Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
Datasets:
Dataset Viewer
session_id
stringlengths 11
11
| timestamp
timestamp[ns]date 2025-09-01 00:00:00
2025-10-01 23:00:00
| customer_id
stringlengths 11
11
| operator
stringclasses 4
values | app_name
stringclasses 8
values | app_category
stringclasses 3
values | data_consumed_mb
float64 1
500
| session_duration_minutes
int64 1
180
| network_type
stringclasses 4
values | time_of_day
stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|
SES00000001
| 2025-09-22T19:00:00
|
CUST5094019
|
9mobile
|
TikTok
|
streaming
| 184.76
| 30
|
4G
|
evening
|
SES00000002
| 2025-09-03T06:00:00
|
CUST9538489
|
Airtel
|
YouTube
|
streaming
| 425.42
| 40
|
3G
|
morning
|
SES00000003
| 2025-09-23T16:00:00
|
CUST7979512
|
MTN
|
TikTok
|
streaming
| 206.9
| 4
|
3G
|
afternoon
|
SES00000004
| 2025-09-24T16:00:00
|
CUST1909192
|
Glo
|
WhatsApp
|
social
| 31.01
| 154
|
3G
|
afternoon
|
SES00000005
| 2025-09-29T07:00:00
|
CUST8301164
|
Glo
|
YouTube
|
streaming
| 494.57
| 21
|
4G
|
morning
|
SES00000006
| 2025-09-13T05:00:00
|
CUST9569015
|
MTN
|
Facebook
|
social
| 64.8
| 98
|
4G
|
morning
|
SES00000007
| 2025-09-16T16:00:00
|
CUST7254797
|
Airtel
|
YouTube
|
streaming
| 369.02
| 148
|
3G
|
afternoon
|
SES00000008
| 2025-09-04T21:00:00
|
CUST7052054
|
MTN
|
WhatsApp
|
social
| 39.66
| 30
|
5G
|
evening
|
SES00000009
| 2025-09-11T10:00:00
|
CUST7424591
|
MTN
|
Facebook
|
social
| 15.81
| 93
|
4G
|
morning
|
SES00000010
| 2025-09-09T23:00:00
|
CUST4374442
|
Airtel
|
Facebook
|
social
| 111.43
| 37
|
4G
|
night
|
SES00000011
| 2025-09-14T09:00:00
|
CUST5955191
|
MTN
|
Instagram
|
social
| 113.58
| 45
|
4G
|
morning
|
SES00000012
| 2025-09-18T14:00:00
|
CUST6833992
|
Glo
|
WhatsApp
|
social
| 20.15
| 111
|
3G
|
afternoon
|
SES00000013
| 2025-09-13T23:00:00
|
CUST4583284
|
MTN
|
TikTok
|
streaming
| 402.79
| 46
|
4G
|
night
|
SES00000014
| 2025-09-14T18:00:00
|
CUST9374760
|
MTN
|
YouTube
|
streaming
| 143.21
| 105
|
3G
|
evening
|
SES00000015
| 2025-09-22T06:00:00
|
CUST3666543
|
MTN
|
WhatsApp
|
social
| 61.98
| 2
|
4G
|
morning
|
SES00000016
| 2025-09-27T05:00:00
|
CUST4807342
|
Airtel
|
Other
|
other
| 3.66
| 81
|
4G
|
morning
|
SES00000017
| 2025-09-16T03:00:00
|
CUST8865830
|
Glo
|
Facebook
|
social
| 89.92
| 33
|
3G
|
night
|
SES00000018
| 2025-09-03T07:00:00
|
CUST4965450
|
MTN
|
Facebook
|
social
| 123.5
| 59
|
3G
|
morning
|
SES00000019
| 2025-09-27T17:00:00
|
CUST2354860
|
MTN
|
Instagram
|
social
| 18.56
| 98
|
4G
|
evening
|
SES00000020
| 2025-09-02T23:00:00
|
CUST6225177
|
MTN
|
Instagram
|
social
| 25.16
| 82
|
3G
|
night
|
SES00000021
| 2025-09-22T02:00:00
|
CUST8927067
|
Glo
|
WhatsApp
|
social
| 78.14
| 63
|
4G
|
night
|
SES00000022
| 2025-09-05T07:00:00
|
CUST2166574
|
Airtel
|
TikTok
|
streaming
| 183.67
| 171
|
4G
|
morning
|
SES00000023
| 2025-09-20T22:00:00
|
CUST1326736
|
Airtel
|
Facebook
|
social
| 91.38
| 33
|
4G
|
night
|
SES00000024
| 2025-09-24T22:00:00
|
CUST1017371
|
Glo
|
WhatsApp
|
social
| 50.84
| 135
|
2G
|
night
|
SES00000025
| 2025-09-04T23:00:00
|
CUST4582375
|
MTN
|
YouTube
|
streaming
| 286.77
| 74
|
3G
|
night
|
SES00000026
| 2025-09-16T04:00:00
|
CUST4496183
|
9mobile
|
YouTube
|
streaming
| 148.17
| 82
|
3G
|
night
|
SES00000027
| 2025-09-15T15:00:00
|
CUST6135099
|
MTN
|
WhatsApp
|
social
| 85.51
| 16
|
3G
|
afternoon
|
SES00000028
| 2025-09-11T23:00:00
|
CUST4265322
|
Glo
|
Twitter/X
|
social
| 187.47
| 77
|
3G
|
night
|
SES00000029
| 2025-09-25T17:00:00
|
CUST9643278
|
Glo
|
Facebook
|
social
| 14.84
| 123
|
4G
|
evening
|
SES00000030
| 2025-09-07T13:00:00
|
CUST8412489
|
Airtel
|
WhatsApp
|
social
| 55.33
| 107
|
4G
|
afternoon
|
SES00000031
| 2025-09-08T14:00:00
|
CUST5325693
|
Glo
|
Facebook
|
social
| 37.65
| 103
|
4G
|
afternoon
|
SES00000032
| 2025-09-08T21:00:00
|
CUST3718135
|
Glo
|
Twitter/X
|
social
| 153.89
| 143
|
2G
|
evening
|
SES00000033
| 2025-09-26T08:00:00
|
CUST4686051
|
9mobile
|
Other
|
other
| 47.98
| 108
|
4G
|
morning
|
SES00000034
| 2025-09-26T17:00:00
|
CUST4160563
|
Glo
|
WhatsApp
|
social
| 88.91
| 45
|
4G
|
evening
|
SES00000035
| 2025-09-25T15:00:00
|
CUST9506304
|
MTN
|
YouTube
|
streaming
| 142.78
| 177
|
3G
|
afternoon
|
SES00000036
| 2025-09-02T14:00:00
|
CUST9756811
|
MTN
|
YouTube
|
streaming
| 193.47
| 103
|
3G
|
afternoon
|
SES00000037
| 2025-09-13T15:00:00
|
CUST1703237
|
Glo
|
WhatsApp
|
social
| 74.7
| 58
|
4G
|
afternoon
|
SES00000038
| 2025-09-07T22:00:00
|
CUST8648296
|
MTN
|
WhatsApp
|
social
| 15.27
| 72
|
3G
|
night
|
SES00000039
| 2025-09-10T13:00:00
|
CUST7159688
|
MTN
|
WhatsApp
|
social
| 85.18
| 166
|
4G
|
afternoon
|
SES00000040
| 2025-09-25T10:00:00
|
CUST2114191
|
Airtel
|
Instagram
|
social
| 149.55
| 95
|
4G
|
morning
|
SES00000041
| 2025-09-17T19:00:00
|
CUST4299296
|
MTN
|
Other
|
other
| 26.13
| 92
|
4G
|
evening
|
SES00000042
| 2025-09-14T15:00:00
|
CUST5174839
|
Airtel
|
Twitter/X
|
social
| 96.48
| 28
|
3G
|
afternoon
|
SES00000043
| 2025-09-28T23:00:00
|
CUST6531893
|
Glo
|
WhatsApp
|
social
| 31.12
| 128
|
4G
|
night
|
SES00000044
| 2025-09-27T05:00:00
|
CUST8067560
|
MTN
|
WhatsApp
|
social
| 82.93
| 150
|
4G
|
morning
|
SES00000045
| 2025-09-06T09:00:00
|
CUST9052247
|
MTN
|
Facebook
|
social
| 81.37
| 116
|
4G
|
morning
|
SES00000046
| 2025-09-30T07:00:00
|
CUST2897928
|
Glo
|
TikTok
|
streaming
| 462.02
| 131
|
4G
|
morning
|
SES00000047
| 2025-09-09T16:00:00
|
CUST5110763
|
Glo
|
YouTube
|
streaming
| 390.7
| 36
|
4G
|
afternoon
|
SES00000048
| 2025-10-01T12:00:00
|
CUST1799565
|
MTN
|
YouTube
|
streaming
| 397.11
| 19
|
3G
|
afternoon
|
SES00000049
| 2025-09-20T17:00:00
|
CUST7754374
|
Glo
|
YouTube
|
streaming
| 337.01
| 171
|
4G
|
evening
|
SES00000050
| 2025-09-24T06:00:00
|
CUST6799968
|
Airtel
|
YouTube
|
streaming
| 84.78
| 137
|
4G
|
morning
|
SES00000051
| 2025-10-01T09:00:00
|
CUST9233768
|
MTN
|
Instagram
|
social
| 150.08
| 24
|
3G
|
morning
|
SES00000052
| 2025-09-27T17:00:00
|
CUST7997013
|
MTN
|
WhatsApp
|
social
| 79.9
| 141
|
4G
|
evening
|
SES00000053
| 2025-10-01T23:00:00
|
CUST1190506
|
9mobile
|
WhatsApp
|
social
| 45.43
| 61
|
4G
|
night
|
SES00000054
| 2025-09-24T07:00:00
|
CUST7183168
|
9mobile
|
TikTok
|
streaming
| 85.23
| 106
|
4G
|
morning
|
SES00000055
| 2025-09-17T18:00:00
|
CUST3423333
|
9mobile
|
YouTube
|
streaming
| 117.77
| 1
|
4G
|
evening
|
SES00000056
| 2025-09-17T11:00:00
|
CUST4786766
|
Airtel
|
Facebook
|
social
| 188.64
| 40
|
4G
|
morning
|
SES00000057
| 2025-09-27T09:00:00
|
CUST8067677
|
Glo
|
YouTube
|
streaming
| 451.18
| 12
|
4G
|
morning
|
SES00000058
| 2025-09-03T15:00:00
|
CUST3838346
|
Glo
|
Instagram
|
social
| 82.75
| 99
|
4G
|
afternoon
|
SES00000059
| 2025-09-25T13:00:00
|
CUST3807737
|
Airtel
|
YouTube
|
streaming
| 138.55
| 162
|
4G
|
afternoon
|
SES00000060
| 2025-09-21T22:00:00
|
CUST7330756
|
MTN
|
WhatsApp
|
social
| 90.64
| 107
|
4G
|
night
|
SES00000061
| 2025-09-05T14:00:00
|
CUST2262159
|
Airtel
|
YouTube
|
streaming
| 475.34
| 21
|
4G
|
afternoon
|
SES00000062
| 2025-09-26T14:00:00
|
CUST5296844
|
MTN
|
Telegram
|
social
| 29.59
| 39
|
4G
|
afternoon
|
SES00000063
| 2025-09-23T15:00:00
|
CUST1381902
|
Glo
|
Instagram
|
social
| 168.74
| 74
|
3G
|
afternoon
|
SES00000064
| 2025-09-06T20:00:00
|
CUST1113387
|
MTN
|
Telegram
|
social
| 40.08
| 71
|
4G
|
evening
|
SES00000065
| 2025-09-03T18:00:00
|
CUST5794180
|
Glo
|
Instagram
|
social
| 13.62
| 144
|
4G
|
evening
|
SES00000066
| 2025-09-30T14:00:00
|
CUST7704860
|
Airtel
|
WhatsApp
|
social
| 15.97
| 161
|
4G
|
afternoon
|
SES00000067
| 2025-09-09T07:00:00
|
CUST1411398
|
MTN
|
Facebook
|
social
| 22.56
| 102
|
2G
|
morning
|
SES00000068
| 2025-09-15T05:00:00
|
CUST8118315
|
MTN
|
TikTok
|
streaming
| 256.74
| 136
|
4G
|
morning
|
SES00000069
| 2025-09-10T11:00:00
|
CUST3941690
|
Glo
|
WhatsApp
|
social
| 65.21
| 37
|
3G
|
morning
|
SES00000070
| 2025-09-13T13:00:00
|
CUST8607039
|
MTN
|
Instagram
|
social
| 185.63
| 118
|
3G
|
afternoon
|
SES00000071
| 2025-09-05T23:00:00
|
CUST7064768
|
MTN
|
Facebook
|
social
| 171.46
| 101
|
4G
|
night
|
SES00000072
| 2025-09-04T01:00:00
|
CUST8636074
|
MTN
|
YouTube
|
streaming
| 256.6
| 179
|
3G
|
night
|
SES00000073
| 2025-09-19T19:00:00
|
CUST6414251
|
Airtel
|
Facebook
|
social
| 199.42
| 3
|
4G
|
evening
|
SES00000074
| 2025-09-06T05:00:00
|
CUST7532853
|
Glo
|
Instagram
|
social
| 158.97
| 40
|
3G
|
morning
|
SES00000075
| 2025-09-10T04:00:00
|
CUST4975803
|
Glo
|
WhatsApp
|
social
| 56.12
| 63
|
3G
|
night
|
SES00000076
| 2025-09-23T18:00:00
|
CUST7044925
|
MTN
|
Instagram
|
social
| 58.4
| 118
|
3G
|
evening
|
SES00000077
| 2025-09-01T08:00:00
|
CUST3788046
|
MTN
|
Other
|
other
| 16.39
| 38
|
4G
|
morning
|
SES00000078
| 2025-09-12T09:00:00
|
CUST7025006
|
9mobile
|
WhatsApp
|
social
| 6.76
| 114
|
4G
|
morning
|
SES00000079
| 2025-09-05T16:00:00
|
CUST8887419
|
Airtel
|
YouTube
|
streaming
| 55.76
| 142
|
4G
|
afternoon
|
SES00000080
| 2025-09-18T03:00:00
|
CUST3774981
|
Airtel
|
WhatsApp
|
social
| 74.49
| 131
|
3G
|
night
|
SES00000081
| 2025-09-26T05:00:00
|
CUST3713575
|
MTN
|
Telegram
|
social
| 18.7
| 35
|
4G
|
morning
|
SES00000082
| 2025-09-07T12:00:00
|
CUST6867403
|
MTN
|
WhatsApp
|
social
| 15.61
| 83
|
3G
|
afternoon
|
SES00000083
| 2025-09-15T09:00:00
|
CUST4539431
|
Glo
|
WhatsApp
|
social
| 29.32
| 111
|
5G
|
morning
|
SES00000084
| 2025-09-15T05:00:00
|
CUST9313489
|
Glo
|
YouTube
|
streaming
| 378.2
| 115
|
4G
|
morning
|
SES00000085
| 2025-09-07T05:00:00
|
CUST2714505
|
Glo
|
WhatsApp
|
social
| 47.13
| 47
|
4G
|
morning
|
SES00000086
| 2025-09-02T03:00:00
|
CUST2215259
|
9mobile
|
WhatsApp
|
social
| 90.82
| 53
|
4G
|
night
|
SES00000087
| 2025-09-29T03:00:00
|
CUST3302584
|
MTN
|
WhatsApp
|
social
| 96.37
| 70
|
4G
|
night
|
SES00000088
| 2025-09-27T18:00:00
|
CUST4437245
|
9mobile
|
Telegram
|
social
| 5.45
| 119
|
4G
|
evening
|
SES00000089
| 2025-09-24T20:00:00
|
CUST3597374
|
Glo
|
Facebook
|
social
| 141.24
| 33
|
4G
|
evening
|
SES00000090
| 2025-09-15T10:00:00
|
CUST6892706
|
9mobile
|
Facebook
|
social
| 110.02
| 130
|
4G
|
morning
|
SES00000091
| 2025-09-07T08:00:00
|
CUST5422953
|
Airtel
|
YouTube
|
streaming
| 126.16
| 176
|
3G
|
morning
|
SES00000092
| 2025-09-15T11:00:00
|
CUST1201923
|
Airtel
|
Facebook
|
social
| 61.62
| 121
|
4G
|
morning
|
SES00000093
| 2025-09-29T18:00:00
|
CUST1509221
|
Airtel
|
Telegram
|
social
| 83.52
| 163
|
4G
|
evening
|
SES00000094
| 2025-09-22T00:00:00
|
CUST7635730
|
Airtel
|
Instagram
|
social
| 77.33
| 156
|
4G
|
night
|
SES00000095
| 2025-09-03T03:00:00
|
CUST3827087
|
MTN
|
YouTube
|
streaming
| 322.45
| 46
|
4G
|
night
|
SES00000096
| 2025-09-29T23:00:00
|
CUST5413811
|
Glo
|
WhatsApp
|
social
| 42.28
| 17
|
3G
|
night
|
SES00000097
| 2025-10-01T01:00:00
|
CUST1674237
|
Airtel
|
Twitter/X
|
social
| 98.05
| 120
|
2G
|
night
|
SES00000098
| 2025-09-20T09:00:00
|
CUST4117301
|
Airtel
|
YouTube
|
streaming
| 149.23
| 178
|
2G
|
morning
|
SES00000099
| 2025-09-18T05:00:00
|
CUST3868888
|
Airtel
|
Other
|
other
| 14.32
| 36
|
4G
|
morning
|
SES00000100
| 2025-09-14T19:00:00
|
CUST8161117
|
MTN
|
Facebook
|
social
| 140.98
| 6
|
3G
|
evening
|
End of preview. Expand
in Data Studio
Application Data Consumption Breakdown
Dataset Description
Detailed data usage by application and service type
Dataset Information
- Category: Customer and User Behavior
- Format: CSV, Parquet
- Rows: 800,000
- Columns: 10
- Date Generated: 2025-10-05
- Location:
data/application_data_consumption_breakdown/
Schema
| Column | Type | Sample Values |
|---|---|---|
session_id |
String | SES00000001 |
timestamp |
Datetime | 2025-09-22 19:00:00 |
customer_id |
String | CUST5094019 |
operator |
String | 9mobile |
app_name |
String | TikTok |
app_category |
String | streaming |
data_consumed_mb |
Float | 184.76 |
session_duration_minutes |
Integer | 30 |
network_type |
String | 4G |
time_of_day |
String | evening |
Sample Data
session_id timestamp customer_id operator app_name app_category data_consumed_mb session_duration_minutes network_type time_of_day
SES00000001 2025-09-22 19:00:00 CUST5094019 9mobile TikTok streaming 184.76 30 4G evening
SES00000002 2025-09-03 06:00:00 CUST9538489 Airtel YouTube streaming 425.42 40 3G morning
SES00000003 2025-09-23 16:00:00 CUST7979512 MTN TikTok streaming 206.90 4 3G afternoon
Nigerian Context
This dataset incorporates authentic Nigerian telecommunications characteristics:
- Geographic Coverage: Major Nigerian cities including Lagos, Abuja, Kano, Port Harcourt, Ibadan
- Operators: MTN, Airtel, Glo, 9mobile with realistic market shares
- Phone Numbers: Nigerian format (+234 prefixes)
- Currency: Nigerian Naira (NGN)
- Time Zone: West Africa Time (WAT, UTC+1)
- Network Types: 2G, 3G, 4G, 5G distribution
File Formats
CSV
data/application_data_consumption_breakdown/application_data_consumption_breakdown.csv
Parquet (Recommended)
data/application_data_consumption_breakdown/application_data_consumption_breakdown.parquet
Loading the Dataset
Python (Pandas)
import pandas as pd
# Load CSV
df = pd.read_csv('data/application_data_consumption_breakdown/application_data_consumption_breakdown.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/application_data_consumption_breakdown/application_data_consumption_breakdown.parquet')
Python (PyArrow)
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/application_data_consumption_breakdown/application_data_consumption_breakdown.parquet')
df = table.to_pandas()
License
MIT License - For educational and research purposes
Citation
Nigerian Telecom Datasets - Application Data Consumption Breakdown
Generated: 2025-10-05
Category: Customer and User Behavior
Rows: 800,000
Related Datasets
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.
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Size of downloaded dataset files:
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