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 |
|---|---|---|---|---|---|---|---|---|---|
SES00000201
| 2025-09-03T23:00:00
|
CUST4115395
|
MTN
|
Telegram
|
social
| 8.33
| 50
|
3G
|
night
|
SES00000202
| 2025-09-10T14:00:00
|
CUST3800247
|
Airtel
|
YouTube
|
streaming
| 327.26
| 78
|
3G
|
afternoon
|
SES00000203
| 2025-09-23T20:00:00
|
CUST6535998
|
Glo
|
Instagram
|
social
| 152.48
| 159
|
4G
|
evening
|
SES00000204
| 2025-09-22T03:00:00
|
CUST6807826
|
Airtel
|
WhatsApp
|
social
| 84.87
| 78
|
4G
|
night
|
SES00000205
| 2025-09-28T23:00:00
|
CUST5864893
|
9mobile
|
Twitter/X
|
social
| 17.48
| 50
|
5G
|
night
|
SES00000206
| 2025-09-24T05:00:00
|
CUST8131469
|
MTN
|
YouTube
|
streaming
| 399.39
| 83
|
5G
|
morning
|
SES00000207
| 2025-09-14T03:00:00
|
CUST5964400
|
Airtel
|
WhatsApp
|
social
| 99.08
| 67
|
4G
|
night
|
SES00000208
| 2025-09-15T14:00:00
|
CUST8428223
|
MTN
|
WhatsApp
|
social
| 95.56
| 119
|
4G
|
afternoon
|
SES00000209
| 2025-09-07T08:00:00
|
CUST3846489
|
Airtel
|
WhatsApp
|
social
| 15.94
| 176
|
4G
|
morning
|
SES00000210
| 2025-09-25T04:00:00
|
CUST1710413
|
MTN
|
Instagram
|
social
| 124.62
| 32
|
4G
|
night
|
SES00000211
| 2025-09-27T16:00:00
|
CUST9990742
|
MTN
|
YouTube
|
streaming
| 185.37
| 46
|
4G
|
afternoon
|
SES00000212
| 2025-09-28T16:00:00
|
CUST3495413
|
MTN
|
Other
|
other
| 38.85
| 48
|
3G
|
afternoon
|
SES00000213
| 2025-09-26T23:00:00
|
CUST9290352
|
Glo
|
WhatsApp
|
social
| 47.51
| 156
|
3G
|
night
|
SES00000214
| 2025-09-18T02:00:00
|
CUST8103173
|
MTN
|
Facebook
|
social
| 162.68
| 156
|
4G
|
night
|
SES00000215
| 2025-09-29T13:00:00
|
CUST9526061
|
Airtel
|
WhatsApp
|
social
| 77.23
| 115
|
3G
|
afternoon
|
SES00000216
| 2025-09-25T14:00:00
|
CUST8146907
|
Glo
|
Instagram
|
social
| 51.85
| 101
|
4G
|
afternoon
|
SES00000217
| 2025-09-25T16:00:00
|
CUST3141039
|
9mobile
|
YouTube
|
streaming
| 176.16
| 46
|
5G
|
afternoon
|
SES00000218
| 2025-09-29T10:00:00
|
CUST4684792
|
Airtel
|
TikTok
|
streaming
| 479.79
| 156
|
4G
|
morning
|
SES00000219
| 2025-09-07T19:00:00
|
CUST5274766
|
MTN
|
WhatsApp
|
social
| 82.6
| 56
|
4G
|
evening
|
SES00000220
| 2025-09-28T09:00:00
|
CUST4955904
|
MTN
|
TikTok
|
streaming
| 232.02
| 147
|
4G
|
morning
|
SES00000221
| 2025-09-15T21:00:00
|
CUST6122191
|
MTN
|
Facebook
|
social
| 134.44
| 92
|
4G
|
evening
|
SES00000222
| 2025-09-08T23:00:00
|
CUST9715809
|
MTN
|
WhatsApp
|
social
| 39.39
| 141
|
4G
|
night
|
SES00000223
| 2025-09-05T13:00:00
|
CUST2958683
|
MTN
|
WhatsApp
|
social
| 57.76
| 58
|
5G
|
afternoon
|
SES00000224
| 2025-09-01T14:00:00
|
CUST5510663
|
Airtel
|
Telegram
|
social
| 28.95
| 164
|
4G
|
afternoon
|
SES00000225
| 2025-09-18T11:00:00
|
CUST4548775
|
MTN
|
Instagram
|
social
| 61.51
| 175
|
4G
|
morning
|
SES00000226
| 2025-09-20T15:00:00
|
CUST2123595
|
9mobile
|
YouTube
|
streaming
| 195.39
| 68
|
4G
|
afternoon
|
SES00000227
| 2025-09-01T13:00:00
|
CUST3645912
|
9mobile
|
WhatsApp
|
social
| 64.78
| 106
|
4G
|
afternoon
|
SES00000228
| 2025-09-08T19:00:00
|
CUST3790854
|
Glo
|
Instagram
|
social
| 193.32
| 114
|
3G
|
evening
|
SES00000229
| 2025-09-01T17:00:00
|
CUST2283391
|
Glo
|
Instagram
|
social
| 63.35
| 57
|
4G
|
evening
|
SES00000230
| 2025-10-01T00:00:00
|
CUST1396515
|
Glo
|
WhatsApp
|
social
| 39.3
| 58
|
4G
|
night
|
SES00000231
| 2025-09-13T11:00:00
|
CUST5026633
|
MTN
|
WhatsApp
|
social
| 81.29
| 8
|
3G
|
morning
|
SES00000232
| 2025-09-09T10:00:00
|
CUST7955857
|
Airtel
|
Twitter/X
|
social
| 49.96
| 42
|
4G
|
morning
|
SES00000233
| 2025-09-05T12:00:00
|
CUST7212742
|
MTN
|
WhatsApp
|
social
| 58.21
| 43
|
4G
|
afternoon
|
SES00000234
| 2025-09-20T08:00:00
|
CUST4624744
|
Glo
|
WhatsApp
|
social
| 80.56
| 126
|
3G
|
morning
|
SES00000235
| 2025-09-03T02:00:00
|
CUST2189145
|
Glo
|
Facebook
|
social
| 103.41
| 31
|
4G
|
night
|
SES00000236
| 2025-09-23T10:00:00
|
CUST6370358
|
9mobile
|
WhatsApp
|
social
| 40.65
| 137
|
5G
|
morning
|
SES00000237
| 2025-09-08T18:00:00
|
CUST7875265
|
Airtel
|
Facebook
|
social
| 72.76
| 107
|
4G
|
evening
|
SES00000238
| 2025-09-08T08:00:00
|
CUST5618496
|
Airtel
|
Telegram
|
social
| 73.02
| 111
|
4G
|
morning
|
SES00000239
| 2025-09-19T19:00:00
|
CUST9660777
|
MTN
|
Twitter/X
|
social
| 56.87
| 98
|
4G
|
evening
|
SES00000240
| 2025-09-09T21:00:00
|
CUST6827018
|
Glo
|
Twitter/X
|
social
| 184.72
| 78
|
3G
|
evening
|
SES00000241
| 2025-09-26T23:00:00
|
CUST5731406
|
Airtel
|
WhatsApp
|
social
| 37.88
| 38
|
4G
|
night
|
SES00000242
| 2025-09-05T17:00:00
|
CUST8478389
|
Glo
|
Instagram
|
social
| 159.71
| 152
|
4G
|
evening
|
SES00000243
| 2025-09-22T23:00:00
|
CUST7681405
|
MTN
|
Facebook
|
social
| 194.88
| 110
|
4G
|
night
|
SES00000244
| 2025-09-05T01:00:00
|
CUST7790820
|
Glo
|
YouTube
|
streaming
| 248.94
| 78
|
4G
|
night
|
SES00000245
| 2025-09-28T05:00:00
|
CUST7032047
|
MTN
|
TikTok
|
streaming
| 109.81
| 123
|
3G
|
morning
|
SES00000246
| 2025-09-09T08:00:00
|
CUST6714506
|
Airtel
|
Facebook
|
social
| 93.13
| 169
|
4G
|
morning
|
SES00000247
| 2025-09-03T17:00:00
|
CUST4152857
|
MTN
|
WhatsApp
|
social
| 54.6
| 73
|
3G
|
evening
|
SES00000248
| 2025-09-04T20:00:00
|
CUST7569706
|
MTN
|
TikTok
|
streaming
| 223.25
| 153
|
4G
|
evening
|
SES00000249
| 2025-09-25T04:00:00
|
CUST9992445
|
Glo
|
WhatsApp
|
social
| 59.85
| 18
|
4G
|
night
|
SES00000250
| 2025-09-29T21:00:00
|
CUST7463823
|
Airtel
|
TikTok
|
streaming
| 161.86
| 104
|
4G
|
evening
|
SES00000251
| 2025-09-25T02:00:00
|
CUST2978371
|
9mobile
|
Telegram
|
social
| 18.02
| 94
|
3G
|
night
|
SES00000252
| 2025-09-30T01:00:00
|
CUST4748978
|
MTN
|
Facebook
|
social
| 191.71
| 74
|
3G
|
night
|
SES00000253
| 2025-09-01T09:00:00
|
CUST8593121
|
MTN
|
WhatsApp
|
social
| 58.04
| 89
|
3G
|
morning
|
SES00000254
| 2025-09-06T07:00:00
|
CUST7337255
|
Glo
|
Facebook
|
social
| 48.09
| 15
|
3G
|
morning
|
SES00000255
| 2025-09-16T18:00:00
|
CUST3197517
|
Glo
|
WhatsApp
|
social
| 37.6
| 83
|
4G
|
evening
|
SES00000256
| 2025-09-27T13:00:00
|
CUST2475844
|
Airtel
|
YouTube
|
streaming
| 397.14
| 20
|
4G
|
afternoon
|
SES00000257
| 2025-09-15T12:00:00
|
CUST5192340
|
Airtel
|
Facebook
|
social
| 136.74
| 45
|
4G
|
afternoon
|
SES00000258
| 2025-09-20T01:00:00
|
CUST6292680
|
Glo
|
TikTok
|
streaming
| 82.08
| 146
|
2G
|
night
|
SES00000259
| 2025-09-21T22:00:00
|
CUST4862649
|
Glo
|
Twitter/X
|
social
| 89.71
| 170
|
4G
|
night
|
SES00000260
| 2025-09-10T06:00:00
|
CUST2760029
|
MTN
|
Other
|
other
| 24.73
| 69
|
3G
|
morning
|
SES00000261
| 2025-09-08T06:00:00
|
CUST5822376
|
Glo
|
WhatsApp
|
social
| 81.05
| 91
|
2G
|
morning
|
SES00000262
| 2025-09-10T09:00:00
|
CUST1597898
|
MTN
|
YouTube
|
streaming
| 490.78
| 161
|
4G
|
morning
|
SES00000263
| 2025-09-04T08:00:00
|
CUST3832972
|
9mobile
|
Facebook
|
social
| 45.94
| 31
|
4G
|
morning
|
SES00000264
| 2025-09-30T07:00:00
|
CUST6907648
|
Airtel
|
Telegram
|
social
| 7.37
| 59
|
3G
|
morning
|
SES00000265
| 2025-09-07T11:00:00
|
CUST5972944
|
Glo
|
WhatsApp
|
social
| 9.03
| 173
|
4G
|
morning
|
SES00000266
| 2025-09-21T00:00:00
|
CUST3771140
|
Airtel
|
WhatsApp
|
social
| 49.68
| 169
|
4G
|
night
|
SES00000267
| 2025-09-07T18:00:00
|
CUST7700817
|
9mobile
|
Facebook
|
social
| 46.96
| 22
|
4G
|
evening
|
SES00000268
| 2025-09-26T03:00:00
|
CUST4536783
|
MTN
|
Twitter/X
|
social
| 59.01
| 83
|
3G
|
night
|
SES00000269
| 2025-09-28T16:00:00
|
CUST6044808
|
MTN
|
Facebook
|
social
| 97.43
| 49
|
4G
|
afternoon
|
SES00000270
| 2025-09-04T15:00:00
|
CUST8210187
|
MTN
|
YouTube
|
streaming
| 170.22
| 22
|
4G
|
afternoon
|
SES00000271
| 2025-09-21T04:00:00
|
CUST2058127
|
MTN
|
WhatsApp
|
social
| 50.39
| 135
|
3G
|
night
|
SES00000272
| 2025-09-11T22:00:00
|
CUST3803831
|
MTN
|
WhatsApp
|
social
| 8.44
| 65
|
4G
|
night
|
SES00000273
| 2025-09-15T08:00:00
|
CUST2711286
|
9mobile
|
TikTok
|
streaming
| 482.2
| 110
|
2G
|
morning
|
SES00000274
| 2025-09-09T18:00:00
|
CUST4266688
|
Airtel
|
Facebook
|
social
| 26.16
| 137
|
4G
|
evening
|
SES00000275
| 2025-09-10T11:00:00
|
CUST4397406
|
MTN
|
WhatsApp
|
social
| 34.47
| 146
|
3G
|
morning
|
SES00000276
| 2025-09-29T11:00:00
|
CUST4517687
|
Glo
|
WhatsApp
|
social
| 35.88
| 169
|
4G
|
morning
|
SES00000277
| 2025-09-04T08:00:00
|
CUST5364608
|
MTN
|
TikTok
|
streaming
| 494.52
| 21
|
3G
|
morning
|
SES00000278
| 2025-09-17T05:00:00
|
CUST7137122
|
Airtel
|
Twitter/X
|
social
| 114.98
| 122
|
4G
|
morning
|
SES00000279
| 2025-09-17T00:00:00
|
CUST8443187
|
MTN
|
Facebook
|
social
| 80.27
| 5
|
4G
|
night
|
SES00000280
| 2025-09-18T14:00:00
|
CUST9978199
|
Glo
|
WhatsApp
|
social
| 96.96
| 106
|
4G
|
afternoon
|
SES00000281
| 2025-09-24T11:00:00
|
CUST8307971
|
Airtel
|
YouTube
|
streaming
| 312.89
| 178
|
3G
|
morning
|
SES00000282
| 2025-09-18T06:00:00
|
CUST8393378
|
Airtel
|
Instagram
|
social
| 21.25
| 177
|
4G
|
morning
|
SES00000283
| 2025-09-17T17:00:00
|
CUST9046731
|
Glo
|
WhatsApp
|
social
| 53.37
| 69
|
2G
|
evening
|
SES00000284
| 2025-09-12T23:00:00
|
CUST6446926
|
MTN
|
YouTube
|
streaming
| 241.34
| 89
|
4G
|
night
|
SES00000285
| 2025-09-23T06:00:00
|
CUST4697459
|
9mobile
|
Facebook
|
social
| 78.16
| 83
|
4G
|
morning
|
SES00000286
| 2025-09-19T03:00:00
|
CUST7841246
|
MTN
|
YouTube
|
streaming
| 110.66
| 12
|
4G
|
night
|
SES00000287
| 2025-09-24T05:00:00
|
CUST7295940
|
Glo
|
Facebook
|
social
| 174.9
| 115
|
4G
|
morning
|
SES00000288
| 2025-09-04T03:00:00
|
CUST8373951
|
Glo
|
Instagram
|
social
| 176.58
| 33
|
4G
|
night
|
SES00000289
| 2025-10-01T21:00:00
|
CUST9883881
|
MTN
|
Twitter/X
|
social
| 100.29
| 57
|
4G
|
evening
|
SES00000290
| 2025-09-12T16:00:00
|
CUST8590621
|
Airtel
|
Instagram
|
social
| 41.34
| 177
|
3G
|
afternoon
|
SES00000291
| 2025-09-22T00:00:00
|
CUST1635459
|
9mobile
|
Instagram
|
social
| 193.94
| 54
|
4G
|
night
|
SES00000292
| 2025-09-10T22:00:00
|
CUST4992066
|
Glo
|
YouTube
|
streaming
| 114.33
| 67
|
4G
|
night
|
SES00000293
| 2025-09-29T13:00:00
|
CUST7545181
|
Glo
|
Instagram
|
social
| 149.5
| 53
|
4G
|
afternoon
|
SES00000294
| 2025-09-01T10:00:00
|
CUST6401105
|
Airtel
|
Facebook
|
social
| 125.81
| 151
|
4G
|
morning
|
SES00000295
| 2025-09-16T08:00:00
|
CUST4407361
|
MTN
|
TikTok
|
streaming
| 365.6
| 85
|
4G
|
morning
|
SES00000296
| 2025-09-12T08:00:00
|
CUST9614338
|
MTN
|
Telegram
|
social
| 6.25
| 94
|
5G
|
morning
|
SES00000297
| 2025-09-10T14:00:00
|
CUST8324896
|
MTN
|
WhatsApp
|
social
| 67.7
| 40
|
4G
|
afternoon
|
SES00000298
| 2025-09-12T14:00:00
|
CUST1463696
|
MTN
|
WhatsApp
|
social
| 86.88
| 159
|
4G
|
afternoon
|
SES00000299
| 2025-09-14T07:00:00
|
CUST2392138
|
Glo
|
YouTube
|
streaming
| 51.4
| 16
|
2G
|
morning
|
SES00000300
| 2025-09-17T04:00:00
|
CUST1936396
|
Airtel
|
Facebook
|
social
| 44.81
| 17
|
4G
|
night
|
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