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
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