025-09-07T13:00:00 | CUST2684170 | Glo | WhatsApp | social | 44.28 | 98 | 4G | afternoon |
SES00000968 | 2025-09-22T21:00:00 | CUST1415036 | 9mobile | TikTok | streaming | 461.07 | 138 | 3G | evening |
SES00000969 | 2025-09-12T22:00:00 | CUST4846805 | MTN | YouTube | streaming | 118.05 | 122 | 4G | night |
SES00000970 | 2025-10-01T23:00:00 | CUST7048658 | MTN | Twitter/X | social | 180.48 | 178 | 3G | night |
SES00000971 | 2025-09-01T21:00:00 | CUST8872527 | Glo | Facebook | social | 109.41 | 52 | 4G | evening |
SES00000972 | 2025-09-01T22:00:00 | CUST8761593 | 9mobile | YouTube | streaming | 85.25 | 68 | 3G | night |
SES00000973 | 2025-09-05T21:00:00 | CUST3830824 | 9mobile | YouTube | streaming | 239.15 | 152 | 4G | evening |
SES00000974 | 2025-09-22T02:00:00 | CUST3593529 | Airtel | WhatsApp | social | 72.26 | 128 | 3G | night |
SES00000975 | 2025-09-22T05:00:00 | CUST5375677 | MTN | YouTube | streaming | 449.5 | 59 | 4G | morning |
SES00000976 | 2025-09-18T20:00:00 | CUST6705677 | 9mobile | Instagram | social | 120.68 | 87 | 4G | evening |
SES00000977 | 2025-09-04T22:00:00 | CUST7246895 | Glo | Facebook | social | 61.1 | 44 | 4G | night |
SES00000978 | 2025-09-23T20:00:00 | CUST7271395 | Airtel | TikTok | streaming | 360.92 | 90 | 5G | evening |
SES00000979 | 2025-09-22T13:00:00 | CUST1188571 | Airtel | TikTok | streaming | 481.93 | 160 | 4G | afternoon |
SES00000980 | 2025-09-10T06:00:00 | CUST7080523 | Glo | YouTube | streaming | 115.28 | 99 | 4G | morning |
SES00000981 | 2025-09-17T20:00:00 | CUST7069595 | Airtel | Facebook | social | 11.84 | 44 | 4G | evening |
SES00000982 | 2025-09-24T17:00:00 | CUST2986691 | Glo | Instagram | social | 97.2 | 88 | 2G | evening |
SES00000983 | 2025-09-22T00:00:00 | CUST2817692 | MTN | TikTok | streaming | 172.96 | 64 | 4G | night |
SES00000984 | 2025-09-01T23:00:00 | CUST8155191 | 9mobile | WhatsApp | social | 67.33 | 47 | 4G | night |
SES00000985 | 2025-09-22T21:00:00 | CUST1870399 | Glo | WhatsApp | social | 61.38 | 14 | 4G | evening |
SES00000986 | 2025-09-30T06:00:00 | CUST2300531 | MTN | Telegram | social | 10.31 | 19 | 4G | morning |
SES00000987 | 2025-09-02T01:00:00 | CUST4712702 | Airtel | YouTube | streaming | 209.53 | 82 | 4G | night |
SES00000988 | 2025-09-02T00:00:00 | CUST3933889 | MTN | YouTube | streaming | 454.5 | 103 | 4G | night |
SES00000989 | 2025-09-20T04:00:00 | CUST7942995 | MTN | TikTok | streaming | 252.05 | 119 | 3G | night |
SES00000990 | 2025-09-22T03:00:00 | CUST8369822 | Airtel | Other | other | 28.47 | 78 | 5G | night |
SES00000991 | 2025-09-27T01:00:00 | CUST8456380 | 9mobile | Facebook | social | 190.46 | 1 | 4G | night |
SES00000992 | 2025-09-04T20:00:00 | CUST5983844 | MTN | WhatsApp | social | 8.44 | 125 | 5G | evening |
SES00000993 | 2025-09-01T08:00:00 | CUST1953173 | MTN | Instagram | social | 83.34 | 57 | 5G | morning |
SES00000994 | 2025-09-14T00:00:00 | CUST9015637 | MTN | WhatsApp | social | 96.32 | 69 | 3G | night |
SES00000995 | 2025-09-08T06:00:00 | CUST1203032 | 9mobile | YouTube | streaming | 228.48 | 107 | 2G | morning |
SES00000996 | 2025-09-30T15:00:00 | CUST7023277 | MTN | WhatsApp | social | 89.35 | 164 | 4G | afternoon |
SES00000997 | 2025-09-13T17:00:00 | CUST7121253 | Glo | WhatsApp | social | 5.22 | 170 | 3G | evening |
SES00000998 | 2025-09-06T07:00:00 | CUST9571923 | Airtel | YouTube | streaming | 437.33 | 98 | 5G | morning |
SES00000999 | 2025-09-27T17:00:00 | CUST8515065 | MTN | WhatsApp | social | 20.03 | 7 | 4G | evening |
SES00001000 | 2025-09-18T15:00:00 | CUST9831610 | MTN | WhatsApp | social | 56.25 | 36 | 4G | afternoon |
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