customer_id stringlengths 11 11 | phone_number stringlengths 14 14 | operator stringclasses 4
values | assessment_date timestamp[ns]date 2025-09-30 00:00:00 2025-09-30 00:00:00 | credit_score int64 300 1k | credit_rating stringclasses 4
values | tenure_months int64 1 120 | avg_monthly_spend_ngn float64 500 50k | recharge_frequency_per_month int64 1 30 | payment_consistency_score float64 0 1 | late_payment_count int64 0 10 | account_type stringclasses 2
values | loan_eligibility bool 2
classes | max_loan_amount_ngn float64 0 150k | default_risk stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
CUST5724979 | +2348100483005 | MTN | 2025-09-30T00:00:00 | 692 | good | 57 | 37,109.82 | 10 | 0.27 | 1 | prepaid | true | 92,008.05 | low |
CUST1732802 | +2348116432767 | Glo | 2025-09-30T00:00:00 | 525 | fair | 10 | 48,544.65 | 22 | 0.05 | 4 | prepaid | false | 0 | high |
CUST1764984 | +2348186968987 | 9mobile | 2025-09-30T00:00:00 | 585 | fair | 5 | 34,864.72 | 25 | 0.28 | 4 | postpaid | false | 0 | high |
CUST1668605 | +2347086388074 | Airtel | 2025-09-30T00:00:00 | 671 | good | 12 | 41,627.46 | 20 | 0.55 | 2 | prepaid | true | 116,824.85 | low |
CUST4001142 | +2348130040691 | MTN | 2025-09-30T00:00:00 | 586 | fair | 33 | 5,118.88 | 18 | 0.52 | 5 | prepaid | false | 0 | high |
CUST8134515 | +2347052805337 | Glo | 2025-09-30T00:00:00 | 512 | fair | 15 | 33,329.48 | 11 | 0.33 | 4 | prepaid | false | 0 | low |
CUST4392352 | +2348168910808 | MTN | 2025-09-30T00:00:00 | 739 | good | 101 | 36,855.4 | 1 | 0.03 | 2 | prepaid | true | 43,618.63 | medium |
CUST6286812 | +2349099235676 | 9mobile | 2025-09-30T00:00:00 | 814 | excellent | 57 | 36,740.07 | 9 | 0.64 | 1 | prepaid | true | 51,882.54 | medium |
CUST4292059 | +2347055205211 | Glo | 2025-09-30T00:00:00 | 921 | excellent | 74 | 47,836.55 | 16 | 0.65 | 0 | prepaid | true | 134,094.45 | low |
CUST6631452 | +2348073218291 | Glo | 2025-09-30T00:00:00 | 993 | excellent | 83 | 35,799.53 | 27 | 0.41 | 2 | prepaid | true | 48,470.92 | medium |
CUST2759977 | +2347082764171 | Airtel | 2025-09-30T00:00:00 | 657 | good | 25 | 40,085.84 | 27 | 0.11 | 2 | prepaid | true | 76,706.58 | low |
CUST8277648 | +2349016889525 | Airtel | 2025-09-30T00:00:00 | 979 | excellent | 79 | 41,209.83 | 12 | 0.8 | 1 | prepaid | true | 79,937.41 | low |
CUST6823209 | +2348165276606 | MTN | 2025-09-30T00:00:00 | 729 | good | 56 | 26,621.13 | 15 | 0.45 | 2 | prepaid | true | 38,336.55 | low |
CUST4503972 | +2348088184030 | Airtel | 2025-09-30T00:00:00 | 495 | poor | 54 | 1,300.7 | 12 | 0.16 | 1 | prepaid | false | 0 | medium |
CUST3235738 | +2347010623599 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 67 | 43,478.48 | 28 | 0.82 | 0 | prepaid | true | 54,351.81 | low |
CUST1143038 | +2347032062267 | MTN | 2025-09-30T00:00:00 | 975 | excellent | 112 | 8,790.47 | 30 | 0.02 | 0 | prepaid | true | 12,310.56 | low |
CUST2724552 | +2348138422353 | MTN | 2025-09-30T00:00:00 | 549 | fair | 55 | 7,582.42 | 17 | 0.12 | 8 | prepaid | false | 0 | low |
CUST8533518 | +2348086203328 | Airtel | 2025-09-30T00:00:00 | 614 | fair | 35 | 12,556.34 | 10 | 0.8 | 2 | prepaid | false | 0 | high |
CUST7290536 | +2348061972614 | MTN | 2025-09-30T00:00:00 | 692 | good | 49 | 21,373.1 | 9 | 0.49 | 1 | postpaid | true | 25,879.2 | low |
CUST5010630 | +2349021164398 | Airtel | 2025-09-30T00:00:00 | 855 | excellent | 108 | 13,174.79 | 14 | 0.19 | 1 | prepaid | true | 17,899.51 | low |
CUST3396816 | +2348129614045 | Airtel | 2025-09-30T00:00:00 | 664 | good | 19 | 34,394.85 | 6 | 0.89 | 2 | prepaid | true | 38,301.62 | low |
CUST6223039 | +2349075860805 | Airtel | 2025-09-30T00:00:00 | 891 | excellent | 109 | 48,000.97 | 14 | 0.16 | 2 | postpaid | true | 115,266.84 | low |
CUST6346297 | +2348032152276 | MTN | 2025-09-30T00:00:00 | 398 | poor | 18 | 6,333.58 | 16 | 0.31 | 2 | prepaid | false | 0 | low |
CUST4822740 | +2348168103933 | MTN | 2025-09-30T00:00:00 | 788 | good | 80 | 6,801.88 | 15 | 0.43 | 1 | prepaid | true | 18,726.57 | low |
CUST3352463 | +2348112318998 | Glo | 2025-09-30T00:00:00 | 734 | good | 33 | 24,773.3 | 11 | 0.93 | 1 | prepaid | true | 59,055.45 | low |
CUST4844097 | +2349052218882 | Glo | 2025-09-30T00:00:00 | 821 | excellent | 56 | 43,885.73 | 23 | 0.28 | 1 | prepaid | true | 95,792.9 | medium |
CUST4044341 | +2347088477844 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 97 | 44,103.21 | 22 | 0.55 | 0 | prepaid | true | 96,634.4 | low |
CUST7868866 | +2349031307346 | MTN | 2025-09-30T00:00:00 | 340 | poor | 19 | 15,826.35 | 4 | 0.09 | 10 | prepaid | false | 0 | low |
CUST1268508 | +2348175777246 | 9mobile | 2025-09-30T00:00:00 | 406 | poor | 24 | 11,815.91 | 4 | 0.47 | 0 | postpaid | false | 0 | high |
CUST9655222 | +2348050881972 | Glo | 2025-09-30T00:00:00 | 926 | excellent | 71 | 45,088.98 | 23 | 0.38 | 1 | prepaid | true | 64,824.47 | low |
CUST3338725 | +2349036226462 | MTN | 2025-09-30T00:00:00 | 1,000 | excellent | 112 | 40,653.08 | 30 | 0.4 | 1 | prepaid | true | 46,530.73 | low |
CUST6228257 | +2348085002519 | Airtel | 2025-09-30T00:00:00 | 917 | excellent | 46 | 47,754.17 | 26 | 0.61 | 2 | prepaid | true | 92,673.92 | low |
CUST6460839 | +2348160700825 | MTN | 2025-09-30T00:00:00 | 717 | good | 53 | 26,007.68 | 20 | 0.28 | 2 | prepaid | true | 37,401.87 | high |
CUST9062430 | +2348021035294 | Airtel | 2025-09-30T00:00:00 | 924 | excellent | 61 | 47,829.88 | 21 | 0.74 | 1 | prepaid | true | 89,220.49 | low |
CUST6136847 | +2347039278993 | MTN | 2025-09-30T00:00:00 | 485 | poor | 35 | 14,731.82 | 7 | 0.24 | 2 | prepaid | false | 0 | high |
CUST4247038 | +2349038310773 | MTN | 2025-09-30T00:00:00 | 300 | poor | 6 | 1,035 | 5 | 0.09 | 6 | prepaid | false | 0 | low |
CUST3206330 | +2347031773930 | MTN | 2025-09-30T00:00:00 | 625 | fair | 28 | 40,644.4 | 25 | 0.23 | 10 | prepaid | false | 0 | medium |
CUST9580138 | +2348086743637 | Airtel | 2025-09-30T00:00:00 | 899 | excellent | 51 | 45,593.97 | 21 | 0.75 | 1 | prepaid | true | 115,237.84 | low |
CUST6405574 | +2348131218472 | MTN | 2025-09-30T00:00:00 | 926 | excellent | 107 | 49,763.89 | 14 | 0.16 | 2 | postpaid | true | 74,062.92 | low |
CUST3804133 | +2348061892657 | MTN | 2025-09-30T00:00:00 | 506 | fair | 9 | 43,743.87 | 26 | 0.14 | 3 | prepaid | false | 0 | high |
CUST1294702 | +2348106954337 | MTN | 2025-09-30T00:00:00 | 1,000 | excellent | 118 | 36,877.96 | 29 | 0.98 | 1 | postpaid | true | 71,941.71 | low |
CUST9135301 | +2347052700887 | Glo | 2025-09-30T00:00:00 | 682 | good | 91 | 14,925.52 | 8 | 0.15 | 1 | prepaid | true | 31,531.84 | low |
CUST4767761 | +2348100566659 | MTN | 2025-09-30T00:00:00 | 766 | good | 32 | 27,369.95 | 24 | 0.41 | 0 | prepaid | true | 44,636.82 | low |
CUST9552541 | +2348050682715 | Glo | 2025-09-30T00:00:00 | 582 | fair | 68 | 47,514.51 | 2 | 0.21 | 7 | prepaid | false | 0 | medium |
CUST3210524 | +2348178446616 | 9mobile | 2025-09-30T00:00:00 | 1,000 | excellent | 109 | 36,675.12 | 9 | 0.68 | 1 | prepaid | true | 108,942.38 | low |
CUST5858817 | +2349058899383 | Glo | 2025-09-30T00:00:00 | 698 | good | 19 | 11,413.67 | 27 | 0.71 | 0 | prepaid | true | 30,874.82 | low |
CUST7476557 | +2348055286138 | Glo | 2025-09-30T00:00:00 | 631 | fair | 59 | 24,823.7 | 8 | 0.23 | 5 | prepaid | false | 0 | high |
CUST7846753 | +2348160974306 | MTN | 2025-09-30T00:00:00 | 692 | good | 3 | 33,285.67 | 27 | 0.58 | 0 | prepaid | true | 71,756.54 | high |
CUST8260807 | +2349068407089 | MTN | 2025-09-30T00:00:00 | 405 | poor | 19 | 5,634.28 | 15 | 0.5 | 8 | prepaid | false | 0 | high |
CUST4365376 | +2348085847545 | Airtel | 2025-09-30T00:00:00 | 606 | fair | 6 | 39,338.41 | 17 | 0.73 | 5 | postpaid | false | 0 | high |
CUST2683956 | +2349058156161 | Glo | 2025-09-30T00:00:00 | 669 | good | 74 | 626.45 | 25 | 0.15 | 1 | prepaid | true | 773.15 | low |
CUST4124553 | +2347030384919 | MTN | 2025-09-30T00:00:00 | 853 | excellent | 86 | 30,728.75 | 14 | 0.19 | 1 | prepaid | true | 74,277.5 | low |
CUST9697793 | +2347067072433 | MTN | 2025-09-30T00:00:00 | 300 | poor | 17 | 6,648.86 | 9 | 0.09 | 1 | prepaid | false | 0 | high |
CUST4923904 | +2348123869566 | Airtel | 2025-09-30T00:00:00 | 812 | excellent | 50 | 35,638.06 | 9 | 0.75 | 0 | prepaid | true | 45,320.32 | low |
CUST8954704 | +2349059540667 | Glo | 2025-09-30T00:00:00 | 1,000 | excellent | 79 | 32,024.96 | 29 | 0.44 | 0 | prepaid | true | 34,087.56 | medium |
CUST3912916 | +2348156217796 | Glo | 2025-09-30T00:00:00 | 599 | fair | 30 | 32,922.96 | 7 | 0.64 | 5 | postpaid | false | 0 | medium |
CUST2263970 | +2348189272672 | 9mobile | 2025-09-30T00:00:00 | 341 | poor | 13 | 6,198.51 | 12 | 0.23 | 4 | prepaid | false | 0 | low |
CUST4683020 | +2349054708579 | Glo | 2025-09-30T00:00:00 | 1,000 | excellent | 116 | 43,261.25 | 14 | 0.9 | 0 | prepaid | true | 108,296.34 | low |
CUST5160748 | +2348152458082 | Glo | 2025-09-30T00:00:00 | 919 | excellent | 71 | 5,021.56 | 24 | 0.85 | 2 | prepaid | true | 6,644.41 | low |
CUST8662765 | +2348088042142 | Airtel | 2025-09-30T00:00:00 | 497 | poor | 30 | 46,555.21 | 8 | 0.12 | 2 | prepaid | false | 0 | medium |
CUST9612202 | +2348104551606 | MTN | 2025-09-30T00:00:00 | 944 | excellent | 69 | 29,942.28 | 20 | 0.74 | 0 | postpaid | true | 50,814.57 | low |
CUST1324387 | +2348105547493 | MTN | 2025-09-30T00:00:00 | 1,000 | excellent | 89 | 31,023.64 | 28 | 0.81 | 1 | prepaid | true | 67,953.28 | low |
CUST4863776 | +2348175125180 | 9mobile | 2025-09-30T00:00:00 | 324 | poor | 49 | 4,358.96 | 6 | 0.05 | 1 | prepaid | false | 0 | medium |
CUST9074332 | +2348128271259 | Airtel | 2025-09-30T00:00:00 | 796 | good | 58 | 42,075.31 | 30 | 0.18 | 0 | prepaid | true | 82,378.07 | low |
CUST7652594 | +2348180706328 | 9mobile | 2025-09-30T00:00:00 | 559 | fair | 39 | 19,398.76 | 13 | 0.05 | 6 | prepaid | false | 0 | medium |
CUST1127089 | +2348162812866 | MTN | 2025-09-30T00:00:00 | 712 | good | 47 | 16,832.24 | 14 | 0.6 | 1 | postpaid | true | 46,437.1 | low |
CUST5624427 | +2347086305806 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 114 | 11,825.24 | 9 | 0.78 | 0 | prepaid | true | 18,383.54 | low |
CUST8046394 | +2349060376658 | MTN | 2025-09-30T00:00:00 | 568 | fair | 27 | 34,167.7 | 21 | 0.23 | 5 | prepaid | false | 0 | high |
CUST8265366 | +2349019778409 | Airtel | 2025-09-30T00:00:00 | 966 | excellent | 116 | 20,660.76 | 5 | 0.29 | 1 | postpaid | true | 28,647.45 | low |
CUST7220206 | +2348082167198 | Airtel | 2025-09-30T00:00:00 | 794 | good | 58 | 41,348.23 | 2 | 0.97 | 2 | prepaid | true | 44,321.29 | high |
CUST1901021 | +2347080910466 | Airtel | 2025-09-30T00:00:00 | 978 | excellent | 116 | 26,792.38 | 15 | 0.13 | 2 | postpaid | true | 52,636.2 | low |
CUST1388548 | +2348070547771 | Glo | 2025-09-30T00:00:00 | 1,000 | excellent | 118 | 16,728.03 | 21 | 0.8 | 1 | prepaid | true | 23,302.25 | low |
CUST4012782 | +2348077583590 | Glo | 2025-09-30T00:00:00 | 789 | good | 41 | 34,754.91 | 10 | 0.94 | 2 | prepaid | true | 88,890.49 | low |
CUST9421286 | +2349029276095 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 64 | 35,066.43 | 29 | 0.98 | 0 | postpaid | true | 42,235.92 | high |
CUST9813438 | +2347062929292 | MTN | 2025-09-30T00:00:00 | 947 | excellent | 72 | 46,354.59 | 12 | 0.77 | 0 | prepaid | true | 53,199.76 | low |
CUST3154258 | +2347050722639 | Glo | 2025-09-30T00:00:00 | 474 | poor | 39 | 2,453.75 | 18 | 0.22 | 6 | prepaid | false | 0 | high |
CUST8351504 | +2348091643125 | 9mobile | 2025-09-30T00:00:00 | 587 | fair | 31 | 26,850.13 | 11 | 0.27 | 8 | prepaid | false | 0 | high |
CUST5799228 | +2349028889868 | Airtel | 2025-09-30T00:00:00 | 530 | fair | 4 | 18,732.42 | 11 | 0.7 | 8 | prepaid | false | 0 | low |
CUST5955814 | +2348063434890 | MTN | 2025-09-30T00:00:00 | 508 | fair | 48 | 1,458.79 | 21 | 0.05 | 1 | prepaid | false | 0 | high |
CUST4143592 | +2349064895355 | MTN | 2025-09-30T00:00:00 | 685 | good | 23 | 5,479.74 | 29 | 0.77 | 0 | prepaid | true | 11,278.02 | medium |
CUST3647035 | +2349055514893 | Glo | 2025-09-30T00:00:00 | 619 | fair | 30 | 49,227.71 | 1 | 0.72 | 10 | prepaid | false | 0 | medium |
CUST7807029 | +2349062530848 | MTN | 2025-09-30T00:00:00 | 712 | good | 28 | 30,751.76 | 27 | 0.38 | 0 | prepaid | true | 65,155.44 | low |
CUST9559508 | +2347036339450 | MTN | 2025-09-30T00:00:00 | 614 | fair | 95 | 1,200.65 | 8 | 0.15 | 2 | prepaid | false | 0 | high |
CUST3920775 | +2347032348245 | MTN | 2025-09-30T00:00:00 | 1,000 | excellent | 112 | 10,648.99 | 25 | 0.96 | 1 | prepaid | true | 24,263.31 | low |
CUST3432736 | +2349078308552 | Airtel | 2025-09-30T00:00:00 | 648 | fair | 40 | 5,132.52 | 19 | 0.75 | 10 | postpaid | false | 0 | high |
CUST6642712 | +2347085896085 | Airtel | 2025-09-30T00:00:00 | 616 | fair | 19 | 25,224.56 | 11 | 0.58 | 3 | prepaid | false | 0 | low |
CUST7303853 | +2349014671056 | Airtel | 2025-09-30T00:00:00 | 660 | good | 55 | 39,947.96 | 11 | 0.4 | 1 | prepaid | true | 94,727.66 | low |
CUST1168904 | +2349025710030 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 77 | 40,657.99 | 25 | 0.48 | 2 | prepaid | true | 84,287.38 | low |
CUST9194939 | +2348021195740 | Airtel | 2025-09-30T00:00:00 | 798 | good | 114 | 10,643.22 | 13 | 0.03 | 1 | prepaid | true | 13,173.26 | low |
CUST1117246 | +2348140457611 | MTN | 2025-09-30T00:00:00 | 1,000 | excellent | 110 | 42,789.48 | 11 | 0.54 | 2 | prepaid | true | 84,209.29 | low |
CUST5320722 | +2348133583224 | MTN | 2025-09-30T00:00:00 | 690 | good | 76 | 27,674.87 | 10 | 0.15 | 1 | prepaid | true | 30,553.35 | low |
CUST2227445 | +2347057949030 | Glo | 2025-09-30T00:00:00 | 1,000 | excellent | 102 | 17,334.77 | 21 | 0.91 | 1 | prepaid | true | 24,324.33 | low |
CUST8546152 | +2348142555381 | MTN | 2025-09-30T00:00:00 | 749 | good | 57 | 19,350.94 | 11 | 0.51 | 2 | prepaid | true | 53,717.31 | low |
CUST8272704 | +2348156983434 | Glo | 2025-09-30T00:00:00 | 429 | poor | 13 | 19,684.57 | 9 | 0.13 | 2 | prepaid | false | 0 | low |
CUST1385776 | +2348020652216 | Airtel | 2025-09-30T00:00:00 | 556 | fair | 62 | 10,583.19 | 1 | 0.55 | 8 | prepaid | false | 0 | high |
CUST9108472 | +2348024781186 | Airtel | 2025-09-30T00:00:00 | 1,000 | excellent | 89 | 40,735.86 | 23 | 0.64 | 0 | prepaid | true | 103,742.72 | low |
CUST9818635 | +2347087516881 | Airtel | 2025-09-30T00:00:00 | 874 | excellent | 64 | 38,822.02 | 23 | 0.34 | 2 | prepaid | true | 93,179.24 | low |
CUST7146103 | +2348033939257 | MTN | 2025-09-30T00:00:00 | 594 | fair | 25 | 48,908.3 | 25 | 0.08 | 2 | prepaid | false | 0 | high |
CUST7732538 | +2348181197831 | 9mobile | 2025-09-30T00:00:00 | 979 | excellent | 72 | 28,432.55 | 24 | 0.67 | 0 | prepaid | true | 63,758.71 | low |
CUST8675294 | +2348136348455 | MTN | 2025-09-30T00:00:00 | 396 | poor | 12 | 39,013.5 | 7 | 0.38 | 6 | prepaid | false | 0 | medium |
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