customer_id string | phone_number string | operator string | month string | customer_segment string | voice_minutes int64 | data_gb float64 | sms_count int64 | city string | network_type string | account_type string |
|---|---|---|---|---|---|---|---|---|---|---|
CUST7025505 | +2348181394745 | 9mobile | 2025-09 | light | 16 | 2.34 | 30 | Port Harcourt | 4G | prepaid |
CUST6688649 | +2349064542969 | MTN | 2025-09 | light | 83 | 2.37 | 27 | Onitsha | 4G | postpaid |
CUST8378945 | +2348026638716 | Airtel | 2025-09 | medium | 117 | 4.67 | 62 | Lagos | 4G | prepaid |
CUST3744813 | +2348145297077 | MTN | 2025-09 | medium | 185 | 5.9 | 73 | Lagos | 4G | postpaid |
CUST9949198 | +2349033606937 | MTN | 2025-09 | medium | 392 | 3.31 | 142 | Lagos | 4G | prepaid |
CUST3811723 | +2349014388578 | Airtel | 2025-09 | light | 22 | 1.93 | 14 | Jos | 4G | prepaid |
CUST4714061 | +2347036684889 | MTN | 2025-09 | medium | 451 | 14.18 | 80 | Enugu | 4G | prepaid |
CUST8765889 | +2348105529676 | MTN | 2025-09 | heavy | 624 | 22.35 | 434 | Lagos | 3G | prepaid |
CUST9295421 | +2349014767921 | Airtel | 2025-09 | light | 13 | 1.13 | 40 | Abuja | 4G | prepaid |
CUST1967213 | +2348179155833 | 9mobile | 2025-09 | medium | 277 | 3.44 | 65 | Benin City | 4G | postpaid |
CUST9924037 | +2348051008970 | Glo | 2025-09 | light | 68 | 1.6 | 12 | Lagos | 4G | postpaid |
CUST9768977 | +2347061688797 | MTN | 2025-09 | medium | 385 | 5.48 | 87 | Abuja | 4G | prepaid |
CUST6912674 | +2349026824727 | Airtel | 2025-09 | medium | 265 | 11.58 | 122 | Benin City | 4G | prepaid |
CUST8634010 | +2348168142182 | MTN | 2025-09 | light | 55 | 2.68 | 21 | Lagos | 4G | prepaid |
CUST8609250 | +2348094582525 | 9mobile | 2025-09 | medium | 327 | 13.69 | 157 | Aba | 2G | prepaid |
CUST4314050 | +2348111079472 | Glo | 2025-09 | light | 69 | 1.19 | 34 | Ilorin | 4G | prepaid |
CUST2956543 | +2349027173157 | Airtel | 2025-09 | medium | 293 | 9.41 | 151 | Lagos | 3G | prepaid |
CUST7580198 | +2349080838889 | 9mobile | 2025-09 | light | 26 | 1.4 | 45 | Lagos | 4G | prepaid |
CUST8908507 | +2349085958331 | 9mobile | 2025-09 | medium | 428 | 4.54 | 186 | Lagos | 4G | prepaid |
CUST3831208 | +2349073009141 | Airtel | 2025-09 | heavy | 958 | 23.41 | 476 | Kano | 4G | prepaid |
CUST5272717 | +2349030192879 | MTN | 2025-09 | enterprise | 4,546 | 63.27 | 1,378 | Ibadan | 4G | prepaid |
CUST7408699 | +2348169173985 | MTN | 2025-09 | medium | 311 | 14.73 | 143 | Kano | 4G | prepaid |
CUST3387544 | +2348032502417 | MTN | 2025-09 | heavy | 1,060 | 19.08 | 235 | Port Harcourt | 3G | prepaid |
CUST1060947 | +2349060530806 | MTN | 2025-09 | light | 22 | 0.81 | 11 | Lagos | 3G | prepaid |
CUST3282875 | +2347055214465 | Glo | 2025-09 | light | 15 | 0.96 | 30 | Lagos | 2G | prepaid |
CUST3867584 | +2348161674204 | MTN | 2025-09 | light | 36 | 2.57 | 35 | Kano | 4G | prepaid |
CUST5343115 | +2348110144022 | Glo | 2025-09 | heavy | 1,440 | 45.64 | 436 | Abuja | 4G | prepaid |
CUST7540200 | +2348087179385 | Airtel | 2025-09 | enterprise | 3,582 | 105.1 | 1,784 | Onitsha | 3G | prepaid |
CUST4809974 | +2348152732234 | Glo | 2025-09 | light | 26 | 0.76 | 20 | Lagos | 4G | prepaid |
CUST7972447 | +2349010716550 | Airtel | 2025-09 | heavy | 1,350 | 30.24 | 388 | Port Harcourt | 3G | prepaid |
CUST1325005 | +2349017525084 | Airtel | 2025-09 | light | 42 | 0.75 | 10 | Kano | 3G | prepaid |
CUST4238712 | +2349054591662 | Glo | 2025-09 | light | 59 | 2.8 | 23 | Lagos | 4G | prepaid |
CUST1175055 | +2348119081628 | Glo | 2025-09 | heavy | 1,666 | 32.74 | 313 | Calabar | 3G | prepaid |
CUST4974931 | +2347034796667 | MTN | 2025-09 | light | 90 | 1.9 | 43 | Lagos | 4G | prepaid |
CUST4836598 | +2349065557991 | MTN | 2025-09 | heavy | 1,936 | 36.26 | 331 | Lagos | 4G | prepaid |
CUST2941873 | +2348156541297 | Glo | 2025-09 | light | 52 | 1.28 | 45 | Enugu | 3G | prepaid |
CUST6680255 | +2348122416522 | Airtel | 2025-09 | light | 39 | 2.35 | 20 | Lagos | 4G | postpaid |
CUST3948924 | +2347067314111 | MTN | 2025-09 | medium | 146 | 11.38 | 129 | Ibadan | 3G | prepaid |
CUST5559556 | +2348136719016 | MTN | 2025-09 | enterprise | 5,734 | 167.53 | 719 | Onitsha | 3G | prepaid |
CUST9066020 | +2347054753445 | Glo | 2025-09 | light | 36 | 2.62 | 47 | Kaduna | 3G | prepaid |
CUST7086946 | +2349088137541 | 9mobile | 2025-09 | heavy | 927 | 22.07 | 299 | Lagos | 2G | prepaid |
CUST5233733 | +2348096288604 | 9mobile | 2025-09 | light | 27 | 2.17 | 46 | Abuja | 4G | prepaid |
CUST7767387 | +2348069330063 | MTN | 2025-09 | light | 59 | 2.03 | 29 | Kano | 4G | prepaid |
CUST8266281 | +2349055846548 | Glo | 2025-09 | heavy | 1,945 | 20.29 | 420 | Enugu | 4G | prepaid |
CUST7432796 | +2349061616219 | MTN | 2025-09 | medium | 269 | 13.97 | 88 | Lagos | 3G | prepaid |
CUST7841764 | +2347034816823 | MTN | 2025-09 | heavy | 1,459 | 23.03 | 313 | Abuja | 4G | prepaid |
CUST2227072 | +2348108743860 | MTN | 2025-09 | heavy | 1,746 | 17.63 | 489 | Aba | 3G | prepaid |
CUST2803884 | +2348166639615 | MTN | 2025-09 | light | 10 | 1.44 | 9 | Lagos | 3G | prepaid |
CUST8289863 | +2349024890199 | Airtel | 2025-09 | medium | 324 | 10.37 | 94 | Lagos | 4G | prepaid |
CUST6976218 | +2349060486635 | MTN | 2025-09 | light | 65 | 2.7 | 50 | Calabar | 3G | prepaid |
CUST6802628 | +2348068530074 | MTN | 2025-09 | light | 41 | 1.52 | 39 | Benin City | 3G | prepaid |
CUST9116462 | +2348123145664 | Airtel | 2025-09 | light | 68 | 1.74 | 22 | Kano | 4G | prepaid |
CUST2681218 | +2347038473301 | MTN | 2025-09 | light | 14 | 0.59 | 20 | Lagos | 4G | prepaid |
CUST1240996 | +2348123386260 | Airtel | 2025-09 | light | 70 | 2.99 | 40 | Aba | 4G | prepaid |
CUST4730474 | +2348136261470 | MTN | 2025-09 | light | 24 | 1.83 | 15 | Lagos | 4G | prepaid |
CUST2702730 | +2347058319337 | Glo | 2025-09 | enterprise | 6,845 | 152.45 | 1,021 | Lagos | 3G | prepaid |
CUST5001132 | +2349085175217 | 9mobile | 2025-09 | light | 81 | 2.02 | 28 | Kano | 3G | prepaid |
CUST4191041 | +2347054267077 | Glo | 2025-09 | light | 17 | 2.15 | 38 | Lagos | 3G | prepaid |
CUST3786823 | +2349064918790 | MTN | 2025-09 | medium | 424 | 8.22 | 163 | Abuja | 4G | prepaid |
CUST3891202 | +2349091859450 | 9mobile | 2025-09 | light | 21 | 2.57 | 35 | Kano | 3G | prepaid |
CUST5442362 | +2348037928212 | MTN | 2025-09 | medium | 237 | 9.86 | 62 | Lagos | 4G | postpaid |
CUST7787454 | +2347055063211 | Glo | 2025-09 | enterprise | 3,470 | 186.36 | 981 | Lagos | 5G | prepaid |
CUST5014812 | +2348103748716 | MTN | 2025-09 | heavy | 863 | 44.31 | 393 | Lagos | 2G | prepaid |
CUST5456988 | +2348112329413 | Glo | 2025-09 | heavy | 1,293 | 37.71 | 374 | Kano | 4G | prepaid |
CUST5241611 | +2349065533817 | MTN | 2025-09 | medium | 256 | 11.65 | 193 | Warri | 2G | prepaid |
CUST5232460 | +2349037994965 | MTN | 2025-09 | light | 32 | 1.12 | 12 | Kano | 4G | prepaid |
CUST4085758 | +2347084422678 | Airtel | 2025-09 | medium | 365 | 13.63 | 155 | Lagos | 4G | prepaid |
CUST7210400 | +2348137503572 | MTN | 2025-09 | medium | 309 | 12.43 | 130 | Lagos | 4G | prepaid |
CUST6455329 | +2348057543869 | Glo | 2025-09 | medium | 349 | 8.61 | 199 | Ibadan | 2G | prepaid |
CUST5745478 | +2349026416318 | Airtel | 2025-09 | medium | 438 | 10.52 | 165 | Ibadan | 2G | prepaid |
CUST3182910 | +2347039218130 | MTN | 2025-09 | medium | 343 | 11.6 | 161 | Onitsha | 4G | prepaid |
CUST3778424 | +2348059815158 | Glo | 2025-09 | light | 28 | 1.02 | 29 | Kaduna | 4G | prepaid |
CUST2624127 | +2348068108494 | MTN | 2025-09 | light | 81 | 1.44 | 45 | Lagos | 4G | prepaid |
CUST8807471 | +2348035221258 | MTN | 2025-09 | light | 88 | 2.33 | 33 | Abeokuta | 5G | prepaid |
CUST3815424 | +2348064225441 | MTN | 2025-09 | light | 81 | 1.42 | 24 | Ibadan | 3G | prepaid |
CUST5782191 | +2348063324918 | MTN | 2025-09 | medium | 437 | 14.42 | 168 | Lagos | 4G | prepaid |
CUST3590371 | +2349033354954 | MTN | 2025-09 | medium | 150 | 8.73 | 196 | Abuja | 4G | prepaid |
CUST8073132 | +2348053607806 | Glo | 2025-09 | medium | 315 | 11.38 | 89 | Onitsha | 4G | prepaid |
CUST8247765 | +2348085051426 | Airtel | 2025-09 | light | 65 | 0.85 | 19 | Port Harcourt | 3G | prepaid |
CUST6677795 | +2347063557567 | MTN | 2025-09 | light | 27 | 2.78 | 6 | Calabar | 4G | postpaid |
CUST7712843 | +2347082016157 | Airtel | 2025-09 | heavy | 532 | 18.39 | 217 | Lagos | 3G | prepaid |
CUST4910395 | +2348147360859 | MTN | 2025-09 | light | 100 | 1.86 | 39 | Lagos | 4G | prepaid |
CUST5723005 | +2348025717706 | Airtel | 2025-09 | light | 30 | 1.83 | 28 | Kano | 3G | prepaid |
CUST4475714 | +2348034961203 | MTN | 2025-09 | heavy | 1,162 | 49.73 | 378 | Lagos | 3G | postpaid |
CUST1045300 | +2349017418353 | Airtel | 2025-09 | light | 23 | 1.31 | 40 | Lagos | 3G | prepaid |
CUST1748037 | +2347067982228 | MTN | 2025-09 | medium | 191 | 14.26 | 91 | Abuja | 4G | prepaid |
CUST7734294 | +2347031620116 | MTN | 2025-09 | light | 52 | 2.52 | 5 | Port Harcourt | 4G | prepaid |
CUST6479663 | +2348152160265 | Glo | 2025-09 | light | 69 | 2.84 | 38 | Kano | 4G | prepaid |
CUST9716773 | +2348023669193 | Airtel | 2025-09 | enterprise | 2,823 | 116.69 | 1,751 | Benin City | 3G | prepaid |
CUST3898954 | +2348125786178 | Airtel | 2025-09 | heavy | 1,948 | 46.91 | 285 | Lagos | 4G | postpaid |
CUST5573092 | +2348175504654 | 9mobile | 2025-09 | light | 84 | 2.4 | 18 | Lagos | 3G | prepaid |
CUST2996307 | +2348078981516 | Glo | 2025-09 | heavy | 1,622 | 15.64 | 440 | Lagos | 3G | prepaid |
CUST2235431 | +2347010540386 | Airtel | 2025-09 | heavy | 782 | 25.23 | 356 | Kano | 3G | prepaid |
CUST7681110 | +2349038207948 | MTN | 2025-09 | medium | 339 | 4.3 | 95 | Lagos | 3G | postpaid |
CUST2227911 | +2348056723209 | Glo | 2025-09 | medium | 485 | 12.31 | 54 | Benin City | 4G | prepaid |
CUST6812183 | +2347060781933 | MTN | 2025-09 | medium | 460 | 3.39 | 144 | Enugu | 4G | prepaid |
CUST1316538 | +2347082059391 | Airtel | 2025-09 | medium | 367 | 5.97 | 118 | Enugu | 4G | prepaid |
CUST3615909 | +2348090833649 | 9mobile | 2025-09 | heavy | 1,293 | 40.9 | 489 | Aba | 4G | prepaid |
CUST8780413 | +2348140590478 | MTN | 2025-09 | enterprise | 5,331 | 161.42 | 761 | Aba | 3G | postpaid |
CUST5232231 | +2348177834127 | 9mobile | 2025-09 | heavy | 749 | 37.62 | 401 | Port Harcourt | 3G | prepaid |
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