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
CUST6372213
+2347030920903
MTN
2025-09
light
25
1.93
26
Lagos
4G
prepaid
CUST7230198
+2348091994143
9mobile
2025-09
light
60
2.94
24
Lagos
3G
prepaid
CUST5573100
+2349058780306
Glo
2025-09
heavy
766
20.5
234
Abuja
4G
prepaid
CUST8208859
+2349034132057
MTN
2025-09
light
21
2.69
24
Abuja
4G
postpaid
CUST2160205
+2348113945660
Glo
2025-09
heavy
1,806
47.64
446
Kaduna
4G
prepaid
CUST2638720
+2348063848699
MTN
2025-09
light
40
2.98
5
Lagos
5G
prepaid
CUST7701683
+2348137156347
MTN
2025-09
medium
398
4.13
147
Kaduna
4G
prepaid
CUST3639562
+2349026620032
Airtel
2025-09
heavy
1,224
42.7
347
Lagos
4G
prepaid
CUST9103091
+2349059960391
Glo
2025-09
light
40
1.74
21
Ibadan
4G
prepaid
CUST9875825
+2349039078791
MTN
2025-09
heavy
1,706
29.24
210
Lagos
3G
postpaid
CUST1729902
+2347080681065
Airtel
2025-09
light
17
2.9
12
Abuja
4G
postpaid
CUST6440363
+2347037435633
MTN
2025-09
medium
493
8.48
200
Warri
3G
prepaid
CUST7193847
+2348088503028
Airtel
2025-09
enterprise
6,024
86.33
618
Lagos
4G
prepaid
CUST8916114
+2348117718322
Glo
2025-09
light
93
2.33
15
Lagos
3G
prepaid
CUST6380574
+2349061410527
MTN
2025-09
medium
397
7.16
184
Onitsha
4G
prepaid
CUST1121156
+2349020220104
Airtel
2025-09
light
28
0.73
29
Abuja
3G
prepaid
CUST2442633
+2348123761626
Airtel
2025-09
medium
271
5.03
109
Lagos
4G
prepaid
CUST3364018
+2348074903952
Glo
2025-09
light
42
0.87
25
Enugu
3G
prepaid
CUST1881622
+2347056107500
Glo
2025-09
light
49
1.85
46
Onitsha
4G
prepaid
CUST1131499
+2348183523000
9mobile
2025-09
enterprise
9,717
90.01
1,569
Ibadan
4G
prepaid
CUST5881629
+2347038797808
MTN
2025-09
light
19
0.5
39
Aba
4G
prepaid
CUST3692571
+2348130107369
MTN
2025-09
light
99
2.34
8
Lagos
4G
prepaid
CUST5384206
+2347085863933
Airtel
2025-09
light
52
0.88
7
Lagos
4G
prepaid
CUST1652190
+2348155152655
Glo
2025-09
medium
141
14.05
181
Kano
4G
prepaid
CUST9436330
+2348152581463
Glo
2025-09
light
25
1.94
24
Jos
4G
prepaid
CUST2386273
+2348165119845
MTN
2025-09
medium
249
14.74
157
Lagos
2G
prepaid
CUST7849736
+2349060583661
MTN
2025-09
medium
333
7.57
146
Lagos
3G
postpaid
CUST2099756
+2348109568536
MTN
2025-09
heavy
1,633
44.46
339
Abuja
4G
prepaid
CUST6898770
+2347030496884
MTN
2025-09
light
32
1.67
48
Kaduna
4G
prepaid
CUST9198673
+2348118955869
Glo
2025-09
heavy
888
24.51
245
Aba
4G
postpaid
CUST6244744
+2348158727513
Glo
2025-09
medium
262
4.34
71
Kano
3G
prepaid
CUST3340526
+2347014672853
Airtel
2025-09
light
44
1.87
7
Kano
4G
prepaid
CUST3932094
+2347059742230
Glo
2025-09
medium
293
13.9
94
Port Harcourt
4G
prepaid
CUST3572491
+2348161978477
MTN
2025-09
light
88
2.48
7
Onitsha
4G
prepaid
CUST1079482
+2349023732341
Airtel
2025-09
medium
369
14.17
99
Lagos
4G
prepaid
CUST8473569
+2348071594011
Glo
2025-09
heavy
1,391
21.72
200
Enugu
3G
prepaid
CUST5129169
+2347053776479
Glo
2025-09
light
27
2.76
43
Lagos
4G
prepaid
CUST4870662
+2348070564279
Glo
2025-09
light
33
2.84
17
Ilorin
4G
postpaid
CUST7593701
+2348037635962
MTN
2025-09
medium
412
13.34
98
Enugu
4G
postpaid
CUST4585190
+2348103346172
MTN
2025-09
light
40
2.36
45
Jos
3G
prepaid
CUST3567906
+2348084293721
Airtel
2025-09
light
81
1.37
32
Lagos
4G
prepaid
CUST6295006
+2348152962708
Glo
2025-09
light
93
2.8
25
Lagos
4G
postpaid
CUST7271276
+2348136190009
MTN
2025-09
medium
220
11.44
110
Ilorin
4G
prepaid
CUST9565835
+2348084429363
Airtel
2025-09
medium
349
5.69
88
Lagos
4G
postpaid
CUST5576315
+2348079460664
Glo
2025-09
medium
424
6.74
189
Lagos
3G
prepaid
CUST4650657
+2348096098731
9mobile
2025-09
heavy
692
16.49
253
Lagos
4G
prepaid
CUST3852431
+2349074189882
Airtel
2025-09
light
32
0.62
41
Kano
3G
postpaid
CUST5085479
+2349097374467
9mobile
2025-09
medium
121
4.66
155
Abeokuta
3G
prepaid
CUST6364915
+2347037758933
MTN
2025-09
enterprise
5,137
172.61
1,713
Port Harcourt
4G
prepaid
CUST1370379
+2348170813499
9mobile
2025-09
light
81
1.37
32
Lagos
4G
prepaid
CUST6347660
+2348145933761
MTN
2025-09
light
26
0.52
27
Lagos
4G
prepaid
CUST2465673
+2348089298477
Airtel
2025-09
light
69
0.97
43
Abuja
3G
postpaid
CUST3472704
+2347033774906
MTN
2025-09
medium
306
9.98
100
Calabar
4G
postpaid
CUST6310005
+2347062780282
MTN
2025-09
enterprise
6,667
161.95
640
Abeokuta
3G
prepaid
CUST8703475
+2349036645442
MTN
2025-09
medium
195
9.65
177
Lagos
4G
prepaid
CUST1726702
+2348162647138
MTN
2025-09
light
95
1.78
48
Lagos
4G
prepaid
CUST6839275
+2347014000064
Airtel
2025-09
light
23
2.76
8
Lagos
4G
postpaid
CUST8964965
+2348124205505
Airtel
2025-09
medium
323
3.66
164
Lagos
4G
prepaid
CUST8932968
+2349067355259
MTN
2025-09
light
33
0.69
19
Port Harcourt
3G
prepaid
CUST4473736
+2348094154370
9mobile
2025-09
enterprise
3,965
74.99
1,478
Lagos
3G
prepaid
CUST7243465
+2348124896454
Airtel
2025-09
light
84
0.94
27
Lagos
4G
prepaid
CUST8581265
+2347014474586
Airtel
2025-09
medium
112
13.61
131
Ilorin
4G
prepaid
CUST6948056
+2348184192027
9mobile
2025-09
light
32
2.64
47
Calabar
2G
prepaid
CUST9397488
+2347019732908
Airtel
2025-09
enterprise
2,481
122.21
1,551
Lagos
4G
prepaid
CUST1274858
+2349081350446
9mobile
2025-09
enterprise
5,470
115.4
1,061
Benin City
4G
prepaid
CUST8989009
+2347060419589
MTN
2025-09
light
70
1.98
37
Enugu
3G
prepaid
CUST5645572
+2349024716007
Airtel
2025-09
light
55
2.22
30
Abuja
3G
postpaid
CUST8081656
+2347086320293
Airtel
2025-09
light
45
1.21
44
Abuja
4G
prepaid
CUST4282583
+2349033987203
MTN
2025-09
heavy
1,644
36.99
370
Lagos
4G
prepaid
CUST4892094
+2347063012883
MTN
2025-09
light
90
1.3
18
Kano
4G
prepaid
CUST3435055
+2348135666280
MTN
2025-09
medium
379
10.9
166
Jos
4G
prepaid
CUST8265352
+2349022685051
Airtel
2025-09
medium
333
10.56
150
Onitsha
4G
prepaid
CUST7288351
+2348062654610
MTN
2025-09
light
48
1.65
15
Kaduna
4G
prepaid
CUST6285445
+2349067166824
MTN
2025-09
light
83
2.1
38
Calabar
4G
prepaid
CUST2974084
+2348055654792
Glo
2025-09
light
39
1.74
43
Lagos
4G
prepaid
CUST7992348
+2347069301101
MTN
2025-09
medium
212
13.89
66
Lagos
5G
prepaid
CUST6620176
+2348114118415
Glo
2025-09
light
79
1.52
34
Abuja
3G
prepaid
CUST2152253
+2349069358049
MTN
2025-09
medium
310
3.52
102
Lagos
4G
prepaid
CUST3264784
+2348133228876
MTN
2025-09
heavy
812
33.17
281
Lagos
4G
prepaid
CUST9933693
+2348070453117
Glo
2025-09
heavy
1,468
30.11
300
Onitsha
4G
prepaid
CUST8588879
+2348177400189
9mobile
2025-09
enterprise
2,746
142.7
1,537
Jos
4G
prepaid
CUST3877384
+2348143634008
MTN
2025-09
light
42
1.12
31
Lagos
4G
prepaid
CUST6980727
+2349020987637
Airtel
2025-09
medium
110
7.78
131
Onitsha
4G
prepaid
CUST4208001
+2347088401225
Airtel
2025-09
light
85
0.99
21
Lagos
3G
prepaid
CUST5194134
+2348147205860
MTN
2025-09
heavy
1,527
48.58
266
Lagos
4G
prepaid
CUST5127290
+2348080894689
Airtel
2025-09
medium
429
11.27
142
Ibadan
4G
prepaid
CUST5488624
+2347068208901
MTN
2025-09
medium
188
12.45
200
Ibadan
3G
prepaid
CUST5295706
+2348066591901
MTN
2025-09
medium
208
8.69
193
Kano
4G
prepaid
CUST5622688
+2348117984071
Glo
2025-09
medium
126
11.07
154
Lagos
4G
prepaid
CUST5285209
+2348095944636
9mobile
2025-09
light
13
2.77
31
Calabar
4G
postpaid
CUST6096628
+2348118605027
Glo
2025-09
medium
182
7.94
98
Ibadan
4G
postpaid
CUST1109555
+2348030963100
MTN
2025-09
enterprise
5,190
142.83
1,666
Lagos
4G
prepaid
CUST7717970
+2349015426650
Airtel
2025-09
light
17
0.69
9
Kaduna
5G
postpaid
CUST6150128
+2347069432969
MTN
2025-09
light
54
1.2
11
Lagos
4G
prepaid
CUST9984913
+2348157310926
Glo
2025-09
light
91
2.67
12
Lagos
3G
prepaid
CUST6435690
+2348172895810
9mobile
2025-09
medium
262
13.97
163
Lagos
5G
prepaid
CUST8529972
+2348066290135
MTN
2025-09
light
86
2.99
17
Ibadan
4G
prepaid
CUST9031287
+2348141661400
MTN
2025-09
medium
413
14.25
189
Kano
4G
prepaid
CUST3831897
+2348032906429
MTN
2025-09
light
29
0.68
21
Kano
4G
prepaid
CUST7480426
+2349024753190
Airtel
2025-09
heavy
1,712
17.26
442
Lagos
3G
prepaid