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 |
|---|---|---|---|---|---|---|---|---|---|---|
CUST2140924 | +2348084348054 | Airtel | 2025-09 | medium | 344 | 14.73 | 124 | Lagos | 4G | prepaid |
CUST6318705 | +2349068811720 | MTN | 2025-09 | heavy | 560 | 25.11 | 382 | Kaduna | 4G | prepaid |
CUST4240065 | +2348117604167 | Glo | 2025-09 | medium | 204 | 14.72 | 59 | Lagos | 4G | prepaid |
CUST3165759 | +2348111470358 | Glo | 2025-09 | medium | 491 | 11.32 | 168 | Kano | 4G | prepaid |
CUST9883978 | +2347035378173 | MTN | 2025-09 | light | 37 | 1.94 | 11 | Lagos | 4G | prepaid |
CUST1088841 | +2348150403345 | Glo | 2025-09 | medium | 215 | 3.29 | 164 | Lagos | 4G | prepaid |
CUST3856233 | +2348024459323 | Airtel | 2025-09 | medium | 297 | 14.4 | 85 | Lagos | 4G | postpaid |
CUST2646761 | +2348065526145 | MTN | 2025-09 | medium | 388 | 4.26 | 164 | Kano | 2G | prepaid |
CUST6816184 | +2348057009006 | Glo | 2025-09 | light | 82 | 1.08 | 42 | Lagos | 3G | prepaid |
CUST8893332 | +2348122277918 | Airtel | 2025-09 | light | 78 | 2.06 | 14 | Enugu | 4G | postpaid |
CUST7401432 | +2347032786961 | MTN | 2025-09 | light | 61 | 1 | 39 | Lagos | 4G | prepaid |
CUST1459999 | +2348182536154 | 9mobile | 2025-09 | medium | 332 | 9.59 | 109 | Lagos | 4G | postpaid |
CUST9496249 | +2347019349117 | Airtel | 2025-09 | light | 10 | 1.86 | 29 | Lagos | 3G | prepaid |
CUST5520214 | +2348136404076 | MTN | 2025-09 | medium | 113 | 5.7 | 123 | Lagos | 5G | prepaid |
CUST6854193 | +2347084201150 | Airtel | 2025-09 | medium | 332 | 11.72 | 132 | Kaduna | 4G | prepaid |
CUST9181304 | +2349077254931 | Airtel | 2025-09 | medium | 369 | 5.26 | 86 | Abuja | 3G | prepaid |
CUST9797865 | +2348020619550 | Airtel | 2025-09 | light | 37 | 2.84 | 13 | Lagos | 4G | prepaid |
CUST1890725 | +2349034032768 | MTN | 2025-09 | light | 14 | 0.77 | 9 | Lagos | 3G | postpaid |
CUST3584542 | +2348125710920 | Airtel | 2025-09 | medium | 149 | 11.48 | 195 | Lagos | 2G | prepaid |
CUST6794845 | +2348064358260 | MTN | 2025-09 | light | 39 | 0.91 | 38 | Kano | 3G | prepaid |
CUST3864208 | +2348152663520 | Glo | 2025-09 | light | 33 | 2.81 | 41 | Lagos | 3G | postpaid |
CUST1272407 | +2348064637399 | MTN | 2025-09 | light | 69 | 1.51 | 37 | Lagos | 4G | prepaid |
CUST7076836 | +2348076949362 | Glo | 2025-09 | medium | 303 | 6.78 | 108 | Lagos | 3G | prepaid |
CUST4402635 | +2349034237798 | MTN | 2025-09 | light | 77 | 2.64 | 26 | Abuja | 4G | prepaid |
CUST9512190 | +2348122101773 | Airtel | 2025-09 | medium | 280 | 12.5 | 138 | Enugu | 3G | prepaid |
CUST8546783 | +2348069947792 | MTN | 2025-09 | medium | 362 | 3.03 | 133 | Lagos | 4G | prepaid |
CUST9358119 | +2348110497653 | Glo | 2025-09 | light | 65 | 1.13 | 5 | Ibadan | 3G | prepaid |
CUST5257297 | +2348144753619 | MTN | 2025-09 | heavy | 1,192 | 26.7 | 487 | Kano | 4G | postpaid |
CUST6401731 | +2349062193629 | MTN | 2025-09 | light | 84 | 1.61 | 45 | Lagos | 4G | prepaid |
CUST3031884 | +2348154681347 | Glo | 2025-09 | medium | 384 | 11.25 | 178 | Lagos | 3G | prepaid |
CUST6533696 | +2349025806103 | Airtel | 2025-09 | medium | 252 | 3.6 | 132 | Ibadan | 2G | prepaid |
CUST5322587 | +2347067917544 | MTN | 2025-09 | light | 71 | 1.28 | 48 | Ibadan | 4G | prepaid |
CUST6793377 | +2348037869554 | MTN | 2025-09 | heavy | 1,721 | 41.95 | 377 | Ibadan | 4G | prepaid |
CUST1243276 | +2349077678679 | Airtel | 2025-09 | medium | 263 | 5.03 | 164 | Kano | 5G | prepaid |
CUST1695771 | +2348133245794 | MTN | 2025-09 | light | 20 | 2.84 | 35 | Kano | 2G | prepaid |
CUST3332633 | +2348074635794 | Glo | 2025-09 | light | 87 | 2.74 | 28 | Lagos | 4G | prepaid |
CUST2761233 | +2349016417433 | Airtel | 2025-09 | medium | 488 | 13.77 | 193 | Lagos | 4G | prepaid |
CUST7912688 | +2349094770693 | 9mobile | 2025-09 | light | 90 | 1.89 | 22 | Kano | 4G | prepaid |
CUST8578423 | +2348057699478 | Glo | 2025-09 | medium | 214 | 5.18 | 73 | Port Harcourt | 2G | prepaid |
CUST1525155 | +2348020270347 | Airtel | 2025-09 | light | 32 | 1.46 | 16 | Lagos | 4G | prepaid |
CUST5079313 | +2348070983627 | Glo | 2025-09 | heavy | 898 | 36.63 | 481 | Lagos | 4G | prepaid |
CUST4696776 | +2348141017182 | MTN | 2025-09 | light | 98 | 2.49 | 21 | Lagos | 2G | prepaid |
CUST4351694 | +2349022647649 | Airtel | 2025-09 | enterprise | 6,629 | 125.44 | 1,840 | Lagos | 4G | prepaid |
CUST2710558 | +2348110394533 | Glo | 2025-09 | light | 95 | 1.76 | 15 | Abuja | 4G | postpaid |
CUST5360997 | +2349011846094 | Airtel | 2025-09 | light | 25 | 1.36 | 40 | Lagos | 4G | prepaid |
CUST5384291 | +2348105175492 | MTN | 2025-09 | light | 48 | 2.08 | 44 | Lagos | 4G | postpaid |
CUST9052414 | +2349067771319 | MTN | 2025-09 | medium | 143 | 4.69 | 112 | Enugu | 4G | prepaid |
CUST9820049 | +2348169756189 | MTN | 2025-09 | heavy | 1,457 | 49.59 | 339 | Lagos | 4G | prepaid |
CUST1411104 | +2348070688783 | Glo | 2025-09 | light | 95 | 1.68 | 28 | Warri | 4G | postpaid |
CUST4400350 | +2348027300940 | Airtel | 2025-09 | medium | 217 | 7.53 | 62 | Abuja | 4G | prepaid |
CUST4217805 | +2348147268501 | MTN | 2025-09 | medium | 400 | 8.32 | 118 | Lagos | 3G | prepaid |
CUST5192614 | +2349010235141 | Airtel | 2025-09 | enterprise | 4,562 | 66.41 | 1,472 | Port Harcourt | 4G | prepaid |
CUST5366231 | +2348024047191 | Airtel | 2025-09 | medium | 242 | 13.75 | 123 | Abuja | 3G | prepaid |
CUST9931210 | +2347014044953 | Airtel | 2025-09 | light | 83 | 2.08 | 48 | Lagos | 5G | prepaid |
CUST9199970 | +2347051160717 | Glo | 2025-09 | light | 21 | 2.31 | 32 | Ibadan | 4G | prepaid |
CUST6792021 | +2348162826861 | MTN | 2025-09 | medium | 120 | 3.07 | 132 | Lagos | 4G | prepaid |
CUST9616248 | +2348067231652 | MTN | 2025-09 | light | 79 | 0.5 | 27 | Kaduna | 3G | postpaid |
CUST8143843 | +2348059928533 | Glo | 2025-09 | heavy | 1,074 | 41.21 | 439 | Warri | 4G | prepaid |
CUST9031581 | +2348158595514 | Glo | 2025-09 | enterprise | 9,712 | 125.61 | 1,865 | Lagos | 4G | prepaid |
CUST8729242 | +2349010179443 | Airtel | 2025-09 | light | 11 | 1.66 | 30 | Abeokuta | 2G | prepaid |
CUST7620741 | +2348034028108 | MTN | 2025-09 | light | 18 | 2 | 46 | Kaduna | 4G | prepaid |
CUST5802854 | +2348139333671 | MTN | 2025-09 | light | 64 | 2.3 | 24 | Kano | 3G | prepaid |
CUST4687591 | +2349097702834 | 9mobile | 2025-09 | heavy | 1,891 | 48.24 | 413 | Port Harcourt | 4G | prepaid |
CUST8935515 | +2348090761320 | 9mobile | 2025-09 | light | 78 | 2.04 | 49 | Port Harcourt | 4G | prepaid |
CUST8132748 | +2348122636747 | Airtel | 2025-09 | medium | 484 | 5.71 | 173 | Abuja | 4G | postpaid |
CUST9883838 | +2348159973307 | Glo | 2025-09 | heavy | 1,007 | 25.85 | 219 | Lagos | 4G | prepaid |
CUST2325399 | +2348137235195 | MTN | 2025-09 | light | 32 | 1.44 | 38 | Lagos | 4G | postpaid |
CUST1306207 | +2348106039590 | MTN | 2025-09 | medium | 482 | 8.36 | 156 | Lagos | 3G | prepaid |
CUST8055536 | +2348098397659 | 9mobile | 2025-09 | enterprise | 8,496 | 196.87 | 1,628 | Lagos | 2G | prepaid |
CUST1659630 | +2348033309122 | MTN | 2025-09 | light | 95 | 1.65 | 14 | Ibadan | 4G | prepaid |
CUST6228258 | +2348033165127 | MTN | 2025-09 | medium | 308 | 3.19 | 112 | Lagos | 4G | prepaid |
CUST7903662 | +2349090323143 | 9mobile | 2025-09 | light | 43 | 1.57 | 11 | Lagos | 4G | prepaid |
CUST8053719 | +2348162446093 | MTN | 2025-09 | heavy | 1,765 | 22.46 | 460 | Kaduna | 4G | postpaid |
CUST8379147 | +2349090627937 | 9mobile | 2025-09 | heavy | 741 | 40.55 | 458 | Calabar | 4G | prepaid |
CUST9711007 | +2348135144642 | MTN | 2025-09 | medium | 230 | 11.04 | 82 | Ibadan | 3G | prepaid |
CUST7856784 | +2348157696481 | Glo | 2025-09 | medium | 256 | 5.19 | 177 | Port Harcourt | 4G | prepaid |
CUST7074300 | +2348020248808 | Airtel | 2025-09 | light | 33 | 2.78 | 24 | Kaduna | 4G | prepaid |
CUST5029951 | +2349025481329 | Airtel | 2025-09 | medium | 356 | 3.66 | 62 | Onitsha | 4G | prepaid |
CUST5975496 | +2348102524062 | MTN | 2025-09 | medium | 258 | 11.4 | 160 | Port Harcourt | 4G | prepaid |
CUST2129913 | +2349068721930 | MTN | 2025-09 | medium | 132 | 12.28 | 116 | Abuja | 4G | prepaid |
CUST3736641 | +2348083996629 | Airtel | 2025-09 | medium | 208 | 9.19 | 200 | Abuja | 3G | prepaid |
CUST6505455 | +2348064735020 | MTN | 2025-09 | medium | 161 | 12.02 | 92 | Ilorin | 4G | prepaid |
CUST5426655 | +2348034909865 | MTN | 2025-09 | medium | 337 | 14.33 | 112 | Lagos | 4G | postpaid |
CUST9341187 | +2348036364854 | MTN | 2025-09 | medium | 280 | 13.43 | 69 | Port Harcourt | 5G | prepaid |
CUST3211046 | +2347052045392 | Glo | 2025-09 | light | 80 | 0.97 | 41 | Kano | 5G | prepaid |
CUST4784354 | +2348029715097 | Airtel | 2025-09 | light | 77 | 2.03 | 21 | Lagos | 4G | prepaid |
CUST1249343 | +2347084173692 | Airtel | 2025-09 | light | 85 | 2.65 | 26 | Lagos | 3G | prepaid |
CUST4143141 | +2349025039087 | Airtel | 2025-09 | light | 74 | 2.13 | 22 | Lagos | 4G | prepaid |
CUST9546751 | +2348062561970 | MTN | 2025-09 | medium | 206 | 14.3 | 67 | Calabar | 4G | prepaid |
CUST6019688 | +2348114683971 | Glo | 2025-09 | light | 51 | 1.17 | 23 | Lagos | 3G | prepaid |
CUST4167639 | +2348070890570 | Glo | 2025-09 | medium | 328 | 10.55 | 134 | Kano | 4G | prepaid |
CUST9821821 | +2348109799450 | MTN | 2025-09 | medium | 453 | 12.64 | 162 | Kano | 5G | prepaid |
CUST6889441 | +2347015367121 | Airtel | 2025-09 | light | 86 | 1.85 | 17 | Jos | 3G | prepaid |
CUST7650314 | +2348082450293 | Airtel | 2025-09 | enterprise | 8,283 | 90.94 | 1,985 | Warri | 4G | prepaid |
CUST5822948 | +2349088047826 | 9mobile | 2025-09 | medium | 438 | 7.07 | 87 | Kaduna | 3G | prepaid |
CUST9512506 | +2348116182229 | Glo | 2025-09 | light | 84 | 0.76 | 45 | Lagos | 4G | prepaid |
CUST3387477 | +2348149439410 | MTN | 2025-09 | heavy | 867 | 35.26 | 315 | Benin City | 4G | postpaid |
CUST9292793 | +2349062754243 | MTN | 2025-09 | medium | 273 | 14.26 | 75 | Kaduna | 4G | prepaid |
CUST7054886 | +2349031816287 | MTN | 2025-09 | enterprise | 2,859 | 102.44 | 1,272 | Abuja | 4G | prepaid |
CUST3620379 | +2348098839276 | 9mobile | 2025-09 | medium | 437 | 11.62 | 197 | Lagos | 4G | prepaid |
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