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
CUST2140924
+2348084348054
Airtel
2025-09
medium
344
14.73
124
Lagos
4G
prepaid
CUST6318705
+2349068811720
MTN
2025-09
heavy
560
25.11
382
Kaduna
4G
prepaid
CUST4240065
+2348117604167
Glo
2025-09
medium
204
14.72
59
Lagos
4G
prepaid
CUST3165759
+2348111470358
Glo
2025-09
medium
491
11.32
168
Kano
4G
prepaid
CUST9883978
+2347035378173
MTN
2025-09
light
37
1.94
11
Lagos
4G
prepaid
CUST1088841
+2348150403345
Glo
2025-09
medium
215
3.29
164
Lagos
4G
prepaid
CUST3856233
+2348024459323
Airtel
2025-09
medium
297
14.4
85
Lagos
4G
postpaid
CUST2646761
+2348065526145
MTN
2025-09
medium
388
4.26
164
Kano
2G
prepaid
CUST6816184
+2348057009006
Glo
2025-09
light
82
1.08
42
Lagos
3G
prepaid
CUST8893332
+2348122277918
Airtel
2025-09
light
78
2.06
14
Enugu
4G
postpaid
CUST7401432
+2347032786961
MTN
2025-09
light
61
1
39
Lagos
4G
prepaid
CUST1459999
+2348182536154
9mobile
2025-09
medium
332
9.59
109
Lagos
4G
postpaid
CUST9496249
+2347019349117
Airtel
2025-09
light
10
1.86
29
Lagos
3G
prepaid
CUST5520214
+2348136404076
MTN
2025-09
medium
113
5.7
123
Lagos
5G
prepaid
CUST6854193
+2347084201150
Airtel
2025-09
medium
332
11.72
132
Kaduna
4G
prepaid
CUST9181304
+2349077254931
Airtel
2025-09
medium
369
5.26
86
Abuja
3G
prepaid
CUST9797865
+2348020619550
Airtel
2025-09
light
37
2.84
13
Lagos
4G
prepaid
CUST1890725
+2349034032768
MTN
2025-09
light
14
0.77
9
Lagos
3G
postpaid
CUST3584542
+2348125710920
Airtel
2025-09
medium
149
11.48
195
Lagos
2G
prepaid
CUST6794845
+2348064358260
MTN
2025-09
light
39
0.91
38
Kano
3G
prepaid
CUST3864208
+2348152663520
Glo
2025-09
light
33
2.81
41
Lagos
3G
postpaid
CUST1272407
+2348064637399
MTN
2025-09
light
69
1.51
37
Lagos
4G
prepaid
CUST7076836
+2348076949362
Glo
2025-09
medium
303
6.78
108
Lagos
3G
prepaid
CUST4402635
+2349034237798
MTN
2025-09
light
77
2.64
26
Abuja
4G
prepaid
CUST9512190
+2348122101773
Airtel
2025-09
medium
280
12.5
138
Enugu
3G
prepaid
CUST8546783
+2348069947792
MTN
2025-09
medium
362
3.03
133
Lagos
4G
prepaid
CUST9358119
+2348110497653
Glo
2025-09
light
65
1.13
5
Ibadan
3G
prepaid
CUST5257297
+2348144753619
MTN
2025-09
heavy
1,192
26.7
487
Kano
4G
postpaid
CUST6401731
+2349062193629
MTN
2025-09
light
84
1.61
45
Lagos
4G
prepaid
CUST3031884
+2348154681347
Glo
2025-09
medium
384
11.25
178
Lagos
3G
prepaid
CUST6533696
+2349025806103
Airtel
2025-09
medium
252
3.6
132
Ibadan
2G
prepaid
CUST5322587
+2347067917544
MTN
2025-09
light
71
1.28
48
Ibadan
4G
prepaid
CUST6793377
+2348037869554
MTN
2025-09
heavy
1,721
41.95
377
Ibadan
4G
prepaid
CUST1243276
+2349077678679
Airtel
2025-09
medium
263
5.03
164
Kano
5G
prepaid
CUST1695771
+2348133245794
MTN
2025-09
light
20
2.84
35
Kano
2G
prepaid
CUST3332633
+2348074635794
Glo
2025-09
light
87
2.74
28
Lagos
4G
prepaid
CUST2761233
+2349016417433
Airtel
2025-09
medium
488
13.77
193
Lagos
4G
prepaid
CUST7912688
+2349094770693
9mobile
2025-09
light
90
1.89
22
Kano
4G
prepaid
CUST8578423
+2348057699478
Glo
2025-09
medium
214
5.18
73
Port Harcourt
2G
prepaid
CUST1525155
+2348020270347
Airtel
2025-09
light
32
1.46
16
Lagos
4G
prepaid
CUST5079313
+2348070983627
Glo
2025-09
heavy
898
36.63
481
Lagos
4G
prepaid
CUST4696776
+2348141017182
MTN
2025-09
light
98
2.49
21
Lagos
2G
prepaid
CUST4351694
+2349022647649
Airtel
2025-09
enterprise
6,629
125.44
1,840
Lagos
4G
prepaid
CUST2710558
+2348110394533
Glo
2025-09
light
95
1.76
15
Abuja
4G
postpaid
CUST5360997
+2349011846094
Airtel
2025-09
light
25
1.36
40
Lagos
4G
prepaid
CUST5384291
+2348105175492
MTN
2025-09
light
48
2.08
44
Lagos
4G
postpaid
CUST9052414
+2349067771319
MTN
2025-09
medium
143
4.69
112
Enugu
4G
prepaid
CUST9820049
+2348169756189
MTN
2025-09
heavy
1,457
49.59
339
Lagos
4G
prepaid
CUST1411104
+2348070688783
Glo
2025-09
light
95
1.68
28
Warri
4G
postpaid
CUST4400350
+2348027300940
Airtel
2025-09
medium
217
7.53
62
Abuja
4G
prepaid
CUST4217805
+2348147268501
MTN
2025-09
medium
400
8.32
118
Lagos
3G
prepaid
CUST5192614
+2349010235141
Airtel
2025-09
enterprise
4,562
66.41
1,472
Port Harcourt
4G
prepaid
CUST5366231
+2348024047191
Airtel
2025-09
medium
242
13.75
123
Abuja
3G
prepaid
CUST9931210
+2347014044953
Airtel
2025-09
light
83
2.08
48
Lagos
5G
prepaid
CUST9199970
+2347051160717
Glo
2025-09
light
21
2.31
32
Ibadan
4G
prepaid
CUST6792021
+2348162826861
MTN
2025-09
medium
120
3.07
132
Lagos
4G
prepaid
CUST9616248
+2348067231652
MTN
2025-09
light
79
0.5
27
Kaduna
3G
postpaid
CUST8143843
+2348059928533
Glo
2025-09
heavy
1,074
41.21
439
Warri
4G
prepaid
CUST9031581
+2348158595514
Glo
2025-09
enterprise
9,712
125.61
1,865
Lagos
4G
prepaid
CUST8729242
+2349010179443
Airtel
2025-09
light
11
1.66
30
Abeokuta
2G
prepaid
CUST7620741
+2348034028108
MTN
2025-09
light
18
2
46
Kaduna
4G
prepaid
CUST5802854
+2348139333671
MTN
2025-09
light
64
2.3
24
Kano
3G
prepaid
CUST4687591
+2349097702834
9mobile
2025-09
heavy
1,891
48.24
413
Port Harcourt
4G
prepaid
CUST8935515
+2348090761320
9mobile
2025-09
light
78
2.04
49
Port Harcourt
4G
prepaid
CUST8132748
+2348122636747
Airtel
2025-09
medium
484
5.71
173
Abuja
4G
postpaid
CUST9883838
+2348159973307
Glo
2025-09
heavy
1,007
25.85
219
Lagos
4G
prepaid
CUST2325399
+2348137235195
MTN
2025-09
light
32
1.44
38
Lagos
4G
postpaid
CUST1306207
+2348106039590
MTN
2025-09
medium
482
8.36
156
Lagos
3G
prepaid
CUST8055536
+2348098397659
9mobile
2025-09
enterprise
8,496
196.87
1,628
Lagos
2G
prepaid
CUST1659630
+2348033309122
MTN
2025-09
light
95
1.65
14
Ibadan
4G
prepaid
CUST6228258
+2348033165127
MTN
2025-09
medium
308
3.19
112
Lagos
4G
prepaid
CUST7903662
+2349090323143
9mobile
2025-09
light
43
1.57
11
Lagos
4G
prepaid
CUST8053719
+2348162446093
MTN
2025-09
heavy
1,765
22.46
460
Kaduna
4G
postpaid
CUST8379147
+2349090627937
9mobile
2025-09
heavy
741
40.55
458
Calabar
4G
prepaid
CUST9711007
+2348135144642
MTN
2025-09
medium
230
11.04
82
Ibadan
3G
prepaid
CUST7856784
+2348157696481
Glo
2025-09
medium
256
5.19
177
Port Harcourt
4G
prepaid
CUST7074300
+2348020248808
Airtel
2025-09
light
33
2.78
24
Kaduna
4G
prepaid
CUST5029951
+2349025481329
Airtel
2025-09
medium
356
3.66
62
Onitsha
4G
prepaid
CUST5975496
+2348102524062
MTN
2025-09
medium
258
11.4
160
Port Harcourt
4G
prepaid
CUST2129913
+2349068721930
MTN
2025-09
medium
132
12.28
116
Abuja
4G
prepaid
CUST3736641
+2348083996629
Airtel
2025-09
medium
208
9.19
200
Abuja
3G
prepaid
CUST6505455
+2348064735020
MTN
2025-09
medium
161
12.02
92
Ilorin
4G
prepaid
CUST5426655
+2348034909865
MTN
2025-09
medium
337
14.33
112
Lagos
4G
postpaid
CUST9341187
+2348036364854
MTN
2025-09
medium
280
13.43
69
Port Harcourt
5G
prepaid
CUST3211046
+2347052045392
Glo
2025-09
light
80
0.97
41
Kano
5G
prepaid
CUST4784354
+2348029715097
Airtel
2025-09
light
77
2.03
21
Lagos
4G
prepaid
CUST1249343
+2347084173692
Airtel
2025-09
light
85
2.65
26
Lagos
3G
prepaid
CUST4143141
+2349025039087
Airtel
2025-09
light
74
2.13
22
Lagos
4G
prepaid
CUST9546751
+2348062561970
MTN
2025-09
medium
206
14.3
67
Calabar
4G
prepaid
CUST6019688
+2348114683971
Glo
2025-09
light
51
1.17
23
Lagos
3G
prepaid
CUST4167639
+2348070890570
Glo
2025-09
medium
328
10.55
134
Kano
4G
prepaid
CUST9821821
+2348109799450
MTN
2025-09
medium
453
12.64
162
Kano
5G
prepaid
CUST6889441
+2347015367121
Airtel
2025-09
light
86
1.85
17
Jos
3G
prepaid
CUST7650314
+2348082450293
Airtel
2025-09
enterprise
8,283
90.94
1,985
Warri
4G
prepaid
CUST5822948
+2349088047826
9mobile
2025-09
medium
438
7.07
87
Kaduna
3G
prepaid
CUST9512506
+2348116182229
Glo
2025-09
light
84
0.76
45
Lagos
4G
prepaid
CUST3387477
+2348149439410
MTN
2025-09
heavy
867
35.26
315
Benin City
4G
postpaid
CUST9292793
+2349062754243
MTN
2025-09
medium
273
14.26
75
Kaduna
4G
prepaid
CUST7054886
+2349031816287
MTN
2025-09
enterprise
2,859
102.44
1,272
Abuja
4G
prepaid
CUST3620379
+2348098839276
9mobile
2025-09
medium
437
11.62
197
Lagos
4G
prepaid