Nigerian Banking
Collection
20 Nigerian banking datasets for ML research, fraud detection, and financial analytics.
•
20 items
•
Updated
Datasets:
Dataset Viewer
session_id
stringlengths 36
36
| session_start
timestamp[ns]date 2023-01-01 00:01:55
2024-12-30 23:59:18
| session_end
timestamp[ns]date 2023-01-01 00:03:37
2024-12-31 01:44:37
| customer_id
stringlengths 12
12
| account_id
stringlengths 12
12
| device_id
stringlengths 20
20
| browser
stringclasses 4
values | browser_version
stringlengths 13
13
| session_duration_seconds
int64 10
7.2k
| actions_count
int64 1
27
| transactions_count
int64 0
10
| login_method
stringclasses 4
values | login_state
stringclasses 37
values | ip_address
stringlengths 8
15
| session_status
stringclasses 3
values | fraud_flag
bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
909bb9cf-ded6-4247-9b73-546117f99880
| 2024-04-29T08:30:41
| 2024-04-29T08:39:24
|
CUS-00928835
|
ACC-00928835
|
DEV-b8eb8e1ff6d3457e
|
chrome
|
120.0.8239.64
| 523
| 7
| 2
|
pin
|
Lagos
|
192.113.235.101
|
completed
| false
|
6dd12b6c-f030-41b0-b5f2-4aef9579c64d
| 2023-05-01T13:44:03
| 2023-05-01T13:46:18
|
CUS-00722731
|
ACC-00722731
|
DEV-82630526190340f3
|
chrome
|
120.0.5415.27
| 135
| 4
| 0
|
pin
|
Plateau
|
155.253.219.44
|
completed
| false
|
ae2d1a36-57e6-4f0b-9fe7-cbab579c33d3
| 2023-03-08T15:29:00
| 2023-03-08T15:31:07
|
CUS-00328014
|
ACC-00328014
|
DEV-08b42e8d8e5b4bf9
|
chrome
|
121.0.2190.85
| 127
| 6
| 2
|
biometric
|
Imo
|
179.12.88.58
|
completed
| false
|
b49c561e-3312-4bda-91c1-bfdea4c37875
| 2024-02-04T19:23:25
| 2024-02-04T19:30:30
|
CUS-00138732
|
ACC-00138732
|
DEV-0fdc15e7214e4abb
|
safari
|
119.0.2922.33
| 425
| 10
| 1
|
biometric
|
Kaduna
|
104.80.163.34
|
completed
| false
|
65634533-7005-4474-aa15-5ad942dc0bcb
| 2024-05-22T19:31:25
| 2024-05-22T19:49:57
|
CUS-00546893
|
ACC-00546893
|
DEV-42b762d98e314170
|
firefox
|
121.0.3403.53
| 1,112
| 8
| 1
|
biometric
|
Lagos
|
45.121.21.208
|
completed
| false
|
e7fa3257-6f4c-46d1-90a5-cced80f80ac1
| 2024-10-03T11:00:22
| 2024-10-03T11:11:50
|
CUS-00636998
|
ACC-00636998
|
DEV-9acc44530b9e4711
|
firefox
|
121.0.3553.93
| 688
| 8
| 1
|
pattern
|
Lagos
|
56.88.138.112
|
completed
| false
|
b26aae01-70f5-48dc-b3e1-fcc328857379
| 2024-10-08T10:16:04
| 2024-10-08T10:16:49
|
CUS-00108903
|
ACC-00108903
|
DEV-8b1d00e37cf94194
|
chrome
|
118.0.3538.60
| 45
| 8
| 0
|
biometric
|
Kaduna
|
140.176.155.191
|
completed
| false
|
c23abd0d-c21e-4c2d-ae4b-d78f17d9b163
| 2023-01-28T12:12:06
| 2023-01-28T12:25:24
|
CUS-00371126
|
ACC-00371126
|
DEV-570a2a3e06df48f1
|
safari
|
118.0.4768.57
| 798
| 5
| 2
|
pattern
|
Sokoto
|
134.29.17.228
|
completed
| false
|
ab9f9e02-c139-49ba-baf0-6e05ea6532be
| 2024-11-28T11:38:11
| 2024-11-28T12:00:55
|
CUS-00122701
|
ACC-00122701
|
DEV-2f278ab599e94a5f
|
chrome
|
121.0.8652.50
| 1,364
| 2
| 2
|
biometric
|
Imo
|
165.35.191.7
|
completed
| false
|
f3ca91f2-1c62-43c7-9755-366fcd1a18dc
| 2023-08-05T13:17:44
| 2023-08-05T13:20:04
|
CUS-00818055
|
ACC-00818055
|
DEV-56a002e4a99242d0
|
chrome
|
121.0.7909.69
| 140
| 9
| 3
|
biometric
|
Abuja (FCT)
|
164.38.183.111
|
completed
| false
|
73d97e18-1c01-4c82-9851-bc809ba879ff
| 2023-01-24T15:48:21
| 2023-01-24T15:52:31
|
CUS-00328404
|
ACC-00328404
|
DEV-28cff3a9eddd417b
|
chrome
|
120.0.3365.40
| 250
| 5
| 1
|
biometric
|
Borno
|
186.230.104.203
|
completed
| false
|
5b3af076-be44-4f32-a7aa-a9d956fcd1c6
| 2023-09-03T09:20:10
| 2023-09-03T09:24:15
|
CUS-00436119
|
ACC-00436119
|
DEV-e6ec8a58755f4593
|
edge
|
119.0.5160.42
| 245
| 4
| 2
|
biometric
|
Lagos
|
163.114.6.16
|
completed
| false
|
851b623e-ec8b-4f4d-9ce9-7f7f23f55e42
| 2023-10-30T20:51:20
| 2023-10-30T20:52:15
|
CUS-00906213
|
ACC-00906213
|
DEV-61322b3ffa38404b
|
chrome
|
120.0.1683.22
| 55
| 5
| 0
|
pin
|
Rivers
|
190.251.137.237
|
completed
| false
|
bb278843-dff2-4877-92c5-c6f409cb271a
| 2024-03-02T10:50:20
| 2024-03-02T11:14:11
|
CUS-00211859
|
ACC-00211859
|
DEV-564102c079fe436b
|
chrome
|
118.0.4244.33
| 1,431
| 8
| 1
|
biometric
|
Kano
|
85.8.39.124
|
completed
| false
|
572fb06d-1809-4431-82aa-8793392c0744
| 2023-05-17T12:14:57
| 2023-05-17T12:31:00
|
CUS-00251646
|
ACC-00251646
|
DEV-e95a79860df246b6
|
chrome
|
121.0.9275.31
| 963
| 9
| 0
|
pattern
|
Kaduna
|
152.71.216.234
|
completed
| false
|
3435f5ce-a139-4e8a-941d-a20e1b0a65a5
| 2024-11-23T19:28:20
| 2024-11-23T19:31:51
|
CUS-00102543
|
ACC-00102543
|
DEV-35202c11410c4fa3
|
safari
|
119.0.8289.23
| 211
| 9
| 3
|
biometric
|
Abia
|
72.43.50.97
|
completed
| false
|
b65c92a1-4bce-455a-ad0e-8cde09a7bf3e
| 2023-09-06T12:54:33
| 2023-09-06T12:57:06
|
CUS-00247878
|
ACC-00247878
|
DEV-855ad3bc77314730
|
firefox
|
118.0.4124.63
| 153
| 6
| 3
|
biometric
|
Niger
|
164.178.37.15
|
completed
| false
|
ae750060-ed75-4039-9ec3-1cf0e8c9bea7
| 2024-01-29T06:33:30
| 2024-01-29T06:37:32
|
CUS-00276569
|
ACC-00276569
|
DEV-f4ae78e894fa4ac3
|
chrome
|
118.0.9294.22
| 242
| 14
| 0
|
pin
|
Abuja (FCT)
|
125.127.211.218
|
completed
| false
|
78a32072-54d3-4d91-a47d-b3e30329eef4
| 2024-02-02T18:47:46
| 2024-02-02T18:50:20
|
CUS-00661525
|
ACC-00661525
|
DEV-3f73fe88132f4854
|
chrome
|
118.0.1986.89
| 154
| 6
| 1
|
password
|
Lagos
|
87.254.57.7
|
completed
| false
|
835293f0-ee12-4b9a-92fe-07fda9a1c6f6
| 2024-10-26T10:30:19
| 2024-10-26T10:45:36
|
CUS-00210586
|
ACC-00210586
|
DEV-3b8e809121db4285
|
safari
|
119.0.3098.39
| 917
| 9
| 0
|
biometric
|
Osun
|
56.76.167.23
|
completed
| false
|
2c20c930-299b-4cf7-a182-19b260c64a9a
| 2024-05-24T09:34:13
| 2024-05-24T09:40:46
|
CUS-00686177
|
ACC-00686177
|
DEV-ef66b1ac0b47403d
|
firefox
|
121.0.9699.69
| 393
| 6
| 2
|
biometric
|
Oyo
|
111.23.155.77
|
completed
| false
|
cfc8b596-11f3-40ba-9f47-e229f40ac8a9
| 2023-06-27T09:12:29
| 2023-06-27T09:13:23
|
CUS-00330580
|
ACC-00330580
|
DEV-82008fcc718a4d89
|
chrome
|
119.0.9086.89
| 54
| 6
| 4
|
biometric
|
Oyo
|
117.65.114.245
|
completed
| false
|
719d98b4-8687-4434-8594-c46026c1e5fe
| 2024-07-18T19:27:09
| 2024-07-18T19:34:44
|
CUS-00397274
|
ACC-00397274
|
DEV-e0849cdb7e114699
|
chrome
|
120.0.7725.57
| 455
| 4
| 2
|
biometric
|
Imo
|
105.77.192.177
|
completed
| false
|
7ed5b240-2cea-44c1-b58b-bf1a059287bb
| 2023-01-24T18:06:16
| 2023-01-24T18:25:59
|
CUS-00872611
|
ACC-00872611
|
DEV-a45cd33bedde43e4
|
firefox
|
118.0.4801.98
| 1,183
| 11
| 2
|
biometric
|
Bauchi
|
80.102.215.51
|
completed
| false
|
cb4e79c3-a7c4-4712-9ec9-91080c59647f
| 2023-04-29T16:32:59
| 2023-04-29T16:40:11
|
CUS-00667256
|
ACC-00667256
|
DEV-2b4649f8f7ec4a37
|
chrome
|
118.0.2571.64
| 432
| 11
| 1
|
pin
|
Kano
|
195.143.131.124
|
completed
| false
|
7ef20031-65ed-4f17-9e61-abeb8811fb81
| 2023-01-15T10:18:48
| 2023-01-15T10:19:04
|
CUS-00148562
|
ACC-00148562
|
DEV-172badb035b34222
|
chrome
|
118.0.5823.30
| 16
| 7
| 0
|
pin
|
Adamawa
|
120.234.213.33
|
completed
| false
|
49dbbc2b-8ec6-4bfb-b9c1-7fc826a71315
| 2023-05-23T18:32:28
| 2023-05-23T18:34:01
|
CUS-00536744
|
ACC-00536744
|
DEV-ce8840566dc94d3a
|
chrome
|
118.0.7494.12
| 93
| 8
| 0
|
pin
|
Kano
|
166.101.108.92
|
completed
| false
|
e6d9c543-b4a2-43eb-a335-338f7ac22924
| 2023-12-12T08:54:15
| 2023-12-12T08:56:22
|
CUS-00182919
|
ACC-00182919
|
DEV-b15eb06fe9224b63
|
chrome
|
118.0.8268.21
| 127
| 5
| 2
|
biometric
|
Kaduna
|
110.155.50.63
|
completed
| false
|
fce36842-87b3-42cd-97b6-8b60e206d9d4
| 2024-03-22T19:49:06
| 2024-03-22T19:53:55
|
CUS-00570541
|
ACC-00570541
|
DEV-c620e375cd274b87
|
chrome
|
118.0.3909.23
| 289
| 8
| 1
|
biometric
|
Abia
|
193.56.69.189
|
completed
| false
|
767a8e70-0cce-448c-bf8d-741363a3cb60
| 2023-03-15T18:31:37
| 2023-03-15T18:33:48
|
CUS-00397857
|
ACC-00397857
|
DEV-db09bc223b494c42
|
safari
|
118.0.5798.68
| 131
| 5
| 0
|
biometric
|
Edo
|
80.204.128.228
|
completed
| false
|
2b295d11-a291-4f53-9442-67e6fd77807a
| 2024-02-18T09:30:02
| 2024-02-18T09:35:21
|
CUS-00106271
|
ACC-00106271
|
DEV-518e02a3a5184396
|
safari
|
121.0.4510.59
| 319
| 6
| 1
|
biometric
|
Katsina
|
104.25.56.59
|
error
| false
|
eb6d8bb7-84a6-4bfc-9d9c-ff8d33ed1679
| 2024-10-28T13:05:00
| 2024-10-28T13:13:09
|
CUS-00684723
|
ACC-00684723
|
DEV-fd04679709a44848
|
chrome
|
120.0.8528.94
| 489
| 12
| 1
|
pin
|
Ogun
|
75.117.106.205
|
completed
| false
|
ea57bd22-657c-46a5-b34f-ab5405b97385
| 2024-07-01T07:15:45
| 2024-07-01T07:22:56
|
CUS-00472732
|
ACC-00472732
|
DEV-8cb7550e046c481d
|
firefox
|
121.0.6506.74
| 431
| 11
| 3
|
biometric
|
Abuja (FCT)
|
94.121.103.92
|
completed
| false
|
648cbb17-f63a-40bc-877c-cbd5d46d729c
| 2023-12-05T09:02:08
| 2023-12-05T09:10:31
|
CUS-00879512
|
ACC-00879512
|
DEV-1efb95cd3ded4761
|
safari
|
119.0.2477.67
| 503
| 7
| 1
|
biometric
|
Lagos
|
113.23.240.17
|
completed
| false
|
2241343f-b329-4853-8b44-3e1ef1ee8b62
| 2024-04-18T16:14:27
| 2024-04-18T16:20:22
|
CUS-00477558
|
ACC-00477558
|
DEV-0cfa6c85bb4241a9
|
chrome
|
121.0.5187.98
| 355
| 9
| 1
|
biometric
|
Enugu
|
92.15.33.36
|
completed
| false
|
0c0aa3e0-3f8c-41be-b447-6bd88b9c6573
| 2023-01-31T09:14:29
| 2023-01-31T09:19:18
|
CUS-00813738
|
ACC-00813738
|
DEV-6f99cefaf09f4fef
|
safari
|
120.0.2313.36
| 289
| 4
| 2
|
biometric
|
Rivers
|
62.53.67.151
|
completed
| false
|
e541d95b-6dc6-4aad-aaab-a56f01217b9e
| 2023-04-19T17:55:26
| 2023-04-19T18:07:35
|
CUS-00668439
|
ACC-00668439
|
DEV-ad56cc6eb2bd4af4
|
chrome
|
120.0.8854.19
| 729
| 14
| 1
|
biometric
|
Rivers
|
66.73.87.27
|
completed
| false
|
e6852795-4e04-4cbe-b14f-6d6d08783a8c
| 2024-07-02T09:57:31
| 2024-07-02T10:00:16
|
CUS-00387347
|
ACC-00387347
|
DEV-46347ff9e2b1424d
|
edge
|
121.0.5209.31
| 165
| 4
| 0
|
pin
|
Rivers
|
82.227.123.210
|
completed
| false
|
b200fbca-65d3-471f-8504-1b07533a6dc5
| 2024-11-03T21:17:27
| 2024-11-03T21:24:01
|
CUS-00905833
|
ACC-00905833
|
DEV-b7d2c72d5a5a4849
|
firefox
|
119.0.8893.56
| 394
| 11
| 3
|
pin
|
Abuja (FCT)
|
124.224.161.151
|
completed
| false
|
2ba4ecf6-5225-46ba-b447-b9d738b3aa54
| 2024-09-11T22:43:53
| 2024-09-11T22:49:53
|
CUS-00648968
|
ACC-00648968
|
DEV-f401fd7e31824e7d
|
safari
|
120.0.1221.36
| 360
| 3
| 4
|
biometric
|
Rivers
|
93.193.131.169
|
completed
| false
|
1872a6a8-ef72-4eec-af85-1f7b7afe73d9
| 2023-08-01T21:01:17
| 2023-08-01T21:03:07
|
CUS-00348839
|
ACC-00348839
|
DEV-1870a303a3e44039
|
chrome
|
120.0.2913.30
| 110
| 2
| 1
|
pin
|
Kaduna
|
86.178.13.180
|
completed
| false
|
f2920364-0155-4d9e-8851-0af66f526e39
| 2024-01-14T10:10:55
| 2024-01-14T10:14:09
|
CUS-00223511
|
ACC-00223511
|
DEV-d261bfdac08b45ce
|
edge
|
119.0.5168.18
| 194
| 8
| 0
|
biometric
|
Lagos
|
86.189.69.96
|
completed
| false
|
e5229dcc-69b1-451a-8db3-ec602ed8c42c
| 2023-07-12T15:32:47
| 2023-07-12T15:37:02
|
CUS-00505378
|
ACC-00505378
|
DEV-171294aabf1d4faa
|
safari
|
121.0.5032.37
| 255
| 8
| 2
|
biometric
|
Rivers
|
54.185.185.6
|
completed
| false
|
d1341239-273f-4e1c-8b25-591220436782
| 2024-01-04T15:34:34
| 2024-01-04T15:36:43
|
CUS-00668010
|
ACC-00668010
|
DEV-dd453d577eb54b60
|
firefox
|
120.0.5370.25
| 129
| 10
| 4
|
pin
|
Rivers
|
135.49.217.28
|
completed
| false
|
2eef4146-c821-4f89-9707-6465e47fa03d
| 2024-11-22T09:25:06
| 2024-11-22T09:27:08
|
CUS-00639698
|
ACC-00639698
|
DEV-ef94449eae9e4d1a
|
chrome
|
120.0.7459.21
| 122
| 4
| 2
|
biometric
|
Plateau
|
173.174.183.11
|
completed
| false
|
e774d273-6087-4ae6-b17c-8a7b3293adeb
| 2024-09-05T09:04:35
| 2024-09-05T09:12:10
|
CUS-00853359
|
ACC-00853359
|
DEV-d5d16a24216d40b6
|
firefox
|
119.0.7368.11
| 455
| 4
| 1
|
biometric
|
Imo
|
60.156.22.127
|
completed
| false
|
a6eefd9b-490c-4640-92b6-817bfb7fd11d
| 2024-04-23T12:58:04
| 2024-04-23T13:13:18
|
CUS-00168218
|
ACC-00168218
|
DEV-c43524e27a7d4cef
|
safari
|
119.0.9932.92
| 914
| 7
| 1
|
biometric
|
Abuja (FCT)
|
45.135.151.100
|
completed
| false
|
2153ab31-abd2-42bb-a036-cfe74e1d5b21
| 2023-12-10T11:44:17
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CUS-00388986
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ACC-00388986
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DEV-b8d42083847047c9
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chrome
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121.0.2838.23
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biometric
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Kano
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52.208.105.12
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a63cb421-ebde-45c0-bc15-9f976fb178ca
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CUS-00124191
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ACC-00124191
|
DEV-1727cfd25c794ce4
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chrome
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121.0.4054.81
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biometric
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Ondo
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55.82.237.215
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completed
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21b1913b-a588-40e4-9a5f-e244820e4fab
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CUS-00173310
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ACC-00173310
|
DEV-f1a91315537144e6
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chrome
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121.0.9121.55
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biometric
|
Oyo
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153.32.177.36
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completed
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5f4ca5cf-ca21-4133-baee-7fc437eb17c7
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CUS-00365438
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ACC-00365438
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DEV-9e4b1772a57a4350
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safari
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119.0.3686.79
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biometric
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Lagos
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105.149.91.135
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e0809c91-7d47-4fdb-a120-c97971b4df8c
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CUS-00301765
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ACC-00301765
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DEV-ece3c29115144d7b
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chrome
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119.0.7189.42
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pin
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Abuja (FCT)
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74.1.146.96
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completed
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bc1939dc-68d6-4d19-9850-0a2764ecb276
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CUS-00339142
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ACC-00339142
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DEV-50139e2b5cb04e9b
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chrome
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121.0.2163.86
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biometric
|
Abuja (FCT)
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54.244.236.95
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fcaf9316-21d7-4269-8092-e67cb7dca0dd
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CUS-00482870
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ACC-00482870
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DEV-7eecc3eabc4d4654
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chrome
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119.0.9591.38
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biometric
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Oyo
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193.250.114.112
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completed
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bf0ff2eb-f52c-4ea5-87bd-aa56e11287e0
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CUS-00941269
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ACC-00941269
|
DEV-75fc773169e94b2b
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chrome
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119.0.7751.37
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biometric
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Benue
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168.128.61.73
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completed
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fa839186-df54-44ed-bf0f-12a8b81c702d
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CUS-00828445
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ACC-00828445
|
DEV-6c84255f7ff54b93
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chrome
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120.0.8452.37
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biometric
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Delta
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156.168.20.18
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completed
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b36df3bb-55b1-40a9-9645-b999753a1491
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CUS-00985313
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ACC-00985313
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DEV-e79ad981f64a4ab9
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edge
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120.0.5660.60
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biometric
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Rivers
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93.151.210.91
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completed
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ff557b0d-aec3-4a5b-81b9-4a0c5a3343c9
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CUS-00248737
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ACC-00248737
|
DEV-d49209f6c2674708
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chrome
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120.0.5890.87
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biometric
|
Lagos
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55.235.34.57
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completed
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99441ce3-7945-48fb-a32e-f27abfd7a6b5
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CUS-00767210
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ACC-00767210
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DEV-13471339ce9d4500
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safari
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120.0.3859.43
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biometric
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Lagos
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172.17.65.229
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completed
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eee6ad66-4ced-4677-9d14-a7c76fd9253d
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CUS-00111879
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ACC-00111879
|
DEV-54fcc2acb29d40cb
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chrome
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119.0.8888.34
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biometric
|
Lagos
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191.213.234.133
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completed
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b12c5984-1d89-4b95-9897-85b6e3c6ee54
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CUS-00666405
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ACC-00666405
|
DEV-780c92d95fcc4ce3
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chrome
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121.0.4853.47
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password
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Lagos
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140.56.153.200
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completed
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ffeb8a6c-b239-41a7-9af2-a020d67dd22e
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CUS-00076377
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ACC-00076377
|
DEV-51b99d22d04d4663
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chrome
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118.0.8241.14
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pin
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Abuja (FCT)
|
77.246.11.112
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completed
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36d47963-9e44-4378-afed-01af3287401b
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CUS-00443229
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ACC-00443229
|
DEV-ab66c49c35d6418c
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firefox
|
118.0.9820.32
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biometric
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Lagos
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53.35.222.9
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completed
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6718d26b-e82c-4125-a4d1-afb3af9831d2
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CUS-00812819
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ACC-00812819
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DEV-9f37bbe2992b4eba
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chrome
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118.0.1873.70
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pin
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Taraba
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62.74.167.95
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completed
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1e332718-4257-4c35-8a7c-539334638c4c
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CUS-00738161
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ACC-00738161
|
DEV-5bcfdbe1ff504ea5
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chrome
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120.0.4470.75
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biometric
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Benue
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72.112.89.200
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completed
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60a6e6a7-c16b-4024-98b4-54aa72a6d5cb
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CUS-00178314
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ACC-00178314
|
DEV-c950dad375f748af
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safari
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119.0.5659.75
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biometric
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Kano
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174.186.42.186
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completed
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c4ec54d8-767b-4579-85ed-c40ffd0263b0
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CUS-00475550
|
ACC-00475550
|
DEV-3a81ff661b4f4cfe
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chrome
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119.0.7119.74
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biometric
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Ogun
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125.91.222.111
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completed
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a89c6840-2c64-48f9-8c40-60d295df4279
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CUS-00262577
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ACC-00262577
|
DEV-7cd6103546f74b99
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chrome
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118.0.6073.19
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biometric
|
Abuja (FCT)
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185.44.183.8
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completed
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31e3e652-0913-4559-9d15-284bf85ea698
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CUS-00619300
|
ACC-00619300
|
DEV-ce9ed45bdc4e4408
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chrome
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120.0.2343.65
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biometric
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Edo
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129.81.40.32
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timeout
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d18b37bc-f8d8-4494-8883-280b80fecd44
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CUS-00838860
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ACC-00838860
|
DEV-acac0c364679408a
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chrome
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119.0.2012.13
| 112
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biometric
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Rivers
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148.2.17.3
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completed
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4c17bc70-2e0f-4429-b4fd-681687a40774
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CUS-00123096
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ACC-00123096
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DEV-4d348d177ef040d1
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edge
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121.0.5307.90
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pin
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Lagos
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52.178.47.32
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timeout
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f2d4b8d5-ec8c-428a-ae30-38ba04404dce
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CUS-00955749
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ACC-00955749
|
DEV-fc0e7113c7774a94
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chrome
|
120.0.4670.32
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biometric
|
Delta
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103.115.240.79
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completed
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d1bc73e7-4bea-47c3-a96c-c11dcbe288b8
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CUS-00292014
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ACC-00292014
|
DEV-76a216c521e74db5
|
safari
|
120.0.7526.60
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password
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Ogun
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73.22.176.126
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completed
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dbc5fcba-e87c-4b8d-b71f-99bee63785a0
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CUS-00841331
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ACC-00841331
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DEV-4792453a227148dc
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edge
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120.0.4736.83
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pattern
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Kaduna
|
78.7.237.111
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completed
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b3a040ce-af1e-4bc1-9b29-c2275a2a7363
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CUS-00480730
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ACC-00480730
|
DEV-352c66def6064942
|
safari
|
121.0.9051.12
| 16
| 2
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biometric
|
Lagos
|
143.162.32.220
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completed
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2f7b6915-8b07-4451-9fa2-e1f4a5a16440
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CUS-00141897
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ACC-00141897
|
DEV-b7d8969434d44419
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chrome
|
119.0.1278.97
| 244
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biometric
|
Lagos
|
54.72.55.25
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completed
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bfa31632-a59a-4418-8a01-7dff62e1ff89
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CUS-00109105
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ACC-00109105
|
DEV-d6ac679d90944674
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chrome
|
118.0.6674.90
| 275
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| 4
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password
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Osun
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87.197.36.107
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completed
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a023697b-0579-43ec-b901-e0e975e9c654
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CUS-00378407
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ACC-00378407
|
DEV-407c83fc79d042b5
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chrome
|
119.0.6223.29
| 58
| 8
| 1
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biometric
|
Lagos
|
65.81.254.213
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completed
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8e571fe3-b415-416b-bd67-0c8219d97072
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CUS-00977833
|
ACC-00977833
|
DEV-31d49374e663446f
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chrome
|
120.0.2312.50
| 194
| 4
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biometric
|
Abuja (FCT)
|
156.234.72.209
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completed
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195b6d15-d49a-40bc-92b0-8b56ba31e29a
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CUS-00877219
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ACC-00877219
|
DEV-794450c239cf41ed
|
firefox
|
121.0.5850.27
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biometric
|
Osun
|
79.159.165.211
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completed
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c9fe2fa4-b43c-4a36-9a14-5f4173e5f196
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|
CUS-00083324
|
ACC-00083324
|
DEV-75279d9c0b9d4eae
|
firefox
|
120.0.1262.11
| 178
| 17
| 1
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password
|
Lagos
|
58.145.12.182
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completed
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|
af8ad6c0-65b5-470a-9e06-536ba0473f2d
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|
CUS-00039118
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ACC-00039118
|
DEV-caee091deb4b4129
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chrome
|
118.0.9792.20
| 227
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| 3
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pattern
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Anambra
|
53.240.158.7
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completed
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|
e7b2b611-0ee5-4a6c-bc98-b3fef16e564c
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CUS-00381956
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ACC-00381956
|
DEV-d951ded1c9d24ec1
|
chrome
|
121.0.2765.15
| 752
| 11
| 1
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pin
|
Kwara
|
53.128.71.154
|
completed
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|
88bbf0fd-13d0-4125-b74c-2891c3c94e56
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|
CUS-00550527
|
ACC-00550527
|
DEV-bfe1ebb5701e4b55
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chrome
|
121.0.5931.54
| 30
| 7
| 1
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pin
|
Osun
|
72.169.245.218
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completed
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|
8055994d-4b0d-47e0-a892-209963d793d2
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|
CUS-00605952
|
ACC-00605952
|
DEV-1d54f30e980545c8
|
chrome
|
118.0.3887.17
| 341
| 7
| 2
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biometric
|
Abuja (FCT)
|
92.220.151.32
|
completed
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|
57ad9a54-a87c-4ce9-ae62-eb52bebf389f
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|
CUS-00862217
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ACC-00862217
|
DEV-ecddb86247bb4464
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chrome
|
120.0.8365.77
| 174
| 10
| 2
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pin
|
Akwa Ibom
|
162.149.15.45
|
completed
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|
768b91b1-5057-4c06-90d6-dad0ba43ad45
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CUS-00434610
|
ACC-00434610
|
DEV-69f1d9f1a55b4cb0
|
chrome
|
119.0.8199.41
| 125
| 6
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biometric
|
Kaduna
|
104.15.107.92
|
completed
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|
7a01e0c1-92cc-4f5e-87ab-6dde7f5370a1
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|
CUS-00981895
|
ACC-00981895
|
DEV-6995378aca0a404b
|
chrome
|
121.0.6335.46
| 292
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| 1
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biometric
|
Edo
|
178.202.127.171
|
completed
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|
81a50e80-526e-4060-a36d-139be2581b3a
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|
CUS-00192618
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ACC-00192618
|
DEV-2f1b312416944570
|
edge
|
118.0.9900.90
| 538
| 14
| 1
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pin
|
Abuja (FCT)
|
143.49.171.105
|
completed
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|
2a2dc060-6ca4-41b0-a190-2b6d93f670f6
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CUS-00703317
|
ACC-00703317
|
DEV-7bc3475c748d4600
|
chrome
|
121.0.7900.66
| 1,169
| 9
| 2
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pin
|
Lagos
|
42.254.128.50
|
completed
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|
0021f8ff-7198-4b6b-94dc-df436822d85c
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|
CUS-00950776
|
ACC-00950776
|
DEV-ee3782b860284a81
|
chrome
|
120.0.3342.91
| 487
| 11
| 1
|
biometric
|
Delta
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78.143.39.109
|
error
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|
a5782575-1ec8-4256-917d-e97ead0bae84
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CUS-00368031
|
ACC-00368031
|
DEV-09db8ed648be4769
|
chrome
|
118.0.8712.72
| 101
| 10
| 2
|
pattern
|
Ondo
|
54.211.54.146
|
completed
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|
7441d4f7-01ac-4156-a9ba-32eb3486f03d
| 2023-04-06T09:55:26
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|
CUS-00000344
|
ACC-00000344
|
DEV-e5923ddd33184da0
|
chrome
|
119.0.3530.20
| 153
| 7
| 1
|
biometric
|
Abuja (FCT)
|
52.39.17.116
|
completed
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|
89413228-6f60-4997-9c1f-f39c5761d004
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CUS-00145567
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ACC-00145567
|
DEV-8a76d116e7d442de
|
chrome
|
118.0.2066.58
| 441
| 7
| 2
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biometric
|
Abuja (FCT)
|
184.174.80.131
|
completed
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|
48759eb1-e00f-4751-8136-4b174b2d9120
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CUS-00730295
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ACC-00730295
|
DEV-e3b8ceac769f4235
|
safari
|
118.0.7163.94
| 618
| 10
| 0
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biometric
|
Akwa Ibom
|
58.92.240.89
|
completed
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|
5f8e0a50-d7b0-4a34-a215-61f928a7c0a4
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CUS-00485815
|
ACC-00485815
|
DEV-88fc10917d56492f
|
chrome
|
121.0.6727.71
| 43
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| 1
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pin
|
Enugu
|
52.81.117.250
|
completed
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|
968ae448-7e20-4d1f-a0a5-b1d7169c9866
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CUS-00671731
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ACC-00671731
|
DEV-cf9403df69c94ee6
|
chrome
|
121.0.2680.29
| 733
| 8
| 0
|
pattern
|
Niger
|
64.171.32.146
|
completed
| false
|
1d30064d-a3d2-4a80-a1c2-2dcbd6827f4c
| 2024-09-12T14:31:15
| 2024-09-12T14:33:48
|
CUS-00112497
|
ACC-00112497
|
DEV-f38e8c03ab554c31
|
safari
|
119.0.4231.62
| 153
| 12
| 0
|
pin
|
Oyo
|
43.122.203.148
|
completed
| false
|
e1da464f-61a3-4d17-af21-9c784a4f3d50
| 2024-04-06T10:27:23
| 2024-04-06T10:28:33
|
CUS-00002379
|
ACC-00002379
|
DEV-36406ae600f84b6c
|
safari
|
120.0.8448.95
| 70
| 3
| 4
|
biometric
|
Rivers
|
187.48.43.4
|
completed
| false
|
33259940-375c-4bcc-8709-ace1e86c553d
| 2023-10-07T20:27:54
| 2023-10-07T20:29:28
|
CUS-00792736
|
ACC-00792736
|
DEV-d92c037163c249ed
|
chrome
|
120.0.5987.91
| 94
| 7
| 0
|
biometric
|
Delta
|
75.185.46.58
|
completed
| false
|
End of preview. Expand
in Data Studio
Web Banking Sessions
Dataset Description
Nigerian web banking sessions with session hijacking fraud labels
This is a production-grade synthetic dataset with authentic Nigerian banking context, designed for web fraud detection, phishing detection, and browser-based threat monitoring.
Key Features
- 🇳🇬 Nigerian Context: Real bank names, states, demographics
- 📊 ML-Ready Labels: Fraud flag (0.8% prevalence)
- ⚡ Large Scale: 3,000,000 rows
- 🎯 Realistic Distributions: Lognormal session durations, browser distributions, hourly patterns
- 📅 Temporal Coverage: 2023-01-01 to 2024-12-31
Dataset Structure
Splits
- Train: 2,100,000 rows (70%)
- Validation: 450,000 rows (15%)
- Test: 450,000 rows (15%)
Schema
Key columns: session_id, session_start/end, customer_id, account_id, device_id, browser, browser_version, session_duration_seconds, actions_count, transactions_count, login_method, state, ip_address, session_status, fraud_flag
Usage
from datasets import load_dataset
# Load full dataset
dataset = load_dataset("electricsheepafrica/nigerian_web_banking_sessions")
# Load specific split
train_data = load_dataset("electricsheepafrica/nigerian_web_banking_sessions", split="train")
Labels
- Type: Fraud flag (0.8% prevalence)
- Use Case: web fraud detection, phishing detection, and browser-based threat monitoring
Nigerian Context
Nigerian web banking patterns, browser distribution (Chrome 55%, Safari 20%, Firefox 15%), typical session behaviors, and fraud patterns including credential stuffing and session replay.
Citation
@dataset{nigerian_banking_web_banking_sessions,
title = {Nigerian Web Banking Sessions},
author = {Electric Sheep Africa},
year = {2025},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/nigerian_web_banking_sessions}}
}
License
Apache 2.0 - Free for commercial and research use.
Contact
- Organization: Electric Sheep Africa
- Collection: Nigeria Banking & Finance Datasets
- Downloads last month
- 20
Size of downloaded dataset files:
320 MB
Size of the auto-converted Parquet files:
320 MB
Number of rows:
3,000,000