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
SES00000301
2025-09-19T11:00:00
CUST7041085
MTN
WhatsApp
social
24.72
33
4G
morning
SES00000302
2025-09-27T21:00:00
CUST8240263
Airtel
Instagram
social
10.25
180
4G
evening
SES00000303
2025-09-29T07:00:00
CUST2771277
MTN
Telegram
social
25.23
68
4G
morning
SES00000304
2025-09-24T05:00:00
CUST4474430
9mobile
WhatsApp
social
11.78
148
4G
morning
SES00000305
2025-10-01T20:00:00
CUST7433633
MTN
Instagram
social
130.56
23
2G
evening
SES00000306
2025-09-25T23:00:00
CUST6105675
MTN
YouTube
streaming
433.31
6
4G
night
SES00000307
2025-09-20T15:00:00
CUST1054605
MTN
YouTube
streaming
336.77
134
4G
afternoon
SES00000308
2025-09-22T17:00:00
CUST2742607
MTN
TikTok
streaming
483.36
26
4G
evening
SES00000309
2025-09-27T06:00:00
CUST7124514
MTN
YouTube
streaming
269.4
59
4G
morning
SES00000310
2025-09-24T14:00:00
CUST6561616
Glo
Instagram
social
12.94
12
4G
afternoon
SES00000311
2025-09-16T22:00:00
CUST7962794
9mobile
Instagram
social
155.47
177
4G
night
SES00000312
2025-09-04T01:00:00
CUST3245542
MTN
WhatsApp
social
53.04
77
4G
night
SES00000313
2025-09-01T17:00:00
CUST2053289
Glo
WhatsApp
social
39.25
36
3G
evening
SES00000314
2025-09-24T22:00:00
CUST6266765
MTN
WhatsApp
social
98.08
63
3G
night
SES00000315
2025-09-03T23:00:00
CUST3191983
Airtel
YouTube
streaming
484.06
99
3G
night
SES00000316
2025-09-10T22:00:00
CUST5103622
Airtel
Instagram
social
29.9
35
3G
night
SES00000317
2025-09-12T19:00:00
CUST1202680
Glo
Facebook
social
32.12
86
3G
evening
SES00000318
2025-09-05T13:00:00
CUST6038894
Glo
WhatsApp
social
90.16
94
4G
afternoon
SES00000319
2025-09-11T04:00:00
CUST5628178
Glo
YouTube
streaming
328.82
71
4G
night
SES00000320
2025-09-08T18:00:00
CUST5656344
Glo
WhatsApp
social
37.68
127
4G
evening
SES00000321
2025-09-12T09:00:00
CUST6356514
MTN
YouTube
streaming
419.81
27
4G
morning
SES00000322
2025-09-04T08:00:00
CUST9556798
MTN
YouTube
streaming
158.34
25
5G
morning
SES00000323
2025-09-25T10:00:00
CUST2550392
Glo
YouTube
streaming
173.24
66
4G
morning
SES00000324
2025-09-02T17:00:00
CUST8827303
MTN
Twitter/X
social
64.8
122
4G
evening
SES00000325
2025-09-26T15:00:00
CUST7274416
MTN
TikTok
streaming
98.92
109
4G
afternoon
SES00000326
2025-09-17T05:00:00
CUST3640582
9mobile
WhatsApp
social
52.12
95
5G
morning
SES00000327
2025-09-25T19:00:00
CUST6288715
MTN
WhatsApp
social
32.76
10
4G
evening
SES00000328
2025-09-18T16:00:00
CUST7077852
MTN
WhatsApp
social
47.78
67
4G
afternoon
SES00000329
2025-09-02T16:00:00
CUST7022901
Glo
YouTube
streaming
330.01
14
4G
afternoon
SES00000330
2025-09-27T16:00:00
CUST1773399
Airtel
WhatsApp
social
16.34
104
4G
afternoon
SES00000331
2025-09-25T20:00:00
CUST5739532
MTN
YouTube
streaming
267.65
136
4G
evening
SES00000332
2025-10-01T18:00:00
CUST7660950
9mobile
Facebook
social
11.28
49
3G
evening
SES00000333
2025-09-11T03:00:00
CUST2220863
Airtel
WhatsApp
social
18.22
58
4G
night
SES00000334
2025-09-03T17:00:00
CUST6276192
Airtel
YouTube
streaming
266.63
167
4G
evening
SES00000335
2025-09-12T19:00:00
CUST6690441
MTN
TikTok
streaming
72.08
176
3G
evening
SES00000336
2025-09-19T22:00:00
CUST5810330
Glo
Telegram
social
73.36
54
3G
night
SES00000337
2025-09-28T20:00:00
CUST6218418
Airtel
Instagram
social
149.6
113
4G
evening
SES00000338
2025-09-19T14:00:00
CUST2207253
MTN
TikTok
streaming
366.41
23
3G
afternoon
SES00000339
2025-09-03T20:00:00
CUST8309477
Airtel
TikTok
streaming
71.37
141
4G
evening
SES00000340
2025-09-03T12:00:00
CUST7218681
Airtel
Facebook
social
46.1
66
4G
afternoon
SES00000341
2025-09-11T23:00:00
CUST8426411
Glo
Facebook
social
122.19
152
4G
night
SES00000342
2025-09-06T07:00:00
CUST9529550
Airtel
WhatsApp
social
36.59
94
4G
morning
SES00000343
2025-09-21T12:00:00
CUST4938389
Airtel
WhatsApp
social
88.97
43
3G
afternoon
SES00000344
2025-09-26T11:00:00
CUST3536830
MTN
Facebook
social
178.73
92
3G
morning
SES00000345
2025-09-07T19:00:00
CUST4266689
MTN
WhatsApp
social
73.25
40
4G
evening
SES00000346
2025-09-06T11:00:00
CUST5180577
Airtel
WhatsApp
social
94.15
147
4G
morning
SES00000347
2025-09-18T03:00:00
CUST7882753
Airtel
Facebook
social
179.13
97
4G
night
SES00000348
2025-09-06T03:00:00
CUST4050442
MTN
WhatsApp
social
27.33
140
3G
night
SES00000349
2025-09-17T18:00:00
CUST8159913
Glo
YouTube
streaming
456.92
3
2G
evening
SES00000350
2025-09-11T11:00:00
CUST6904691
Glo
Twitter/X
social
40.26
47
4G
morning
SES00000351
2025-09-08T22:00:00
CUST5949464
MTN
Instagram
social
93.31
155
4G
night
SES00000352
2025-09-28T12:00:00
CUST4616200
9mobile
Facebook
social
122.61
138
4G
afternoon
SES00000353
2025-09-23T08:00:00
CUST3557920
MTN
Instagram
social
199.36
27
4G
morning
SES00000354
2025-09-15T17:00:00
CUST8374735
Airtel
TikTok
streaming
326.5
130
3G
evening
SES00000355
2025-09-01T13:00:00
CUST8790621
Glo
WhatsApp
social
74.02
63
4G
afternoon
SES00000356
2025-09-06T19:00:00
CUST4769829
9mobile
Facebook
social
125.59
63
4G
evening
SES00000357
2025-09-24T12:00:00
CUST7526133
MTN
WhatsApp
social
80.9
148
3G
afternoon
SES00000358
2025-09-02T01:00:00
CUST4408757
Airtel
WhatsApp
social
81.16
140
3G
night
SES00000359
2025-09-07T03:00:00
CUST8333667
9mobile
WhatsApp
social
20.25
85
4G
night
SES00000360
2025-09-08T05:00:00
CUST6211000
Airtel
WhatsApp
social
50.02
156
4G
morning
SES00000361
2025-09-04T05:00:00
CUST1863513
Airtel
Facebook
social
39.13
177
4G
morning
SES00000362
2025-10-01T18:00:00
CUST9327959
9mobile
Instagram
social
160.97
94
4G
evening
SES00000363
2025-09-15T09:00:00
CUST7986639
MTN
Facebook
social
41.1
128
4G
morning
SES00000364
2025-09-08T18:00:00
CUST9321803
MTN
Twitter/X
social
65.45
85
4G
evening
SES00000365
2025-09-03T00:00:00
CUST4824911
Airtel
WhatsApp
social
17.71
169
4G
night
SES00000366
2025-09-08T00:00:00
CUST5087497
Airtel
WhatsApp
social
90.08
164
4G
night
SES00000367
2025-09-27T04:00:00
CUST9464855
Glo
WhatsApp
social
49.7
21
4G
night
SES00000368
2025-09-10T04:00:00
CUST5608640
Glo
WhatsApp
social
47.46
19
3G
night
SES00000369
2025-09-19T14:00:00
CUST1505688
MTN
TikTok
streaming
103.34
167
4G
afternoon
SES00000370
2025-09-07T01:00:00
CUST6204634
MTN
WhatsApp
social
76.3
50
3G
night
SES00000371
2025-09-29T08:00:00
CUST4451553
Glo
Other
other
31.3
112
2G
morning
SES00000372
2025-09-26T15:00:00
CUST1240581
MTN
WhatsApp
social
76.12
18
4G
afternoon
SES00000373
2025-09-06T22:00:00
CUST4537719
Glo
TikTok
streaming
102.05
120
4G
night
SES00000374
2025-09-13T18:00:00
CUST6566650
MTN
Facebook
social
159.12
5
4G
evening
SES00000375
2025-09-02T23:00:00
CUST3567661
Airtel
TikTok
streaming
299.77
31
4G
night
SES00000376
2025-09-02T17:00:00
CUST7805282
MTN
YouTube
streaming
236.11
91
2G
evening
SES00000377
2025-09-21T08:00:00
CUST6553633
9mobile
YouTube
streaming
97.82
12
4G
morning
SES00000378
2025-09-14T15:00:00
CUST6288704
Airtel
Facebook
social
37.15
81
3G
afternoon
SES00000379
2025-09-03T02:00:00
CUST9763146
9mobile
Facebook
social
29.95
167
4G
night
SES00000380
2025-09-11T09:00:00
CUST8950922
MTN
YouTube
streaming
467.31
13
4G
morning
SES00000381
2025-09-16T09:00:00
CUST9378969
Glo
Facebook
social
42.37
26
4G
morning
SES00000382
2025-09-24T19:00:00
CUST6475491
Airtel
YouTube
streaming
292.01
18
4G
evening
SES00000383
2025-09-29T06:00:00
CUST9538550
Airtel
YouTube
streaming
216.89
49
5G
morning
SES00000384
2025-09-06T08:00:00
CUST7292837
MTN
WhatsApp
social
30.2
58
4G
morning
SES00000385
2025-09-18T08:00:00
CUST5585425
Airtel
Other
other
17.44
131
4G
morning
SES00000386
2025-09-25T04:00:00
CUST7835630
Airtel
Facebook
social
165.13
162
3G
night
SES00000387
2025-09-05T20:00:00
CUST6577280
9mobile
WhatsApp
social
22.21
161
3G
evening
SES00000388
2025-09-25T03:00:00
CUST1878164
Airtel
WhatsApp
social
42.36
132
4G
night
SES00000389
2025-09-20T00:00:00
CUST6297762
Airtel
TikTok
streaming
260.13
52
4G
night
SES00000390
2025-09-09T02:00:00
CUST7270344
Glo
Facebook
social
138.75
123
4G
night
SES00000391
2025-09-06T16:00:00
CUST7556674
MTN
YouTube
streaming
360.86
130
3G
afternoon
SES00000392
2025-09-16T12:00:00
CUST8724325
MTN
TikTok
streaming
300.8
120
4G
afternoon
SES00000393
2025-09-18T05:00:00
CUST4271030
9mobile
Other
other
45.69
76
3G
morning
SES00000394
2025-09-21T03:00:00
CUST2976620
MTN
Twitter/X
social
141.8
69
4G
night
SES00000395
2025-09-18T17:00:00
CUST6811297
Glo
YouTube
streaming
66.85
126
4G
evening
SES00000396
2025-09-24T22:00:00
CUST1476166
Airtel
TikTok
streaming
491.01
18
4G
night
SES00000397
2025-09-12T13:00:00
CUST8139089
Glo
Other
other
46.33
42
5G
afternoon
SES00000398
2025-09-15T17:00:00
CUST8322903
Airtel
Facebook
social
197.93
100
3G
evening
SES00000399
2025-09-03T08:00:00
CUST4964522
Glo
Facebook
social
128.52
102
4G
morning
SES00000400
2025-09-16T02:00:00
CUST4882091
MTN
WhatsApp
social
82.91
10
4G
night