customer_id
stringlengths 11
11
| phone_number
stringlengths 14
14
| operator
stringclasses 4
values | month
stringdate 2025-09-01 00:00:00
2025-09-01 00:00:00
| customer_segment
stringclasses 4
values | voice_minutes
int64 10
10k
| data_gb
float64 0.5
200
| sms_count
int64 5
2k
| city
stringclasses 15
values | network_type
stringclasses 4
values | account_type
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|
CUST9540788
|
+2349075150857
|
Airtel
|
2025-09
|
light
| 100 | 1.85 | 13 |
Kaduna
|
4G
|
prepaid
|
CUST4856981
|
+2348039340439
|
MTN
|
2025-09
|
light
| 21 | 0.85 | 22 |
Aba
|
4G
|
postpaid
|
CUST8119831
|
+2349096800725
|
9mobile
|
2025-09
|
heavy
| 830 | 46.99 | 352 |
Lagos
|
2G
|
prepaid
|
CUST9911770
|
+2348126663865
|
Airtel
|
2025-09
|
enterprise
| 8,830 | 64.24 | 515 |
Abuja
|
4G
|
prepaid
|
CUST1316822
|
+2349060947737
|
MTN
|
2025-09
|
medium
| 126 | 6.41 | 173 |
Benin City
|
4G
|
prepaid
|
CUST7247648
|
+2348074062931
|
Glo
|
2025-09
|
heavy
| 990 | 42.28 | 216 |
Onitsha
|
4G
|
prepaid
|
CUST7060236
|
+2347033981640
|
MTN
|
2025-09
|
light
| 92 | 1.98 | 17 |
Kano
|
3G
|
prepaid
|
CUST3193310
|
+2348187885992
|
9mobile
|
2025-09
|
enterprise
| 4,275 | 127.85 | 1,668 |
Kaduna
|
3G
|
prepaid
|
CUST2346762
|
+2349098166001
|
9mobile
|
2025-09
|
heavy
| 953 | 45.15 | 219 |
Lagos
|
4G
|
postpaid
|
CUST7446945
|
+2348055651805
|
Glo
|
2025-09
|
medium
| 315 | 11.61 | 141 |
Lagos
|
4G
|
prepaid
|
CUST9944925
|
+2348037870135
|
MTN
|
2025-09
|
light
| 96 | 2.59 | 31 |
Ibadan
|
4G
|
prepaid
|
CUST7568102
|
+2348091605907
|
9mobile
|
2025-09
|
medium
| 391 | 10.55 | 127 |
Lagos
|
4G
|
prepaid
|
CUST2300802
|
+2348030310032
|
MTN
|
2025-09
|
medium
| 259 | 3.49 | 149 |
Lagos
|
3G
|
prepaid
|
CUST9801033
|
+2349062793469
|
MTN
|
2025-09
|
heavy
| 1,432 | 37.57 | 361 |
Ilorin
|
2G
|
prepaid
|
CUST7949389
|
+2347054245636
|
Glo
|
2025-09
|
medium
| 405 | 14.88 | 115 |
Kano
|
4G
|
postpaid
|
CUST4530752
|
+2349038926715
|
MTN
|
2025-09
|
enterprise
| 5,388 | 82.65 | 908 |
Lagos
|
4G
|
postpaid
|
CUST5401495
|
+2347030863857
|
MTN
|
2025-09
|
heavy
| 859 | 20.15 | 266 |
Lagos
|
4G
|
prepaid
|
CUST6981755
|
+2348186234495
|
9mobile
|
2025-09
|
enterprise
| 4,797 | 126.33 | 1,593 |
Port Harcourt
|
3G
|
prepaid
|
CUST8305398
|
+2349082354612
|
9mobile
|
2025-09
|
heavy
| 671 | 34.25 | 249 |
Lagos
|
4G
|
prepaid
|
CUST9960010
|
+2347064176627
|
MTN
|
2025-09
|
light
| 49 | 2.62 | 22 |
Onitsha
|
3G
|
prepaid
|
CUST7564369
|
+2348127239914
|
Airtel
|
2025-09
|
medium
| 482 | 12.86 | 91 |
Port Harcourt
|
4G
|
prepaid
|
CUST2885808
|
+2348166861487
|
MTN
|
2025-09
|
light
| 30 | 1.49 | 29 |
Lagos
|
4G
|
prepaid
|
CUST8319639
|
+2348069408836
|
MTN
|
2025-09
|
medium
| 153 | 8.7 | 51 |
Lagos
|
4G
|
prepaid
|
CUST4989515
|
+2348161748101
|
MTN
|
2025-09
|
heavy
| 1,530 | 48.2 | 283 |
Ibadan
|
4G
|
prepaid
|
CUST4693965
|
+2348038139879
|
MTN
|
2025-09
|
medium
| 396 | 7.54 | 104 |
Lagos
|
4G
|
prepaid
|
CUST8085319
|
+2348059498483
|
Glo
|
2025-09
|
light
| 47 | 2.23 | 38 |
Calabar
|
4G
|
prepaid
|
CUST5985964
|
+2348137616428
|
MTN
|
2025-09
|
heavy
| 1,424 | 39.74 | 288 |
Lagos
|
2G
|
prepaid
|
CUST3224956
|
+2347064355047
|
MTN
|
2025-09
|
heavy
| 1,841 | 27.17 | 465 |
Ibadan
|
4G
|
postpaid
|
CUST5962486
|
+2349060051575
|
MTN
|
2025-09
|
medium
| 163 | 5.81 | 68 |
Warri
|
4G
|
prepaid
|
CUST8823432
|
+2348115354400
|
Glo
|
2025-09
|
light
| 75 | 1.59 | 31 |
Lagos
|
4G
|
prepaid
|
CUST1359720
|
+2348163573593
|
MTN
|
2025-09
|
medium
| 444 | 5.23 | 78 |
Lagos
|
3G
|
prepaid
|
CUST4593658
|
+2348145095941
|
MTN
|
2025-09
|
heavy
| 567 | 35.46 | 267 |
Abuja
|
4G
|
prepaid
|
CUST8769046
|
+2348137663597
|
MTN
|
2025-09
|
light
| 12 | 2.65 | 8 |
Kano
|
3G
|
prepaid
|
CUST3441132
|
+2348181956106
|
9mobile
|
2025-09
|
light
| 40 | 0.86 | 40 |
Lagos
|
4G
|
prepaid
|
CUST4078236
|
+2347012695080
|
Airtel
|
2025-09
|
light
| 49 | 1.9 | 30 |
Ibadan
|
4G
|
postpaid
|
CUST4886027
|
+2348082202125
|
Airtel
|
2025-09
|
medium
| 194 | 9.39 | 122 |
Lagos
|
4G
|
prepaid
|
CUST6110578
|
+2348039490554
|
MTN
|
2025-09
|
enterprise
| 7,306 | 132.1 | 1,508 |
Ibadan
|
3G
|
prepaid
|
CUST6052755
|
+2348127394194
|
Airtel
|
2025-09
|
light
| 58 | 1.87 | 43 |
Jos
|
4G
|
prepaid
|
CUST8033055
|
+2348073954054
|
Glo
|
2025-09
|
heavy
| 567 | 37.17 | 300 |
Lagos
|
4G
|
prepaid
|
CUST4732574
|
+2349099165026
|
9mobile
|
2025-09
|
light
| 36 | 1.08 | 42 |
Kano
|
4G
|
postpaid
|
CUST5090721
|
+2348027657667
|
Airtel
|
2025-09
|
enterprise
| 6,061 | 147.5 | 595 |
Kano
|
2G
|
prepaid
|
CUST5003553
|
+2348027977520
|
Airtel
|
2025-09
|
medium
| 285 | 14.29 | 56 |
Abuja
|
3G
|
prepaid
|
CUST4844717
|
+2349029545602
|
Airtel
|
2025-09
|
light
| 40 | 2.87 | 30 |
Onitsha
|
4G
|
prepaid
|
CUST4899599
|
+2348106823931
|
MTN
|
2025-09
|
light
| 75 | 1.88 | 29 |
Jos
|
4G
|
postpaid
|
CUST3204442
|
+2348113063958
|
Glo
|
2025-09
|
heavy
| 1,385 | 41.23 | 219 |
Warri
|
4G
|
prepaid
|
CUST6323582
|
+2347059071495
|
Glo
|
2025-09
|
light
| 21 | 1.81 | 50 |
Ilorin
|
4G
|
prepaid
|
CUST5095156
|
+2349050078747
|
Glo
|
2025-09
|
medium
| 364 | 10.27 | 151 |
Ilorin
|
4G
|
prepaid
|
CUST2117207
|
+2348176653946
|
9mobile
|
2025-09
|
light
| 50 | 1.29 | 11 |
Ibadan
|
3G
|
prepaid
|
CUST9137062
|
+2349079449201
|
Airtel
|
2025-09
|
medium
| 133 | 4.18 | 150 |
Lagos
|
5G
|
prepaid
|
CUST3843772
|
+2348056759804
|
Glo
|
2025-09
|
light
| 93 | 2.84 | 6 |
Lagos
|
4G
|
prepaid
|
CUST9681060
|
+2348031219897
|
MTN
|
2025-09
|
medium
| 433 | 4.58 | 154 |
Kano
|
2G
|
prepaid
|
CUST9094827
|
+2349080992962
|
9mobile
|
2025-09
|
heavy
| 646 | 46.95 | 407 |
Kano
|
4G
|
prepaid
|
CUST6242497
|
+2347060302282
|
MTN
|
2025-09
|
heavy
| 1,180 | 18.8 | 411 |
Kano
|
4G
|
prepaid
|
CUST9300999
|
+2347056746610
|
Glo
|
2025-09
|
light
| 94 | 1.72 | 35 |
Lagos
|
4G
|
prepaid
|
CUST4230637
|
+2348138044793
|
MTN
|
2025-09
|
heavy
| 1,833 | 37.71 | 234 |
Benin City
|
4G
|
prepaid
|
CUST2924803
|
+2348083129618
|
Airtel
|
2025-09
|
light
| 94 | 0.55 | 38 |
Lagos
|
3G
|
prepaid
|
CUST5888054
|
+2348126367074
|
Airtel
|
2025-09
|
heavy
| 988 | 38.39 | 226 |
Aba
|
5G
|
postpaid
|
CUST7770337
|
+2348071764095
|
Glo
|
2025-09
|
medium
| 463 | 5.68 | 141 |
Jos
|
4G
|
prepaid
|
CUST3367403
|
+2348085314866
|
Airtel
|
2025-09
|
light
| 75 | 2.82 | 9 |
Abuja
|
4G
|
prepaid
|
CUST4644242
|
+2349013462418
|
Airtel
|
2025-09
|
light
| 47 | 2.61 | 45 |
Abuja
|
4G
|
prepaid
|
CUST8824849
|
+2349031798092
|
MTN
|
2025-09
|
medium
| 387 | 5.41 | 67 |
Kano
|
3G
|
prepaid
|
CUST8547324
|
+2348079810611
|
Glo
|
2025-09
|
medium
| 392 | 5.72 | 199 |
Jos
|
4G
|
prepaid
|
CUST2155285
|
+2347050183353
|
Glo
|
2025-09
|
heavy
| 511 | 49.14 | 300 |
Lagos
|
3G
|
prepaid
|
CUST2962796
|
+2348077637482
|
Glo
|
2025-09
|
light
| 77 | 1.49 | 19 |
Abuja
|
4G
|
prepaid
|
CUST2898964
|
+2349055489931
|
Glo
|
2025-09
|
enterprise
| 8,900 | 97.43 | 1,749 |
Abuja
|
4G
|
prepaid
|
CUST5853980
|
+2349078403764
|
Airtel
|
2025-09
|
light
| 29 | 2.04 | 39 |
Lagos
|
4G
|
prepaid
|
CUST9074396
|
+2349014007969
|
Airtel
|
2025-09
|
heavy
| 1,304 | 20.82 | 216 |
Abuja
|
3G
|
prepaid
|
CUST1800548
|
+2349033127394
|
MTN
|
2025-09
|
medium
| 312 | 14.73 | 53 |
Ibadan
|
3G
|
prepaid
|
CUST6943698
|
+2348082639333
|
Airtel
|
2025-09
|
heavy
| 1,139 | 30.79 | 328 |
Benin City
|
3G
|
prepaid
|
CUST1853257
|
+2349054128415
|
Glo
|
2025-09
|
heavy
| 1,423 | 19.52 | 336 |
Lagos
|
3G
|
prepaid
|
CUST7169613
|
+2349075558280
|
Airtel
|
2025-09
|
light
| 53 | 2.3 | 45 |
Kano
|
4G
|
prepaid
|
CUST8168606
|
+2348133008852
|
MTN
|
2025-09
|
light
| 80 | 0.71 | 49 |
Lagos
|
4G
|
postpaid
|
CUST5046766
|
+2348132000377
|
MTN
|
2025-09
|
light
| 72 | 1.51 | 14 |
Onitsha
|
2G
|
prepaid
|
CUST3485224
|
+2349080151112
|
9mobile
|
2025-09
|
light
| 94 | 0.58 | 47 |
Lagos
|
3G
|
prepaid
|
CUST9566352
|
+2348177900525
|
9mobile
|
2025-09
|
light
| 39 | 1.83 | 14 |
Lagos
|
4G
|
prepaid
|
CUST9123175
|
+2348158987859
|
Glo
|
2025-09
|
light
| 85 | 2.68 | 39 |
Lagos
|
4G
|
prepaid
|
CUST3409613
|
+2348181881263
|
9mobile
|
2025-09
|
light
| 20 | 1.67 | 36 |
Lagos
|
4G
|
prepaid
|
CUST6560923
|
+2348170830959
|
9mobile
|
2025-09
|
light
| 40 | 2.54 | 29 |
Kano
|
4G
|
prepaid
|
CUST6959423
|
+2349075908821
|
Airtel
|
2025-09
|
heavy
| 1,185 | 41.22 | 325 |
Enugu
|
2G
|
prepaid
|
CUST2683386
|
+2347034648598
|
MTN
|
2025-09
|
light
| 39 | 2.73 | 16 |
Calabar
|
4G
|
prepaid
|
CUST6080737
|
+2349069146208
|
MTN
|
2025-09
|
medium
| 423 | 3.05 | 125 |
Ibadan
|
3G
|
postpaid
|
CUST9343340
|
+2349096593865
|
9mobile
|
2025-09
|
light
| 19 | 1.2 | 17 |
Kaduna
|
3G
|
prepaid
|
CUST3914385
|
+2347064283347
|
MTN
|
2025-09
|
medium
| 227 | 10.08 | 170 |
Ibadan
|
2G
|
prepaid
|
CUST6546427
|
+2348077658095
|
Glo
|
2025-09
|
light
| 83 | 1.17 | 32 |
Kano
|
4G
|
prepaid
|
CUST9224499
|
+2348173039842
|
9mobile
|
2025-09
|
heavy
| 1,562 | 44.17 | 221 |
Ilorin
|
2G
|
prepaid
|
CUST9678477
|
+2348169841555
|
MTN
|
2025-09
|
enterprise
| 9,181 | 156.73 | 1,815 |
Kaduna
|
2G
|
postpaid
|
CUST3807331
|
+2348104126136
|
MTN
|
2025-09
|
light
| 61 | 0.64 | 32 |
Onitsha
|
4G
|
postpaid
|
CUST2463391
|
+2348072541033
|
Glo
|
2025-09
|
enterprise
| 7,786 | 129.26 | 927 |
Benin City
|
4G
|
prepaid
|
CUST1430756
|
+2348184109307
|
9mobile
|
2025-09
|
light
| 95 | 1.55 | 24 |
Port Harcourt
|
4G
|
prepaid
|
CUST7479435
|
+2348053656087
|
Glo
|
2025-09
|
medium
| 203 | 6.27 | 102 |
Lagos
|
4G
|
prepaid
|
CUST4993460
|
+2348111360677
|
Glo
|
2025-09
|
heavy
| 855 | 22.95 | 321 |
Ibadan
|
3G
|
prepaid
|
CUST4233646
|
+2348079745605
|
Glo
|
2025-09
|
light
| 81 | 1.72 | 19 |
Lagos
|
4G
|
prepaid
|
CUST3050017
|
+2348175251250
|
9mobile
|
2025-09
|
medium
| 103 | 9.07 | 136 |
Port Harcourt
|
4G
|
prepaid
|
CUST7750465
|
+2348069245083
|
MTN
|
2025-09
|
medium
| 146 | 14.79 | 135 |
Kaduna
|
4G
|
prepaid
|
CUST4395004
|
+2347088295104
|
Airtel
|
2025-09
|
light
| 84 | 0.84 | 41 |
Warri
|
3G
|
prepaid
|
CUST4340247
|
+2348064087758
|
MTN
|
2025-09
|
enterprise
| 9,734 | 111.4 | 896 |
Lagos
|
4G
|
prepaid
|
CUST9694096
|
+2347036325687
|
MTN
|
2025-09
|
heavy
| 1,472 | 36.04 | 263 |
Lagos
|
4G
|
prepaid
|
CUST3421880
|
+2347014644668
|
Airtel
|
2025-09
|
heavy
| 1,010 | 45.04 | 252 |
Aba
|
3G
|
prepaid
|
CUST6855983
|
+2347085952103
|
Airtel
|
2025-09
|
light
| 58 | 2.61 | 34 |
Lagos
|
4G
|
prepaid
|
CUST4289456
|
+2348157979210
|
Glo
|
2025-09
|
light
| 70 | 1.64 | 5 |
Kano
|
5G
|
prepaid
|
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