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 |
|---|---|---|---|---|---|---|---|---|---|---|
CUST3670008
|
Glo
|
2025-09
|
heavy
| 19,970.42 | 6,041.77 | 9,201.06 | 2,422.27 | 2,112.84 | 34 |
low
|
CUST6311928
|
Glo
|
2025-09
|
heavy
| 10,913.13 | 4,023.66 | 6,180.9 | 1,535.79 | 2,002.43 | 86 |
low
|
CUST5929913
|
MTN
|
2025-09
|
medium
| 4,698.86 | 1,741.66 | 2,051.49 | 254.33 | 259.84 | 105 |
low
|
CUST2729298
|
MTN
|
2025-09
|
light
| 1,848.49 | 375.28 | 969.89 | 163.26 | 347.44 | 33 |
high
|
CUST6679413
|
Glo
|
2025-09
|
light
| 1,301.74 | 378.99 | 742.22 | 101.83 | 136.2 | 26 |
low
|
CUST8164445
|
Glo
|
2025-09
|
light
| 1,896.97 | 526.19 | 1,045.06 | 197.95 | 155.59 | 55 |
low
|
CUST4535057
|
MTN
|
2025-09
|
light
| 1,584.59 | 610.32 | 828.73 | 146.04 | 106.97 | 119 |
low
|
CUST3471558
|
Glo
|
2025-09
|
medium
| 4,008.06 | 1,258.97 | 1,841.64 | 476.15 | 413.43 | 56 |
low
|
CUST9181962
|
Glo
|
2025-09
|
medium
| 6,365.84 | 2,318.85 | 2,974.31 | 375.61 | 1,175.36 | 3 |
low
|
CUST4013688
|
Airtel
|
2025-09
|
heavy
| 11,605.66 | 2,830.7 | 4,669.41 | 1,177.04 | 929.78 | 1 |
medium
|
CUST4308735
|
Glo
|
2025-09
|
heavy
| 15,900.92 | 4,593.13 | 9,159.13 | 1,177.56 | 1,493.81 | 81 |
high
|
CUST1172822
|
Glo
|
2025-09
|
light
| 760.64 | 190.36 | 398.85 | 67.86 | 149.71 | 67 |
low
|
CUST3878468
|
9mobile
|
2025-09
|
light
| 1,331.95 | 383.01 | 777.81 | 92.5 | 94.3 | 96 |
medium
|
CUST1670171
|
Glo
|
2025-09
|
heavy
| 8,284.65 | 2,389.04 | 4,805.68 | 584.95 | 1,216.81 | 79 |
low
|
CUST4884924
|
MTN
|
2025-09
|
light
| 807.86 | 163.01 | 333.67 | 100.43 | 56.58 | 107 |
medium
|
CUST8457649
|
Glo
|
2025-09
|
light
| 558.44 | 134.9 | 324.5 | 58.08 | 54.22 | 74 |
medium
|
CUST4043053
|
MTN
|
2025-09
|
light
| 994.36 | 245.25 | 510.62 | 112.55 | 182.19 | 13 |
low
|
CUST4621495
|
MTN
|
2025-09
|
medium
| 3,386.73 | 797.49 | 1,988.52 | 404.89 | 611.7 | 60 |
low
|
CUST8685507
|
9mobile
|
2025-09
|
light
| 1,373.4 | 337.69 | 597.77 | 72.62 | 234.23 | 16 |
high
|
CUST8726086
|
Airtel
|
2025-09
|
medium
| 4,766.9 | 1,828.06 | 2,543.48 | 567.2 | 434.87 | 96 |
low
|
CUST2852551
|
9mobile
|
2025-09
|
light
| 551.78 | 112.82 | 303.33 | 59.32 | 106.95 | 85 |
medium
|
CUST2633671
|
Airtel
|
2025-09
|
light
| 1,956.62 | 678.72 | 903.39 | 132.23 | 358.5 | 104 |
low
|
CUST8038569
|
Airtel
|
2025-09
|
light
| 1,159.41 | 395.99 | 616.79 | 156.23 | 189.29 | 29 |
medium
|
CUST8502044
|
Glo
|
2025-09
|
heavy
| 15,781.62 | 5,575.91 | 9,101.51 | 1,748.75 | 1,770.33 | 65 |
low
|
CUST7377284
|
MTN
|
2025-09
|
light
| 1,171.75 | 405.35 | 620.18 | 140.08 | 210.48 | 47 |
low
|
CUST6238377
|
Glo
|
2025-09
|
medium
| 2,183.51 | 480.14 | 1,177.36 | 225.99 | 297.79 | 36 |
low
|
CUST2463606
|
MTN
|
2025-09
|
heavy
| 12,286.49 | 3,748.09 | 5,583.31 | 1,291.78 | 780.01 | 47 |
low
|
CUST1836661
|
MTN
|
2025-09
|
medium
| 7,265.19 | 1,545.37 | 3,751.51 | 499.98 | 1,051.84 | 21 |
low
|
CUST1381574
|
Airtel
|
2025-09
|
light
| 1,650.14 | 600.73 | 935.37 | 214.39 | 83.3 | 20 |
low
|
CUST9493747
|
Airtel
|
2025-09
|
medium
| 2,773.54 | 676.25 | 1,539.89 | 251.14 | 434.63 | 7 |
low
|
CUST2117991
|
Glo
|
2025-09
|
medium
| 2,474.43 | 646.8 | 1,007.15 | 254.39 | 229.63 | 61 |
high
|
CUST5819417
|
9mobile
|
2025-09
|
light
| 908.93 | 349.3 | 369.76 | 89.89 | 169.95 | 10 |
low
|
CUST2591095
|
Airtel
|
2025-09
|
enterprise
| 88,631.66 | 22,951.3 | 48,447.47 | 10,350.07 | 9,446 | 64 |
low
|
CUST6267488
|
MTN
|
2025-09
|
light
| 1,304.48 | 300.6 | 677.97 | 138.79 | 218.34 | 92 |
low
|
CUST1912906
|
MTN
|
2025-09
|
light
| 1,604.97 | 483.18 | 949.88 | 163.91 | 268.76 | 83 |
low
|
CUST5310614
|
9mobile
|
2025-09
|
medium
| 5,050.17 | 1,912.11 | 2,505.11 | 358.22 | 721.29 | 23 |
low
|
CUST4406651
|
MTN
|
2025-09
|
medium
| 6,354.86 | 2,098.88 | 3,509.72 | 772.6 | 698.59 | 15 |
low
|
CUST4575193
|
Glo
|
2025-09
|
medium
| 7,320.99 | 2,171.94 | 3,823.35 | 1,026.7 | 395.03 | 32 |
low
|
CUST6195891
|
MTN
|
2025-09
|
heavy
| 15,096.44 | 6,008.36 | 6,331.79 | 1,552.81 | 764.71 | 119 |
low
|
CUST2092830
|
Airtel
|
2025-09
|
heavy
| 20,930 | 6,637.95 | 11,736.72 | 2,993.72 | 4,163.43 | 27 |
low
|
CUST6414031
|
MTN
|
2025-09
|
heavy
| 14,813.96 | 3,435.33 | 7,613.46 | 1,766.6 | 2,389.12 | 93 |
low
|
CUST4210289
|
Glo
|
2025-09
|
heavy
| 8,350.11 | 1,954.42 | 4,002.94 | 607.38 | 1,266.86 | 44 |
low
|
CUST4749823
|
Airtel
|
2025-09
|
heavy
| 23,905.62 | 5,995.42 | 11,054.64 | 3,486.43 | 2,287.84 | 116 |
low
|
CUST6372746
|
MTN
|
2025-09
|
light
| 940.52 | 216.41 | 460.84 | 100.19 | 84.52 | 34 |
low
|
CUST3860634
|
9mobile
|
2025-09
|
light
| 1,069.43 | 255.26 | 616.18 | 116.51 | 69.69 | 70 |
low
|
CUST5425763
|
MTN
|
2025-09
|
light
| 844.76 | 204.93 | 362.78 | 46.01 | 151.18 | 50 |
low
|
CUST8357447
|
MTN
|
2025-09
|
light
| 1,786.88 | 713.72 | 755.24 | 177.02 | 107.23 | 25 |
low
|
CUST7025589
|
Airtel
|
2025-09
|
medium
| 5,312.18 | 1,965.15 | 3,051.83 | 412.98 | 901.45 | 38 |
low
|
CUST5952013
|
MTN
|
2025-09
|
medium
| 2,352.78 | 610.28 | 1,302.9 | 131.61 | 123.83 | 36 |
low
|
CUST7884967
|
Airtel
|
2025-09
|
light
| 966.34 | 229.09 | 478.91 | 139.89 | 130.85 | 22 |
medium
|
CUST1981822
|
Glo
|
2025-09
|
medium
| 6,581.63 | 1,642.21 | 2,781.72 | 340.81 | 506.2 | 91 |
low
|
CUST5280856
|
Glo
|
2025-09
|
light
| 770.73 | 273.07 | 399.49 | 75.86 | 95.69 | 25 |
low
|
CUST4662169
|
Airtel
|
2025-09
|
medium
| 2,853.04 | 942.84 | 1,296.79 | 187.15 | 294.74 | 108 |
low
|
CUST2908923
|
MTN
|
2025-09
|
light
| 954.21 | 348.82 | 490.99 | 121.79 | 99.31 | 90 |
low
|
CUST9884023
|
MTN
|
2025-09
|
light
| 514.3 | 184.23 | 299.85 | 30.38 | 86.47 | 37 |
low
|
CUST7158434
|
MTN
|
2025-09
|
heavy
| 16,146.96 | 5,684.08 | 7,708.92 | 904.03 | 2,645.89 | 115 |
low
|
CUST3247959
|
MTN
|
2025-09
|
medium
| 6,172.92 | 1,612.92 | 3,056.55 | 413.69 | 1,037.55 | 42 |
low
|
CUST3529997
|
MTN
|
2025-09
|
heavy
| 14,534.75 | 3,479.57 | 6,808.43 | 1,330.75 | 892.36 | 35 |
medium
|
CUST6716645
|
Glo
|
2025-09
|
medium
| 6,111.9 | 1,557.85 | 2,803.71 | 475.56 | 529.33 | 98 |
medium
|
CUST6209857
|
MTN
|
2025-09
|
medium
| 4,714.49 | 1,572.75 | 2,742.93 | 671.73 | 795.24 | 32 |
low
|
CUST9610511
|
Glo
|
2025-09
|
medium
| 4,277.25 | 925.5 | 1,936.83 | 344.52 | 580.45 | 27 |
low
|
CUST1328129
|
Airtel
|
2025-09
|
light
| 1,397.3 | 434.62 | 643.32 | 78.75 | 176.34 | 119 |
low
|
CUST7309690
|
MTN
|
2025-09
|
enterprise
| 121,941.47 | 28,464.15 | 56,540.92 | 13,518.24 | 8,616.23 | 114 |
medium
|
CUST8411886
|
MTN
|
2025-09
|
light
| 957.5 | 236.35 | 569.27 | 49.82 | 99.03 | 110 |
low
|
CUST7471338
|
MTN
|
2025-09
|
heavy
| 24,393.1 | 7,918.71 | 13,629.37 | 2,448.75 | 3,818.79 | 115 |
low
|
CUST5644562
|
MTN
|
2025-09
|
light
| 1,135.74 | 398.67 | 673.44 | 80.33 | 220.99 | 18 |
low
|
CUST6600757
|
Airtel
|
2025-09
|
light
| 910.59 | 184.49 | 400.11 | 79.9 | 169.76 | 53 |
low
|
CUST8122255
|
Glo
|
2025-09
|
medium
| 2,212.84 | 749.34 | 895.02 | 131.57 | 203.46 | 9 |
low
|
CUST1891814
|
Airtel
|
2025-09
|
heavy
| 19,091.87 | 4,174.78 | 8,670.22 | 1,487.21 | 1,123.08 | 42 |
low
|
CUST2775580
|
MTN
|
2025-09
|
medium
| 4,847.97 | 1,172.05 | 2,100.66 | 662.54 | 650.4 | 82 |
high
|
CUST1677704
|
Glo
|
2025-09
|
light
| 1,191.64 | 433.15 | 551.22 | 81.69 | 140.84 | 46 |
low
|
CUST4260619
|
MTN
|
2025-09
|
medium
| 5,850.26 | 2,115.23 | 2,566.49 | 754.72 | 817.33 | 18 |
low
|
CUST1646173
|
MTN
|
2025-09
|
heavy
| 12,962.75 | 2,954.95 | 6,749.34 | 1,722.07 | 2,078.4 | 20 |
low
|
CUST8422135
|
9mobile
|
2025-09
|
medium
| 7,399.09 | 1,564.62 | 4,257.84 | 656.72 | 532.45 | 65 |
low
|
CUST7122788
|
MTN
|
2025-09
|
light
| 656 | 134.98 | 302.98 | 70.53 | 119.45 | 57 |
low
|
CUST5227069
|
Airtel
|
2025-09
|
light
| 1,518.21 | 506.24 | 662.03 | 122.3 | 195.2 | 64 |
low
|
CUST9916610
|
Airtel
|
2025-09
|
light
| 1,602.7 | 497.5 | 835.61 | 238.15 | 164.21 | 52 |
low
|
CUST3839768
|
9mobile
|
2025-09
|
heavy
| 14,103.92 | 5,260.67 | 6,216.71 | 1,631.33 | 2,816.21 | 28 |
low
|
CUST7979250
|
Airtel
|
2025-09
|
medium
| 5,029.07 | 1,560.5 | 3,001.54 | 387.5 | 529.42 | 95 |
low
|
CUST6832083
|
MTN
|
2025-09
|
medium
| 2,710.58 | 1,071.08 | 1,092.85 | 242.47 | 292.65 | 41 |
medium
|
CUST3023733
|
Airtel
|
2025-09
|
medium
| 2,681.48 | 894.16 | 1,184.18 | 143.75 | 443.99 | 45 |
low
|
CUST8307378
|
Glo
|
2025-09
|
light
| 1,483.94 | 544.92 | 676.66 | 174.08 | 156.66 | 33 |
low
|
CUST8686622
|
MTN
|
2025-09
|
light
| 671.31 | 185.79 | 318.02 | 53.7 | 86.82 | 57 |
low
|
CUST4535890
|
9mobile
|
2025-09
|
heavy
| 23,301.88 | 4,748.72 | 12,725.09 | 1,648.29 | 4,480.11 | 109 |
low
|
CUST3789259
|
MTN
|
2025-09
|
light
| 1,376.82 | 371.29 | 616.07 | 82.41 | 266.1 | 112 |
low
|
CUST3001941
|
MTN
|
2025-09
|
medium
| 3,328.94 | 1,043.58 | 1,912.8 | 325.65 | 431.74 | 57 |
high
|
CUST3499623
|
Airtel
|
2025-09
|
heavy
| 13,706.59 | 4,137.76 | 5,636.95 | 1,899.19 | 840.02 | 115 |
low
|
CUST3972013
|
Airtel
|
2025-09
|
medium
| 3,588.13 | 1,032.44 | 1,470.68 | 518.33 | 615.24 | 28 |
high
|
CUST4563628
|
Glo
|
2025-09
|
light
| 1,538.22 | 354.6 | 712.51 | 84.4 | 183.86 | 65 |
high
|
CUST5121468
|
MTN
|
2025-09
|
light
| 846.75 | 240.56 | 401.57 | 58.19 | 65.48 | 90 |
low
|
CUST8791491
|
MTN
|
2025-09
|
heavy
| 11,938.06 | 3,698.71 | 7,030.45 | 782.57 | 2,207.25 | 14 |
medium
|
CUST2384278
|
Glo
|
2025-09
|
heavy
| 17,943.2 | 3,788.82 | 7,385.88 | 2,436.81 | 1,618.32 | 71 |
low
|
CUST2732111
|
MTN
|
2025-09
|
medium
| 7,220.9 | 2,216.43 | 2,908.74 | 961.18 | 1,361.16 | 37 |
medium
|
CUST5951927
|
Airtel
|
2025-09
|
heavy
| 18,085.63 | 5,919.9 | 10,279.64 | 941.29 | 3,484.02 | 61 |
low
|
CUST5079188
|
Glo
|
2025-09
|
light
| 704.73 | 222.24 | 309.1 | 68.95 | 91.2 | 17 |
low
|
CUST7452301
|
9mobile
|
2025-09
|
medium
| 3,060.28 | 966.96 | 1,453.68 | 223.68 | 335.64 | 109 |
low
|
CUST8390049
|
MTN
|
2025-09
|
medium
| 4,182.07 | 1,165.54 | 1,800.91 | 330.98 | 406.75 | 114 |
low
|
CUST1562857
|
Airtel
|
2025-09
|
medium
| 6,138.97 | 1,891.45 | 3,599.94 | 667.61 | 944.98 | 114 |
medium
|
CUST4884152
|
Glo
|
2025-09
|
medium
| 2,328.37 | 552.79 | 1,266.04 | 307.18 | 144.52 | 15 |
low
|
CUST4430903
|
MTN
|
2025-09
|
medium
| 6,663.38 | 1,843.78 | 3,905 | 868.03 | 1,161.19 | 116 |
low
|
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