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
SES00001001
2025-09-30T04:00:00
CUST6743429
Airtel
TikTok
streaming
267.28
87
3G
night
SES00001002
2025-09-15T01:00:00
CUST4282738
Glo
WhatsApp
social
33.32
67
5G
night
SES00001003
2025-09-27T04:00:00
CUST9778681
MTN
WhatsApp
social
10.14
95
4G
night
SES00001004
2025-09-09T23:00:00
CUST1911514
Glo
WhatsApp
social
94.23
53
3G
night
SES00001005
2025-09-28T23:00:00
CUST8813028
MTN
Instagram
social
197.87
97
4G
night
SES00001006
2025-09-20T00:00:00
CUST6043369
MTN
WhatsApp
social
88.14
166
4G
night
SES00001007
2025-09-06T05:00:00
CUST4701053
Glo
Telegram
social
25.59
34
4G
morning
SES00001008
2025-09-04T00:00:00
CUST2474907
MTN
Facebook
social
95.78
91
4G
night
SES00001009
2025-09-02T07:00:00
CUST9751054
MTN
Instagram
social
15.79
127
3G
morning
SES00001010
2025-09-13T09:00:00
CUST2193373
MTN
YouTube
streaming
315.1
3
4G
morning
SES00001011
2025-09-05T14:00:00
CUST1022339
Glo
Facebook
social
119.07
33
4G
afternoon
SES00001012
2025-09-03T03:00:00
CUST2196175
MTN
Instagram
social
76.35
55
4G
night
SES00001013
2025-09-01T10:00:00
CUST6033281
MTN
Instagram
social
126.03
3
4G
morning
SES00001014
2025-09-25T17:00:00
CUST3529176
MTN
WhatsApp
social
96.23
98
4G
evening
SES00001015
2025-09-09T22:00:00
CUST9796248
Glo
WhatsApp
social
43.31
180
5G
night
SES00001016
2025-09-08T09:00:00
CUST8737359
MTN
YouTube
streaming
384.79
108
4G
morning
SES00001017
2025-09-18T11:00:00
CUST1177308
MTN
Facebook
social
166.32
164
2G
morning
SES00001018
2025-09-04T00:00:00
CUST9250772
Airtel
YouTube
streaming
154.08
68
4G
night
SES00001019
2025-09-30T00:00:00
CUST8305211
Airtel
WhatsApp
social
96.13
104
4G
night
SES00001020
2025-09-04T21:00:00
CUST8533749
MTN
Instagram
social
13.22
45
4G
evening
SES00001021
2025-09-05T04:00:00
CUST7600015
MTN
Instagram
social
89.96
44
4G
night
SES00001022
2025-09-30T08:00:00
CUST8703943
Glo
WhatsApp
social
23.81
43
4G
morning
SES00001023
2025-09-13T16:00:00
CUST5633577
9mobile
WhatsApp
social
75.69
90
4G
afternoon
SES00001024
2025-09-01T20:00:00
CUST6649559
MTN
WhatsApp
social
90.4
162
4G
evening
SES00001025
2025-09-17T21:00:00
CUST7861560
Glo
WhatsApp
social
74.75
42
4G
evening
SES00001026
2025-09-08T10:00:00
CUST1901435
Glo
WhatsApp
social
26.65
80
4G
morning
SES00001027
2025-09-16T20:00:00
CUST7173776
Glo
Other
other
2.61
5
4G
evening
SES00001028
2025-09-07T09:00:00
CUST6278829
Airtel
Instagram
social
78.64
122
4G
morning
SES00001029
2025-09-13T21:00:00
CUST8854319
MTN
WhatsApp
social
36.21
75
4G
evening
SES00001030
2025-09-30T01:00:00
CUST3237058
MTN
YouTube
streaming
80.57
69
4G
night
SES00001031
2025-09-17T19:00:00
CUST6691436
MTN
YouTube
streaming
480.82
135
2G
evening
SES00001032
2025-09-11T15:00:00
CUST7004325
MTN
Instagram
social
158.95
160
3G
afternoon
SES00001033
2025-09-12T08:00:00
CUST5787026
MTN
Instagram
social
109.24
166
4G
morning
SES00001034
2025-09-17T02:00:00
CUST1696278
Airtel
YouTube
streaming
343.89
59
4G
night
SES00001035
2025-09-06T21:00:00
CUST5268807
MTN
Twitter/X
social
94.84
12
4G
evening
SES00001036
2025-09-11T19:00:00
CUST9221033
9mobile
Facebook
social
68.43
106
4G
evening
SES00001037
2025-09-23T09:00:00
CUST5913993
Airtel
Instagram
social
126.28
68
5G
morning
SES00001038
2025-09-26T11:00:00
CUST3537055
Airtel
Facebook
social
45
90
4G
morning
SES00001039
2025-09-30T07:00:00
CUST8981852
Airtel
YouTube
streaming
231.94
46
4G
morning
SES00001040
2025-09-17T15:00:00
CUST9939630
Airtel
YouTube
streaming
415.59
180
4G
afternoon
SES00001041
2025-09-26T11:00:00
CUST5057797
Airtel
Instagram
social
152.74
123
3G
morning
SES00001042
2025-09-19T16:00:00
CUST4421385
Airtel
Twitter/X
social
113.93
121
4G
afternoon
SES00001043
2025-09-04T00:00:00
CUST2168951
Glo
WhatsApp
social
91.33
81
5G
night
SES00001044
2025-09-10T23:00:00
CUST7032354
Airtel
WhatsApp
social
50.5
118
2G
night
SES00001045
2025-09-07T10:00:00
CUST1752234
Airtel
Telegram
social
79.12
52
3G
morning
SES00001046
2025-09-02T20:00:00
CUST5209186
Glo
Instagram
social
163.33
149
2G
evening
SES00001047
2025-09-24T02:00:00
CUST2735079
Airtel
Facebook
social
154.79
37
4G
night
SES00001048
2025-09-09T04:00:00
CUST9026866
9mobile
YouTube
streaming
116.61
64
4G
night
SES00001049
2025-09-19T08:00:00
CUST3278847
MTN
TikTok
streaming
122.7
174
4G
morning
SES00001050
2025-09-21T14:00:00
CUST5060974
Airtel
Facebook
social
168.5
167
4G
afternoon
SES00001051
2025-09-28T10:00:00
CUST1052285
Airtel
Instagram
social
49.47
88
4G
morning
SES00001052
2025-09-19T17:00:00
CUST7884833
Glo
Instagram
social
32.56
66
4G
evening
SES00001053
2025-09-12T16:00:00
CUST6384962
Airtel
TikTok
streaming
71.78
157
4G
afternoon
SES00001054
2025-09-24T13:00:00
CUST2783428
MTN
YouTube
streaming
441.46
92
4G
afternoon
SES00001055
2025-09-09T22:00:00
CUST6328851
MTN
Other
other
46.39
32
4G
night
SES00001056
2025-09-02T20:00:00
CUST7276347
MTN
Instagram
social
141.91
75
4G
evening
SES00001057
2025-09-04T11:00:00
CUST8098632
MTN
WhatsApp
social
72.64
121
4G
morning
SES00001058
2025-09-20T04:00:00
CUST7482831
9mobile
Other
other
49.3
90
4G
night
SES00001059
2025-09-10T18:00:00
CUST6578354
Airtel
Facebook
social
26.81
64
3G
evening
SES00001060
2025-09-14T17:00:00
CUST3061491
Airtel
Instagram
social
175.26
63
4G
evening
SES00001061
2025-09-21T13:00:00
CUST3204459
Airtel
WhatsApp
social
68.46
134
4G
afternoon
SES00001062
2025-09-03T12:00:00
CUST3400223
Glo
Other
other
43.37
169
4G
afternoon
SES00001063
2025-09-15T12:00:00
CUST1139086
Glo
Facebook
social
175
130
2G
afternoon
SES00001064
2025-09-13T14:00:00
CUST5705807
Glo
WhatsApp
social
6.9
87
4G
afternoon
SES00001065
2025-09-17T22:00:00
CUST8528273
9mobile
WhatsApp
social
67.74
57
4G
night
SES00001066
2025-09-08T09:00:00
CUST8970610
MTN
YouTube
streaming
493.2
180
5G
morning
SES00001067
2025-09-08T10:00:00
CUST5389227
MTN
Telegram
social
75.82
103
3G
morning
SES00001068
2025-09-20T18:00:00
CUST7126780
Glo
WhatsApp
social
24.96
118
4G
evening
SES00001069
2025-09-08T13:00:00
CUST7650183
9mobile
WhatsApp
social
8.41
26
4G
afternoon
SES00001070
2025-09-20T06:00:00
CUST3164445
MTN
Instagram
social
104.05
3
4G
morning
SES00001071
2025-09-08T00:00:00
CUST6878291
Glo
YouTube
streaming
481.92
172
4G
night
SES00001072
2025-09-07T01:00:00
CUST8983596
Airtel
YouTube
streaming
166.75
159
4G
night
SES00001073
2025-09-20T10:00:00
CUST2645958
Airtel
YouTube
streaming
161.68
31
2G
morning
SES00001074
2025-09-27T20:00:00
CUST8995642
MTN
Other
other
25.43
97
4G
evening
SES00001075
2025-09-20T07:00:00
CUST4112236
Glo
WhatsApp
social
99.73
157
3G
morning
SES00001076
2025-09-15T04:00:00
CUST2807432
Airtel
WhatsApp
social
74.7
13
2G
night
SES00001077
2025-09-10T02:00:00
CUST7759450
Glo
YouTube
streaming
477.35
96
4G
night
SES00001078
2025-09-26T20:00:00
CUST8406746
MTN
WhatsApp
social
41.74
70
4G
evening
SES00001079
2025-09-18T00:00:00
CUST9740349
Glo
Facebook
social
41.94
80
2G
night
SES00001080
2025-09-12T18:00:00
CUST7158372
MTN
WhatsApp
social
54.98
165
2G
evening
SES00001081
2025-09-22T10:00:00
CUST9725893
MTN
WhatsApp
social
68.05
164
4G
morning
SES00001082
2025-09-12T07:00:00
CUST4015939
Glo
YouTube
streaming
395.62
92
4G
morning
SES00001083
2025-09-15T09:00:00
CUST2024636
MTN
Instagram
social
139.98
164
4G
morning
SES00001084
2025-09-04T11:00:00
CUST3566944
Glo
Facebook
social
133.74
45
2G
morning
SES00001085
2025-09-17T15:00:00
CUST1005302
MTN
WhatsApp
social
73.09
14
3G
afternoon
SES00001086
2025-09-07T03:00:00
CUST4334484
MTN
WhatsApp
social
12.01
27
3G
night
SES00001087
2025-09-07T01:00:00
CUST4494184
MTN
YouTube
streaming
173.9
136
5G
night
SES00001088
2025-09-26T23:00:00
CUST8136109
MTN
Other
other
14.55
169
4G
night
SES00001089
2025-09-24T21:00:00
CUST1345740
Airtel
Twitter/X
social
181.23
32
4G
evening
SES00001090
2025-09-26T21:00:00
CUST7706474
Glo
Facebook
social
89.75
119
3G
evening
SES00001091
2025-09-16T19:00:00
CUST6579744
Glo
WhatsApp
social
80.32
88
4G
evening
SES00001092
2025-09-05T11:00:00
CUST9624566
Glo
Telegram
social
78.22
37
4G
morning
SES00001093
2025-09-30T01:00:00
CUST6074323
9mobile
Facebook
social
80.96
106
2G
night
SES00001094
2025-09-11T22:00:00
CUST7451806
Glo
Facebook
social
69.74
2
4G
night
SES00001095
2025-09-06T02:00:00
CUST8602935
MTN
WhatsApp
social
92.22
56
3G
night
SES00001096
2025-09-22T09:00:00
CUST9592755
MTN
Twitter/X
social
49.04
13
4G
morning
SES00001097
2025-09-09T01:00:00
CUST8210896
MTN
YouTube
streaming
85.97
39
4G
night
SES00001098
2025-09-05T13:00:00
CUST7602107
MTN
YouTube
streaming
384.89
176
4G
afternoon
SES00001099
2025-09-19T02:00:00
CUST2496630
Glo
Twitter/X
social
17.84
46
3G
night
SES00001100
2025-09-21T10:00:00
CUST8383349
MTN
WhatsApp
social
30.31
69
4G
morning