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 |
|---|---|---|---|---|---|---|---|---|---|---|
CUST3310842 | +2348127951753 | Airtel | 2025-09 | heavy | 1,720 | 40.16 | 358 | Kaduna | 4G | prepaid |
CUST4157514 | +2347083830474 | Airtel | 2025-09 | light | 94 | 2.59 | 19 | Kaduna | 4G | prepaid |
CUST4187471 | +2349039906757 | MTN | 2025-09 | light | 81 | 2.62 | 15 | Lagos | 4G | prepaid |
CUST5493265 | +2347088796096 | Airtel | 2025-09 | light | 56 | 1.02 | 19 | Kano | 4G | prepaid |
CUST5798049 | +2347050116569 | Glo | 2025-09 | light | 22 | 2.14 | 25 | Benin City | 4G | prepaid |
CUST5741088 | +2348037606606 | MTN | 2025-09 | heavy | 1,668 | 48.59 | 412 | Lagos | 4G | prepaid |
CUST9565586 | +2348117957644 | Glo | 2025-09 | light | 27 | 2.61 | 47 | Kano | 3G | prepaid |
CUST7850238 | +2347058570924 | Glo | 2025-09 | light | 55 | 1.41 | 27 | Ilorin | 4G | prepaid |
CUST7402999 | +2348081240782 | Airtel | 2025-09 | light | 86 | 2.27 | 42 | Onitsha | 4G | postpaid |
CUST3457295 | +2347087257159 | Airtel | 2025-09 | medium | 251 | 4.97 | 167 | Lagos | 3G | prepaid |
CUST4894905 | +2348149277254 | MTN | 2025-09 | medium | 104 | 13.26 | 96 | Onitsha | 4G | prepaid |
CUST8840927 | +2348139855312 | MTN | 2025-09 | medium | 458 | 12.56 | 55 | Lagos | 4G | prepaid |
CUST8066280 | +2348139385346 | MTN | 2025-09 | heavy | 1,113 | 37.56 | 224 | Lagos | 3G | postpaid |
CUST5783123 | +2348023801498 | Airtel | 2025-09 | medium | 280 | 10.1 | 124 | Ibadan | 4G | postpaid |
CUST7379961 | +2349054485818 | Glo | 2025-09 | light | 59 | 1.96 | 50 | Abuja | 4G | prepaid |
CUST2972673 | +2349029382474 | Airtel | 2025-09 | medium | 241 | 12.69 | 196 | Kaduna | 4G | prepaid |
CUST6346042 | +2349064086229 | MTN | 2025-09 | medium | 461 | 7.31 | 117 | Lagos | 3G | prepaid |
CUST6056455 | +2347019512134 | Airtel | 2025-09 | light | 60 | 1.83 | 24 | Lagos | 2G | prepaid |
CUST6917217 | +2348144539516 | MTN | 2025-09 | heavy | 1,787 | 20.46 | 378 | Abeokuta | 4G | postpaid |
CUST4460304 | +2348025711765 | Airtel | 2025-09 | enterprise | 8,380 | 54.31 | 1,940 | Kano | 4G | prepaid |
CUST9875055 | +2348150404733 | Glo | 2025-09 | light | 16 | 1.79 | 12 | Abuja | 4G | postpaid |
CUST8489057 | +2349053836740 | Glo | 2025-09 | heavy | 526 | 31.94 | 468 | Onitsha | 4G | prepaid |
CUST7439682 | +2348163316829 | MTN | 2025-09 | heavy | 1,516 | 15.15 | 354 | Lagos | 4G | prepaid |
CUST4279257 | +2349060350221 | MTN | 2025-09 | enterprise | 8,323 | 130.02 | 665 | Kano | 2G | prepaid |
CUST9455118 | +2348164687033 | MTN | 2025-09 | light | 57 | 2.83 | 35 | Lagos | 4G | prepaid |
CUST4971892 | +2349079760784 | Airtel | 2025-09 | light | 76 | 3 | 24 | Lagos | 4G | prepaid |
CUST5883067 | +2348121387685 | Airtel | 2025-09 | light | 16 | 1.72 | 38 | Abuja | 4G | prepaid |
CUST4875390 | +2348083132437 | Airtel | 2025-09 | light | 71 | 2.19 | 45 | Lagos | 3G | prepaid |
CUST4019065 | +2349068012917 | MTN | 2025-09 | light | 40 | 1.86 | 26 | Lagos | 3G | prepaid |
CUST4052210 | +2348023431458 | Airtel | 2025-09 | medium | 204 | 11.04 | 68 | Kano | 4G | prepaid |
CUST4556961 | +2348035949148 | MTN | 2025-09 | medium | 353 | 10.95 | 92 | Kaduna | 4G | prepaid |
CUST6878892 | +2348110668569 | Glo | 2025-09 | light | 51 | 2.27 | 32 | Onitsha | 3G | prepaid |
CUST7410896 | +2348138246535 | MTN | 2025-09 | medium | 395 | 12 | 89 | Lagos | 3G | prepaid |
CUST4066921 | +2348159403668 | Glo | 2025-09 | medium | 250 | 13.24 | 142 | Jos | 4G | prepaid |
CUST7018257 | +2348186414949 | 9mobile | 2025-09 | medium | 200 | 13.82 | 94 | Kano | 2G | prepaid |
CUST7284323 | +2348165147028 | MTN | 2025-09 | medium | 356 | 12.58 | 75 | Enugu | 3G | prepaid |
CUST7789008 | +2348105371379 | MTN | 2025-09 | medium | 123 | 9.58 | 180 | Abuja | 4G | prepaid |
CUST8656382 | +2347051783496 | Glo | 2025-09 | light | 87 | 1.72 | 42 | Benin City | 4G | postpaid |
CUST3731263 | +2349035843165 | MTN | 2025-09 | heavy | 1,904 | 36.92 | 469 | Lagos | 4G | postpaid |
CUST1320516 | +2347013684535 | Airtel | 2025-09 | heavy | 1,546 | 33.73 | 364 | Kaduna | 4G | prepaid |
CUST6759113 | +2348052371749 | Glo | 2025-09 | light | 19 | 1.36 | 24 | Lagos | 4G | postpaid |
CUST4763359 | +2348021238915 | Airtel | 2025-09 | light | 41 | 1.89 | 30 | Lagos | 3G | postpaid |
CUST3063667 | +2347083244577 | Airtel | 2025-09 | light | 72 | 1.39 | 33 | Kaduna | 4G | prepaid |
CUST7049731 | +2348165962319 | MTN | 2025-09 | light | 40 | 0.95 | 38 | Ilorin | 4G | postpaid |
CUST2344775 | +2348126358262 | Airtel | 2025-09 | light | 71 | 0.79 | 27 | Abeokuta | 4G | prepaid |
CUST9650978 | +2349033232745 | MTN | 2025-09 | medium | 217 | 7.71 | 85 | Lagos | 3G | prepaid |
CUST3181425 | +2348086611961 | Airtel | 2025-09 | light | 70 | 2.55 | 36 | Lagos | 3G | prepaid |
CUST6553989 | +2348038212169 | MTN | 2025-09 | medium | 409 | 7.63 | 143 | Lagos | 3G | prepaid |
CUST3608326 | +2349066569315 | MTN | 2025-09 | heavy | 1,106 | 23.17 | 474 | Lagos | 4G | prepaid |
CUST2725345 | +2348137414612 | MTN | 2025-09 | medium | 269 | 12.42 | 148 | Port Harcourt | 4G | prepaid |
CUST2360426 | +2348165121245 | MTN | 2025-09 | light | 53 | 1.42 | 8 | Lagos | 4G | prepaid |
CUST2760567 | +2348188573724 | 9mobile | 2025-09 | light | 10 | 0.58 | 20 | Jos | 4G | prepaid |
CUST7075846 | +2347057053635 | Glo | 2025-09 | heavy | 1,818 | 23.06 | 271 | Kano | 3G | prepaid |
CUST7206516 | +2347014189118 | Airtel | 2025-09 | light | 39 | 1.28 | 29 | Lagos | 4G | prepaid |
CUST6159834 | +2349021602401 | Airtel | 2025-09 | heavy | 1,456 | 30.01 | 344 | Jos | 4G | postpaid |
CUST4250684 | +2348159009920 | Glo | 2025-09 | medium | 457 | 3.91 | 169 | Kano | 4G | prepaid |
CUST9032987 | +2348095950111 | 9mobile | 2025-09 | heavy | 1,032 | 19.99 | 467 | Kaduna | 4G | prepaid |
CUST6054543 | +2348109544986 | MTN | 2025-09 | heavy | 1,844 | 20.89 | 207 | Kaduna | 3G | prepaid |
CUST9048625 | +2347034347050 | MTN | 2025-09 | light | 24 | 2.22 | 18 | Lagos | 4G | prepaid |
CUST2431261 | +2349059753450 | Glo | 2025-09 | heavy | 1,775 | 27.14 | 218 | Lagos | 4G | prepaid |
CUST2105739 | +2348153590854 | Glo | 2025-09 | light | 17 | 2.94 | 41 | Benin City | 3G | prepaid |
CUST6997325 | +2348128136214 | Airtel | 2025-09 | medium | 219 | 14.03 | 159 | Lagos | 4G | prepaid |
CUST9997218 | +2347069445189 | MTN | 2025-09 | light | 77 | 0.51 | 29 | Ilorin | 4G | postpaid |
CUST9964072 | +2348092212284 | 9mobile | 2025-09 | medium | 489 | 12.64 | 165 | Ibadan | 4G | prepaid |
CUST8977335 | +2348060314681 | MTN | 2025-09 | heavy | 1,194 | 37.75 | 227 | Kaduna | 4G | prepaid |
CUST4928730 | +2349017935625 | Airtel | 2025-09 | medium | 457 | 12.8 | 137 | Enugu | 4G | prepaid |
CUST2156372 | +2348162584616 | MTN | 2025-09 | medium | 193 | 14.21 | 132 | Kano | 4G | prepaid |
CUST9536040 | +2347060664095 | MTN | 2025-09 | heavy | 1,230 | 31.1 | 416 | Ibadan | 4G | postpaid |
CUST6800528 | +2347065285676 | MTN | 2025-09 | heavy | 1,826 | 30.38 | 283 | Kano | 4G | prepaid |
CUST9910652 | +2348029724867 | Airtel | 2025-09 | light | 31 | 2.34 | 10 | Lagos | 4G | prepaid |
CUST7035392 | +2348053909036 | Glo | 2025-09 | light | 59 | 2.26 | 28 | Lagos | 4G | prepaid |
CUST9245162 | +2348107289788 | MTN | 2025-09 | heavy | 1,106 | 18.65 | 201 | Kaduna | 3G | prepaid |
CUST1225133 | +2348150114715 | Glo | 2025-09 | light | 35 | 0.58 | 35 | Lagos | 4G | prepaid |
CUST7354904 | +2348027390986 | Airtel | 2025-09 | light | 83 | 2.55 | 18 | Aba | 4G | prepaid |
CUST6238081 | +2348026254401 | Airtel | 2025-09 | heavy | 1,571 | 21.46 | 370 | Lagos | 4G | prepaid |
CUST1210291 | +2348162070576 | MTN | 2025-09 | enterprise | 8,910 | 103.5 | 1,399 | Lagos | 4G | prepaid |
CUST2034377 | +2347065161422 | MTN | 2025-09 | heavy | 645 | 34.03 | 315 | Abuja | 4G | prepaid |
CUST5237725 | +2347085439535 | Airtel | 2025-09 | light | 23 | 2.75 | 35 | Kano | 3G | prepaid |
CUST5553670 | +2348059874640 | Glo | 2025-09 | heavy | 1,219 | 39.19 | 233 | Lagos | 3G | prepaid |
CUST6964192 | +2347030426584 | MTN | 2025-09 | medium | 423 | 10.6 | 120 | Calabar | 3G | prepaid |
CUST2582971 | +2349033386569 | MTN | 2025-09 | heavy | 1,475 | 17.23 | 446 | Lagos | 4G | postpaid |
CUST7093901 | +2347064925861 | MTN | 2025-09 | medium | 231 | 14.55 | 190 | Kano | 4G | prepaid |
CUST9607334 | +2349011632049 | Airtel | 2025-09 | medium | 129 | 13.81 | 59 | Calabar | 2G | prepaid |
CUST1453831 | +2348149033605 | MTN | 2025-09 | light | 28 | 1.39 | 29 | Lagos | 3G | prepaid |
CUST1804120 | +2348036255296 | MTN | 2025-09 | medium | 326 | 6.62 | 97 | Aba | 4G | prepaid |
CUST6822121 | +2349071939217 | Airtel | 2025-09 | heavy | 891 | 20.01 | 310 | Abeokuta | 3G | prepaid |
CUST1293526 | +2347083678664 | Airtel | 2025-09 | medium | 132 | 11.09 | 71 | Lagos | 3G | prepaid |
CUST8157196 | +2349038693300 | MTN | 2025-09 | heavy | 1,498 | 19.07 | 433 | Kano | 3G | prepaid |
CUST8524516 | +2349058950620 | Glo | 2025-09 | heavy | 1,266 | 42.76 | 312 | Lagos | 3G | prepaid |
CUST8509277 | +2348084940008 | Airtel | 2025-09 | light | 23 | 1.51 | 9 | Kano | 4G | postpaid |
CUST2443332 | +2347032291901 | MTN | 2025-09 | light | 64 | 0.88 | 49 | Onitsha | 4G | prepaid |
CUST7325726 | +2347089001865 | Airtel | 2025-09 | heavy | 636 | 46.42 | 271 | Lagos | 4G | postpaid |
CUST3075246 | +2348090023233 | 9mobile | 2025-09 | medium | 454 | 9.31 | 106 | Kaduna | 3G | prepaid |
CUST2361330 | +2348115167911 | Glo | 2025-09 | light | 90 | 2.92 | 41 | Lagos | 4G | prepaid |
CUST1049207 | +2348036246442 | MTN | 2025-09 | light | 44 | 2.36 | 24 | Onitsha | 4G | prepaid |
CUST7624941 | +2349038854936 | MTN | 2025-09 | enterprise | 6,213 | 71.57 | 1,106 | Lagos | 4G | prepaid |
CUST6238591 | +2348099649772 | 9mobile | 2025-09 | enterprise | 5,605 | 141.28 | 1,714 | Lagos | 5G | prepaid |
CUST6744835 | +2347012267794 | Airtel | 2025-09 | heavy | 1,852 | 42.59 | 267 | Ilorin | 5G | prepaid |
CUST9208859 | +2348115633108 | Glo | 2025-09 | light | 67 | 0.88 | 36 | Lagos | 4G | prepaid |
CUST9036726 | +2349063346979 | MTN | 2025-09 | light | 57 | 0.84 | 50 | Lagos | 4G | prepaid |
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