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
|
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