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
SES00000101
2025-09-21T16:00:00
CUST7752772
MTN
WhatsApp
social
78.24
112
4G
afternoon
SES00000102
2025-09-07T04:00:00
CUST7044817
Glo
YouTube
streaming
83.89
19
3G
night
SES00000103
2025-09-17T00:00:00
CUST2453475
Airtel
Instagram
social
70.83
10
4G
night
SES00000104
2025-09-22T01:00:00
CUST5262714
Airtel
Facebook
social
74.85
79
3G
night
SES00000105
2025-09-22T10:00:00
CUST6974191
9mobile
Other
other
10.66
30
4G
morning
SES00000106
2025-09-30T21:00:00
CUST6211564
Airtel
WhatsApp
social
21.25
76
3G
evening
SES00000107
2025-09-13T07:00:00
CUST9560345
Glo
Instagram
social
81.94
76
4G
morning
SES00000108
2025-09-14T01:00:00
CUST9109234
Airtel
WhatsApp
social
54.03
141
4G
night
SES00000109
2025-09-15T21:00:00
CUST6829039
MTN
WhatsApp
social
10.64
95
4G
evening
SES00000110
2025-09-30T07:00:00
CUST3783187
MTN
Instagram
social
140.53
36
4G
morning
SES00000111
2025-09-18T08:00:00
CUST8388870
Airtel
Instagram
social
120
170
4G
morning
SES00000112
2025-09-09T07:00:00
CUST5570983
Glo
YouTube
streaming
317.93
104
3G
morning
SES00000113
2025-09-18T16:00:00
CUST9994085
Airtel
YouTube
streaming
450.27
94
4G
afternoon
SES00000114
2025-09-19T10:00:00
CUST6905891
MTN
TikTok
streaming
258.98
174
3G
morning
SES00000115
2025-09-11T18:00:00
CUST1535359
Glo
Twitter/X
social
70.84
134
4G
evening
SES00000116
2025-09-30T13:00:00
CUST2897304
MTN
YouTube
streaming
487.45
166
4G
afternoon
SES00000117
2025-09-02T13:00:00
CUST8472316
MTN
YouTube
streaming
264.66
78
4G
afternoon
SES00000118
2025-09-14T05:00:00
CUST7529543
Airtel
WhatsApp
social
92.52
37
3G
morning
SES00000119
2025-09-13T20:00:00
CUST8462055
Glo
WhatsApp
social
46.11
124
4G
evening
SES00000120
2025-09-12T16:00:00
CUST4397918
9mobile
TikTok
streaming
111.76
18
3G
afternoon
SES00000121
2025-09-30T07:00:00
CUST5879410
Airtel
YouTube
streaming
68.75
82
3G
morning
SES00000122
2025-09-29T18:00:00
CUST8996803
Airtel
YouTube
streaming
271.75
168
4G
evening
SES00000123
2025-09-10T06:00:00
CUST4293092
MTN
WhatsApp
social
79.08
89
4G
morning
SES00000124
2025-09-04T08:00:00
CUST1211939
9mobile
YouTube
streaming
248.31
17
4G
morning
SES00000125
2025-09-16T00:00:00
CUST3097343
Glo
Facebook
social
77.14
178
4G
night
SES00000126
2025-09-22T21:00:00
CUST7559896
Glo
YouTube
streaming
262.14
109
4G
evening
SES00000127
2025-09-01T08:00:00
CUST7157753
MTN
Facebook
social
175.9
180
5G
morning
SES00000128
2025-09-08T11:00:00
CUST5892315
MTN
Instagram
social
111.7
122
4G
morning
SES00000129
2025-09-01T07:00:00
CUST9363333
Airtel
Instagram
social
92.84
105
3G
morning
SES00000130
2025-09-25T06:00:00
CUST4292162
Glo
WhatsApp
social
66.35
175
4G
morning
SES00000131
2025-09-07T13:00:00
CUST3306945
Glo
WhatsApp
social
56.76
17
4G
afternoon
SES00000132
2025-09-16T03:00:00
CUST9615519
MTN
TikTok
streaming
95.9
16
4G
night
SES00000133
2025-09-20T18:00:00
CUST9590101
MTN
WhatsApp
social
74.66
70
4G
evening
SES00000134
2025-09-16T02:00:00
CUST6025967
Glo
YouTube
streaming
417.42
171
4G
night
SES00000135
2025-09-02T12:00:00
CUST1831960
Glo
YouTube
streaming
221.68
25
4G
afternoon
SES00000136
2025-09-10T08:00:00
CUST9991048
Glo
WhatsApp
social
96.39
168
4G
morning
SES00000137
2025-09-10T08:00:00
CUST2202269
Glo
WhatsApp
social
97.09
164
4G
morning
SES00000138
2025-09-19T02:00:00
CUST8451308
Airtel
WhatsApp
social
88.99
3
4G
night
SES00000139
2025-09-05T10:00:00
CUST8721347
MTN
Instagram
social
65.15
135
4G
morning
SES00000140
2025-09-13T04:00:00
CUST3260887
Airtel
WhatsApp
social
34.73
130
3G
night
SES00000141
2025-09-16T06:00:00
CUST8702634
Glo
YouTube
streaming
288.55
33
4G
morning
SES00000142
2025-09-22T11:00:00
CUST2522092
9mobile
Facebook
social
26.76
58
4G
morning
SES00000143
2025-09-10T02:00:00
CUST7103907
Glo
WhatsApp
social
55.36
96
4G
night
SES00000144
2025-09-17T17:00:00
CUST1498700
Glo
Telegram
social
47.79
113
4G
evening
SES00000145
2025-10-01T20:00:00
CUST1665790
Glo
WhatsApp
social
22.32
65
4G
evening
SES00000146
2025-09-13T05:00:00
CUST4651399
Airtel
YouTube
streaming
356.09
169
4G
morning
SES00000147
2025-09-03T23:00:00
CUST9570227
Airtel
Other
other
25.52
166
3G
night
SES00000148
2025-09-23T09:00:00
CUST1707112
Airtel
YouTube
streaming
346.19
119
4G
morning
SES00000149
2025-09-27T11:00:00
CUST8123375
9mobile
TikTok
streaming
327.4
113
4G
morning
SES00000150
2025-09-18T22:00:00
CUST6593830
Glo
YouTube
streaming
200.21
85
4G
night
SES00000151
2025-09-25T13:00:00
CUST2296119
MTN
YouTube
streaming
289.35
80
3G
afternoon
SES00000152
2025-09-17T16:00:00
CUST4980808
MTN
Instagram
social
174.42
169
4G
afternoon
SES00000153
2025-09-26T03:00:00
CUST9179486
Airtel
WhatsApp
social
50.49
175
4G
night
SES00000154
2025-09-09T08:00:00
CUST9704512
Airtel
Other
other
21.68
97
5G
morning
SES00000155
2025-09-20T22:00:00
CUST9830862
Airtel
TikTok
streaming
279.41
139
4G
night
SES00000156
2025-09-18T09:00:00
CUST2879899
Glo
Instagram
social
155.1
23
4G
morning
SES00000157
2025-09-28T00:00:00
CUST4007134
MTN
WhatsApp
social
65.58
59
5G
night
SES00000158
2025-09-07T07:00:00
CUST9816605
MTN
Instagram
social
164.31
122
4G
morning
SES00000159
2025-09-19T10:00:00
CUST7316384
9mobile
Instagram
social
61.93
134
4G
morning
SES00000160
2025-09-17T17:00:00
CUST6961811
Glo
WhatsApp
social
90.04
25
5G
evening
SES00000161
2025-09-29T00:00:00
CUST1476789
MTN
Telegram
social
37.05
121
4G
night
SES00000162
2025-09-29T12:00:00
CUST2125418
Airtel
Instagram
social
45.67
88
4G
afternoon
SES00000163
2025-09-28T17:00:00
CUST2142012
MTN
TikTok
streaming
318.42
128
3G
evening
SES00000164
2025-09-14T14:00:00
CUST3334303
Glo
WhatsApp
social
90.39
84
4G
afternoon
SES00000165
2025-09-26T10:00:00
CUST2197123
9mobile
WhatsApp
social
33.3
7
4G
morning
SES00000166
2025-09-11T05:00:00
CUST4253656
MTN
YouTube
streaming
68.34
60
3G
morning
SES00000167
2025-09-01T04:00:00
CUST4816072
MTN
WhatsApp
social
47.04
15
4G
night
SES00000168
2025-09-21T03:00:00
CUST3877889
MTN
Instagram
social
113.28
53
4G
night
SES00000169
2025-09-28T06:00:00
CUST7872177
MTN
YouTube
streaming
439.29
70
3G
morning
SES00000170
2025-09-03T19:00:00
CUST6966940
Airtel
WhatsApp
social
14.61
39
4G
evening
SES00000171
2025-09-22T08:00:00
CUST2623276
MTN
WhatsApp
social
20.14
89
4G
morning
SES00000172
2025-09-23T22:00:00
CUST9881027
9mobile
WhatsApp
social
42.39
18
4G
night
SES00000173
2025-09-11T11:00:00
CUST1122138
MTN
WhatsApp
social
75.78
152
3G
morning
SES00000174
2025-09-29T10:00:00
CUST4541965
9mobile
Telegram
social
89.97
111
5G
morning
SES00000175
2025-09-24T09:00:00
CUST7624525
MTN
Telegram
social
27.44
158
4G
morning
SES00000176
2025-09-23T23:00:00
CUST6236721
MTN
Twitter/X
social
189.77
100
5G
night
SES00000177
2025-09-17T01:00:00
CUST1868007
Airtel
YouTube
streaming
387.24
10
3G
night
SES00000178
2025-09-04T04:00:00
CUST7964376
Airtel
Facebook
social
118.11
104
4G
night
SES00000179
2025-09-02T04:00:00
CUST8861057
Glo
Twitter/X
social
146.02
72
3G
night
SES00000180
2025-10-01T10:00:00
CUST5276468
MTN
YouTube
streaming
374.08
105
4G
morning
SES00000181
2025-09-19T09:00:00
CUST2970357
Airtel
YouTube
streaming
350.44
3
4G
morning
SES00000182
2025-09-14T21:00:00
CUST1276848
Airtel
Other
other
30.16
51
4G
evening
SES00000183
2025-09-12T11:00:00
CUST6583714
Airtel
WhatsApp
social
8.97
161
4G
morning
SES00000184
2025-09-16T11:00:00
CUST8065113
MTN
Facebook
social
110.74
66
2G
morning
SES00000185
2025-09-02T04:00:00
CUST8716236
MTN
Facebook
social
102.12
171
2G
night
SES00000186
2025-09-28T22:00:00
CUST8743150
Airtel
WhatsApp
social
27.69
104
4G
night
SES00000187
2025-09-12T07:00:00
CUST5870008
Glo
Instagram
social
38.02
163
3G
morning
SES00000188
2025-09-08T00:00:00
CUST6657429
9mobile
Facebook
social
15.56
22
4G
night
SES00000189
2025-09-06T12:00:00
CUST8538476
Airtel
WhatsApp
social
34.15
81
4G
afternoon
SES00000190
2025-09-02T01:00:00
CUST1469081
MTN
Facebook
social
93.84
79
2G
night
SES00000191
2025-09-23T05:00:00
CUST2195984
MTN
TikTok
streaming
320.28
121
3G
morning
SES00000192
2025-09-18T06:00:00
CUST4799131
Airtel
WhatsApp
social
82.88
151
4G
morning
SES00000193
2025-09-23T03:00:00
CUST6632855
9mobile
WhatsApp
social
53.31
95
4G
night
SES00000194
2025-09-10T03:00:00
CUST1559139
Airtel
Instagram
social
142.8
4
4G
night
SES00000195
2025-09-14T23:00:00
CUST2324513
MTN
TikTok
streaming
255.21
55
4G
night
SES00000196
2025-09-08T18:00:00
CUST9639179
Glo
WhatsApp
social
92.46
156
4G
evening
SES00000197
2025-09-15T18:00:00
CUST2158638
Airtel
Twitter/X
social
130.31
99
3G
evening
SES00000198
2025-09-24T13:00:00
CUST7448097
9mobile
Facebook
social
71.26
176
4G
afternoon
SES00000199
2025-09-17T18:00:00
CUST1736922
MTN
Instagram
social
70.3
177
4G
evening
SES00000200
2025-09-23T07:00:00
CUST2767083
Glo
TikTok
streaming
366.59
134
4G
morning