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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000201 | 2025-09-03T23:00:00 | CUST4115395 | MTN | Telegram | social | 8.33 | 50 | 3G | night |
SES00000202 | 2025-09-10T14:00:00 | CUST3800247 | Airtel | YouTube | streaming | 327.26 | 78 | 3G | afternoon |
SES00000203 | 2025-09-23T20:00:00 | CUST6535998 | Glo | Instagram | social | 152.48 | 159 | 4G | evening |
SES00000204 | 2025-09-22T03:00:00 | CUST6807826 | Airtel | WhatsApp | social | 84.87 | 78 | 4G | night |
SES00000205 | 2025-09-28T23:00:00 | CUST5864893 | 9mobile | Twitter/X | social | 17.48 | 50 | 5G | night |
SES00000206 | 2025-09-24T05:00:00 | CUST8131469 | MTN | YouTube | streaming | 399.39 | 83 | 5G | morning |
SES00000207 | 2025-09-14T03:00:00 | CUST5964400 | Airtel | WhatsApp | social | 99.08 | 67 | 4G | night |
SES00000208 | 2025-09-15T14:00:00 | CUST8428223 | MTN | WhatsApp | social | 95.56 | 119 | 4G | afternoon |
SES00000209 | 2025-09-07T08:00:00 | CUST3846489 | Airtel | WhatsApp | social | 15.94 | 176 | 4G | morning |
SES00000210 | 2025-09-25T04:00:00 | CUST1710413 | MTN | Instagram | social | 124.62 | 32 | 4G | night |
SES00000211 | 2025-09-27T16:00:00 | CUST9990742 | MTN | YouTube | streaming | 185.37 | 46 | 4G | afternoon |
SES00000212 | 2025-09-28T16:00:00 | CUST3495413 | MTN | Other | other | 38.85 | 48 | 3G | afternoon |
SES00000213 | 2025-09-26T23:00:00 | CUST9290352 | Glo | WhatsApp | social | 47.51 | 156 | 3G | night |
SES00000214 | 2025-09-18T02:00:00 | CUST8103173 | MTN | Facebook | social | 162.68 | 156 | 4G | night |
SES00000215 | 2025-09-29T13:00:00 | CUST9526061 | Airtel | WhatsApp | social | 77.23 | 115 | 3G | afternoon |
SES00000216 | 2025-09-25T14:00:00 | CUST8146907 | Glo | Instagram | social | 51.85 | 101 | 4G | afternoon |
SES00000217 | 2025-09-25T16:00:00 | CUST3141039 | 9mobile | YouTube | streaming | 176.16 | 46 | 5G | afternoon |
SES00000218 | 2025-09-29T10:00:00 | CUST4684792 | Airtel | TikTok | streaming | 479.79 | 156 | 4G | morning |
SES00000219 | 2025-09-07T19:00:00 | CUST5274766 | MTN | WhatsApp | social | 82.6 | 56 | 4G | evening |
SES00000220 | 2025-09-28T09:00:00 | CUST4955904 | MTN | TikTok | streaming | 232.02 | 147 | 4G | morning |
SES00000221 | 2025-09-15T21:00:00 | CUST6122191 | MTN | Facebook | social | 134.44 | 92 | 4G | evening |
SES00000222 | 2025-09-08T23:00:00 | CUST9715809 | MTN | WhatsApp | social | 39.39 | 141 | 4G | night |
SES00000223 | 2025-09-05T13:00:00 | CUST2958683 | MTN | WhatsApp | social | 57.76 | 58 | 5G | afternoon |
SES00000224 | 2025-09-01T14:00:00 | CUST5510663 | Airtel | Telegram | social | 28.95 | 164 | 4G | afternoon |
SES00000225 | 2025-09-18T11:00:00 | CUST4548775 | MTN | Instagram | social | 61.51 | 175 | 4G | morning |
SES00000226 | 2025-09-20T15:00:00 | CUST2123595 | 9mobile | YouTube | streaming | 195.39 | 68 | 4G | afternoon |
SES00000227 | 2025-09-01T13:00:00 | CUST3645912 | 9mobile | WhatsApp | social | 64.78 | 106 | 4G | afternoon |
SES00000228 | 2025-09-08T19:00:00 | CUST3790854 | Glo | Instagram | social | 193.32 | 114 | 3G | evening |
SES00000229 | 2025-09-01T17:00:00 | CUST2283391 | Glo | Instagram | social | 63.35 | 57 | 4G | evening |
SES00000230 | 2025-10-01T00:00:00 | CUST1396515 | Glo | WhatsApp | social | 39.3 | 58 | 4G | night |
SES00000231 | 2025-09-13T11:00:00 | CUST5026633 | MTN | WhatsApp | social | 81.29 | 8 | 3G | morning |
SES00000232 | 2025-09-09T10:00:00 | CUST7955857 | Airtel | Twitter/X | social | 49.96 | 42 | 4G | morning |
SES00000233 | 2025-09-05T12:00:00 | CUST7212742 | MTN | WhatsApp | social | 58.21 | 43 | 4G | afternoon |
SES00000234 | 2025-09-20T08:00:00 | CUST4624744 | Glo | WhatsApp | social | 80.56 | 126 | 3G | morning |
SES00000235 | 2025-09-03T02:00:00 | CUST2189145 | Glo | Facebook | social | 103.41 | 31 | 4G | night |
SES00000236 | 2025-09-23T10:00:00 | CUST6370358 | 9mobile | WhatsApp | social | 40.65 | 137 | 5G | morning |
SES00000237 | 2025-09-08T18:00:00 | CUST7875265 | Airtel | Facebook | social | 72.76 | 107 | 4G | evening |
SES00000238 | 2025-09-08T08:00:00 | CUST5618496 | Airtel | Telegram | social | 73.02 | 111 | 4G | morning |
SES00000239 | 2025-09-19T19:00:00 | CUST9660777 | MTN | Twitter/X | social | 56.87 | 98 | 4G | evening |
SES00000240 | 2025-09-09T21:00:00 | CUST6827018 | Glo | Twitter/X | social | 184.72 | 78 | 3G | evening |
SES00000241 | 2025-09-26T23:00:00 | CUST5731406 | Airtel | WhatsApp | social | 37.88 | 38 | 4G | night |
SES00000242 | 2025-09-05T17:00:00 | CUST8478389 | Glo | Instagram | social | 159.71 | 152 | 4G | evening |
SES00000243 | 2025-09-22T23:00:00 | CUST7681405 | MTN | Facebook | social | 194.88 | 110 | 4G | night |
SES00000244 | 2025-09-05T01:00:00 | CUST7790820 | Glo | YouTube | streaming | 248.94 | 78 | 4G | night |
SES00000245 | 2025-09-28T05:00:00 | CUST7032047 | MTN | TikTok | streaming | 109.81 | 123 | 3G | morning |
SES00000246 | 2025-09-09T08:00:00 | CUST6714506 | Airtel | Facebook | social | 93.13 | 169 | 4G | morning |
SES00000247 | 2025-09-03T17:00:00 | CUST4152857 | MTN | WhatsApp | social | 54.6 | 73 | 3G | evening |
SES00000248 | 2025-09-04T20:00:00 | CUST7569706 | MTN | TikTok | streaming | 223.25 | 153 | 4G | evening |
SES00000249 | 2025-09-25T04:00:00 | CUST9992445 | Glo | WhatsApp | social | 59.85 | 18 | 4G | night |
SES00000250 | 2025-09-29T21:00:00 | CUST7463823 | Airtel | TikTok | streaming | 161.86 | 104 | 4G | evening |
SES00000251 | 2025-09-25T02:00:00 | CUST2978371 | 9mobile | Telegram | social | 18.02 | 94 | 3G | night |
SES00000252 | 2025-09-30T01:00:00 | CUST4748978 | MTN | Facebook | social | 191.71 | 74 | 3G | night |
SES00000253 | 2025-09-01T09:00:00 | CUST8593121 | MTN | WhatsApp | social | 58.04 | 89 | 3G | morning |
SES00000254 | 2025-09-06T07:00:00 | CUST7337255 | Glo | Facebook | social | 48.09 | 15 | 3G | morning |
SES00000255 | 2025-09-16T18:00:00 | CUST3197517 | Glo | WhatsApp | social | 37.6 | 83 | 4G | evening |
SES00000256 | 2025-09-27T13:00:00 | CUST2475844 | Airtel | YouTube | streaming | 397.14 | 20 | 4G | afternoon |
SES00000257 | 2025-09-15T12:00:00 | CUST5192340 | Airtel | Facebook | social | 136.74 | 45 | 4G | afternoon |
SES00000258 | 2025-09-20T01:00:00 | CUST6292680 | Glo | TikTok | streaming | 82.08 | 146 | 2G | night |
SES00000259 | 2025-09-21T22:00:00 | CUST4862649 | Glo | Twitter/X | social | 89.71 | 170 | 4G | night |
SES00000260 | 2025-09-10T06:00:00 | CUST2760029 | MTN | Other | other | 24.73 | 69 | 3G | morning |
SES00000261 | 2025-09-08T06:00:00 | CUST5822376 | Glo | WhatsApp | social | 81.05 | 91 | 2G | morning |
SES00000262 | 2025-09-10T09:00:00 | CUST1597898 | MTN | YouTube | streaming | 490.78 | 161 | 4G | morning |
SES00000263 | 2025-09-04T08:00:00 | CUST3832972 | 9mobile | Facebook | social | 45.94 | 31 | 4G | morning |
SES00000264 | 2025-09-30T07:00:00 | CUST6907648 | Airtel | Telegram | social | 7.37 | 59 | 3G | morning |
SES00000265 | 2025-09-07T11:00:00 | CUST5972944 | Glo | WhatsApp | social | 9.03 | 173 | 4G | morning |
SES00000266 | 2025-09-21T00:00:00 | CUST3771140 | Airtel | WhatsApp | social | 49.68 | 169 | 4G | night |
SES00000267 | 2025-09-07T18:00:00 | CUST7700817 | 9mobile | Facebook | social | 46.96 | 22 | 4G | evening |
SES00000268 | 2025-09-26T03:00:00 | CUST4536783 | MTN | Twitter/X | social | 59.01 | 83 | 3G | night |
SES00000269 | 2025-09-28T16:00:00 | CUST6044808 | MTN | Facebook | social | 97.43 | 49 | 4G | afternoon |
SES00000270 | 2025-09-04T15:00:00 | CUST8210187 | MTN | YouTube | streaming | 170.22 | 22 | 4G | afternoon |
SES00000271 | 2025-09-21T04:00:00 | CUST2058127 | MTN | WhatsApp | social | 50.39 | 135 | 3G | night |
SES00000272 | 2025-09-11T22:00:00 | CUST3803831 | MTN | WhatsApp | social | 8.44 | 65 | 4G | night |
SES00000273 | 2025-09-15T08:00:00 | CUST2711286 | 9mobile | TikTok | streaming | 482.2 | 110 | 2G | morning |
SES00000274 | 2025-09-09T18:00:00 | CUST4266688 | Airtel | Facebook | social | 26.16 | 137 | 4G | evening |
SES00000275 | 2025-09-10T11:00:00 | CUST4397406 | MTN | WhatsApp | social | 34.47 | 146 | 3G | morning |
SES00000276 | 2025-09-29T11:00:00 | CUST4517687 | Glo | WhatsApp | social | 35.88 | 169 | 4G | morning |
SES00000277 | 2025-09-04T08:00:00 | CUST5364608 | MTN | TikTok | streaming | 494.52 | 21 | 3G | morning |
SES00000278 | 2025-09-17T05:00:00 | CUST7137122 | Airtel | Twitter/X | social | 114.98 | 122 | 4G | morning |
SES00000279 | 2025-09-17T00:00:00 | CUST8443187 | MTN | Facebook | social | 80.27 | 5 | 4G | night |
SES00000280 | 2025-09-18T14:00:00 | CUST9978199 | Glo | WhatsApp | social | 96.96 | 106 | 4G | afternoon |
SES00000281 | 2025-09-24T11:00:00 | CUST8307971 | Airtel | YouTube | streaming | 312.89 | 178 | 3G | morning |
SES00000282 | 2025-09-18T06:00:00 | CUST8393378 | Airtel | Instagram | social | 21.25 | 177 | 4G | morning |
SES00000283 | 2025-09-17T17:00:00 | CUST9046731 | Glo | WhatsApp | social | 53.37 | 69 | 2G | evening |
SES00000284 | 2025-09-12T23:00:00 | CUST6446926 | MTN | YouTube | streaming | 241.34 | 89 | 4G | night |
SES00000285 | 2025-09-23T06:00:00 | CUST4697459 | 9mobile | Facebook | social | 78.16 | 83 | 4G | morning |
SES00000286 | 2025-09-19T03:00:00 | CUST7841246 | MTN | YouTube | streaming | 110.66 | 12 | 4G | night |
SES00000287 | 2025-09-24T05:00:00 | CUST7295940 | Glo | Facebook | social | 174.9 | 115 | 4G | morning |
SES00000288 | 2025-09-04T03:00:00 | CUST8373951 | Glo | Instagram | social | 176.58 | 33 | 4G | night |
SES00000289 | 2025-10-01T21:00:00 | CUST9883881 | MTN | Twitter/X | social | 100.29 | 57 | 4G | evening |
SES00000290 | 2025-09-12T16:00:00 | CUST8590621 | Airtel | Instagram | social | 41.34 | 177 | 3G | afternoon |
SES00000291 | 2025-09-22T00:00:00 | CUST1635459 | 9mobile | Instagram | social | 193.94 | 54 | 4G | night |
SES00000292 | 2025-09-10T22:00:00 | CUST4992066 | Glo | YouTube | streaming | 114.33 | 67 | 4G | night |
SES00000293 | 2025-09-29T13:00:00 | CUST7545181 | Glo | Instagram | social | 149.5 | 53 | 4G | afternoon |
SES00000294 | 2025-09-01T10:00:00 | CUST6401105 | Airtel | Facebook | social | 125.81 | 151 | 4G | morning |
SES00000295 | 2025-09-16T08:00:00 | CUST4407361 | MTN | TikTok | streaming | 365.6 | 85 | 4G | morning |
SES00000296 | 2025-09-12T08:00:00 | CUST9614338 | MTN | Telegram | social | 6.25 | 94 | 5G | morning |
SES00000297 | 2025-09-10T14:00:00 | CUST8324896 | MTN | WhatsApp | social | 67.7 | 40 | 4G | afternoon |
SES00000298 | 2025-09-12T14:00:00 | CUST1463696 | MTN | WhatsApp | social | 86.88 | 159 | 4G | afternoon |
SES00000299 | 2025-09-14T07:00:00 | CUST2392138 | Glo | YouTube | streaming | 51.4 | 16 | 2G | morning |
SES00000300 | 2025-09-17T04:00:00 | CUST1936396 | Airtel | Facebook | social | 44.81 | 17 | 4G | night |
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