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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000101
| 2025-09-21T16:00:00
|
CUST7752772
|
MTN
|
WhatsApp
|
social
| 78.24
| 112
|
4G
|
afternoon
|
SES00000102
| 2025-09-07T04:00:00
|
CUST7044817
|
Glo
|
YouTube
|
streaming
| 83.89
| 19
|
3G
|
night
|
SES00000103
| 2025-09-17T00:00:00
|
CUST2453475
|
Airtel
|
Instagram
|
social
| 70.83
| 10
|
4G
|
night
|
SES00000104
| 2025-09-22T01:00:00
|
CUST5262714
|
Airtel
|
Facebook
|
social
| 74.85
| 79
|
3G
|
night
|
SES00000105
| 2025-09-22T10:00:00
|
CUST6974191
|
9mobile
|
Other
|
other
| 10.66
| 30
|
4G
|
morning
|
SES00000106
| 2025-09-30T21:00:00
|
CUST6211564
|
Airtel
|
WhatsApp
|
social
| 21.25
| 76
|
3G
|
evening
|
SES00000107
| 2025-09-13T07:00:00
|
CUST9560345
|
Glo
|
Instagram
|
social
| 81.94
| 76
|
4G
|
morning
|
SES00000108
| 2025-09-14T01:00:00
|
CUST9109234
|
Airtel
|
WhatsApp
|
social
| 54.03
| 141
|
4G
|
night
|
SES00000109
| 2025-09-15T21:00:00
|
CUST6829039
|
MTN
|
WhatsApp
|
social
| 10.64
| 95
|
4G
|
evening
|
SES00000110
| 2025-09-30T07:00:00
|
CUST3783187
|
MTN
|
Instagram
|
social
| 140.53
| 36
|
4G
|
morning
|
SES00000111
| 2025-09-18T08:00:00
|
CUST8388870
|
Airtel
|
Instagram
|
social
| 120
| 170
|
4G
|
morning
|
SES00000112
| 2025-09-09T07:00:00
|
CUST5570983
|
Glo
|
YouTube
|
streaming
| 317.93
| 104
|
3G
|
morning
|
SES00000113
| 2025-09-18T16:00:00
|
CUST9994085
|
Airtel
|
YouTube
|
streaming
| 450.27
| 94
|
4G
|
afternoon
|
SES00000114
| 2025-09-19T10:00:00
|
CUST6905891
|
MTN
|
TikTok
|
streaming
| 258.98
| 174
|
3G
|
morning
|
SES00000115
| 2025-09-11T18:00:00
|
CUST1535359
|
Glo
|
Twitter/X
|
social
| 70.84
| 134
|
4G
|
evening
|
SES00000116
| 2025-09-30T13:00:00
|
CUST2897304
|
MTN
|
YouTube
|
streaming
| 487.45
| 166
|
4G
|
afternoon
|
SES00000117
| 2025-09-02T13:00:00
|
CUST8472316
|
MTN
|
YouTube
|
streaming
| 264.66
| 78
|
4G
|
afternoon
|
SES00000118
| 2025-09-14T05:00:00
|
CUST7529543
|
Airtel
|
WhatsApp
|
social
| 92.52
| 37
|
3G
|
morning
|
SES00000119
| 2025-09-13T20:00:00
|
CUST8462055
|
Glo
|
WhatsApp
|
social
| 46.11
| 124
|
4G
|
evening
|
SES00000120
| 2025-09-12T16:00:00
|
CUST4397918
|
9mobile
|
TikTok
|
streaming
| 111.76
| 18
|
3G
|
afternoon
|
SES00000121
| 2025-09-30T07:00:00
|
CUST5879410
|
Airtel
|
YouTube
|
streaming
| 68.75
| 82
|
3G
|
morning
|
SES00000122
| 2025-09-29T18:00:00
|
CUST8996803
|
Airtel
|
YouTube
|
streaming
| 271.75
| 168
|
4G
|
evening
|
SES00000123
| 2025-09-10T06:00:00
|
CUST4293092
|
MTN
|
WhatsApp
|
social
| 79.08
| 89
|
4G
|
morning
|
SES00000124
| 2025-09-04T08:00:00
|
CUST1211939
|
9mobile
|
YouTube
|
streaming
| 248.31
| 17
|
4G
|
morning
|
SES00000125
| 2025-09-16T00:00:00
|
CUST3097343
|
Glo
|
Facebook
|
social
| 77.14
| 178
|
4G
|
night
|
SES00000126
| 2025-09-22T21:00:00
|
CUST7559896
|
Glo
|
YouTube
|
streaming
| 262.14
| 109
|
4G
|
evening
|
SES00000127
| 2025-09-01T08:00:00
|
CUST7157753
|
MTN
|
Facebook
|
social
| 175.9
| 180
|
5G
|
morning
|
SES00000128
| 2025-09-08T11:00:00
|
CUST5892315
|
MTN
|
Instagram
|
social
| 111.7
| 122
|
4G
|
morning
|
SES00000129
| 2025-09-01T07:00:00
|
CUST9363333
|
Airtel
|
Instagram
|
social
| 92.84
| 105
|
3G
|
morning
|
SES00000130
| 2025-09-25T06:00:00
|
CUST4292162
|
Glo
|
WhatsApp
|
social
| 66.35
| 175
|
4G
|
morning
|
SES00000131
| 2025-09-07T13:00:00
|
CUST3306945
|
Glo
|
WhatsApp
|
social
| 56.76
| 17
|
4G
|
afternoon
|
SES00000132
| 2025-09-16T03:00:00
|
CUST9615519
|
MTN
|
TikTok
|
streaming
| 95.9
| 16
|
4G
|
night
|
SES00000133
| 2025-09-20T18:00:00
|
CUST9590101
|
MTN
|
WhatsApp
|
social
| 74.66
| 70
|
4G
|
evening
|
SES00000134
| 2025-09-16T02:00:00
|
CUST6025967
|
Glo
|
YouTube
|
streaming
| 417.42
| 171
|
4G
|
night
|
SES00000135
| 2025-09-02T12:00:00
|
CUST1831960
|
Glo
|
YouTube
|
streaming
| 221.68
| 25
|
4G
|
afternoon
|
SES00000136
| 2025-09-10T08:00:00
|
CUST9991048
|
Glo
|
WhatsApp
|
social
| 96.39
| 168
|
4G
|
morning
|
SES00000137
| 2025-09-10T08:00:00
|
CUST2202269
|
Glo
|
WhatsApp
|
social
| 97.09
| 164
|
4G
|
morning
|
SES00000138
| 2025-09-19T02:00:00
|
CUST8451308
|
Airtel
|
WhatsApp
|
social
| 88.99
| 3
|
4G
|
night
|
SES00000139
| 2025-09-05T10:00:00
|
CUST8721347
|
MTN
|
Instagram
|
social
| 65.15
| 135
|
4G
|
morning
|
SES00000140
| 2025-09-13T04:00:00
|
CUST3260887
|
Airtel
|
WhatsApp
|
social
| 34.73
| 130
|
3G
|
night
|
SES00000141
| 2025-09-16T06:00:00
|
CUST8702634
|
Glo
|
YouTube
|
streaming
| 288.55
| 33
|
4G
|
morning
|
SES00000142
| 2025-09-22T11:00:00
|
CUST2522092
|
9mobile
|
Facebook
|
social
| 26.76
| 58
|
4G
|
morning
|
SES00000143
| 2025-09-10T02:00:00
|
CUST7103907
|
Glo
|
WhatsApp
|
social
| 55.36
| 96
|
4G
|
night
|
SES00000144
| 2025-09-17T17:00:00
|
CUST1498700
|
Glo
|
Telegram
|
social
| 47.79
| 113
|
4G
|
evening
|
SES00000145
| 2025-10-01T20:00:00
|
CUST1665790
|
Glo
|
WhatsApp
|
social
| 22.32
| 65
|
4G
|
evening
|
SES00000146
| 2025-09-13T05:00:00
|
CUST4651399
|
Airtel
|
YouTube
|
streaming
| 356.09
| 169
|
4G
|
morning
|
SES00000147
| 2025-09-03T23:00:00
|
CUST9570227
|
Airtel
|
Other
|
other
| 25.52
| 166
|
3G
|
night
|
SES00000148
| 2025-09-23T09:00:00
|
CUST1707112
|
Airtel
|
YouTube
|
streaming
| 346.19
| 119
|
4G
|
morning
|
SES00000149
| 2025-09-27T11:00:00
|
CUST8123375
|
9mobile
|
TikTok
|
streaming
| 327.4
| 113
|
4G
|
morning
|
SES00000150
| 2025-09-18T22:00:00
|
CUST6593830
|
Glo
|
YouTube
|
streaming
| 200.21
| 85
|
4G
|
night
|
SES00000151
| 2025-09-25T13:00:00
|
CUST2296119
|
MTN
|
YouTube
|
streaming
| 289.35
| 80
|
3G
|
afternoon
|
SES00000152
| 2025-09-17T16:00:00
|
CUST4980808
|
MTN
|
Instagram
|
social
| 174.42
| 169
|
4G
|
afternoon
|
SES00000153
| 2025-09-26T03:00:00
|
CUST9179486
|
Airtel
|
WhatsApp
|
social
| 50.49
| 175
|
4G
|
night
|
SES00000154
| 2025-09-09T08:00:00
|
CUST9704512
|
Airtel
|
Other
|
other
| 21.68
| 97
|
5G
|
morning
|
SES00000155
| 2025-09-20T22:00:00
|
CUST9830862
|
Airtel
|
TikTok
|
streaming
| 279.41
| 139
|
4G
|
night
|
SES00000156
| 2025-09-18T09:00:00
|
CUST2879899
|
Glo
|
Instagram
|
social
| 155.1
| 23
|
4G
|
morning
|
SES00000157
| 2025-09-28T00:00:00
|
CUST4007134
|
MTN
|
WhatsApp
|
social
| 65.58
| 59
|
5G
|
night
|
SES00000158
| 2025-09-07T07:00:00
|
CUST9816605
|
MTN
|
Instagram
|
social
| 164.31
| 122
|
4G
|
morning
|
SES00000159
| 2025-09-19T10:00:00
|
CUST7316384
|
9mobile
|
Instagram
|
social
| 61.93
| 134
|
4G
|
morning
|
SES00000160
| 2025-09-17T17:00:00
|
CUST6961811
|
Glo
|
WhatsApp
|
social
| 90.04
| 25
|
5G
|
evening
|
SES00000161
| 2025-09-29T00:00:00
|
CUST1476789
|
MTN
|
Telegram
|
social
| 37.05
| 121
|
4G
|
night
|
SES00000162
| 2025-09-29T12:00:00
|
CUST2125418
|
Airtel
|
Instagram
|
social
| 45.67
| 88
|
4G
|
afternoon
|
SES00000163
| 2025-09-28T17:00:00
|
CUST2142012
|
MTN
|
TikTok
|
streaming
| 318.42
| 128
|
3G
|
evening
|
SES00000164
| 2025-09-14T14:00:00
|
CUST3334303
|
Glo
|
WhatsApp
|
social
| 90.39
| 84
|
4G
|
afternoon
|
SES00000165
| 2025-09-26T10:00:00
|
CUST2197123
|
9mobile
|
WhatsApp
|
social
| 33.3
| 7
|
4G
|
morning
|
SES00000166
| 2025-09-11T05:00:00
|
CUST4253656
|
MTN
|
YouTube
|
streaming
| 68.34
| 60
|
3G
|
morning
|
SES00000167
| 2025-09-01T04:00:00
|
CUST4816072
|
MTN
|
WhatsApp
|
social
| 47.04
| 15
|
4G
|
night
|
SES00000168
| 2025-09-21T03:00:00
|
CUST3877889
|
MTN
|
Instagram
|
social
| 113.28
| 53
|
4G
|
night
|
SES00000169
| 2025-09-28T06:00:00
|
CUST7872177
|
MTN
|
YouTube
|
streaming
| 439.29
| 70
|
3G
|
morning
|
SES00000170
| 2025-09-03T19:00:00
|
CUST6966940
|
Airtel
|
WhatsApp
|
social
| 14.61
| 39
|
4G
|
evening
|
SES00000171
| 2025-09-22T08:00:00
|
CUST2623276
|
MTN
|
WhatsApp
|
social
| 20.14
| 89
|
4G
|
morning
|
SES00000172
| 2025-09-23T22:00:00
|
CUST9881027
|
9mobile
|
WhatsApp
|
social
| 42.39
| 18
|
4G
|
night
|
SES00000173
| 2025-09-11T11:00:00
|
CUST1122138
|
MTN
|
WhatsApp
|
social
| 75.78
| 152
|
3G
|
morning
|
SES00000174
| 2025-09-29T10:00:00
|
CUST4541965
|
9mobile
|
Telegram
|
social
| 89.97
| 111
|
5G
|
morning
|
SES00000175
| 2025-09-24T09:00:00
|
CUST7624525
|
MTN
|
Telegram
|
social
| 27.44
| 158
|
4G
|
morning
|
SES00000176
| 2025-09-23T23:00:00
|
CUST6236721
|
MTN
|
Twitter/X
|
social
| 189.77
| 100
|
5G
|
night
|
SES00000177
| 2025-09-17T01:00:00
|
CUST1868007
|
Airtel
|
YouTube
|
streaming
| 387.24
| 10
|
3G
|
night
|
SES00000178
| 2025-09-04T04:00:00
|
CUST7964376
|
Airtel
|
Facebook
|
social
| 118.11
| 104
|
4G
|
night
|
SES00000179
| 2025-09-02T04:00:00
|
CUST8861057
|
Glo
|
Twitter/X
|
social
| 146.02
| 72
|
3G
|
night
|
SES00000180
| 2025-10-01T10:00:00
|
CUST5276468
|
MTN
|
YouTube
|
streaming
| 374.08
| 105
|
4G
|
morning
|
SES00000181
| 2025-09-19T09:00:00
|
CUST2970357
|
Airtel
|
YouTube
|
streaming
| 350.44
| 3
|
4G
|
morning
|
SES00000182
| 2025-09-14T21:00:00
|
CUST1276848
|
Airtel
|
Other
|
other
| 30.16
| 51
|
4G
|
evening
|
SES00000183
| 2025-09-12T11:00:00
|
CUST6583714
|
Airtel
|
WhatsApp
|
social
| 8.97
| 161
|
4G
|
morning
|
SES00000184
| 2025-09-16T11:00:00
|
CUST8065113
|
MTN
|
Facebook
|
social
| 110.74
| 66
|
2G
|
morning
|
SES00000185
| 2025-09-02T04:00:00
|
CUST8716236
|
MTN
|
Facebook
|
social
| 102.12
| 171
|
2G
|
night
|
SES00000186
| 2025-09-28T22:00:00
|
CUST8743150
|
Airtel
|
WhatsApp
|
social
| 27.69
| 104
|
4G
|
night
|
SES00000187
| 2025-09-12T07:00:00
|
CUST5870008
|
Glo
|
Instagram
|
social
| 38.02
| 163
|
3G
|
morning
|
SES00000188
| 2025-09-08T00:00:00
|
CUST6657429
|
9mobile
|
Facebook
|
social
| 15.56
| 22
|
4G
|
night
|
SES00000189
| 2025-09-06T12:00:00
|
CUST8538476
|
Airtel
|
WhatsApp
|
social
| 34.15
| 81
|
4G
|
afternoon
|
SES00000190
| 2025-09-02T01:00:00
|
CUST1469081
|
MTN
|
Facebook
|
social
| 93.84
| 79
|
2G
|
night
|
SES00000191
| 2025-09-23T05:00:00
|
CUST2195984
|
MTN
|
TikTok
|
streaming
| 320.28
| 121
|
3G
|
morning
|
SES00000192
| 2025-09-18T06:00:00
|
CUST4799131
|
Airtel
|
WhatsApp
|
social
| 82.88
| 151
|
4G
|
morning
|
SES00000193
| 2025-09-23T03:00:00
|
CUST6632855
|
9mobile
|
WhatsApp
|
social
| 53.31
| 95
|
4G
|
night
|
SES00000194
| 2025-09-10T03:00:00
|
CUST1559139
|
Airtel
|
Instagram
|
social
| 142.8
| 4
|
4G
|
night
|
SES00000195
| 2025-09-14T23:00:00
|
CUST2324513
|
MTN
|
TikTok
|
streaming
| 255.21
| 55
|
4G
|
night
|
SES00000196
| 2025-09-08T18:00:00
|
CUST9639179
|
Glo
|
WhatsApp
|
social
| 92.46
| 156
|
4G
|
evening
|
SES00000197
| 2025-09-15T18:00:00
|
CUST2158638
|
Airtel
|
Twitter/X
|
social
| 130.31
| 99
|
3G
|
evening
|
SES00000198
| 2025-09-24T13:00:00
|
CUST7448097
|
9mobile
|
Facebook
|
social
| 71.26
| 176
|
4G
|
afternoon
|
SES00000199
| 2025-09-17T18:00:00
|
CUST1736922
|
MTN
|
Instagram
|
social
| 70.3
| 177
|
4G
|
evening
|
SES00000200
| 2025-09-23T07:00:00
|
CUST2767083
|
Glo
|
TikTok
|
streaming
| 366.59
| 134
|
4G
|
morning
|
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