Nigerian Banking
Collection
20 Nigerian banking datasets for ML research, fraud detection, and financial analytics.
•
20 items
•
Updated
•
1
Datasets:
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 00:07:38
2024-12-31 01:57:13
| customer_id
stringlengths 12
12
| account_id
stringlengths 12
12
| device_id
stringlengths 20
20
| device_os
stringclasses 2
values | app_version
stringclasses 5
values | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4f79510b-b2a0-49dd-a094-e2b5e13879b9
| 2024-07-18T09:45:56
| 2024-07-18T09:46:25
|
CUS-00567303
|
ACC-00567303
|
DEV-ae0a6dd1ff744a4f
|
ios
|
4.1.5
| 29
| 6
| 2
|
pin
|
Abuja (FCT)
|
180.37.92.35
|
completed
| false
|
9d190136-76e0-4795-807c-ba04ebe81dd0
| 2023-04-20T09:27:44
| 2023-04-20T09:34:20
|
CUS-00906920
|
ACC-00906920
|
DEV-cd014e81514b4bfc
|
ios
|
4.2.1
| 396
| 11
| 3
|
pin
|
Cross River
|
191.100.96.162
|
timeout
| false
|
5defa921-f6b2-4307-a6eb-b7c39e1ee194
| 2024-03-23T19:08:16
| 2024-03-23T19:37:15
|
CUS-00191700
|
ACC-00191700
|
DEV-5bcc3eebef6f440c
|
android
|
4.2.0
| 1,739
| 8
| 1
|
biometric
|
Abuja (FCT)
|
173.93.140.179
|
completed
| false
|
0122b2cb-4d2d-4673-bd6f-9b80bdd3c92c
| 2023-09-30T18:22:19
| 2023-09-30T18:26:36
|
CUS-00410421
|
ACC-00410421
|
DEV-f982b533727b4171
|
android
|
4.1.5
| 257
| 8
| 0
|
pin
|
Rivers
|
194.48.212.117
|
completed
| false
|
a549be74-d71d-4c01-af5f-1e1bb98e5795
| 2024-07-19T10:27:11
| 2024-07-19T10:29:23
|
CUS-00494735
|
ACC-00494735
|
DEV-039f1cdce64a4485
|
android
|
4.2.0
| 132
| 7
| 3
|
pattern
|
Lagos
|
189.194.71.73
|
completed
| false
|
6101eab6-4afd-4886-a4c7-e342860ac17e
| 2023-11-12T16:09:38
| 2023-11-12T16:16:41
|
CUS-00629305
|
ACC-00629305
|
DEV-1732ff2437e642be
|
android
|
4.1.5
| 423
| 6
| 4
|
biometric
|
Kano
|
157.33.136.209
|
completed
| false
|
4a5cecfe-0edc-4d77-a567-9e442318aedc
| 2024-03-02T18:51:15
| 2024-03-02T19:00:09
|
CUS-00733406
|
ACC-00733406
|
DEV-656d3bd4d3394708
|
ios
|
4.2.1
| 534
| 4
| 0
|
biometric
|
Lagos
|
149.26.151.34
|
completed
| false
|
86de4249-9d9e-4225-9cf1-47a33302a197
| 2023-04-25T12:14:23
| 2023-04-25T13:24:56
|
CUS-00560229
|
ACC-00560229
|
DEV-9d1cb83fdbe04673
|
android
|
4.2.1
| 4,233
| 5
| 2
|
biometric
|
Katsina
|
160.176.118.16
|
completed
| false
|
cdae591f-fcc6-4cce-9c94-cf7a35efc5c4
| 2024-12-21T18:21:18
| 2024-12-21T18:35:05
|
CUS-00908335
|
ACC-00908335
|
DEV-8373d34a038b4c09
|
ios
|
4.2.0
| 827
| 8
| 2
|
password
|
Lagos
|
55.38.17.193
|
completed
| false
|
94daddc6-6e30-4f4c-8116-f67e47eaa401
| 2023-07-10T20:23:37
| 2023-07-10T20:26:26
|
CUS-00372628
|
ACC-00372628
|
DEV-d19890d36d8d4936
|
ios
|
4.2.1
| 169
| 8
| 1
|
biometric
|
Lagos
|
130.122.55.250
|
completed
| false
|
68cb54f2-8241-4ba2-af49-b04fbdb26cb6
| 2023-07-13T11:17:30
| 2023-07-13T11:24:10
|
CUS-00962580
|
ACC-00962580
|
DEV-cdc188eeb8ca4526
|
android
|
4.2.1
| 400
| 7
| 2
|
biometric
|
Plateau
|
163.154.46.107
|
completed
| false
|
268eba7c-2f2d-4685-a331-ae862a2b0641
| 2023-04-03T20:04:41
| 2023-04-03T20:06:18
|
CUS-00395274
|
ACC-00395274
|
DEV-eea0584f1fb04317
|
android
|
4.1.5
| 97
| 9
| 0
|
pin
|
Kwara
|
52.60.106.191
|
completed
| false
|
4175f5b0-a0e7-4299-b486-e224cae0dc72
| 2023-03-03T11:39:16
| 2023-03-03T11:40:45
|
CUS-00081294
|
ACC-00081294
|
DEV-c6126b04be1a4c4b
|
android
|
4.2.0
| 89
| 11
| 0
|
biometric
|
Nasarawa
|
145.212.187.211
|
completed
| false
|
867818cb-4d63-4422-a337-2376906ae64a
| 2024-06-20T17:14:15
| 2024-06-20T17:16:20
|
CUS-00447867
|
ACC-00447867
|
DEV-8f6adf8584a34da2
|
ios
|
4.2.1
| 125
| 7
| 0
|
pattern
|
Abuja (FCT)
|
73.181.129.47
|
completed
| false
|
d14a415e-798f-4205-9eac-2e8cf0c60ed4
| 2023-12-24T21:50:19
| 2023-12-24T21:52:08
|
CUS-00525855
|
ACC-00525855
|
DEV-77c2ee09ec6c4e9a
|
android
|
4.2.1
| 109
| 4
| 1
|
biometric
|
Ogun
|
53.10.50.250
|
completed
| false
|
e18ccc55-b0f6-47f2-851a-fd77ae4566f0
| 2023-12-20T11:50:14
| 2023-12-20T11:52:29
|
CUS-00995547
|
ACC-00995547
|
DEV-61d05ecc048641ce
|
ios
|
4.2.0
| 135
| 9
| 2
|
biometric
|
Abuja (FCT)
|
60.224.124.172
|
completed
| false
|
0ff67dbb-f4cc-4db9-b7d6-ddb6398b786e
| 2024-01-03T12:15:06
| 2024-01-03T12:18:47
|
CUS-00148650
|
ACC-00148650
|
DEV-d3bf854a833a4edc
|
android
|
4.1.5
| 221
| 15
| 1
|
password
|
Akwa Ibom
|
188.48.205.57
|
completed
| false
|
9aa41418-d6a3-4b8c-b020-dc1c7008d8ec
| 2024-10-13T22:52:36
| 2024-10-13T22:55:23
|
CUS-00660269
|
ACC-00660269
|
DEV-bf1ef6ee603e44c0
|
android
|
4.2.1
| 167
| 10
| 1
|
biometric
|
Adamawa
|
88.174.207.126
|
completed
| false
|
224032b0-72aa-44e7-a5ff-ffb6ce3381d8
| 2024-11-20T15:07:16
| 2024-11-20T15:08:53
|
CUS-00787978
|
ACC-00787978
|
DEV-bed9a7dfb47e4001
|
android
|
4.1.4
| 97
| 8
| 0
|
biometric
|
Rivers
|
94.18.249.50
|
completed
| false
|
68a03064-0d13-432a-92e5-a31f13cf4a35
| 2024-03-24T18:35:36
| 2024-03-24T18:36:26
|
CUS-00472346
|
ACC-00472346
|
DEV-8ad65873622143d3
|
ios
|
4.2.1
| 50
| 7
| 1
|
pin
|
Rivers
|
131.177.171.161
|
completed
| false
|
eb234ccd-ef7f-4d40-a5da-f3bdb9065958
| 2024-04-21T16:46:17
| 2024-04-21T16:56:36
|
CUS-00326351
|
ACC-00326351
|
DEV-591c96a77aed44c7
|
android
|
4.2.0
| 619
| 4
| 0
|
password
|
Abuja (FCT)
|
176.193.95.229
|
completed
| false
|
c5f933da-9ad1-4b21-93be-a185cf326c5e
| 2023-09-17T16:23:21
| 2023-09-17T16:28:02
|
CUS-00089182
|
ACC-00089182
|
DEV-ecec467796184190
|
android
|
4.1.4
| 281
| 5
| 0
|
biometric
|
Abuja (FCT)
|
176.130.127.162
|
completed
| false
|
937727eb-5cd8-48e0-a4aa-3a2960f5dda2
| 2024-11-02T20:30:43
| 2024-11-02T20:33:59
|
CUS-00150264
|
ACC-00150264
|
DEV-939d9309e85f4391
|
ios
|
4.1.4
| 196
| 5
| 2
|
biometric
|
Edo
|
108.212.110.140
|
completed
| false
|
bb96e539-aa84-45e7-a94d-19a4aff2c95d
| 2024-10-13T23:34:29
| 2024-10-13T23:38:56
|
CUS-00472439
|
ACC-00472439
|
DEV-a6dddb2ea06f47c1
|
android
|
4.2.0
| 267
| 6
| 2
|
pin
|
Ogun
|
133.195.136.178
|
completed
| false
|
743ae62e-08a8-4e98-967d-f834440624d4
| 2024-08-23T12:54:42
| 2024-08-23T13:14:22
|
CUS-00148349
|
ACC-00148349
|
DEV-34e053dc8b924157
|
android
|
4.2.0
| 1,180
| 8
| 1
|
biometric
|
Lagos
|
143.135.117.236
|
completed
| false
|
3a86e9ee-e477-425a-97a4-c59f148a4d5e
| 2023-04-27T17:20:06
| 2023-04-27T17:24:04
|
CUS-00849068
|
ACC-00849068
|
DEV-9f8b64d089434c3b
|
android
|
4.2.1
| 238
| 9
| 0
|
password
|
Lagos
|
89.100.160.169
|
completed
| false
|
0f2d2faf-93b1-44af-afef-98fea32e16ea
| 2023-06-19T17:52:42
| 2023-06-19T17:58:15
|
CUS-00838920
|
ACC-00838920
|
DEV-8ad13fd526b540c7
|
android
|
4.1.5
| 333
| 6
| 3
|
biometric
|
Bauchi
|
149.95.241.89
|
completed
| false
|
fc9cb549-8f90-480d-a894-a86412aac516
| 2023-04-11T19:49:26
| 2023-04-11T20:03:43
|
CUS-00225250
|
ACC-00225250
|
DEV-33d37575d48c49fd
|
ios
|
4.2.0
| 857
| 9
| 3
|
biometric
|
Abia
|
75.40.24.219
|
completed
| false
|
3eea844b-c2c4-4e84-a367-e30279bde090
| 2024-05-05T02:24:47
| 2024-05-05T02:29:08
|
CUS-00282884
|
ACC-00282884
|
DEV-a44542f16435420e
|
ios
|
4.2.0
| 261
| 20
| 3
|
pin
|
Lagos
|
162.49.91.149
|
timeout
| false
|
f81dd6a1-51c1-4a8d-8008-0f580f5e0c4c
| 2023-07-01T11:56:16
| 2023-07-01T11:59:05
|
CUS-00537700
|
ACC-00537700
|
DEV-b76bb486534d4429
|
ios
|
4.2.1
| 169
| 7
| 0
|
pin
|
Abuja (FCT)
|
56.173.99.29
|
completed
| false
|
a2e87e13-a869-4a89-b926-9b69938ca67e
| 2024-03-13T07:20:58
| 2024-03-13T07:23:26
|
CUS-00766698
|
ACC-00766698
|
DEV-e7f7dbc2c19b40a4
|
android
|
4.1.5
| 148
| 4
| 2
|
biometric
|
Rivers
|
43.223.137.66
|
completed
| false
|
7eb61b9c-5e25-48d4-b545-5fcdc29e8f0c
| 2023-04-21T18:31:05
| 2023-04-21T18:31:43
|
CUS-00723010
|
ACC-00723010
|
DEV-60b79345d5844e00
|
ios
|
4.2.1
| 38
| 8
| 2
|
pattern
|
Imo
|
82.62.184.163
|
completed
| false
|
2f5335d7-0aa8-4b07-a9fb-d85ffb0361c8
| 2024-01-24T14:54:49
| 2024-01-24T15:06:49
|
CUS-00619511
|
ACC-00619511
|
DEV-86e12b05ccf149da
|
android
|
4.2.0
| 720
| 7
| 2
|
biometric
|
Kaduna
|
147.182.25.233
|
error
| false
|
033d9146-88d9-43c8-b0ef-0577f86e74ca
| 2024-01-13T11:24:32
| 2024-01-13T11:27:50
|
CUS-00040538
|
ACC-00040538
|
DEV-7fece9969f734ea0
|
android
|
4.2.0
| 198
| 4
| 0
|
password
|
Kano
|
194.202.26.161
|
completed
| false
|
a51b5b72-6b80-482e-94fc-11a76e2e1de6
| 2023-02-24T07:47:59
| 2023-02-24T07:53:04
|
CUS-00810612
|
ACC-00810612
|
DEV-844418f332db483a
|
android
|
4.0.9
| 305
| 7
| 2
|
biometric
|
Abuja (FCT)
|
54.105.162.217
|
completed
| false
|
bdac03db-14ca-4356-a74f-a3db1f67cd49
| 2023-10-10T16:44:36
| 2023-10-10T16:51:58
|
CUS-00643381
|
ACC-00643381
|
DEV-b53b13c4ea1b478e
|
android
|
4.2.1
| 442
| 12
| 1
|
pin
|
Lagos
|
120.173.13.193
|
completed
| false
|
5884c175-dd28-44f1-94ad-1e2ff84746e7
| 2024-11-09T08:02:21
| 2024-11-09T08:06:34
|
CUS-00661320
|
ACC-00661320
|
DEV-8afb62a7ed154557
|
android
|
4.2.1
| 253
| 6
| 1
|
biometric
|
Abuja (FCT)
|
138.155.118.113
|
completed
| false
|
6ee8998c-d11c-45cf-9948-a49151f46735
| 2024-10-08T20:10:07
| 2024-10-08T20:14:29
|
CUS-00020733
|
ACC-00020733
|
DEV-415e2918bb1d4ca5
|
android
|
4.2.1
| 262
| 7
| 0
|
biometric
|
Lagos
|
194.161.94.126
|
completed
| false
|
bf5415b6-3916-44c3-a45e-9dffaa4975d6
| 2024-09-30T06:55:19
| 2024-09-30T07:06:59
|
CUS-00566938
|
ACC-00566938
|
DEV-ce331c37441746c1
|
android
|
4.2.1
| 700
| 9
| 1
|
biometric
|
Yobe
|
69.19.137.159
|
completed
| false
|
1c398834-d172-483e-8182-add8c760d44e
| 2023-09-27T22:26:35
| 2023-09-27T22:28:31
|
CUS-00753084
|
ACC-00753084
|
DEV-9d3c368ef85b43f1
|
android
|
4.2.1
| 116
| 15
| 2
|
pattern
|
Ogun
|
167.31.147.192
|
completed
| false
|
980e2937-1cc1-4d5e-9661-77e3b8180cd6
| 2023-06-11T19:02:42
| 2023-06-11T19:04:42
|
CUS-00094255
|
ACC-00094255
|
DEV-e09655911c944dcf
|
android
|
4.2.1
| 120
| 8
| 0
|
pin
|
Enugu
|
57.106.28.50
|
completed
| false
|
5d489054-cbe6-467d-a40c-fa353f36e6e9
| 2023-07-01T21:55:39
| 2023-07-01T22:10:07
|
CUS-00258833
|
ACC-00258833
|
DEV-7dd2905f7f2b45c8
|
android
|
4.2.1
| 868
| 8
| 2
|
biometric
|
Delta
|
146.23.48.130
|
completed
| false
|
e475fd14-9933-40b3-a605-3fa865048f12
| 2023-05-30T09:39:33
| 2023-05-30T09:53:50
|
CUS-00363136
|
ACC-00363136
|
DEV-8b0670c336bb4f91
|
android
|
4.2.0
| 857
| 6
| 1
|
biometric
|
Ogun
|
90.177.163.137
|
error
| false
|
131eed49-3c14-4002-b2ec-5d7df8f99a8e
| 2024-07-23T09:27:59
| 2024-07-23T10:06:40
|
CUS-00024806
|
ACC-00024806
|
DEV-cf62627a643944ee
|
android
|
4.2.1
| 2,321
| 7
| 0
|
pattern
|
Kaduna
|
72.143.114.56
|
completed
| false
|
510d32c5-e35e-4131-a6ca-b2291f0547bc
| 2024-07-18T10:23:38
| 2024-07-18T10:25:45
|
CUS-00731237
|
ACC-00731237
|
DEV-f73c019602864c38
|
android
|
4.2.1
| 127
| 10
| 0
|
biometric
|
Lagos
|
54.148.128.187
|
completed
| false
|
fd7af3c3-362c-4e8b-b7bc-a1f7f7985115
| 2024-09-10T19:40:32
| 2024-09-10T19:41:29
|
CUS-00390903
|
ACC-00390903
|
DEV-2fbf9fdba03c4cec
|
android
|
4.2.1
| 57
| 11
| 0
|
password
|
Edo
|
63.37.146.147
|
completed
| false
|
207e56c5-cd94-4899-82a3-13801de525bd
| 2023-05-16T20:03:18
| 2023-05-16T20:09:58
|
CUS-00145898
|
ACC-00145898
|
DEV-c663086a2cfe4f1a
|
android
|
4.2.1
| 400
| 9
| 0
|
biometric
|
Anambra
|
184.226.166.151
|
completed
| false
|
29faee2d-4082-4e94-b612-6f4ca3e8565f
| 2024-02-08T17:36:43
| 2024-02-08T17:41:30
|
CUS-00305407
|
ACC-00305407
|
DEV-fe7c132b99eb42e4
|
ios
|
4.2.1
| 287
| 6
| 3
|
biometric
|
Zamfara
|
179.195.115.156
|
completed
| false
|
66a00bd2-cf06-4faf-8430-711e3ee6bea8
| 2023-05-26T20:17:47
| 2023-05-26T20:29:22
|
CUS-00825624
|
ACC-00825624
|
DEV-4a549419800c441b
|
android
|
4.2.1
| 695
| 2
| 2
|
pin
|
Kano
|
77.64.242.91
|
completed
| false
|
6ab55cad-57cb-45b9-82e9-cb2f3fa820a2
| 2023-05-22T14:05:40
| 2023-05-22T14:15:28
|
CUS-00419697
|
ACC-00419697
|
DEV-0dfb38c37149484f
|
android
|
4.2.1
| 588
| 16
| 1
|
biometric
|
Kano
|
183.218.94.178
|
completed
| false
|
ec1c9591-9ae3-4b8e-9087-dc05e7a72194
| 2024-03-23T14:18:59
| 2024-03-23T14:25:14
|
CUS-00532121
|
ACC-00532121
|
DEV-50518b2c61d64f73
|
android
|
4.2.0
| 375
| 4
| 1
|
biometric
|
Taraba
|
90.254.152.149
|
completed
| false
|
bf1ab7f2-0232-4435-b486-052dda404bd4
| 2024-08-12T16:09:21
| 2024-08-12T17:24:21
|
CUS-00100432
|
ACC-00100432
|
DEV-3d8c49a4594a4a8b
|
android
|
4.1.4
| 4,500
| 14
| 1
|
pattern
|
Lagos
|
136.41.36.53
|
completed
| false
|
24600a8c-207a-4f19-b259-34af9976e780
| 2023-03-17T20:31:21
| 2023-03-17T20:34:26
|
CUS-00836443
|
ACC-00836443
|
DEV-6adb7f6209b24e18
|
android
|
4.1.5
| 185
| 10
| 0
|
biometric
|
Lagos
|
191.154.234.217
|
completed
| false
|
6a03d3b0-fc1f-473f-ae04-6528b2633998
| 2024-02-24T12:14:39
| 2024-02-24T12:20:39
|
CUS-00064135
|
ACC-00064135
|
DEV-0bd052fd87dc498a
|
android
|
4.2.0
| 360
| 5
| 3
|
biometric
|
Sokoto
|
43.88.141.111
|
completed
| false
|
893562cc-9cfb-45fa-95f4-7995d7fd852c
| 2023-05-24T10:53:55
| 2023-05-24T11:00:56
|
CUS-00682838
|
ACC-00682838
|
DEV-c2d86a71c63149e2
|
android
|
4.2.1
| 421
| 10
| 2
|
biometric
|
Ekiti
|
172.100.92.159
|
completed
| false
|
c5ce1cfe-2ec8-4821-a704-c3e1a79f3435
| 2024-01-18T11:07:21
| 2024-01-18T11:08:17
|
CUS-00208035
|
ACC-00208035
|
DEV-87446bd12bf74c90
|
ios
|
4.0.9
| 56
| 5
| 3
|
password
|
Rivers
|
146.84.61.61
|
timeout
| false
|
929f2baf-a8b5-44c0-b1b1-a001ca829f8a
| 2024-11-20T16:30:34
| 2024-11-20T16:36:38
|
CUS-00395537
|
ACC-00395537
|
DEV-9914e4f238674159
|
android
|
4.1.4
| 364
| 9
| 0
|
biometric
|
Kwara
|
81.163.23.146
|
completed
| false
|
4975340e-3dc0-41a1-89c2-044b8171badc
| 2023-12-31T19:38:37
| 2023-12-31T20:03:10
|
CUS-00153752
|
ACC-00153752
|
DEV-cd3a9deffd4a433b
|
android
|
4.1.5
| 1,473
| 9
| 1
|
pattern
|
Lagos
|
126.199.246.62
|
completed
| false
|
7de9638a-6254-46d0-964a-51081b2b8aa1
| 2024-07-26T22:59:13
| 2024-07-26T23:12:31
|
CUS-00165625
|
ACC-00165625
|
DEV-b98aa548eabf43e7
|
android
|
4.2.1
| 798
| 8
| 2
|
pin
|
Oyo
|
163.57.54.85
|
completed
| false
|
221ec4b1-efd6-4a10-b963-dbf3cfa85692
| 2023-11-30T19:20:47
| 2023-11-30T19:22:12
|
CUS-00763462
|
ACC-00763462
|
DEV-fd0a217cc4a94a79
|
ios
|
4.0.9
| 85
| 16
| 2
|
biometric
|
Kwara
|
74.15.65.238
|
completed
| false
|
9546f4de-722f-46b0-8f39-05c385c2d8fd
| 2024-10-15T15:39:05
| 2024-10-15T15:52:20
|
CUS-00351491
|
ACC-00351491
|
DEV-c12bab22c0894b14
|
android
|
4.2.1
| 795
| 10
| 1
|
biometric
|
Lagos
|
79.224.211.29
|
completed
| false
|
b66f393b-90ab-4197-98bf-ebcb21f4e0be
| 2024-10-17T09:31:41
| 2024-10-17T09:36:07
|
CUS-00099791
|
ACC-00099791
|
DEV-acb096cd28f04919
|
android
|
4.2.0
| 266
| 5
| 1
|
biometric
|
Abuja (FCT)
|
174.107.111.125
|
completed
| false
|
6582b2b8-5c8d-4e69-97d0-42b437b0e500
| 2024-10-18T20:06:17
| 2024-10-18T20:22:14
|
CUS-00715318
|
ACC-00715318
|
DEV-4823b7bbcc0c44a3
|
ios
|
4.2.0
| 957
| 4
| 2
|
pattern
|
Rivers
|
144.101.192.216
|
completed
| false
|
ecb1e6d3-ae33-4bf8-9fdd-066df6dfc662
| 2023-07-14T09:24:02
| 2023-07-14T09:24:12
|
CUS-00721163
|
ACC-00721163
|
DEV-bb5f6083fb3e4741
|
android
|
4.2.0
| 10
| 8
| 0
|
biometric
|
Lagos
|
108.104.78.111
|
completed
| false
|
31ea7503-d9d0-4675-af8b-72ab0a439128
| 2024-07-07T19:25:35
| 2024-07-07T19:26:26
|
CUS-00031076
|
ACC-00031076
|
DEV-f7da825bb3574b95
|
ios
|
4.1.5
| 51
| 8
| 5
|
biometric
|
Lagos
|
71.159.239.224
|
completed
| false
|
96639968-d6bb-4540-b667-877835545783
| 2023-05-30T17:03:45
| 2023-05-30T17:07:50
|
CUS-00387242
|
ACC-00387242
|
DEV-778335de8af94be3
|
android
|
4.1.5
| 245
| 7
| 0
|
pin
|
Enugu
|
44.196.61.74
|
completed
| false
|
4c5041c9-d48a-493f-a9da-a4088efc7b58
| 2023-09-27T07:05:29
| 2023-09-27T07:06:40
|
CUS-00165679
|
ACC-00165679
|
DEV-231bf4849faa4ecf
|
android
|
4.2.1
| 71
| 8
| 2
|
pin
|
Kano
|
49.155.101.250
|
completed
| false
|
74fe162a-d810-49bb-8d54-ba5bfb6c7752
| 2024-05-15T19:46:15
| 2024-05-15T19:58:48
|
CUS-00727500
|
ACC-00727500
|
DEV-ef559f38da41460d
|
ios
|
4.1.4
| 753
| 9
| 1
|
biometric
|
Rivers
|
135.225.253.21
|
completed
| false
|
d589b45a-946d-4b47-abfd-682ad502820c
| 2023-01-17T12:23:54
| 2023-01-17T12:33:58
|
CUS-00152465
|
ACC-00152465
|
DEV-1becd980cd3847fa
|
ios
|
4.2.0
| 604
| 9
| 1
|
biometric
|
Abuja (FCT)
|
80.229.214.235
|
completed
| false
|
88195372-4f00-4ba8-b610-ff08f2a3af0c
| 2024-01-09T16:55:36
| 2024-01-09T16:59:40
|
CUS-00006610
|
ACC-00006610
|
DEV-9f07dbe1d5034928
|
android
|
4.2.1
| 244
| 3
| 2
|
pattern
|
Kaduna
|
66.163.126.115
|
completed
| false
|
44750196-863a-414a-b215-30c7f3f0d1a4
| 2023-08-14T06:41:49
| 2023-08-14T06:51:02
|
CUS-00308803
|
ACC-00308803
|
DEV-4fc59ea9497246f7
|
android
|
4.2.1
| 553
| 13
| 4
|
biometric
|
Abuja (FCT)
|
193.181.231.66
|
completed
| false
|
31f4c769-3e9c-4dcb-82e6-3a5cc2d6d130
| 2023-02-06T18:45:38
| 2023-02-06T18:48:29
|
CUS-00098728
|
ACC-00098728
|
DEV-348939e938b648b2
|
android
|
4.2.0
| 171
| 7
| 1
|
biometric
|
Kwara
|
160.113.26.158
|
completed
| false
|
11231287-1b30-46ab-842f-60277cac143f
| 2024-03-30T18:27:25
| 2024-03-30T18:28:45
|
CUS-00930353
|
ACC-00930353
|
DEV-f4a5c2eb1c6c4c18
|
android
|
4.2.0
| 80
| 13
| 2
|
biometric
|
Akwa Ibom
|
78.103.39.134
|
completed
| false
|
6894808c-3f15-43ba-a67f-909bc1740df5
| 2023-09-06T20:27:15
| 2023-09-06T20:30:32
|
CUS-00783930
|
ACC-00783930
|
DEV-aa5bf212c0bc4bf0
|
android
|
4.2.1
| 197
| 9
| 3
|
biometric
|
Bayelsa
|
175.27.41.69
|
completed
| false
|
57831d95-a6a0-4201-ac79-9ab108553dc9
| 2024-12-01T14:53:34
| 2024-12-01T14:54:58
|
CUS-00805992
|
ACC-00805992
|
DEV-c536764556764280
|
android
|
4.2.1
| 84
| 11
| 4
|
biometric
|
Anambra
|
47.16.123.144
|
completed
| false
|
03d82f97-876f-4a6a-b138-a2c0c50b73fb
| 2023-06-30T18:19:20
| 2023-06-30T18:34:07
|
CUS-00368931
|
ACC-00368931
|
DEV-89a77a3b21e6437f
|
ios
|
4.2.1
| 887
| 9
| 0
|
biometric
|
Adamawa
|
141.76.20.4
|
completed
| false
|
d57bf970-9eaa-4c34-a223-85196420710b
| 2023-07-14T11:36:38
| 2023-07-14T12:18:32
|
CUS-00819394
|
ACC-00819394
|
DEV-96d335761101418d
|
android
|
4.2.0
| 2,514
| 7
| 2
|
biometric
|
Jigawa
|
196.247.124.67
|
completed
| false
|
b2749ee7-0a30-4ef0-927d-94010c533014
| 2024-05-28T16:21:38
| 2024-05-28T16:22:34
|
CUS-00418166
|
ACC-00418166
|
DEV-92304d6f7ca14131
|
android
|
4.2.1
| 56
| 8
| 3
|
pattern
|
Kaduna
|
109.74.84.48
|
error
| false
|
c10ae79c-318a-4e61-9a2e-35bcd6d5152d
| 2023-10-17T13:27:50
| 2023-10-17T13:36:00
|
CUS-00358242
|
ACC-00358242
|
DEV-3d7fe8582b7f47bd
|
android
|
4.2.0
| 490
| 12
| 3
|
biometric
|
Ondo
|
90.2.220.160
|
completed
| false
|
cd220ee1-5aae-41ce-8c6d-b406381bbc10
| 2023-05-02T18:12:48
| 2023-05-02T18:14:23
|
CUS-00697554
|
ACC-00697554
|
DEV-d33fac09cd524c40
|
android
|
4.2.1
| 95
| 12
| 1
|
biometric
|
Lagos
|
91.65.59.137
|
completed
| false
|
88fd4467-7876-4e3c-a18d-4f82f183d375
| 2024-02-02T19:00:36
| 2024-02-02T19:03:28
|
CUS-00321844
|
ACC-00321844
|
DEV-0e6cec6cef514d6f
|
android
|
4.2.1
| 172
| 6
| 1
|
biometric
|
Anambra
|
96.153.201.172
|
completed
| false
|
6b6b39eb-2c5d-4042-a862-aa400dba4efc
| 2023-09-21T20:03:03
| 2023-09-21T20:04:46
|
CUS-00427660
|
ACC-00427660
|
DEV-cda1dca59ff04d64
|
android
|
4.2.0
| 103
| 8
| 2
|
biometric
|
Lagos
|
181.144.10.5
|
completed
| false
|
92d1c5e5-7491-4d52-a109-430592f35433
| 2024-09-29T20:19:08
| 2024-09-29T20:27:09
|
CUS-00334017
|
ACC-00334017
|
DEV-fff5ba5c7975401f
|
android
|
4.2.1
| 481
| 10
| 1
|
biometric
|
Abuja (FCT)
|
178.23.217.143
|
completed
| false
|
8401f04b-a73d-497c-8bcb-a7ab0de35d87
| 2024-01-28T19:32:55
| 2024-01-28T19:45:55
|
CUS-00284521
|
ACC-00284521
|
DEV-5cde43ff59d243c9
|
android
|
4.1.5
| 780
| 13
| 2
|
biometric
|
Lagos
|
41.1.208.45
|
timeout
| false
|
b02a1dfb-8271-465c-9bc6-c655a0db3b17
| 2023-01-26T11:14:32
| 2023-01-26T11:15:38
|
CUS-00704758
|
ACC-00704758
|
DEV-eed3d62a0604491d
|
android
|
4.2.1
| 66
| 7
| 2
|
biometric
|
Imo
|
195.65.209.207
|
completed
| false
|
1a888c8a-334f-4555-9e93-40b8daed52d9
| 2023-04-30T20:09:53
| 2023-04-30T20:11:23
|
CUS-00945057
|
ACC-00945057
|
DEV-ff0b23d75a0741ee
|
android
|
4.2.1
| 90
| 7
| 2
|
biometric
|
Abuja (FCT)
|
126.129.79.114
|
completed
| false
|
fd509a7a-0ca3-4f40-ae9c-b3c7a38b4a9d
| 2023-07-20T20:39:16
| 2023-07-20T20:48:43
|
CUS-00649136
|
ACC-00649136
|
DEV-cf6618d6a8b44c14
|
ios
|
4.2.1
| 567
| 8
| 0
|
biometric
|
Lagos
|
152.119.141.241
|
completed
| false
|
ea1143ba-4dfc-4edd-94c3-267732f158f0
| 2023-11-23T10:56:56
| 2023-11-23T11:00:02
|
CUS-00469028
|
ACC-00469028
|
DEV-f8983b7672494272
|
android
|
4.2.1
| 186
| 5
| 3
|
biometric
|
Nasarawa
|
90.73.114.118
|
completed
| false
|
78f16ab6-0c3f-4b3a-8ae2-1290dfa4716b
| 2023-06-04T20:12:51
| 2023-06-04T20:15:06
|
CUS-00808470
|
ACC-00808470
|
DEV-2f2063bb6d4748d2
|
android
|
4.2.0
| 135
| 7
| 2
|
biometric
|
Rivers
|
58.76.246.87
|
timeout
| false
|
81605067-e854-4c7b-8a42-38d881f32218
| 2023-03-07T11:52:05
| 2023-03-07T12:00:20
|
CUS-00616797
|
ACC-00616797
|
DEV-b2efd4f0cbc94a56
|
ios
|
4.2.0
| 495
| 10
| 3
|
biometric
|
Kano
|
80.63.241.95
|
completed
| false
|
0006ea8a-62e4-4a4d-a470-5ce3ee374095
| 2024-02-08T18:34:10
| 2024-02-08T18:35:06
|
CUS-00927528
|
ACC-00927528
|
DEV-90855828833343ec
|
android
|
4.1.5
| 56
| 8
| 0
|
pattern
|
Rivers
|
100.51.84.31
|
timeout
| false
|
e3a7595f-a53f-42a3-86c7-347472bc1aeb
| 2023-04-11T17:14:34
| 2023-04-11T17:26:33
|
CUS-00120836
|
ACC-00120836
|
DEV-d42b8098ddcc4dde
|
android
|
4.0.9
| 719
| 8
| 2
|
biometric
|
Kano
|
63.76.138.194
|
completed
| false
|
7119eeba-7313-4422-a26c-d707e6b5ef76
| 2024-05-22T20:45:45
| 2024-05-22T20:47:37
|
CUS-00458291
|
ACC-00458291
|
DEV-cb5964e8f04a4e6e
|
ios
|
4.2.1
| 112
| 13
| 0
|
pin
|
Rivers
|
190.120.153.24
|
completed
| false
|
8f7475a4-7de7-4423-a4b8-edc310d5f15f
| 2023-09-22T19:20:16
| 2023-09-22T19:23:34
|
CUS-00683793
|
ACC-00683793
|
DEV-53cc9940db514ad6
|
android
|
4.2.0
| 198
| 6
| 1
|
biometric
|
Lagos
|
116.175.176.228
|
completed
| false
|
a0973b8b-fef4-4ddb-9e52-51ee08cacc97
| 2024-11-08T06:04:06
| 2024-11-08T06:08:44
|
CUS-00691913
|
ACC-00691913
|
DEV-cea2b0eac70f48ff
|
android
|
4.1.4
| 278
| 10
| 4
|
pin
|
Delta
|
122.20.234.242
|
completed
| false
|
94cfb22f-226f-42f9-994f-19204cb06c6a
| 2023-04-05T11:23:53
| 2023-04-05T11:24:43
|
CUS-00327326
|
ACC-00327326
|
DEV-c94c62e799a7409f
|
ios
|
4.1.5
| 50
| 8
| 1
|
biometric
|
Oyo
|
123.118.132.249
|
completed
| false
|
e6794ddf-88db-4a09-961b-1b41411e1ed9
| 2024-05-17T20:40:21
| 2024-05-17T20:43:33
|
CUS-00317119
|
ACC-00317119
|
DEV-7e283e49db3f4077
|
android
|
4.2.1
| 192
| 8
| 2
|
pin
|
Katsina
|
195.8.91.172
|
completed
| false
|
41eab35a-7599-41a0-920d-f86f70d59ff5
| 2024-02-12T16:05:01
| 2024-02-12T16:08:40
|
CUS-00731818
|
ACC-00731818
|
DEV-800e7c68c08141f6
|
ios
|
4.2.1
| 219
| 7
| 4
|
biometric
|
Lagos
|
169.68.21.39
|
completed
| false
|
f7a9d04a-d265-4c14-8a36-e5e9d3038a42
| 2023-01-28T11:39:12
| 2023-01-28T11:45:35
|
CUS-00271025
|
ACC-00271025
|
DEV-daf4fb02edd04a11
|
ios
|
4.2.1
| 383
| 6
| 2
|
biometric
|
Rivers
|
99.117.64.139
|
completed
| false
|
badc5b51-4bae-4233-a4d6-e8bf288fdcb3
| 2023-07-18T20:04:15
| 2023-07-18T20:19:02
|
CUS-00846926
|
ACC-00846926
|
DEV-6a578966ee504430
|
android
|
4.2.0
| 887
| 6
| 4
|
pin
|
Abuja (FCT)
|
156.98.146.38
|
completed
| false
|
End of preview. Expand
in Data Studio
Mobile Banking App Sessions
Dataset Description
Nigerian mobile banking app sessions with session hijacking fraud labels
This is a production-grade synthetic dataset with authentic Nigerian banking context, designed for session hijacking detection, account takeover prevention, and mobile fraud detection.
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, Poisson action counts, 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, device_os, app_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_mobile_banking_sessions")
# Load specific split
train_data = load_dataset("electricsheepafrica/nigerian_mobile_banking_sessions", split="train")
Labels
- Type: Fraud flag (0.8% prevalence)
- Use Case: session hijacking detection, account takeover prevention, and mobile fraud detection
Nigerian Context
Nigerian mobile banking behaviors, device OS distribution (75% Android, 25% iOS), biometric authentication prevalence, and authentic fraud patterns including location jumps and rooted devices.
Citation
@dataset{nigerian_banking_mobile_banking_sessions,
title = {Nigerian Mobile Banking App Sessions},
author = {Electric Sheep Africa},
year = {2025},
publisher = {Hugging Face},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/nigerian_mobile_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
- 38
Size of downloaded dataset files:
295 MB
Size of the auto-converted Parquet files:
295 MB
Number of rows:
3,000,000