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 |
|---|---|---|---|---|---|---|---|---|---|
SES00799801
| 2025-10-01T21:00:00
|
CUST2101678
|
Airtel
|
Facebook
|
social
| 92.57
| 78
|
4G
|
evening
|
SES00799802
| 2025-09-21T04:00:00
|
CUST7168605
|
Airtel
|
Facebook
|
social
| 65.52
| 147
|
3G
|
night
|
SES00799803
| 2025-09-05T15:00:00
|
CUST8002702
|
Glo
|
Facebook
|
social
| 50.5
| 61
|
4G
|
afternoon
|
SES00799804
| 2025-09-12T13:00:00
|
CUST7723555
|
MTN
|
Facebook
|
social
| 46.64
| 102
|
3G
|
afternoon
|
SES00799805
| 2025-09-28T00:00:00
|
CUST6421540
|
9mobile
|
Instagram
|
social
| 173.38
| 170
|
3G
|
night
|
SES00799806
| 2025-09-12T16:00:00
|
CUST7639571
|
9mobile
|
YouTube
|
streaming
| 435.13
| 5
|
4G
|
afternoon
|
SES00799807
| 2025-09-30T17:00:00
|
CUST9903356
|
Airtel
|
Instagram
|
social
| 91.48
| 62
|
4G
|
evening
|
SES00799808
| 2025-09-27T17:00:00
|
CUST6078330
|
Glo
|
YouTube
|
streaming
| 477.52
| 6
|
4G
|
evening
|
SES00799809
| 2025-09-01T18:00:00
|
CUST2489528
|
Airtel
|
YouTube
|
streaming
| 137.3
| 2
|
2G
|
evening
|
SES00799810
| 2025-09-26T07:00:00
|
CUST6782417
|
Airtel
|
YouTube
|
streaming
| 497.64
| 41
|
5G
|
morning
|
SES00799811
| 2025-09-19T03:00:00
|
CUST3904177
|
Airtel
|
YouTube
|
streaming
| 290.38
| 166
|
5G
|
night
|
SES00799812
| 2025-09-12T04:00:00
|
CUST8109528
|
Glo
|
Twitter/X
|
social
| 197.93
| 45
|
4G
|
night
|
SES00799813
| 2025-09-17T06:00:00
|
CUST7028811
|
Glo
|
Instagram
|
social
| 95.34
| 75
|
4G
|
morning
|
SES00799814
| 2025-09-14T09:00:00
|
CUST6978455
|
Airtel
|
YouTube
|
streaming
| 257.86
| 178
|
4G
|
morning
|
SES00799815
| 2025-09-07T02:00:00
|
CUST4289914
|
Glo
|
WhatsApp
|
social
| 73.05
| 127
|
4G
|
night
|
SES00799816
| 2025-09-11T13:00:00
|
CUST9377850
|
MTN
|
YouTube
|
streaming
| 170.58
| 61
|
4G
|
afternoon
|
SES00799817
| 2025-09-13T03:00:00
|
CUST2793083
|
MTN
|
TikTok
|
streaming
| 175.25
| 164
|
4G
|
night
|
SES00799818
| 2025-09-06T10:00:00
|
CUST2014890
|
MTN
|
WhatsApp
|
social
| 15.05
| 144
|
4G
|
morning
|
SES00799819
| 2025-09-28T12:00:00
|
CUST3363219
|
Airtel
|
Facebook
|
social
| 32.17
| 22
|
3G
|
afternoon
|
SES00799820
| 2025-09-17T21:00:00
|
CUST5219564
|
MTN
|
Instagram
|
social
| 61.99
| 73
|
3G
|
evening
|
SES00799821
| 2025-09-03T02:00:00
|
CUST1754251
|
MTN
|
Twitter/X
|
social
| 91.53
| 5
|
3G
|
night
|
SES00799822
| 2025-09-04T14:00:00
|
CUST1804171
|
Airtel
|
TikTok
|
streaming
| 86.36
| 18
|
4G
|
afternoon
|
SES00799823
| 2025-09-28T16:00:00
|
CUST1984566
|
MTN
|
WhatsApp
|
social
| 38.63
| 83
|
4G
|
afternoon
|
SES00799824
| 2025-09-27T11:00:00
|
CUST3924225
|
Glo
|
Telegram
|
social
| 60.6
| 65
|
5G
|
morning
|
SES00799825
| 2025-09-05T05:00:00
|
CUST8292305
|
Glo
|
WhatsApp
|
social
| 63.15
| 89
|
4G
|
morning
|
SES00799826
| 2025-09-24T17:00:00
|
CUST6723836
|
Glo
|
Instagram
|
social
| 126.54
| 119
|
5G
|
evening
|
SES00799827
| 2025-10-01T04:00:00
|
CUST8514367
|
Glo
|
YouTube
|
streaming
| 273.52
| 17
|
4G
|
night
|
SES00799828
| 2025-09-25T15:00:00
|
CUST8293437
|
Airtel
|
WhatsApp
|
social
| 56.66
| 168
|
4G
|
afternoon
|
SES00799829
| 2025-10-01T21:00:00
|
CUST7065644
|
MTN
|
WhatsApp
|
social
| 41.64
| 61
|
3G
|
evening
|
SES00799830
| 2025-09-06T09:00:00
|
CUST8457627
|
Glo
|
TikTok
|
streaming
| 420.89
| 160
|
3G
|
morning
|
SES00799831
| 2025-09-09T01:00:00
|
CUST5991255
|
Glo
|
Facebook
|
social
| 58.28
| 46
|
3G
|
night
|
SES00799832
| 2025-09-10T19:00:00
|
CUST4637899
|
MTN
|
Facebook
|
social
| 96.81
| 140
|
5G
|
evening
|
SES00799833
| 2025-10-01T06:00:00
|
CUST6439731
|
Glo
|
Facebook
|
social
| 85.94
| 176
|
4G
|
morning
|
SES00799834
| 2025-09-25T13:00:00
|
CUST8567940
|
MTN
|
YouTube
|
streaming
| 177.62
| 40
|
4G
|
afternoon
|
SES00799835
| 2025-09-27T07:00:00
|
CUST4528944
|
Glo
|
Facebook
|
social
| 81.94
| 166
|
3G
|
morning
|
SES00799836
| 2025-09-27T13:00:00
|
CUST2592902
|
Airtel
|
WhatsApp
|
social
| 53.9
| 142
|
4G
|
afternoon
|
SES00799837
| 2025-09-13T14:00:00
|
CUST9843615
|
Glo
|
YouTube
|
streaming
| 423.39
| 3
|
3G
|
afternoon
|
SES00799838
| 2025-09-27T06:00:00
|
CUST2038044
|
MTN
|
WhatsApp
|
social
| 87.99
| 27
|
4G
|
morning
|
SES00799839
| 2025-09-05T20:00:00
|
CUST2446237
|
Glo
|
Instagram
|
social
| 139.97
| 129
|
4G
|
evening
|
SES00799840
| 2025-09-29T21:00:00
|
CUST6838803
|
9mobile
|
Instagram
|
social
| 188.68
| 60
|
3G
|
evening
|
SES00799841
| 2025-09-30T00:00:00
|
CUST4261537
|
MTN
|
WhatsApp
|
social
| 94.33
| 24
|
4G
|
night
|
SES00799842
| 2025-09-01T00:00:00
|
CUST9279325
|
MTN
|
Instagram
|
social
| 47.55
| 130
|
4G
|
night
|
SES00799843
| 2025-09-10T11:00:00
|
CUST3145866
|
Glo
|
Other
|
other
| 16.84
| 9
|
4G
|
morning
|
SES00799844
| 2025-09-10T17:00:00
|
CUST8264576
|
MTN
|
WhatsApp
|
social
| 31.94
| 180
|
4G
|
evening
|
SES00799845
| 2025-09-01T05:00:00
|
CUST5154188
|
Glo
|
Telegram
|
social
| 51.52
| 19
|
4G
|
morning
|
SES00799846
| 2025-09-27T03:00:00
|
CUST7826938
|
MTN
|
Facebook
|
social
| 69.8
| 37
|
4G
|
night
|
SES00799847
| 2025-09-28T18:00:00
|
CUST1405478
|
MTN
|
WhatsApp
|
social
| 96.56
| 171
|
4G
|
evening
|
SES00799848
| 2025-09-12T12:00:00
|
CUST5478177
|
9mobile
|
WhatsApp
|
social
| 92.83
| 55
|
4G
|
afternoon
|
SES00799849
| 2025-09-24T05:00:00
|
CUST8598417
|
MTN
|
WhatsApp
|
social
| 51.27
| 89
|
4G
|
morning
|
SES00799850
| 2025-09-19T03:00:00
|
CUST2563749
|
Glo
|
Facebook
|
social
| 145.12
| 98
|
4G
|
night
|
SES00799851
| 2025-09-21T07:00:00
|
CUST3456574
|
MTN
|
WhatsApp
|
social
| 31.89
| 115
|
4G
|
morning
|
SES00799852
| 2025-09-28T22:00:00
|
CUST8226556
|
Glo
|
Instagram
|
social
| 168.52
| 143
|
2G
|
night
|
SES00799853
| 2025-09-29T06:00:00
|
CUST4112010
|
9mobile
|
Other
|
other
| 26.72
| 104
|
4G
|
morning
|
SES00799854
| 2025-09-12T21:00:00
|
CUST2048479
|
MTN
|
Twitter/X
|
social
| 117.04
| 34
|
3G
|
evening
|
SES00799855
| 2025-09-09T17:00:00
|
CUST5640832
|
Airtel
|
WhatsApp
|
social
| 90.56
| 10
|
3G
|
evening
|
SES00799856
| 2025-09-24T16:00:00
|
CUST1421121
|
Glo
|
Twitter/X
|
social
| 142.93
| 102
|
4G
|
afternoon
|
SES00799857
| 2025-09-09T20:00:00
|
CUST7429094
|
Glo
|
WhatsApp
|
social
| 14.48
| 12
|
4G
|
evening
|
SES00799858
| 2025-09-13T17:00:00
|
CUST8282488
|
Glo
|
Telegram
|
social
| 19.09
| 96
|
3G
|
evening
|
SES00799859
| 2025-09-07T17:00:00
|
CUST9855977
|
MTN
|
TikTok
|
streaming
| 358.44
| 105
|
4G
|
evening
|
SES00799860
| 2025-09-24T16:00:00
|
CUST4395952
|
MTN
|
Instagram
|
social
| 67.7
| 179
|
4G
|
afternoon
|
SES00799861
| 2025-09-14T07:00:00
|
CUST1441942
|
MTN
|
WhatsApp
|
social
| 34.82
| 62
|
4G
|
morning
|
SES00799862
| 2025-09-12T14:00:00
|
CUST6815597
|
MTN
|
TikTok
|
streaming
| 460.6
| 164
|
4G
|
afternoon
|
SES00799863
| 2025-09-24T12:00:00
|
CUST6765852
|
9mobile
|
Instagram
|
social
| 101.67
| 89
|
4G
|
afternoon
|
SES00799864
| 2025-09-25T07:00:00
|
CUST9445997
|
MTN
|
Other
|
other
| 46.73
| 80
|
4G
|
morning
|
SES00799865
| 2025-09-11T03:00:00
|
CUST5641055
|
Glo
|
Instagram
|
social
| 120.8
| 72
|
4G
|
night
|
SES00799866
| 2025-09-14T14:00:00
|
CUST9992836
|
MTN
|
Facebook
|
social
| 46.26
| 150
|
2G
|
afternoon
|
SES00799867
| 2025-09-22T02:00:00
|
CUST5612042
|
MTN
|
Telegram
|
social
| 17.46
| 81
|
4G
|
night
|
SES00799868
| 2025-09-11T16:00:00
|
CUST7906224
|
Airtel
|
YouTube
|
streaming
| 382.14
| 3
|
5G
|
afternoon
|
SES00799869
| 2025-09-19T17:00:00
|
CUST7320052
|
MTN
|
YouTube
|
streaming
| 418.7
| 163
|
3G
|
evening
|
SES00799870
| 2025-09-27T17:00:00
|
CUST6001711
|
MTN
|
WhatsApp
|
social
| 26.56
| 160
|
4G
|
evening
|
SES00799871
| 2025-09-29T04:00:00
|
CUST4835496
|
Airtel
|
Facebook
|
social
| 59.21
| 69
|
3G
|
night
|
SES00799872
| 2025-09-29T08:00:00
|
CUST8982181
|
Airtel
|
YouTube
|
streaming
| 178.2
| 128
|
3G
|
morning
|
SES00799873
| 2025-09-10T17:00:00
|
CUST8069622
|
Airtel
|
Telegram
|
social
| 79.81
| 12
|
4G
|
evening
|
SES00799874
| 2025-09-25T17:00:00
|
CUST1292010
|
MTN
|
Instagram
|
social
| 88.93
| 124
|
4G
|
evening
|
SES00799875
| 2025-09-26T20:00:00
|
CUST7101205
|
Glo
|
Instagram
|
social
| 98.91
| 128
|
4G
|
evening
|
SES00799876
| 2025-09-03T21:00:00
|
CUST7900029
|
9mobile
|
Facebook
|
social
| 20.13
| 36
|
2G
|
evening
|
SES00799877
| 2025-09-24T22:00:00
|
CUST1684980
|
Airtel
|
WhatsApp
|
social
| 28.99
| 100
|
5G
|
night
|
SES00799878
| 2025-09-22T14:00:00
|
CUST3384898
|
Glo
|
YouTube
|
streaming
| 343.63
| 60
|
4G
|
afternoon
|
SES00799879
| 2025-09-11T19:00:00
|
CUST2543077
|
9mobile
|
Twitter/X
|
social
| 14.22
| 81
|
3G
|
evening
|
SES00799880
| 2025-09-12T02:00:00
|
CUST2071245
|
Airtel
|
WhatsApp
|
social
| 33.07
| 60
|
4G
|
night
|
SES00799881
| 2025-09-13T17:00:00
|
CUST2252686
|
9mobile
|
Facebook
|
social
| 190.4
| 5
|
4G
|
evening
|
SES00799882
| 2025-09-23T10:00:00
|
CUST9806837
|
Airtel
|
Instagram
|
social
| 100.57
| 135
|
4G
|
morning
|
SES00799883
| 2025-09-26T16:00:00
|
CUST9670814
|
9mobile
|
Facebook
|
social
| 16.84
| 40
|
4G
|
afternoon
|
SES00799884
| 2025-09-17T06:00:00
|
CUST4426160
|
9mobile
|
Instagram
|
social
| 86.89
| 100
|
4G
|
morning
|
SES00799885
| 2025-09-04T16:00:00
|
CUST7598659
|
Glo
|
YouTube
|
streaming
| 484.37
| 128
|
3G
|
afternoon
|
SES00799886
| 2025-09-09T17:00:00
|
CUST7979012
|
Airtel
|
Facebook
|
social
| 159
| 93
|
4G
|
evening
|
SES00799887
| 2025-09-26T15:00:00
|
CUST1472735
|
Airtel
|
Facebook
|
social
| 167.9
| 123
|
3G
|
afternoon
|
SES00799888
| 2025-09-27T16:00:00
|
CUST1343047
|
9mobile
|
Instagram
|
social
| 158.13
| 119
|
4G
|
afternoon
|
SES00799889
| 2025-09-29T11:00:00
|
CUST2285847
|
Airtel
|
YouTube
|
streaming
| 485.16
| 98
|
3G
|
morning
|
SES00799890
| 2025-09-18T11:00:00
|
CUST4457811
|
9mobile
|
Instagram
|
social
| 60.65
| 77
|
3G
|
morning
|
SES00799891
| 2025-09-29T11:00:00
|
CUST3632036
|
MTN
|
YouTube
|
streaming
| 390.77
| 10
|
3G
|
morning
|
SES00799892
| 2025-10-01T06:00:00
|
CUST8471935
|
Airtel
|
WhatsApp
|
social
| 78.5
| 97
|
4G
|
morning
|
SES00799893
| 2025-10-01T22:00:00
|
CUST9950283
|
9mobile
|
Other
|
other
| 33.49
| 125
|
4G
|
night
|
SES00799894
| 2025-09-02T12:00:00
|
CUST5183858
|
MTN
|
Instagram
|
social
| 195.21
| 138
|
4G
|
afternoon
|
SES00799895
| 2025-09-25T08:00:00
|
CUST8650190
|
Airtel
|
Telegram
|
social
| 80.67
| 92
|
4G
|
morning
|
SES00799896
| 2025-09-13T06:00:00
|
CUST1989799
|
9mobile
|
Facebook
|
social
| 70.83
| 175
|
3G
|
morning
|
SES00799897
| 2025-09-01T18:00:00
|
CUST5774959
|
Airtel
|
Instagram
|
social
| 140.38
| 144
|
4G
|
evening
|
SES00799898
| 2025-09-03T04:00:00
|
CUST3439846
|
Airtel
|
YouTube
|
streaming
| 381.05
| 107
|
4G
|
night
|
SES00799899
| 2025-09-26T14:00:00
|
CUST4749263
|
MTN
|
WhatsApp
|
social
| 53.33
| 90
|
3G
|
afternoon
|
SES00799900
| 2025-09-17T08:00:00
|
CUST6741143
|
MTN
|
WhatsApp
|
social
| 52.78
| 121
|
4G
|
morning
|
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