Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated
• 1
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 |
Detailed data usage by application and service type
data/application_data_consumption_breakdown/| 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 |
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
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/application_data_consumption_breakdown/application_data_consumption_breakdown.csv
data/application_data_consumption_breakdown/application_data_consumption_breakdown.parquet
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')
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()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Application Data Consumption Breakdown
Generated: 2025-10-05
Category: Customer and User Behavior
Rows: 800,000
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.