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 |
|---|---|---|---|---|---|---|---|---|---|
SES00799701
| 2025-09-03T10:00:00
|
CUST6358819
|
Glo
|
Telegram
|
social
| 77.88
| 122
|
4G
|
morning
|
SES00799702
| 2025-09-06T10:00:00
|
CUST6042698
|
9mobile
|
YouTube
|
streaming
| 224.24
| 43
|
4G
|
morning
|
SES00799703
| 2025-09-19T08:00:00
|
CUST4116134
|
Glo
|
Other
|
other
| 7.37
| 123
|
4G
|
morning
|
SES00799704
| 2025-09-03T00:00:00
|
CUST1956261
|
Airtel
|
TikTok
|
streaming
| 134.04
| 13
|
3G
|
night
|
SES00799705
| 2025-09-02T00:00:00
|
CUST7482058
|
MTN
|
Instagram
|
social
| 101.61
| 178
|
4G
|
night
|
SES00799706
| 2025-09-19T05:00:00
|
CUST9200093
|
MTN
|
WhatsApp
|
social
| 78.31
| 88
|
3G
|
morning
|
SES00799707
| 2025-09-27T21:00:00
|
CUST6817372
|
Airtel
|
YouTube
|
streaming
| 235.61
| 120
|
4G
|
evening
|
SES00799708
| 2025-09-15T22:00:00
|
CUST1105360
|
Glo
|
WhatsApp
|
social
| 96.47
| 140
|
4G
|
night
|
SES00799709
| 2025-09-17T23:00:00
|
CUST8062954
|
Glo
|
Other
|
other
| 45.53
| 8
|
3G
|
night
|
SES00799710
| 2025-09-28T11:00:00
|
CUST6108667
|
Glo
|
Instagram
|
social
| 92.43
| 129
|
3G
|
morning
|
SES00799711
| 2025-09-25T15:00:00
|
CUST8711417
|
Glo
|
WhatsApp
|
social
| 12.05
| 177
|
5G
|
afternoon
|
SES00799712
| 2025-09-04T01:00:00
|
CUST7646205
|
Airtel
|
WhatsApp
|
social
| 65.41
| 92
|
4G
|
night
|
SES00799713
| 2025-09-10T12:00:00
|
CUST5152603
|
MTN
|
Instagram
|
social
| 75.1
| 42
|
3G
|
afternoon
|
SES00799714
| 2025-09-26T19:00:00
|
CUST3886295
|
MTN
|
WhatsApp
|
social
| 21.68
| 176
|
4G
|
evening
|
SES00799715
| 2025-09-04T20:00:00
|
CUST5837761
|
9mobile
|
WhatsApp
|
social
| 95.87
| 159
|
4G
|
evening
|
SES00799716
| 2025-09-30T12:00:00
|
CUST6696813
|
Airtel
|
TikTok
|
streaming
| 284.85
| 131
|
4G
|
afternoon
|
SES00799717
| 2025-09-15T05:00:00
|
CUST6251508
|
Airtel
|
WhatsApp
|
social
| 52.99
| 138
|
3G
|
morning
|
SES00799718
| 2025-09-12T05:00:00
|
CUST7298053
|
Glo
|
WhatsApp
|
social
| 36.08
| 145
|
4G
|
morning
|
SES00799719
| 2025-09-25T23:00:00
|
CUST3713807
|
Glo
|
WhatsApp
|
social
| 73.22
| 91
|
4G
|
night
|
SES00799720
| 2025-09-29T07:00:00
|
CUST7097027
|
MTN
|
TikTok
|
streaming
| 278.84
| 63
|
4G
|
morning
|
SES00799721
| 2025-09-03T16:00:00
|
CUST5549609
|
MTN
|
Instagram
|
social
| 102.64
| 150
|
2G
|
afternoon
|
SES00799722
| 2025-09-18T19:00:00
|
CUST2330698
|
MTN
|
TikTok
|
streaming
| 82.36
| 117
|
4G
|
evening
|
SES00799723
| 2025-09-04T01:00:00
|
CUST9817936
|
Airtel
|
TikTok
|
streaming
| 187.48
| 6
|
4G
|
night
|
SES00799724
| 2025-09-24T00:00:00
|
CUST9966379
|
Glo
|
WhatsApp
|
social
| 23.34
| 126
|
3G
|
night
|
SES00799725
| 2025-09-05T08:00:00
|
CUST2928398
|
Glo
|
Facebook
|
social
| 65
| 14
|
4G
|
morning
|
SES00799726
| 2025-09-06T19:00:00
|
CUST9768224
|
Airtel
|
YouTube
|
streaming
| 491.76
| 60
|
4G
|
evening
|
SES00799727
| 2025-09-30T01:00:00
|
CUST9961236
|
MTN
|
Facebook
|
social
| 27.12
| 10
|
4G
|
night
|
SES00799728
| 2025-09-12T18:00:00
|
CUST8061674
|
MTN
|
Twitter/X
|
social
| 128.14
| 113
|
4G
|
evening
|
SES00799729
| 2025-09-23T22:00:00
|
CUST1919293
|
Glo
|
Instagram
|
social
| 133.89
| 73
|
3G
|
night
|
SES00799730
| 2025-09-23T07:00:00
|
CUST1899061
|
Airtel
|
WhatsApp
|
social
| 77.83
| 136
|
4G
|
morning
|
SES00799731
| 2025-09-17T06:00:00
|
CUST9572041
|
Airtel
|
Instagram
|
social
| 93.74
| 89
|
5G
|
morning
|
SES00799732
| 2025-09-06T09:00:00
|
CUST9875814
|
Glo
|
Facebook
|
social
| 33.58
| 124
|
3G
|
morning
|
SES00799733
| 2025-09-06T01:00:00
|
CUST5173538
|
9mobile
|
WhatsApp
|
social
| 29.64
| 145
|
4G
|
night
|
SES00799734
| 2025-09-16T15:00:00
|
CUST5405530
|
MTN
|
WhatsApp
|
social
| 68.28
| 150
|
4G
|
afternoon
|
SES00799735
| 2025-09-06T01:00:00
|
CUST4410640
|
Glo
|
WhatsApp
|
social
| 64.92
| 20
|
4G
|
night
|
SES00799736
| 2025-09-25T12:00:00
|
CUST7120494
|
MTN
|
WhatsApp
|
social
| 71.19
| 167
|
4G
|
afternoon
|
SES00799737
| 2025-09-19T07:00:00
|
CUST1445607
|
Glo
|
WhatsApp
|
social
| 6.49
| 99
|
3G
|
morning
|
SES00799738
| 2025-09-09T03:00:00
|
CUST1042869
|
Glo
|
YouTube
|
streaming
| 497.37
| 83
|
4G
|
night
|
SES00799739
| 2025-09-29T04:00:00
|
CUST8486291
|
Airtel
|
WhatsApp
|
social
| 86.27
| 68
|
4G
|
night
|
SES00799740
| 2025-09-01T06:00:00
|
CUST7347722
|
Airtel
|
YouTube
|
streaming
| 348.55
| 40
|
4G
|
morning
|
SES00799741
| 2025-09-15T11:00:00
|
CUST4682279
|
MTN
|
WhatsApp
|
social
| 36.17
| 162
|
4G
|
morning
|
SES00799742
| 2025-09-24T18:00:00
|
CUST9875999
|
MTN
|
YouTube
|
streaming
| 245.57
| 151
|
4G
|
evening
|
SES00799743
| 2025-09-19T06:00:00
|
CUST9239175
|
Glo
|
Other
|
other
| 9.41
| 40
|
5G
|
morning
|
SES00799744
| 2025-09-10T10:00:00
|
CUST2859776
|
MTN
|
Facebook
|
social
| 91.14
| 29
|
4G
|
morning
|
SES00799745
| 2025-09-28T18:00:00
|
CUST9543437
|
Glo
|
Facebook
|
social
| 88.08
| 158
|
3G
|
evening
|
SES00799746
| 2025-09-27T19:00:00
|
CUST4641102
|
MTN
|
Twitter/X
|
social
| 169.79
| 32
|
4G
|
evening
|
SES00799747
| 2025-09-19T19:00:00
|
CUST1977788
|
Airtel
|
TikTok
|
streaming
| 425.23
| 34
|
3G
|
evening
|
SES00799748
| 2025-09-22T20:00:00
|
CUST7100241
|
9mobile
|
Other
|
other
| 35.13
| 129
|
2G
|
evening
|
SES00799749
| 2025-09-18T01:00:00
|
CUST2073043
|
MTN
|
YouTube
|
streaming
| 442.11
| 73
|
4G
|
night
|
SES00799750
| 2025-09-24T08:00:00
|
CUST9026659
|
Glo
|
Telegram
|
social
| 52.01
| 89
|
4G
|
morning
|
SES00799751
| 2025-09-29T16:00:00
|
CUST8468295
|
Airtel
|
WhatsApp
|
social
| 26.38
| 86
|
2G
|
afternoon
|
SES00799752
| 2025-09-17T18:00:00
|
CUST1544879
|
9mobile
|
WhatsApp
|
social
| 30.25
| 13
|
4G
|
evening
|
SES00799753
| 2025-09-19T08:00:00
|
CUST6116403
|
Glo
|
YouTube
|
streaming
| 334.89
| 20
|
4G
|
morning
|
SES00799754
| 2025-09-16T18:00:00
|
CUST5107897
|
Glo
|
Instagram
|
social
| 131.71
| 173
|
2G
|
evening
|
SES00799755
| 2025-09-14T17:00:00
|
CUST3486716
|
MTN
|
YouTube
|
streaming
| 159.27
| 95
|
4G
|
evening
|
SES00799756
| 2025-09-26T08:00:00
|
CUST5081256
|
MTN
|
WhatsApp
|
social
| 63.54
| 121
|
4G
|
morning
|
SES00799757
| 2025-09-05T09:00:00
|
CUST3236094
|
Glo
|
YouTube
|
streaming
| 365.31
| 2
|
4G
|
morning
|
SES00799758
| 2025-09-02T03:00:00
|
CUST8994114
|
Airtel
|
Instagram
|
social
| 176.4
| 42
|
3G
|
night
|
SES00799759
| 2025-09-16T22:00:00
|
CUST4673061
|
MTN
|
TikTok
|
streaming
| 449.01
| 66
|
3G
|
night
|
SES00799760
| 2025-09-29T02:00:00
|
CUST1238474
|
Airtel
|
Facebook
|
social
| 190.13
| 128
|
4G
|
night
|
SES00799761
| 2025-09-24T12:00:00
|
CUST3881544
|
9mobile
|
WhatsApp
|
social
| 60.56
| 134
|
2G
|
afternoon
|
SES00799762
| 2025-09-11T21:00:00
|
CUST8966878
|
MTN
|
Instagram
|
social
| 152.08
| 71
|
3G
|
evening
|
SES00799763
| 2025-09-17T09:00:00
|
CUST7422079
|
Airtel
|
WhatsApp
|
social
| 28.21
| 45
|
3G
|
morning
|
SES00799764
| 2025-09-08T14:00:00
|
CUST5699700
|
MTN
|
WhatsApp
|
social
| 73.99
| 4
|
4G
|
afternoon
|
SES00799765
| 2025-09-11T07:00:00
|
CUST1037814
|
MTN
|
WhatsApp
|
social
| 24.11
| 108
|
5G
|
morning
|
SES00799766
| 2025-09-25T03:00:00
|
CUST4173026
|
MTN
|
Telegram
|
social
| 23.39
| 100
|
4G
|
night
|
SES00799767
| 2025-09-13T21:00:00
|
CUST5749302
|
MTN
|
Facebook
|
social
| 24.32
| 161
|
2G
|
evening
|
SES00799768
| 2025-09-05T15:00:00
|
CUST4152462
|
Glo
|
WhatsApp
|
social
| 94.65
| 154
|
3G
|
afternoon
|
SES00799769
| 2025-09-26T19:00:00
|
CUST4140355
|
Airtel
|
WhatsApp
|
social
| 35.26
| 39
|
4G
|
evening
|
SES00799770
| 2025-09-08T12:00:00
|
CUST8913939
|
MTN
|
Facebook
|
social
| 119.84
| 165
|
4G
|
afternoon
|
SES00799771
| 2025-09-21T20:00:00
|
CUST1999576
|
MTN
|
YouTube
|
streaming
| 121.67
| 106
|
4G
|
evening
|
SES00799772
| 2025-09-23T08:00:00
|
CUST4966135
|
Airtel
|
Other
|
other
| 30.12
| 82
|
2G
|
morning
|
SES00799773
| 2025-10-01T19:00:00
|
CUST8133465
|
Airtel
|
Telegram
|
social
| 79.84
| 167
|
5G
|
evening
|
SES00799774
| 2025-10-01T21:00:00
|
CUST4779623
|
Airtel
|
WhatsApp
|
social
| 27.58
| 26
|
2G
|
evening
|
SES00799775
| 2025-09-26T12:00:00
|
CUST4303932
|
Airtel
|
TikTok
|
streaming
| 421.26
| 164
|
3G
|
afternoon
|
SES00799776
| 2025-09-04T10:00:00
|
CUST6595158
|
Airtel
|
WhatsApp
|
social
| 62.43
| 148
|
3G
|
morning
|
SES00799777
| 2025-09-21T19:00:00
|
CUST4716328
|
Airtel
|
YouTube
|
streaming
| 52.78
| 32
|
4G
|
evening
|
SES00799778
| 2025-09-22T02:00:00
|
CUST3396675
|
Glo
|
TikTok
|
streaming
| 453
| 147
|
4G
|
night
|
SES00799779
| 2025-09-20T10:00:00
|
CUST7249268
|
MTN
|
Twitter/X
|
social
| 169.04
| 117
|
4G
|
morning
|
SES00799780
| 2025-09-23T17:00:00
|
CUST3456838
|
MTN
|
Facebook
|
social
| 111.01
| 97
|
4G
|
evening
|
SES00799781
| 2025-09-04T07:00:00
|
CUST5659569
|
Glo
|
Facebook
|
social
| 140.84
| 37
|
2G
|
morning
|
SES00799782
| 2025-09-06T19:00:00
|
CUST2370799
|
Airtel
|
WhatsApp
|
social
| 54.79
| 164
|
4G
|
evening
|
SES00799783
| 2025-09-17T05:00:00
|
CUST1487692
|
Glo
|
YouTube
|
streaming
| 97.07
| 117
|
3G
|
morning
|
SES00799784
| 2025-09-23T08:00:00
|
CUST7710017
|
Glo
|
WhatsApp
|
social
| 34.76
| 61
|
3G
|
morning
|
SES00799785
| 2025-09-28T19:00:00
|
CUST6616546
|
Glo
|
TikTok
|
streaming
| 155.45
| 79
|
4G
|
evening
|
SES00799786
| 2025-09-10T06:00:00
|
CUST4527832
|
MTN
|
Facebook
|
social
| 31.43
| 27
|
4G
|
morning
|
SES00799787
| 2025-09-15T08:00:00
|
CUST5882472
|
9mobile
|
Facebook
|
social
| 61.21
| 174
|
4G
|
morning
|
SES00799788
| 2025-09-07T19:00:00
|
CUST5930204
|
MTN
|
WhatsApp
|
social
| 60.55
| 86
|
4G
|
evening
|
SES00799789
| 2025-09-29T23:00:00
|
CUST9045939
|
Glo
|
Facebook
|
social
| 20.07
| 149
|
3G
|
night
|
SES00799790
| 2025-09-06T05:00:00
|
CUST9298605
|
MTN
|
TikTok
|
streaming
| 402.78
| 56
|
4G
|
morning
|
SES00799791
| 2025-09-13T00:00:00
|
CUST5935002
|
MTN
|
Facebook
|
social
| 61.47
| 1
|
4G
|
night
|
SES00799792
| 2025-09-03T05:00:00
|
CUST2598713
|
Airtel
|
YouTube
|
streaming
| 145.26
| 121
|
4G
|
morning
|
SES00799793
| 2025-09-24T08:00:00
|
CUST4141128
|
Airtel
|
Instagram
|
social
| 139.42
| 177
|
4G
|
morning
|
SES00799794
| 2025-09-13T00:00:00
|
CUST5427049
|
Glo
|
WhatsApp
|
social
| 96.94
| 179
|
4G
|
night
|
SES00799795
| 2025-09-15T21:00:00
|
CUST6856520
|
MTN
|
WhatsApp
|
social
| 54.53
| 126
|
4G
|
evening
|
SES00799796
| 2025-09-02T06:00:00
|
CUST1684999
|
Airtel
|
Facebook
|
social
| 135.75
| 107
|
2G
|
morning
|
SES00799797
| 2025-09-15T12:00:00
|
CUST9592050
|
Airtel
|
Telegram
|
social
| 17.27
| 109
|
2G
|
afternoon
|
SES00799798
| 2025-09-12T16:00:00
|
CUST7717017
|
Airtel
|
WhatsApp
|
social
| 28.39
| 27
|
4G
|
afternoon
|
SES00799799
| 2025-09-25T14:00:00
|
CUST7180002
|
9mobile
|
Instagram
|
social
| 19.39
| 94
|
4G
|
afternoon
|
SES00799800
| 2025-09-02T13:00:00
|
CUST7630769
|
Airtel
|
WhatsApp
|
social
| 44.29
| 69
|
4G
|
afternoon
|
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