transaction_id
string
timestamp
string
sender_account
int64
receiver_account
int64
transaction_type
string
merchant_category
string
location
string
device_used
string
is_fraud
bool
fraud_type
string
time_since_last_transaction
float64
spending_deviation_score
float64
velocity_score
int64
geo_anomaly_score
float64
payment_channel
string
ip_address
string
device_hash
string
amount_ngn
float64
bvn_linked
bool
new_device_transaction
bool
sender_persona
string
geospatial_velocity_anomaly
bool
txn_hour
int64
is_weekend
int64
is_salary_week
int64
is_night_txn
int64
device_seen_count
int64
is_device_shared
int64
ip_seen_count
int64
is_ip_shared
int64
user_txn_count_total
int64
user_avg_txn_amt
float64
user_std_txn_amt
float64
user_txn_frequency_24h
int64
user_top_category
string
txn_count_last_1h
int64
txn_count_last_24h
int64
total_amount_last_1h
float64
time_since_last
float64
avg_gap_between_txns
float64
merchant_fraud_rate
float64
channel_risk_score
float64
persona_fraud_risk
float64
location_fraud_risk
float64
ip_geo_region
string
T2162315
2023-01-24 09:54:06.198396
1,000,018,177
8,385,560,081
deposit
Local Market Purchase
Aba
mobile
false
null
-781.789743
-0.36
12
0.98
USSD
197.210.68.224
D9236642
654,135.08
true
true
Student
false
9
0
0
0
2
1
21
1
10
654,135.08
0
1
Arik Air Flight
1
1
654,135.08
0
0
0.1
0.8
0.5
0.1
South East
T1764581
2023-02-22 16:16:19.271951
1,000,018,177
5,643,014,197
payment
SPAR Purchase
Onitsha
mobile
false
null
-2,179.267157
0.07
8
0.71
Bank Transfer
41.58.166.64
D8740185
33,314.03
true
true
Student
false
16
0
0
0
1
0
36
1
10
343,724.555
438,986.774358
2
Arik Air Flight
2
2
687,449.11
42,142.217893
21,071.108946
0.1
0.3
0.5
0.1
South East
T3305551
2023-05-04 16:01:42.312142
1,000,018,177
7,722,691,989
withdrawal
Other Transaction
Onitsha
web
false
null
-5,137.349487
1.95
10
0.56
USSD
197.210.67.69
D7245355
32,536.66
false
true
Student
false
16
0
0
0
1
0
19
1
10
239,995.256667
358,655.81834
3
Arik Air Flight
3
3
719,985.77
102,225.384003
48,122.533965
0.1
0.8
0.5
0
South East
T174955
2023-05-07 13:15:03.037215
1,000,018,177
4,987,435,115
payment
Ikeja Electric Bill
Benin City
atm
false
null
null
-1.13
19
0.35
Bank Transfer
105.112.143.74
D9569972
13,445.11
true
false
Student
false
13
1
0
0
1
0
5
1
10
183,357.72
313,986.049995
4
Arik Air Flight
4
4
733,430.88
4,153.345418
37,130.236828
0.1
0.3
0.5
0.1
South South
T3695059
2023-06-08 11:37:39.155188
1,000,018,177
7,939,643,449
withdrawal
Arik Air Flight
Aba
web
false
null
-1,177.398437
-1.47
9
0.03
Mobile App
197.210.155.144
D7055570
125,112.56
true
true
Student
false
11
0
0
0
2
1
19
1
10
171,708.688
273,164.656254
5
Arik Air Flight
5
5
858,543.44
45,982.601966
38,900.709856
0.1
0.6
0.5
0
South East
T3570163
2023-07-09 09:17:22.527477
1,000,018,177
4,558,231,099
deposit
SPAR Purchase
Aba
atm
false
null
1,843.093949
-0.01
16
0.44
USSD
197.210.235.184
D7329979
124,961.92
true
true
Student
false
9
1
0
0
1
0
22
1
10
163,917.56
245,070.099347
6
Arik Air Flight
6
6
983,505.36
44,499.722871
39,833.878692
0
0.8
0.5
0
South East
T4140535
2023-09-26 15:21:25.568386
1,000,018,177
9,639,499,458
payment
Other Transaction
Onitsha
web
false
null
-1,999.703952
-1.55
7
0.42
Bank Transfer
41.58.130.66
D7907900
16,942.59
true
true
Student
false
15
0
1
0
1
0
33
1
10
142,921.135714
230,511.193129
7
Arik Air Flight
7
7
1,000,447.95
114,124.050682
50,446.760405
0
0.3
0.5
0
South East
T4335157
2023-11-27 01:11:17.307058
1,000,018,177
8,755,302,743
payment
Arik Air Flight
Onitsha
pos
false
null
1,375.883261
-0.25
19
0.95
Card
105.115.195.152
D9470880
6,636.34
true
true
Student
false
1
0
1
0
2
1
6
1
10
125,885.53625
218,783.752758
8
Arik Air Flight
8
8
1,007,084.29
88,429.862311
55,194.648143
0
0.4
0.5
0
South East
T3909661
2023-12-27 16:43:09.797283
1,000,018,177
1,838,506,631
transfer
Arik Air Flight
Port Harcourt
atm
false
null
4,219.894623
0.25
15
0.94
Mobile App
197.210.234.155
D1843231
9,649.37
true
true
Student
false
16
0
1
0
1
0
19
1
10
112,970.406667
208,288.848265
9
Arik Air Flight
9
9
1,016,733.66
44,131.874837
53,965.451109
0
0.6
0.5
0.1
South South
T2908956
2023-12-28 09:24:40.463839
1,000,018,177
8,164,600,511
transfer
Arik Air Flight
Benin City
atm
false
null
7,937.485352
0.36
15
0.03
Bank Transfer
105.115.250.39
D5462644
6,215.44
true
true
Student
false
9
0
1
0
1
0
10
1
10
102,294.91
199,257.208181
10
Arik Air Flight
10
10
1,022,949.1
1,001.511109
48,669.057109
0
0.3
0.5
0
South South
T525337
2023-01-24 15:07:46.146045
1,000,025,084
7,759,296,703
transfer
Filmhouse Cinemas Ticket
Lagos
atm
false
null
-3,369.328546
-1.6
13
0.25
Mobile App
41.58.155.133
D4283126
11,278.9
true
true
Salary Earner
false
15
0
0
0
2
1
42
1
8
11,278.9
0
1
Other Transaction
1
1
11,278.9
0
0
0.1
0.6
0.4
0.1
South West
T847537
2023-03-22 11:56:12.337604
1,000,025,084
2,905,273,244
payment
Other Transaction
Kano
atm
false
null
-1,528.942434
-1.64
12
0.32
Bank Transfer
102.89.38.66
D8067289
10,899.84
true
true
Salary Earner
false
11
0
0
0
1
0
282
1
8
11,089.37
268.035896
2
Other Transaction
2
2
22,178.74
81,888.436526
40,944.218263
0
0.3
0.4
0.1
North West
T4428638
2023-04-22 03:21:41.132620
1,000,025,084
9,511,954,333
withdrawal
Data Subscription (Airtel)
Abuja
mobile
false
null
-3,354.323026
-0.66
13
0.73
USSD
105.115.162.241
D5729906
290,621.3
true
true
Salary Earner
false
3
1
0
0
1
0
10
1
8
104,266.68
161,387.946322
3
Other Transaction
3
3
312,800.04
44,125.479917
42,004.638814
0.1
0.8
0.4
0.1
North Central
T642351
2023-05-25 13:41:34.100943
1,000,025,084
8,486,266,607
deposit
ABC Transport Ticket
Lagos
atm
false
null
2,831.981654
0.57
6
0.46
Mobile App
102.89.44.46
D8515852
1,390,263.87
true
true
Salary Earner
false
13
0
1
0
2
1
318
1
8
425,765.9775
656,362.125139
4
Other Transaction
4
4
1,703,063.91
48,139.882805
43,538.449812
0.1
0.6
0.4
0
South West
T315284
2023-05-26 18:50:42.912482
1,000,025,084
4,106,538,686
deposit
Arik Air Flight
Abuja
atm
false
null
null
-0.36
14
0.51
USSD
197.210.201.42
D1725551
3,292,260.54
true
false
Salary Earner
false
18
0
1
0
1
0
13
1
8
999,064.89
1,402,307.614205
5
Other Transaction
5
5
4,995,324.45
1,749.146859
35,180.589221
0
0.8
0.4
0
North Central
T3343030
2023-07-13 09:35:39.029025
1,000,025,084
3,019,630,960
payment
DSTV Payment
Kaduna
pos
false
null
-2,855.626533
1.39
5
0.43
Card
197.210.157.110
D4957275
150,329.46
false
true
Salary Earner
false
9
0
0
0
3
1
23
1
8
857,608.985
1,301,242.465585
6
Other Transaction
6
6
5,145,653.91
68,564.935276
40,744.646897
0.1
0.4
0.4
0.1
North West
T3620099
2023-08-16 14:55:37.026147
1,000,025,084
1,281,652,235
withdrawal
ATM Withdrawal
Onitsha
pos
false
null
990.631666
0.32
1
0.88
Mobile App
197.210.226.42
D6641148
66,292.17
true
true
Salary Earner
false
14
0
0
0
2
1
25
1
8
744,563.725714
1,224,941.322294
7
Other Transaction
7
7
5,211,946.08
49,279.966619
41,963.978286
0.1
0.6
0.4
0
South East
T879662
2023-11-17 15:18:15.546612
1,000,025,084
3,661,272,463
withdrawal
Other Transaction
Lagos
pos
false
null
5,913.246447
-0.48
6
0.17
Mobile App
197.210.47.116
D9265796
157,387.68
true
true
Salary Earner
false
15
0
0
0
2
1
17
1
8
671,166.72
1,152,919.660406
8
Other Transaction
8
8
5,369,333.76
133,942.642008
53,461.311251
0
0.6
0.4
0
South West
T5009180
2023-03-10 12:11:02.165112
1,000,031,378
9,331,933,616
withdrawal
Paystack Payment
Ibadan
pos
true
Account Takeover
-6,642.411843
1.65
2
0.79
USSD
41.58.180.232
D2385922
2,220,083.32
true
true
Trader
false
12
0
0
0
1
0
30
1
5
2,220,083.32
0
1
DSTV Payment
1
1
2,220,083.32
0
0
0.1
0.8
0.7
0.1
South West
T2382797
2023-04-08 21:45:31.796311
1,000,031,378
1,239,875,502
withdrawal
Airtime Top-up (MTN)
Benin City
mobile
false
null
-1,746.622763
1.06
3
0.99
Card
102.89.33.194
D5941081
382,381.52
true
true
Trader
false
21
1
0
0
2
1
334
1
5
1,301,232.42
1,299,451.404579
2
DSTV Payment
2
2
2,602,464.84
42,334.493853
21,167.246927
0.1
0.4
0.7
0
South South
T281289
2023-06-25 15:38:08.744205
1,000,031,378
3,301,678,880
payment
Bet9ja Stake
Aba
mobile
false
null
null
-1.34
15
0.71
Bank Transfer
102.89.37.228
D8255677
722,783.98
true
false
Trader
false
15
1
1
0
1
0
320
1
5
1,108,416.273333
977,661.074032
3
DSTV Payment
3
3
3,325,248.82
111,952.615798
51,429.036551
0.1
0.3
0.7
0
South East
T3295709
2023-11-17 15:21:31.106187
1,000,031,378
9,233,889,964
deposit
DSTV Payment
Onitsha
mobile
false
null
5,244.255642
1.55
14
0.98
USSD
102.89.36.57
D4569179
10,000
true
true
Trader
false
15
0
0
0
1
0
289
1
5
833,812.205
968,939.468955
4
DSTV Payment
4
4
3,335,248.82
208,783.3727
90,767.620588
0
0.8
0.7
0
South East
T4849912
2023-12-27 13:07:39.800004
1,000,031,378
5,536,400,373
deposit
DSTV Payment
Enugu
pos
false
null
433.728526
0.1
1
0.07
Mobile App
197.210.110.248
D1048604
7,710,689.43
true
true
Trader
false
13
0
1
0
1
0
17
1
5
2,209,187.65
3,187,855.210705
5
DSTV Payment
5
5
11,045,938.25
57,466.144897
84,107.32545
0
0.6
0.7
0.1
South East
T4118023
2023-02-03 11:13:49.824031
1,000,055,612
6,604,164,520
deposit
Other Transaction
Abuja
pos
false
null
-5,103.553718
1.09
20
0.21
Mobile App
41.58.221.22
D8435066
6,105,898.77
true
true
Trader
false
11
0
0
0
1
0
39
1
4
6,105,898.77
0
1
Other Transaction
1
1
6,105,898.77
0
0
0
0.6
0.7
0
North Central
T4561601
2023-05-11 17:31:48.543949
1,000,055,612
2,245,593,994
withdrawal
Other Transaction
Benin City
mobile
false
null
2,451.106033
-0.59
17
0.83
Bank Transfer
197.210.49.204
D5460432
707,721.49
true
true
Trader
false
17
0
0
0
2
1
19
1
4
3,406,810.13
3,817,087.760735
2
Other Transaction
2
2
6,813,620.26
140,057.978665
70,028.989333
0
0.3
0.7
0
South South
T847979
2023-06-26 14:10:56.251878
1,000,055,612
4,908,952,167
withdrawal
Other Transaction
Enugu
atm
false
null
null
1.09
9
0.94
Card
102.89.45.20
D9637960
694,352.32
true
false
Trader
false
14
0
1
0
1
0
316
1
4
2,502,657.526667
3,120,505.612384
3
Other Transaction
3
3
7,507,972.58
66,039.128465
68,699.03571
0
0.4
0.7
0
South East
T1262803
2023-09-06 12:23:58.209290
1,000,055,612
5,180,882,608
payment
Filmhouse Cinemas Ticket
Onitsha
web
false
null
1,810.334988
-0.94
2
0.59
Mobile App
105.112.28.39
D7562350
416,793.72
true
true
Trader
false
12
0
0
0
3
1
8
1
4
1,981,191.575
2,753,072.91457
4
Other Transaction
4
4
7,924,766.3
103,573.032624
77,417.534939
0
0.6
0.7
0
South East
T4366209
2023-04-07 11:08:11.926790
1,000,076,996
7,938,806,307
payment
ABC Transport Ticket
Kaduna
atm
false
null
-2,327.697272
0.93
14
0.51
USSD
197.210.3.46
D8846953
396,509
true
true
Trader
false
11
0
0
0
2
1
13
1
6
396,509
0
1
Shoprite Purchase
1
1
396,509
0
0
0
0.8
0.7
0
North West
T4684426
2023-04-28 14:21:29.144337
1,000,076,996
8,346,101,542
deposit
Shoprite Purchase
Port Harcourt
atm
false
null
-143.574106
0.39
8
0.92
USSD
102.89.46.214
D1583147
1,704,994.99
true
true
Trader
false
14
0
1
0
2
1
326
1
6
1,050,751.995
925,239.316617
2
Shoprite Purchase
2
2
2,101,503.99
30,433.286959
15,216.64348
0.1
0.8
0.7
0
South South
T2969299
2023-08-07 16:36:51.106319
1,000,076,996
4,071,547,431
deposit
DSTV Payment
Enugu
mobile
false
null
-3,594.641063
1.58
18
0.08
Card
102.89.35.209
D4845263
4,786,959.83
true
true
Trader
false
16
0
0
0
1
0
338
1
6
2,296,154.606667
2,254,133.290634
3
Shoprite Purchase
3
3
6,888,463.82
145,575.366033
58,669.550997
0
0.4
0.7
0
South East
T846522
2023-08-26 14:12:14.361464
1,000,076,996
5,833,112,475
transfer
Shoprite Purchase
Port Harcourt
pos
false
null
-346.656141
0.18
20
0.59
Mobile App
102.89.42.138
D6931930
10,000
true
true
Trader
false
14
1
1
0
1
0
297
1
6
1,724,615.955
2,166,572.634991
4
Shoprite Purchase
4
4
6,898,463.82
27,215.387586
50,806.010144
0
0.6
0.7
0
South South
T646066
2023-09-02 12:03:35.468315
1,000,076,996
5,001,776,716
transfer
POS Withdrawal
Enugu
mobile
false
null
null
-1.05
10
0.25
Bank Transfer
41.58.159.198
D7346492
107,997.11
true
false
Trader
false
12
1
0
0
2
1
35
1
6
1,401,292.186
2,010,775.729668
5
Shoprite Purchase
5
5
7,006,460.93
9,951.351781
42,635.078472
0.1
0.3
0.7
0
South East
T1432371
2023-12-25 13:58:01.932944
1,000,076,996
6,075,122,995
deposit
Konga Order
Ibadan
mobile
true
Account Takeover
2,874.54877
1.18
6
0.91
Card
105.114.27.186
D9621895
3,217,071.66
true
true
Trader
false
13
0
1
0
2
1
12
1
6
1,703,922.098333
1,945,272.323108
6
Shoprite Purchase
6
6
10,223,532.59
164,274.441077
62,908.305573
0.1
0.4
0.7
1
South West
T2473260
2023-01-16 22:51:31.174085
1,000,082,040
5,290,853,764
transfer
POS Withdrawal
Abuja
atm
false
null
-7,836.11966
0.23
7
0.85
USSD
102.89.35.96
D1833115
425,399.19
true
true
Trader
false
22
0
0
0
2
1
290
1
6
425,399.19
0
1
Other Transaction
1
1
425,399.19
0
0
0
0.8
0.7
0
North Central
T3236851
2023-03-20 20:17:48.049754
1,000,082,040
4,071,417,910
payment
Other Transaction
Lagos
pos
true
Identity Fraud
1,666.551354
-2.01
13
0.2
Bank Transfer
41.58.247.112
D8046950
159,240.05
false
true
Trader
false
20
0
0
0
1
0
41
1
6
292,319.62
188,202.932769
2
Other Transaction
2
2
584,639.24
90,566.281261
45,283.140631
0
0.3
0.7
0
South West
T2098457
2023-07-11 12:22:55.858762
1,000,082,040
9,679,674,329
withdrawal
Other Transaction
Enugu
pos
false
null
null
-0.02
7
0.21
USSD
197.210.219.191
D9205015
1,107,905.52
true
false
Trader
false
12
0
0
0
1
0
20
1
6
564,181.586667
489,322.959518
3
Other Transaction
3
3
1,692,544.76
162,245.13015
84,270.47047
0.125
0.8
0.7
0
South East
T4824116
2023-11-22 17:23:35.454384
1,000,082,040
2,359,269,039
payment
ATM Withdrawal
Port Harcourt
atm
false
null
-438.184512
-0.19
10
0.21
Mobile App
197.210.179.0
D8556147
988,538.13
true
true
Trader
false
17
0
0
0
2
1
14
1
6
670,270.7225
452,376.235127
4
Other Transaction
4
4
2,681,082.89
193,260.659927
111,518.017835
0
0.6
0.7
0
South South
T3356635
2023-11-26 12:17:05.696920
1,000,082,040
7,904,315,049
payment
Flutterwave Payment
Benin City
mobile
false
null
6,025.433513
-0.42
9
0.17
Mobile App
197.210.85.114
D3204465
1,785,796.55
true
true
Trader
false
12
1
1
0
1
0
11
1
6
893,375.888
634,320.713792
5
Other Transaction
5
5
4,466,879.44
5,453.504042
90,305.115076
0.1
0.6
0.7
0
South South
T2144028
2023-12-06 22:20:46.948517
1,000,082,040
7,784,191,528
withdrawal
SportyBet Deposit
Aba
web
false
null
3,112.493914
-0.09
18
0.29
Mobile App
41.58.163.207
D8578345
2,127,569.33
false
true
Trader
false
22
0
0
0
1
0
42
1
6
1,099,074.795
758,790.126716
6
Other Transaction
6
6
6,594,448.77
15,003.687527
77,754.877151
0.1
0.6
0.7
0
South East
T1188366
2023-01-28 17:25:58.961770
1,000,083,226
5,930,421,106
transfer
ABC Transport Ticket
Aba
mobile
false
null
null
0.64
20
0.82
USSD
41.58.144.14
D7962767
6,854.95
true
false
Student
false
17
1
1
0
2
1
47
1
5
6,854.95
0
1
ABC Transport Ticket
1
1
6,854.95
0
0
0
0.8
0.5
0
South East
T2206703
2023-04-28 06:00:49.050315
1,000,083,226
7,524,062,455
payment
Shoprite Purchase
Kaduna
pos
false
null
-3,637.151398
0.3
16
0.07
Mobile App
41.58.146.23
D6316731
93,442.35
true
true
Student
false
6
0
1
0
2
1
32
1
5
50,148.65
61,226.537705
2
ABC Transport Ticket
2
2
100,297.3
128,914.834809
64,457.417405
0
0.6
0.5
0
North West
T2892311
2023-06-20 15:19:42.918586
1,000,083,226
3,857,894,057
transfer
Other Transaction
Kaduna
web
false
null
-3,181.343487
1.1
11
0.39
Mobile App
41.58.137.14
D6741151
2,918.9
true
true
Student
false
15
0
0
0
1
0
35
1
5
34,405.4
51,165.361539
3
ABC Transport Ticket
3
3
103,216.2
76,878.897805
68,597.910871
0.111111
0.6
0.5
0
North West
T1362913
2023-09-01 11:28:51.083852
1,000,083,226
3,223,443,464
withdrawal
Airtime Top-up (MTN)
Port Harcourt
web
false
null
5,764.772256
0.4
2
0.25
Bank Transfer
105.113.176.28
D2019126
66,010.7
true
true
Student
false
11
0
0
0
1
0
10
1
5
42,306.725
44,665.27243
4
ABC Transport Ticket
4
4
169,226.9
104,889.136088
77,670.717175
0
0.3
0.5
0
South South
T2695202
2023-11-17 10:07:46.472093
1,000,083,226
4,780,612,852
payment
POS Withdrawal
Benin City
atm
false
null
4,571.024284
1.84
3
0.86
Card
102.89.40.182
D1932166
16,107.04
true
true
Student
false
10
0
0
0
1
0
294
1
5
37,066.788
40,416.88533
5
ABC Transport Ticket
5
5
185,333.94
110,798.923137
84,296.358368
0
0.4
0.5
0
South South
T4442739
2023-05-19 16:04:29.668089
1,000,114,737
8,808,306,905
payment
SportyBet Deposit
Port Harcourt
mobile
false
null
-5,462.400664
0.68
12
0.61
Mobile App
102.89.41.191
D3859861
44,815.65
false
true
Student
false
16
0
0
0
1
0
323
1
5
44,815.65
0
1
Arik Air Flight
1
1
44,815.65
0
0
0
0.6
0.5
0
South South
T3739427
2023-08-26 12:45:11.824411
1,000,114,737
9,415,017,003
payment
Konga Order
Aba
atm
false
null
-1,346.712779
0.4
7
0.91
Bank Transfer
105.114.14.63
D1806483
12,747.95
true
true
Student
false
12
1
1
0
1
0
8
1
5
28,781.8
22,675.288127
2
Arik Air Flight
2
2
57,563.6
142,360.702605
71,180.351303
1
0.3
0.5
0
South East
T1734365
2023-10-14 16:26:36.830291
1,000,114,737
8,309,031,229
withdrawal
Arik Air Flight
Abuja
pos
false
null
null
1.37
5
0.14
USSD
102.89.37.13
D3665997
27,774.89
true
false
Student
false
16
1
0
0
1
0
299
1
5
28,446.163333
16,044.385365
3
Arik Air Flight
3
3
85,338.49
70,781.416765
71,047.373123
0
0.8
0.5
0
North Central
T4820087
2023-11-07 08:22:41.825507
1,000,114,737
9,355,423,848
payment
Other Transaction
Onitsha
pos
false
null
4,496.063377
-1.48
3
0.49
Mobile App
197.210.74.242
D9887025
6,475.63
true
true
Student
false
8
0
0
0
1
0
24
1
5
22,953.53
17,096.518697
4
Arik Air Flight
4
4
91,814.12
34,076.083254
61,804.550656
0.1
0.6
0.5
0
South East
T4207036
2023-12-07 07:16:53.059108
1,000,114,737
4,940,953,394
payment
Arik Air Flight
Port Harcourt
mobile
false
null
2,973.740899
2.11
18
0.47
Bank Transfer
102.89.47.165
D6518994
1,169.45
true
true
Student
false
7
0
0
0
2
1
338
1
5
18,596.714
17,723.640765
5
Arik Air Flight
5
5
92,983.57
43,134.187227
58,070.47797
0
0.3
0.5
0
South South
T3980635
2023-01-21 21:12:35.594055
1,000,135,102
8,515,954,580
transfer
Filmhouse Cinemas Ticket
Port Harcourt
pos
false
null
-7,765.228475
0.49
12
0.28
Bank Transfer
197.210.108.189
D7554735
35,604.71
true
true
Trader
false
21
1
0
0
2
1
14
1
6
35,604.71
0
1
ABC Transport Ticket
1
1
35,604.71
0
0
0
0.3
0.7
0
South South
T747727
2023-04-24 15:12:57.778591
1,000,135,102
9,159,522,242
deposit
Flutterwave Payment
Port Harcourt
atm
false
null
-1,434.49676
-0.47
8
0.81
Card
102.89.43.90
D8547985
2,554,716.15
true
true
Trader
false
15
0
0
0
2
1
319
1
6
1,295,160.43
1,781,280.781789
2
ABC Transport Ticket
2
2
2,590,320.86
133,560.369742
66,780.184871
0
0.4
0.7
0
South South
T611462
2023-06-25 04:49:31.114554
1,000,135,102
2,090,757,647
withdrawal
ABC Transport Ticket
Kano
pos
false
null
-1,144.485545
-1.11
11
0.81
USSD
41.58.238.19
D1385359
1,241,414.85
true
true
Trader
false
4
1
1
0
1
0
41
1
6
1,277,245.236667
1,259,937.885073
3
ABC Transport Ticket
3
3
3,831,735.71
88,656.555599
74,072.308447
0
0.8
0.7
0
North West
T1249164
2023-06-28 14:06:25.857360
1,000,135,102
6,104,365,010
deposit
Jumia Purchase
Aba
mobile
false
null
1,778.396966
1.99
10
0.59
USSD
41.58.248.246
D8407285
2,293,651.18
true
true
Trader
false
14
0
1
0
3
1
36
1
6
1,531,346.7225
1,147,417.060142
4
ABC Transport Ticket
4
4
6,125,386.89
4,876.91238
56,773.45943
0.1
0.8
0.7
0
South East
T212626
2023-07-12 07:17:38.076075
1,000,135,102
1,739,908,777
transfer
Data Subscription (Airtel)
Port Harcourt
pos
false
null
null
0.35
9
0.39
USSD
102.89.41.83
D3145205
55,734.65
true
false
Trader
false
7
0
0
0
2
1
307
1
6
1,236,224.308
1,192,858.176872
5
ABC Transport Ticket
5
5
6,181,121.54
19,751.203645
49,369.008273
0
0.8
0.7
0
South South
T3942619
2023-11-13 19:11:51.104525
1,000,135,102
9,199,814,856
deposit
Other Transaction
Abuja
mobile
false
null
3,823.564513
-0.12
1
0.47
Card
197.210.77.4
D1322785
1,176,638.32
true
true
Trader
false
19
0
0
0
2
1
18
1
6
1,226,293.31
1,067,202.067292
6
ABC Transport Ticket
6
6
7,357,759.86
179,274.217141
71,019.876418
0.090909
0.4
0.7
0
North Central
T2208745
2023-03-24 14:05:07.020241
1,000,158,391
6,778,452,055
payment
Other Transaction
Kano
mobile
false
null
-6,881.120725
1.11
6
0.55
Card
105.115.54.238
D2546351
392,822.11
true
true
Salary Earner
false
14
0
0
0
1
0
5
1
3
392,822.11
0
1
Flutterwave Payment
1
1
392,822.11
0
0
0.083333
0.4
0.4
0
North West
T4085201
2023-06-04 08:24:18.892537
1,000,158,391
6,125,180,752
withdrawal
Shoprite Purchase
Benin City
pos
false
null
2,444.806076
-0.19
18
0.12
Bank Transfer
105.112.74.204
D5006183
393,510.41
true
true
Salary Earner
false
8
1
0
0
3
1
3
1
3
393,166.26
486.701597
2
Flutterwave Payment
2
2
786,332.52
103,339.197872
51,669.598936
0
0.3
0.4
0
South South
T1378535
2023-12-18 09:21:10.629291
1,000,158,391
5,947,082,639
deposit
Flutterwave Payment
Onitsha
atm
false
null
null
-1.31
6
0.93
Bank Transfer
105.115.165.146
D1584686
1,770,206.08
true
false
Salary Earner
false
9
0
0
0
1
0
4
1
3
852,179.533333
795,034.385249
3
Flutterwave Payment
3
3
2,556,538.6
283,736.862279
129,025.353384
0
0.3
0.4
0
South East
T2731627
2023-05-15 10:05:22.382720
1,000,166,601
2,868,107,025
deposit
SPAR Purchase
Kaduna
atm
false
null
-4,648.509365
1.97
7
0.16
Mobile App
102.89.37.109
D1145264
2,051,931.69
true
true
Salary Earner
false
10
0
0
0
5
1
299
1
2
2,051,931.69
0
1
Bet9ja Stake
1
1
2,051,931.69
0
0
0
0.6
0.4
0
North West
T2328355
2023-11-27 01:35:41.098319
1,000,166,601
5,880,335,658
deposit
Bet9ja Stake
Benin City
pos
false
null
null
-0.67
14
0.6
USSD
102.89.43.32
D2575259
4,123,792.65
true
false
Salary Earner
false
1
0
1
0
1
0
310
1
2
3,087,862.17
1,465,026.934492
2
Bet9ja Stake
2
2
6,175,724.34
281,730.311927
140,865.155963
0
0.8
0.4
0
South South
T2067926
2023-02-08 14:43:41.651344
1,000,170,719
7,782,878,882
deposit
Shoprite Purchase
Port Harcourt
pos
false
null
-960.054959
-0.84
9
0.86
Bank Transfer
41.58.177.228
D2302857
495,726.01
true
true
Salary Earner
false
14
0
0
0
2
1
23
1
6
495,726.01
0
1
Data Subscription (Airtel)
1
1
495,726.01
0
0
0
0.3
0.4
0
South South
T961499
2023-03-16 16:41:07.502570
1,000,170,719
9,233,039,828
withdrawal
Airtime Top-up (MTN)
Onitsha
web
false
null
null
1.84
11
0.46
USSD
102.89.34.57
D2584894
308,735.99
true
false
Salary Earner
false
16
0
0
0
1
0
313
1
6
402,231
132,221.911156
2
Data Subscription (Airtel)
2
2
804,462
51,957.430854
25,978.715427
0
0.8
0.4
0
South East
T3381497
2023-05-19 09:11:02.694467
1,000,170,719
7,681,920,275
transfer
Other Transaction
Port Harcourt
pos
false
null
-5,474.943594
0.31
16
0.89
Mobile App
105.114.176.147
D4509067
44,603.71
true
true
Salary Earner
false
9
0
0
0
1
0
4
1
6
283,021.903333
226,657.766421
3
Data Subscription (Airtel)
3
3
849,065.71
91,709.919865
47,889.116906
0.076923
0.6
0.4
0
South South
T2136323
2023-06-03 23:12:39.281821
1,000,170,719
6,385,787,769
transfer
Bet9ja Stake
Kaduna
atm
false
null
2,988.013786
-0.45
3
0.02
Bank Transfer
102.89.32.111
D4484462
59,166.8
true
true
Salary Earner
false
23
1
0
0
1
0
346
1
6
227,058.1275
216,279.769916
4
Data Subscription (Airtel)
4
4
908,232.51
22,441.609789
41,527.240127
0
0.3
0.4
0
North West
T4892777
2023-07-03 14:55:36.377949
1,000,170,719
4,235,593,705
transfer
Data Subscription (Airtel)
Onitsha
web
false
null
1,283.389357
0.19
1
0.28
Card
102.89.43.76
D5387052
41,292.89
true
true
Salary Earner
false
14
0
0
0
1
0
299
1
6
189,905.08
204,901.070883
5
Data Subscription (Airtel)
5
5
949,525.4
42,702.951602
41,762.382422
0
0.4
0.4
0
South East
T2241412
2023-12-21 17:09:41.634032
1,000,170,719
9,049,520,556
payment
Data Subscription (Airtel)
Enugu
atm
true
Account Takeover
4,585.650653
0
16
0.97
Card
105.115.124.100
D1067776
366,065.83
true
true
Salary Earner
false
17
0
0
0
1
0
5
1
6
219,265.205
196,874.733572
6
Data Subscription (Airtel)
6
6
1,315,591.23
246,374.087601
75,864.333285
0
0.4
0.4
0
South East
T3820842
2023-03-22 03:47:44.670189
1,000,190,013
9,688,680,226
deposit
Flutterwave Payment
Onitsha
web
true
Account Takeover
-1,067.842457
0.36
6
0.81
USSD
41.58.135.178
D2085216
952,000.12
true
true
Trader
false
3
0
0
0
2
1
42
1
3
952,000.12
0
1
Filmhouse Cinemas Ticket
1
1
952,000.12
0
0
0
0.8
0.7
0
South East
T3122442
2023-05-13 21:20:15.516144
1,000,190,013
5,108,808,315
payment
Paystack Payment
Kano
mobile
false
null
null
-0.52
7
0.4
Card
102.89.47.72
D6682305
639,600.22
true
false
Trader
false
21
1
0
0
2
1
273
1
3
795,800.17
220,900.087732
2
Filmhouse Cinemas Ticket
2
2
1,591,600.34
75,932.514099
37,966.25705
1
0.4
0.7
0
North West
T4488258
2023-09-28 04:44:49.040178
1,000,190,013
2,170,877,377
deposit
Filmhouse Cinemas Ticket
Onitsha
mobile
false
null
4,557.767325
0.59
16
0.37
Mobile App
197.210.57.122
D9274122
878,396.57
true
true
Trader
false
4
0
1
0
3
1
19
1
3
823,332.303333
163,317.113242
3
Filmhouse Cinemas Ticket
3
3
2,469,996.91
197,724.558734
91,219.024278
0
0.6
0.7
0.083333
South East
T557709
2023-06-12 09:42:01.557255
1,000,195,089
6,982,621,628
withdrawal
Airtime Top-up (MTN)
Onitsha
atm
false
null
-4,336.035292
1.09
16
0.75
USSD
102.89.36.144
D4426433
2,197,123.54
true
true
Trader
false
9
0
0
0
2
1
301
1
4
2,197,123.54
0
1
Other Transaction
1
1
2,197,123.54
0
0
0
0.8
0.7
0.076923
South East
T2364916
2023-10-28 10:54:25.547020
1,000,195,089
9,659,045,237
deposit
DSTV Payment
Aba
mobile
false
null
-1,581.175917
-0.11
6
0.67
Card
41.58.190.109
D5671169
7,830,943.05
true
true
Trader
false
10
1
1
0
2
1
49
1
4
5,014,033.295
3,983,711.979502
2
Other Transaction
2
2
10,028,066.59
198,792.399829
99,396.199915
0
0.4
0.7
0
South East
T520246
2023-12-06 04:45:04.607732
1,000,195,089
7,896,714,646
deposit
Other Transaction
Port Harcourt
web
false
null
null
-0.49
11
0.96
Bank Transfer
41.58.228.93
D9606431
11,948,857.32
true
false
Trader
false
4
0
0
0
1
0
42
1
4
7,325,641.303333
4,895,464.770621
3
Other Transaction
3
3
21,976,923.91
55,790.651012
84,861.016947
0.071429
0.3
0.7
0
South South
T790954
2023-12-06 12:06:20.849092
1,000,195,089
3,745,043,096
payment
Other Transaction
Onitsha
web
false
null
4,241.700914
1.97
18
0.52
Mobile App
41.58.175.144
D5491122
17,873.48
true
true
Trader
false
12
0
0
0
1
0
40
1
4
5,498,699.3475
5,415,525.630401
4
Other Transaction
4
4
21,994,797.39
441.270689
63,756.080383
0.066667
0.6
0.7
0.071429
South East
T729347
2023-01-10 13:58:25.721423
1,000,197,426
6,333,180,145
transfer
Other Transaction
Kaduna
pos
false
null
-3,489.080884
1.56
4
0.62
Bank Transfer
197.210.225.143
D4065820
63,365.26
true
true
Salary Earner
false
13
0
0
0
3
1
28
1
5
63,365.26
0
1
SportyBet Deposit
1
1
63,365.26
0
0
0.0625
0.3
0.4
0
North West
T1467620
2023-01-24 17:47:05.275040
1,000,197,426
2,018,989,547
withdrawal
SportyBet Deposit
Benin City
atm
false
null
115.405987
-1.82
14
0.17
Mobile App
197.210.248.156
D2738472
1,115,592.57
true
true
Salary Earner
false
17
0
0
0
2
1
24
1
5
589,478.915
744,037.066251
2
SportyBet Deposit
2
2
1,178,957.83
20,388.659227
10,194.329613
0
0.6
0.4
0
South South
T3522345
2023-04-10 04:25:58.775532
1,000,197,426
5,859,254,603
transfer
SportyBet Deposit
Enugu
pos
false
null
-6,130.527454
-2.26
6
0.67
Card
102.89.38.171
D7200934
5,757
true
true
Salary Earner
false
4
0
0
0
4
1
299
1
5
394,904.943333
624,798.102852
3
SportyBet Deposit
3
3
1,184,714.83
108,638.891675
43,009.183634
0
0.4
0.4
0.166667
South East
T612084
2023-06-08 13:55:21.905435
1,000,197,426
4,041,356,532
transfer
Filmhouse Cinemas Ticket
Benin City
web
false
null
null
-1.2
13
0.5
Bank Transfer
197.210.55.106
D4861240
11,108.87
true
false
Salary Earner
false
13
0
0
0
1
0
30
1
5
298,955.925
545,044.312598
4
SportyBet Deposit
4
4
1,195,823.7
85,529.385498
53,639.2341
0
0.3
0.4
0
South South
T2637629
2023-12-19 10:22:56.609778
1,000,197,426
6,085,753,616
withdrawal
ABC Transport Ticket
Enugu
atm
false
null
8,080.039537
-0.54
6
0.02
USSD
102.89.47.245
D7677796
8,621.72
true
true
Salary Earner
false
10
0
0
0
3
1
310
1
5
240,889.084
489,554.662055
5
SportyBet Deposit
5
5
1,204,445.42
279,147.578406
98,740.902961
0
0.8
0.4
0.142857
South East
T2981786
2023-02-22 14:10:33.811122
1,000,202,858
8,344,112,524
transfer
Other Transaction
Ibadan
web
false
null
-4,752.690177
-0.73
2
0.24
Bank Transfer
105.115.214.9
D7792851
17,213.63
true
true
Student
false
14
0
0
0
1
0
5
1
6
17,213.63
0
1
DSTV Payment
1
1
17,213.63
0
0
0.058824
0.3
0.5
1
South West
T633528
2023-05-16 11:08:23.055927
1,000,202,858
6,073,879,927
transfer
Bolt Ride
Abuja
web
false
null
-3,290.51268
-1.4
7
0.86
Card
105.113.142.94
D5964057
25,578.5
true
true
Student
false
11
0
0
0
1
0
2
1
6
21,396.065
5,914.856301
2
DSTV Payment
2
2
42,792.13
119,337.820747
59,668.910373
0.1
0.4
0.5
0
North Central
T4073618
2023-06-04 12:39:42.754840
1,000,202,858
5,520,745,017
transfer
ATM Withdrawal
Onitsha
web
false
null
2,443.529984
-1.03
20
0.56
Card
197.210.208.239
D9045489
17,760.21
true
true
Student
false
12
1
0
0
3
1
24
1
6
20,184.113333
4,679.662708
3
DSTV Payment
3
3
60,552.34
27,451.328315
48,929.716354
0
0.4
0.5
0.066667
South East
T1328502
2023-09-04 22:51:03.449308
1,000,202,858
2,433,865,627
payment
DSTV Payment
Lagos
pos
false
null
2,721.287054
1.81
19
0.97
Mobile App
102.89.43.237
D1814236
8,809.16
true
true
Student
false
22
0
0
0
3
1
330
1
6
17,340.375
6,851.779784
4
DSTV Payment
4
4
69,361.5
133,091.344908
69,970.123492
0
0.6
0.5
0.25
South West
T501740
2023-10-06 09:11:59.705369
1,000,202,858
4,636,239,581
transfer
DSTV Payment
Onitsha
pos
false
null
null
1.69
5
0.13
Card
197.210.225.12
D7802398
11,755.65
false
false
Student
false
9
0
0
0
1
0
17
1
6
16,223.43
6,438.011752
5
DSTV Payment
5
5
81,117.15
45,260.937601
65,028.286314
0
0.4
0.5
0.0625
South East
T4590318
2023-11-20 13:00:23.087912
1,000,202,858
7,033,623,954
deposit
Filmhouse Cinemas Ticket
Lagos
pos
true
Account Takeover
4,290.719259
-0.35
3
0.66
Bank Transfer
102.89.41.147
D3457875
330,574.27
true
true
Student
false
13
0
0
0
2
1
280
1
6
68,615.236667
128,462.316774
6
DSTV Payment
6
6
411,691.42
65,028.389709
65,028.303547
0
0.3
0.5
0.2
South West
T3929991
2023-01-15 13:34:37.040469
1,000,219,737
1,264,773,233
deposit
Bet9ja Stake
Enugu
web
false
null
-7,320.26524
1.65
15
0.01
Bank Transfer
41.58.142.71
D5407940
1,943,752.62
true
true
Salary Earner
false
13
1
0
0
2
1
39
1
4
1,943,752.62
0
1
Bet9ja Stake
1
1
1,943,752.62
0
0
0
0.3
0.4
0.125
South East
T4541875
2023-04-26 15:09:58.041425
1,000,219,737
6,131,294,552
withdrawal
Other Transaction
Kano
web
false
null
2,139.915
-0.09
10
0.7
USSD
105.112.64.200
D1478166
298,804.48
true
true
Salary Earner
false
15
0
1
0
1
0
6
1
4
1,121,278.55
1,163,153.984494
2
Bet9ja Stake
2
2
2,242,557.1
145,535.350016
72,767.675008
0.055556
0.8
0.4
0
North West
T1258330
2023-06-07 14:26:05.860601
1,000,219,737
1,350,186,324
payment
Airtime Top-up (MTN)
Onitsha
web
false
null
null
0.14
9
0.4
Bank Transfer
102.89.44.42
D2168025
239,924.54
true
false
Salary Earner
false
14
0
0
0
1
0
278
1
4
827,493.88
967,156.602006
3
Bet9ja Stake
3
3
2,482,481.64
60,436.13032
68,657.160112
0
0.3
0.4
0.058824
South East
T3109098
2023-11-24 22:36:25.902930
1,000,219,737
3,044,207,580
deposit
Bet9ja Stake
Aba
web
false
null
3,536.991123
0.23
11
0.11
Bank Transfer
105.115.238.221
D7441416
2,577,398.56
true
true
Salary Earner
false
22
0
0
0
1
0
7
1
4
1,264,970.05
1,178,616.219333
4
Bet9ja Stake
4
4
5,059,880.2
245,290.334039
112,815.453594
0
0.3
0.4
0
South East
T4603945
2023-03-25 10:45:44.137646
1,000,255,193
5,604,635,378
transfer
Other Transaction
Kano
mobile
false
null
-1,741.140319
-0.54
9
0.75
Bank Transfer
197.210.158.197
D3091392
35,576.91
true
true
Trader
false
10
1
1
0
2
1
13
1
7
35,576.91
0
1
Other Transaction
1
1
35,576.91
0
0
0.052632
0.3
0.7
0
North West
T819793
2023-03-27 14:16:31.551456
1,000,255,193
4,578,623,974
deposit
Arik Air Flight
Enugu
atm
false
null
null
2.29
12
0.95
Bank Transfer
105.114.233.127
D5924685
6,266,317.74
true
false
Trader
false
14
0
1
0
2
1
4
1
7
3,150,947.325
4,405,799.092709
2
Other Transaction
2
2
6,301,894.65
3,090.79023
1,545.395115
0
0.3
0.7
0.111111
South East
T4565447
2023-05-20 14:50:33.284964
1,000,255,193
5,606,258,650
deposit
Airtime Top-up (MTN)
Kano
pos
false
null
-2,172.632619
0.47
11
0.49
Card
102.89.39.48
D8981327
2,422,458.28
true
true
Trader
false
14
1
0
0
2
1
299
1
7
2,908,117.643333
3,143,633.500514
3
Other Transaction
3
3
8,724,352.93
77,794.028892
26,961.606374
0
0.4
0.7
0
North West
T1204866
2023-06-11 10:56:17.308376
1,000,255,193
3,217,902,405
transfer
Flutterwave Payment
Kano
mobile
false
null
2,436.172155
-1.82
19
0.95
USSD
197.210.69.65
D5852013
20,257.62
true
true
Trader
false
10
1
0
0
2
1
15
1
7
2,186,152.6375
2,945,033.378808
4
Other Transaction
4
4
8,744,610.55
31,445.733724
28,082.638211
0.25
0.8
0.7
0
North West
T4516263
2023-08-20 00:33:45.714279
1,000,255,193
7,592,955,285
payment
Other Transaction
Port Harcourt
mobile
false
null
-1,813.482453
1.76
10
0.35
Bank Transfer
105.115.135.129
D2827599
10,000
true
true
Trader
false
0
1
0
0
2
1
3
1
7
1,750,922.11
2,729,843.26694
5
Other Transaction
5
5
8,754,610.55
100,177.473432
42,501.605255
0.05
0.3
0.7
0
South South
T3218807
2023-11-22 14:59:49.546775
1,000,255,193
7,212,747,678
deposit
Other Transaction
Port Harcourt
pos
false
null
-1,159.246307
0.49
10
0.33
Card
197.210.215.61
D7530129
4,227,966.9
true
true
Trader
false
14
0
0
0
1
0
20
1
7
2,163,762.908333
2,642,775.16226
6
Other Transaction
6
6
12,982,577.45
136,226.063875
58,122.348359
0.047619
0.4
0.7
0
South South
T1895250
2023-12-04 00:28:15.253259
1,000,255,193
8,405,745,029
deposit
Other Transaction
Ibadan
pos
false
null
4,219.874429
0.93
6
0.53
Bank Transfer
41.58.159.254
D1639004
1,857,588.89
true
true
Trader
false
0
0
0
0
2
1
44
1
7
2,120,023.762857
2,415,286.50926
7
Other Transaction
7
7
14,840,166.34
16,408.428441
52,163.216942
0.045455
0.3
0.7
0.666667
South West
T4834257
2023-02-06 11:21:29.041300
1,000,259,549
1,110,114,074
withdrawal
POS Withdrawal
Ibadan
pos
false
null
-2,270.330069
-0.04
17
0.05
Bank Transfer
197.210.222.108
D2397534
29,535.96
true
true
Student
false
11
0
0
0
1
0
18
1
9
29,535.96
0
1
Other Transaction
1
1
29,535.96
0
0
0
0.3
0.5
0.5
South West
T212519
2023-05-08 05:12:23.551842
1,000,259,549
8,383,117,259
payment
Other Transaction
Lagos
mobile
false
null
null
-0.58
11
0.98
Card
102.89.45.193
D2032629
17,640.6
true
false
Student
false
5
0
0
0
2
1
320
1
9
23,588.28
8,411.289721
2
Other Transaction
2
2
47,176.56
130,670.908509
65,335.454255
0.043478
0.4
0.5
0.333333
South West
T1428543
2023-05-14 12:02:18.857583
1,000,259,549
3,958,631,355
deposit
Konga Order
Ibadan
pos
false
null
-2,534.725737
1.11
9
0.38
Mobile App
102.89.35.9
D5706540
380,882.2
true
true
Student
false
12
1
0
0
2
1
326
1
9
142,686.253333
206,369.466379
3
Other Transaction
3
3
428,058.76
9,049.921762
46,573.61009
0.5
0.6
0.5
0.4
South West
T2984166
2023-05-28 16:28:16.288230
1,000,259,549
1,555,806,945
transfer
SportyBet Deposit
Ibadan
web
false
null
-1,077.269808
-1.13
11
0.39
Card
102.89.44.102
D5478165
5,141.7
true
true
Student
false
16
1
1
0
1
0
309
1
9
108,300.115
181,994.131243
4
Other Transaction
4
4
433,200.46
20,425.957177
40,036.696862
0
0.4
0.5
0.333333
South West
T2342099
2023-07-06 13:38:48.040057
1,000,259,549
7,255,986,072
payment
Ikeja Electric Bill
Onitsha
atm
false
null
779.692551
0.5
18
0.06
USSD
41.58.202.32
D9931354
67,851.72
true
true
Student
false
13
0
0
0
1
0
43
1
9
100,210.436
158,646.186172
5
Other Transaction
5
5
501,052.18
55,990.529197
43,227.463329
0
0.8
0.5
0.055556
South East