Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
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
|
Monthly usage statistics per customer including voice minutes, data consumption, and SMS counts
data/voice_data_sms_usage_patterns/| Column | Type | Sample Values |
|---|---|---|
customer_id |
String | CUST9540788 |
phone_number |
String | +2349075150857 |
operator |
String | Airtel |
month |
String | 2025-09 |
customer_segment |
String | light |
voice_minutes |
Integer | 100 |
data_gb |
Float | 1.85 |
sms_count |
Integer | 13 |
city |
String | Kaduna |
network_type |
String | 4G |
account_type |
String | prepaid |
customer_id phone_number operator month customer_segment voice_minutes data_gb sms_count city network_type account_type
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
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/voice_data_sms_usage_patterns/voice_data_sms_usage_patterns.csv
data/voice_data_sms_usage_patterns/voice_data_sms_usage_patterns.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/voice_data_sms_usage_patterns/voice_data_sms_usage_patterns.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/voice_data_sms_usage_patterns/voice_data_sms_usage_patterns.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/voice_data_sms_usage_patterns/voice_data_sms_usage_patterns.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Voice Data SMS Usage Patterns
Generated: 2025-10-05
Category: Customer and User Behavior
Rows: 500,000
This dataset is part of the Nigerian Telecom Datasets collection, which includes 34 datasets covering network performance, customer behavior, financial transactions, infrastructure, geospatial data, customer experience, and emerging technologies.