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
SES00000601
2025-09-11T18:00:00
CUST5382069
MTN
WhatsApp
social
93.34
53
4G
evening
SES00000602
2025-09-06T02:00:00
CUST1666462
MTN
YouTube
streaming
266.65
40
4G
night
SES00000603
2025-09-16T03:00:00
CUST7210774
9mobile
TikTok
streaming
213.44
46
4G
night
SES00000604
2025-09-06T14:00:00
CUST2623905
Airtel
Telegram
social
47.51
49
4G
afternoon
SES00000605
2025-09-30T03:00:00
CUST9452327
Airtel
YouTube
streaming
303
80
3G
night
SES00000606
2025-09-13T17:00:00
CUST2233426
Airtel
WhatsApp
social
57.11
122
4G
evening
SES00000607
2025-09-01T05:00:00
CUST9084902
9mobile
Twitter/X
social
29.56
32
4G
morning
SES00000608
2025-09-21T05:00:00
CUST6633698
9mobile
Other
other
43.54
180
2G
morning
SES00000609
2025-09-04T09:00:00
CUST6450787
Airtel
YouTube
streaming
107.75
69
5G
morning
SES00000610
2025-09-03T06:00:00
CUST3364482
Airtel
WhatsApp
social
53.03
81
3G
morning
SES00000611
2025-09-10T09:00:00
CUST8106628
MTN
WhatsApp
social
43.64
170
4G
morning
SES00000612
2025-09-23T17:00:00
CUST6681151
MTN
Facebook
social
190.97
69
3G
evening
SES00000613
2025-09-05T04:00:00
CUST2014623
MTN
Instagram
social
184.72
113
3G
night
SES00000614
2025-09-04T05:00:00
CUST3034558
Glo
TikTok
streaming
136.45
38
5G
morning
SES00000615
2025-09-16T12:00:00
CUST8230634
Airtel
WhatsApp
social
88.35
58
4G
afternoon
SES00000616
2025-09-25T13:00:00
CUST2721868
MTN
TikTok
streaming
378.36
55
4G
afternoon
SES00000617
2025-09-23T23:00:00
CUST6894410
Glo
WhatsApp
social
40.35
61
3G
night
SES00000618
2025-09-06T03:00:00
CUST7739552
Airtel
WhatsApp
social
73.94
90
4G
night
SES00000619
2025-09-23T10:00:00
CUST9746863
Airtel
WhatsApp
social
48.84
157
4G
morning
SES00000620
2025-09-16T01:00:00
CUST7602416
MTN
YouTube
streaming
262.94
74
3G
night
SES00000621
2025-09-01T11:00:00
CUST8797708
Glo
TikTok
streaming
198.64
130
4G
morning
SES00000622
2025-09-13T03:00:00
CUST7496312
MTN
YouTube
streaming
72.62
56
4G
night
SES00000623
2025-09-19T20:00:00
CUST5105418
Glo
YouTube
streaming
84.71
139
4G
evening
SES00000624
2025-09-22T12:00:00
CUST7615148
MTN
Instagram
social
113.46
74
4G
afternoon
SES00000625
2025-09-19T11:00:00
CUST3264587
MTN
WhatsApp
social
99.42
129
4G
morning
SES00000626
2025-09-10T02:00:00
CUST6317811
Airtel
WhatsApp
social
63.93
20
2G
night
SES00000627
2025-09-16T08:00:00
CUST9939559
Glo
WhatsApp
social
11.98
42
4G
morning
SES00000628
2025-09-18T01:00:00
CUST1037321
Airtel
WhatsApp
social
22.18
162
3G
night
SES00000629
2025-09-23T16:00:00
CUST3454097
MTN
WhatsApp
social
86.53
96
4G
afternoon
SES00000630
2025-09-05T15:00:00
CUST8262055
9mobile
YouTube
streaming
399.17
160
4G
afternoon
SES00000631
2025-09-02T12:00:00
CUST8099769
MTN
Facebook
social
124.21
89
4G
afternoon
SES00000632
2025-09-22T08:00:00
CUST9047116
Airtel
YouTube
streaming
61.53
100
5G
morning
SES00000633
2025-09-26T21:00:00
CUST9505387
MTN
Instagram
social
74.26
163
4G
evening
SES00000634
2025-09-15T00:00:00
CUST6890990
MTN
Facebook
social
106.72
172
3G
night
SES00000635
2025-09-08T03:00:00
CUST9994340
MTN
Instagram
social
52.47
29
4G
night
SES00000636
2025-09-07T17:00:00
CUST5282012
Airtel
WhatsApp
social
43.55
131
4G
evening
SES00000637
2025-09-23T22:00:00
CUST3408627
MTN
TikTok
streaming
99.95
63
4G
night
SES00000638
2025-09-15T00:00:00
CUST8035371
MTN
Other
other
25.34
73
4G
night
SES00000639
2025-09-14T17:00:00
CUST1027052
Airtel
YouTube
streaming
408.24
33
4G
evening
SES00000640
2025-09-20T13:00:00
CUST3063081
9mobile
YouTube
streaming
288.9
68
3G
afternoon
SES00000641
2025-09-23T18:00:00
CUST9060037
MTN
Instagram
social
23.34
82
2G
evening
SES00000642
2025-09-30T18:00:00
CUST8963982
Glo
Telegram
social
13.59
74
2G
evening
SES00000643
2025-09-19T22:00:00
CUST6117021
Glo
Twitter/X
social
128.98
77
4G
night
SES00000644
2025-09-20T15:00:00
CUST7214649
Airtel
YouTube
streaming
254.24
74
4G
afternoon
SES00000645
2025-09-24T12:00:00
CUST6604386
MTN
Facebook
social
12.04
33
4G
afternoon
SES00000646
2025-09-07T15:00:00
CUST9749415
Airtel
Instagram
social
15.84
109
3G
afternoon
SES00000647
2025-09-09T14:00:00
CUST3389161
Airtel
Facebook
social
140.45
104
4G
afternoon
SES00000648
2025-09-06T19:00:00
CUST4093477
Airtel
WhatsApp
social
16.74
148
3G
evening
SES00000649
2025-09-24T15:00:00
CUST7289029
Airtel
Instagram
social
28.41
66
2G
afternoon
SES00000650
2025-09-13T09:00:00
CUST2875238
Glo
Other
other
8.91
29
3G
morning
SES00000651
2025-09-08T17:00:00
CUST9295183
Glo
WhatsApp
social
52.68
14
4G
evening
SES00000652
2025-09-07T11:00:00
CUST7489397
Airtel
Instagram
social
90.08
131
2G
morning
SES00000653
2025-09-21T06:00:00
CUST1556693
MTN
YouTube
streaming
455.61
61
4G
morning
SES00000654
2025-09-23T15:00:00
CUST3381909
9mobile
YouTube
streaming
164.24
36
3G
afternoon
SES00000655
2025-09-06T13:00:00
CUST9760031
Airtel
Twitter/X
social
95.48
178
4G
afternoon
SES00000656
2025-09-23T09:00:00
CUST5634929
Glo
WhatsApp
social
16.36
171
4G
morning
SES00000657
2025-09-15T17:00:00
CUST6877879
MTN
Facebook
social
126.37
36
4G
evening
SES00000658
2025-09-03T07:00:00
CUST3265700
Airtel
WhatsApp
social
54.08
128
4G
morning
SES00000659
2025-09-30T04:00:00
CUST1843587
MTN
YouTube
streaming
178.54
179
3G
night
SES00000660
2025-09-17T19:00:00
CUST6613249
Glo
WhatsApp
social
25.61
4
3G
evening
SES00000661
2025-09-25T12:00:00
CUST7349929
MTN
Twitter/X
social
64.07
88
3G
afternoon
SES00000662
2025-09-02T13:00:00
CUST3791351
9mobile
TikTok
streaming
125
116
4G
afternoon
SES00000663
2025-09-04T09:00:00
CUST7478701
Glo
Instagram
social
79.27
56
3G
morning
SES00000664
2025-09-08T09:00:00
CUST3706844
Glo
WhatsApp
social
78.57
122
4G
morning
SES00000665
2025-09-04T21:00:00
CUST7232875
MTN
Facebook
social
140.56
86
4G
evening
SES00000666
2025-09-06T20:00:00
CUST5553563
Glo
Instagram
social
43.91
49
4G
evening
SES00000667
2025-09-19T15:00:00
CUST9408728
MTN
YouTube
streaming
355.52
112
4G
afternoon
SES00000668
2025-09-22T08:00:00
CUST8641823
MTN
WhatsApp
social
51.72
53
3G
morning
SES00000669
2025-09-09T23:00:00
CUST5137644
Glo
YouTube
streaming
274.34
84
3G
night
SES00000670
2025-09-25T09:00:00
CUST4110411
Glo
Other
other
29.2
117
4G
morning
SES00000671
2025-10-01T16:00:00
CUST8641235
MTN
Instagram
social
140.22
150
3G
afternoon
SES00000672
2025-09-21T00:00:00
CUST4371172
Glo
YouTube
streaming
190.51
112
4G
night
SES00000673
2025-09-15T07:00:00
CUST8538405
Glo
Facebook
social
186.09
76
4G
morning
SES00000674
2025-09-20T15:00:00
CUST9184272
Airtel
Facebook
social
136.39
53
2G
afternoon
SES00000675
2025-09-23T13:00:00
CUST6404421
Glo
YouTube
streaming
218.84
176
4G
afternoon
SES00000676
2025-09-01T01:00:00
CUST8266059
9mobile
TikTok
streaming
471.45
125
4G
night
SES00000677
2025-09-27T10:00:00
CUST3843290
9mobile
WhatsApp
social
49.85
72
4G
morning
SES00000678
2025-09-15T01:00:00
CUST7196443
MTN
TikTok
streaming
201.87
101
4G
night
SES00000679
2025-09-16T03:00:00
CUST6436791
MTN
TikTok
streaming
185.26
160
3G
night
SES00000680
2025-09-01T13:00:00
CUST2701712
MTN
Telegram
social
24.55
64
4G
afternoon
SES00000681
2025-09-11T07:00:00
CUST3584434
MTN
Twitter/X
social
28.46
73
4G
morning
SES00000682
2025-09-25T20:00:00
CUST1556263
MTN
TikTok
streaming
450.62
120
4G
evening
SES00000683
2025-09-02T06:00:00
CUST3023727
Airtel
Facebook
social
109.62
159
4G
morning
SES00000684
2025-09-06T06:00:00
CUST6729241
Glo
Instagram
social
98.07
36
4G
morning
SES00000685
2025-09-17T12:00:00
CUST1757892
Airtel
Facebook
social
133.59
58
4G
afternoon
SES00000686
2025-09-02T21:00:00
CUST9872918
Airtel
WhatsApp
social
95.69
146
3G
evening
SES00000687
2025-09-13T18:00:00
CUST8328664
Glo
WhatsApp
social
48.74
144
4G
evening
SES00000688
2025-09-13T23:00:00
CUST7728679
MTN
YouTube
streaming
361.71
93
3G
night
SES00000689
2025-09-15T15:00:00
CUST2560264
Glo
WhatsApp
social
28.85
78
5G
afternoon
SES00000690
2025-10-01T18:00:00
CUST7352357
Glo
YouTube
streaming
150.85
26
4G
evening
SES00000691
2025-09-01T05:00:00
CUST2575420
Glo
YouTube
streaming
389.47
174
3G
morning
SES00000692
2025-09-07T05:00:00
CUST3420001
MTN
YouTube
streaming
487.06
45
4G
morning
SES00000693
2025-09-04T17:00:00
CUST1771766
Airtel
Facebook
social
43.82
74
3G
evening
SES00000694
2025-09-06T12:00:00
CUST6985432
MTN
Facebook
social
72.98
133
4G
afternoon
SES00000695
2025-09-13T02:00:00
CUST4439406
Glo
Twitter/X
social
146.67
114
3G
night
SES00000696
2025-09-17T12:00:00
CUST6867482
MTN
WhatsApp
social
25.12
87
4G
afternoon
SES00000697
2025-10-01T12:00:00
CUST5771605
Airtel
TikTok
streaming
171.5
73
4G
afternoon
SES00000698
2025-09-16T13:00:00
CUST2573474
Glo
YouTube
streaming
78.93
174
4G
afternoon
SES00000699
2025-09-02T19:00:00
CUST5541279
Airtel
WhatsApp
social
42.01
42
5G
evening
SES00000700
2025-09-12T06:00:00
CUST7079344
MTN
YouTube
streaming
132.3
37
4G
morning