customer_id stringlengths 11 11 | operator stringclasses 4
values | month stringdate 2025-09-01 00:00:00 2025-09-01 00:00:00 | customer_segment stringclasses 4
values | total_revenue_ngn float64 500 150k | voice_revenue_ngn float64 100 59.9k | data_revenue_ngn float64 201 89.7k | sms_revenue_ngn float64 25.4 22.3k | vas_revenue_ngn float64 25.1 29.7k | tenure_months int64 1 120 | churn_risk stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|
CUST2137534 | Airtel | 2025-09 | light | 1,731.83 | 487.96 | 784.52 | 226.69 | 227.68 | 53 | low |
CUST6495360 | Airtel | 2025-09 | light | 1,244.77 | 347.61 | 724.9 | 178.56 | 76.19 | 25 | low |
CUST7536467 | MTN | 2025-09 | medium | 2,972.68 | 861.33 | 1,648.39 | 194.28 | 179.99 | 24 | low |
CUST6344411 | MTN | 2025-09 | light | 1,641.27 | 613.23 | 928.86 | 161.55 | 184.98 | 118 | low |
CUST9026096 | MTN | 2025-09 | heavy | 12,386.15 | 4,501.15 | 5,856.85 | 866.06 | 1,535.89 | 28 | medium |
CUST4745695 | Airtel | 2025-09 | light | 1,069.32 | 239.19 | 596.02 | 64.6 | 208.78 | 8 | low |
CUST2296471 | Glo | 2025-09 | heavy | 8,031.77 | 3,027.52 | 3,971.16 | 571.11 | 924.33 | 87 | high |
CUST9416656 | 9mobile | 2025-09 | medium | 5,830.73 | 2,233.2 | 2,615.96 | 773.18 | 1,154.27 | 91 | high |
CUST5025968 | Airtel | 2025-09 | light | 1,039.62 | 260.82 | 542.48 | 90.16 | 147.17 | 62 | medium |
CUST5245950 | MTN | 2025-09 | heavy | 24,898.55 | 7,818.37 | 10,946.69 | 1,958.54 | 2,855.56 | 120 | low |
CUST4318247 | Airtel | 2025-09 | light | 1,086.58 | 363.12 | 520.51 | 65.26 | 124.7 | 108 | low |
CUST4494546 | Glo | 2025-09 | heavy | 13,389.99 | 3,089.24 | 6,590.98 | 1,986.19 | 1,520.11 | 70 | low |
CUST8373986 | Glo | 2025-09 | medium | 2,277.34 | 464.53 | 1,212.21 | 209.44 | 215.19 | 74 | low |
CUST9386067 | Glo | 2025-09 | medium | 5,578.46 | 1,640.32 | 3,035.4 | 770.03 | 564.41 | 16 | low |
CUST7145860 | 9mobile | 2025-09 | heavy | 13,805.13 | 4,163.52 | 6,706.22 | 1,016.03 | 1,240.47 | 14 | low |
CUST3694535 | Glo | 2025-09 | light | 797.77 | 228.44 | 397.35 | 65.44 | 53.06 | 97 | low |
CUST9240187 | Airtel | 2025-09 | light | 1,121.27 | 241.2 | 456.56 | 85.5 | 122.54 | 83 | high |
CUST1537509 | Glo | 2025-09 | heavy | 24,829.69 | 9,041.95 | 14,537.45 | 3,057.14 | 3,826.26 | 38 | low |
CUST7460385 | Glo | 2025-09 | enterprise | 131,628.02 | 44,319.35 | 58,061.11 | 12,034.05 | 24,957.59 | 78 | high |
CUST6281807 | MTN | 2025-09 | medium | 5,402.23 | 2,101.93 | 2,427.7 | 716.02 | 886.34 | 31 | medium |
CUST5826782 | Airtel | 2025-09 | light | 1,277.15 | 388.64 | 701.8 | 75.67 | 211.72 | 26 | medium |
CUST6708839 | MTN | 2025-09 | heavy | 15,949.14 | 5,435.8 | 6,912.36 | 1,997.37 | 3,105.06 | 95 | medium |
CUST8614885 | Airtel | 2025-09 | medium | 3,255.97 | 724.44 | 1,462.06 | 304.06 | 233.79 | 90 | low |
CUST1926924 | Airtel | 2025-09 | medium | 3,982.26 | 1,192.54 | 1,807.01 | 527.68 | 352.95 | 13 | low |
CUST3862727 | Glo | 2025-09 | light | 1,554.61 | 604.6 | 906.84 | 155.39 | 166.79 | 76 | medium |
CUST1749278 | MTN | 2025-09 | light | 955.05 | 287.97 | 556.4 | 51.17 | 161.53 | 4 | high |
CUST4189144 | MTN | 2025-09 | medium | 6,545.34 | 1,592.32 | 3,155.49 | 687.66 | 1,228.21 | 14 | low |
CUST3787423 | Glo | 2025-09 | heavy | 13,851.89 | 3,583.14 | 6,122.48 | 738.81 | 1,294.2 | 120 | low |
CUST9420843 | Glo | 2025-09 | medium | 7,496.09 | 2,960.4 | 3,683.25 | 447.54 | 710.62 | 120 | low |
CUST8930749 | MTN | 2025-09 | medium | 3,256.07 | 1,036.33 | 1,731 | 282.49 | 595.49 | 30 | low |
CUST7061972 | Airtel | 2025-09 | enterprise | 71,338.52 | 15,276.04 | 32,545.6 | 7,240.2 | 5,008 | 52 | low |
CUST4988673 | Glo | 2025-09 | light | 1,639.88 | 524.54 | 778.9 | 203.98 | 166.37 | 58 | low |
CUST9244714 | MTN | 2025-09 | medium | 2,161.14 | 832.56 | 1,135.65 | 171.27 | 176.21 | 105 | medium |
CUST1730411 | 9mobile | 2025-09 | medium | 2,105.35 | 544.26 | 1,011.66 | 177.94 | 299.11 | 94 | medium |
CUST5073873 | Airtel | 2025-09 | medium | 6,192.92 | 2,250.98 | 3,418.76 | 852.97 | 370.32 | 98 | low |
CUST4245509 | Glo | 2025-09 | heavy | 17,774.33 | 5,665.78 | 7,242.83 | 1,001.17 | 3,257.69 | 114 | low |
CUST9385265 | 9mobile | 2025-09 | light | 880.36 | 334.19 | 404.32 | 74.99 | 143.22 | 25 | medium |
CUST1160402 | Airtel | 2025-09 | medium | 4,309.76 | 1,523.27 | 2,528.69 | 642.91 | 644.5 | 82 | low |
CUST6952839 | Glo | 2025-09 | light | 876.32 | 243.62 | 409.34 | 78.03 | 78.18 | 107 | medium |
CUST2788652 | Airtel | 2025-09 | light | 1,961.84 | 612.41 | 1,026.01 | 115.33 | 347.79 | 63 | medium |
CUST7010210 | Glo | 2025-09 | heavy | 17,766.37 | 5,266.77 | 7,390.57 | 2,518.89 | 2,998.58 | 65 | low |
CUST2006599 | MTN | 2025-09 | light | 1,769.92 | 541.37 | 982.59 | 193.74 | 353.68 | 72 | medium |
CUST7149678 | MTN | 2025-09 | light | 687.56 | 192.59 | 401.27 | 69.5 | 82.16 | 43 | low |
CUST4488988 | MTN | 2025-09 | light | 1,439.91 | 458.34 | 843.45 | 170.35 | 151.04 | 71 | low |
CUST4830363 | MTN | 2025-09 | light | 741.15 | 203.84 | 431.8 | 78.84 | 96.09 | 120 | low |
CUST2547109 | MTN | 2025-09 | medium | 7,912.92 | 2,489.34 | 4,402.94 | 561.99 | 1,123.39 | 92 | low |
CUST9532204 | Airtel | 2025-09 | light | 1,015.44 | 252.42 | 454.27 | 151.19 | 64.96 | 14 | medium |
CUST2534931 | MTN | 2025-09 | light | 1,370.75 | 292.49 | 705.43 | 153.6 | 186.46 | 105 | low |
CUST3133589 | Glo | 2025-09 | medium | 4,414.5 | 1,345.02 | 2,157.69 | 470.22 | 292.22 | 74 | low |
CUST2543802 | Glo | 2025-09 | medium | 4,769.11 | 1,030.92 | 2,691.26 | 514.57 | 863.27 | 49 | medium |
CUST4205481 | Airtel | 2025-09 | heavy | 22,227.53 | 6,101.34 | 8,897.84 | 2,170.39 | 2,871.41 | 70 | low |
CUST8929132 | MTN | 2025-09 | light | 872.49 | 264.85 | 507.96 | 76.41 | 72.14 | 5 | medium |
CUST4564800 | Airtel | 2025-09 | medium | 7,733.78 | 1,719.35 | 3,452.43 | 647.71 | 828.12 | 40 | low |
CUST4048961 | 9mobile | 2025-09 | light | 507.42 | 132.87 | 258.03 | 37.06 | 96.24 | 84 | medium |
CUST7006889 | Glo | 2025-09 | medium | 3,484.4 | 900.81 | 1,496.69 | 351.05 | 231.96 | 66 | low |
CUST5419894 | Airtel | 2025-09 | light | 1,655.28 | 463.18 | 758.04 | 85.67 | 244.06 | 57 | low |
CUST5753336 | Airtel | 2025-09 | medium | 4,539.65 | 927.73 | 2,120.52 | 271.78 | 614.59 | 102 | high |
CUST5669977 | MTN | 2025-09 | light | 1,901.25 | 634.01 | 1,124.15 | 271.76 | 125.3 | 42 | high |
CUST3273365 | MTN | 2025-09 | medium | 5,137.56 | 2,012.72 | 2,918.96 | 607.35 | 668.41 | 11 | medium |
CUST3264274 | Glo | 2025-09 | light | 1,897.24 | 613.45 | 759.91 | 176.57 | 102.95 | 70 | medium |
CUST5406550 | MTN | 2025-09 | enterprise | 119,891.6 | 24,938.93 | 54,670.39 | 6,252.7 | 10,131.48 | 71 | low |
CUST8260692 | MTN | 2025-09 | enterprise | 44,583.03 | 14,060.41 | 22,934.95 | 3,666.43 | 7,154.28 | 13 | low |
CUST7547855 | MTN | 2025-09 | medium | 3,004.47 | 1,045.54 | 1,384.51 | 438.26 | 545.7 | 43 | low |
CUST7154030 | Airtel | 2025-09 | heavy | 12,158.39 | 2,686.1 | 5,851.84 | 888.39 | 2,106.86 | 48 | low |
CUST9291634 | Airtel | 2025-09 | light | 1,031.6 | 340.38 | 427.85 | 110.05 | 81.2 | 68 | low |
CUST5485633 | Glo | 2025-09 | light | 1,514.62 | 547.47 | 899.48 | 140.96 | 265.62 | 18 | low |
CUST6058543 | 9mobile | 2025-09 | heavy | 14,679.6 | 3,682.53 | 6,222.5 | 1,718.08 | 1,767.41 | 102 | low |
CUST9040746 | Glo | 2025-09 | heavy | 12,999.46 | 4,831.25 | 6,220.16 | 1,225.22 | 2,281.66 | 77 | low |
CUST8451768 | Airtel | 2025-09 | heavy | 8,995.32 | 3,066.71 | 5,014.8 | 552.77 | 1,179.35 | 43 | medium |
CUST5734000 | MTN | 2025-09 | light | 587.37 | 136.79 | 338.91 | 81.52 | 89.72 | 50 | low |
CUST4624022 | Airtel | 2025-09 | medium | 2,436.82 | 736.47 | 1,221.45 | 312.56 | 192.29 | 69 | medium |
CUST1499494 | 9mobile | 2025-09 | light | 648.51 | 165.38 | 282.09 | 45.39 | 55.64 | 20 | high |
CUST2374315 | MTN | 2025-09 | medium | 6,349.82 | 2,222.94 | 3,151.08 | 593.57 | 711.81 | 49 | low |
CUST4504279 | Airtel | 2025-09 | light | 1,952.79 | 439.93 | 1,156.55 | 228.22 | 241.17 | 34 | low |
CUST2867867 | Glo | 2025-09 | medium | 4,800.84 | 1,507.86 | 2,097.46 | 361.46 | 836.9 | 55 | low |
CUST4176583 | Glo | 2025-09 | light | 810.11 | 284.46 | 374.23 | 83.03 | 66.01 | 62 | low |
CUST7792973 | MTN | 2025-09 | light | 882.68 | 211.04 | 380.34 | 92.34 | 116.65 | 12 | low |
CUST3954046 | Glo | 2025-09 | light | 1,649.23 | 627.82 | 956.03 | 210.63 | 111.67 | 85 | low |
CUST6901488 | MTN | 2025-09 | medium | 7,316.25 | 1,907.7 | 3,638.24 | 1,071.81 | 1,431.73 | 16 | medium |
CUST4491495 | MTN | 2025-09 | heavy | 19,566.51 | 6,130.43 | 10,165.18 | 1,960.14 | 1,602.53 | 39 | medium |
CUST2604982 | Glo | 2025-09 | medium | 2,956.96 | 882.03 | 1,471.9 | 259.38 | 401.83 | 26 | low |
CUST8202954 | Airtel | 2025-09 | light | 1,303.82 | 444.86 | 726.11 | 124.11 | 215.67 | 66 | low |
CUST8377751 | Glo | 2025-09 | light | 1,212.01 | 291.72 | 531.19 | 134.79 | 93.68 | 20 | low |
CUST9709997 | Airtel | 2025-09 | light | 1,227.66 | 456.85 | 647.18 | 82.63 | 104.04 | 84 | medium |
CUST7307836 | Airtel | 2025-09 | medium | 7,951.51 | 2,686.42 | 3,972.11 | 585.68 | 1,524.13 | 25 | low |
CUST6995872 | MTN | 2025-09 | light | 1,233.65 | 286.01 | 600.32 | 154.06 | 80.26 | 16 | low |
CUST9625202 | MTN | 2025-09 | medium | 3,337.87 | 1,150.2 | 1,763.17 | 341.56 | 423.04 | 6 | high |
CUST4005240 | Airtel | 2025-09 | light | 722.41 | 148.06 | 306.47 | 102.2 | 117.47 | 113 | low |
CUST1295577 | Airtel | 2025-09 | light | 1,973.65 | 483.87 | 961.73 | 149.21 | 127.24 | 87 | low |
CUST2185949 | 9mobile | 2025-09 | light | 904.63 | 242.14 | 417.36 | 82.51 | 92.2 | 40 | medium |
CUST3325752 | MTN | 2025-09 | light | 971.82 | 326.05 | 406.69 | 105.55 | 75.06 | 18 | low |
CUST7462816 | MTN | 2025-09 | medium | 6,529.78 | 1,618.25 | 2,641.64 | 499.68 | 924.67 | 14 | medium |
CUST9196715 | Airtel | 2025-09 | medium | 7,253.5 | 2,137.61 | 3,621.71 | 435.23 | 751.12 | 30 | low |
CUST1872579 | MTN | 2025-09 | medium | 7,407.16 | 2,308.86 | 4,033.52 | 650.49 | 1,032.69 | 103 | medium |
CUST5676258 | MTN | 2025-09 | light | 1,293.45 | 416.8 | 706.54 | 96.25 | 132.2 | 19 | low |
CUST9247877 | Glo | 2025-09 | heavy | 23,966.79 | 8,718.41 | 10,645.69 | 2,623.51 | 2,510.58 | 7 | low |
CUST4356541 | Glo | 2025-09 | heavy | 12,531.3 | 3,135.62 | 6,466.76 | 1,622.5 | 909.05 | 62 | high |
CUST9154330 | Airtel | 2025-09 | heavy | 9,839.74 | 3,738.49 | 5,159.81 | 748.31 | 1,013.91 | 54 | medium |
CUST3180139 | 9mobile | 2025-09 | heavy | 11,790.64 | 4,160.7 | 5,311.27 | 1,099.65 | 1,453.03 | 106 | medium |
CUST5267208 | MTN | 2025-09 | light | 711.48 | 162.6 | 385.03 | 84.03 | 68.47 | 54 | low |
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