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
T183063
2023-03-05 10:44:50.602598
1,000,447,478
7,447,131,048
payment
Paystack Payment
Kaduna
web
false
null
null
-0.91
17
0.15
USSD
105.112.86.139
D9070941
642,445.88
true
false
Trader
false
10
1
0
0
3
1
4
1
9
536,635.675
149,638.226948
2
ATM Withdrawal
2
2
1,073,271.35
38,280.464183
19,140.232092
0.333333
0.8
0.7
0.058824
North West
T3980170
2023-04-02 07:37:17.781717
1,000,447,478
9,700,671,364
transfer
ATM Withdrawal
Enugu
atm
false
null
-6,038.083275
-1.37
3
0.29
Bank Transfer
41.58.172.255
D5726972
63,802.13
true
true
Trader
false
7
1
0
0
1
0
37
1
9
379,024.493333
292,779.188538
3
ATM Withdrawal
3
3
1,137,073.48
40,132.452985
26,137.639056
0
0.3
0.7
0.038462
South East
T799036
2023-06-11 12:07:41.365134
1,000,447,478
6,237,972,926
transfer
Jumia Purchase
Ibadan
pos
false
null
2,725.46767
0.9
14
0.18
Card
105.115.113.68
D7525807
256,518.81
true
true
Trader
false
12
1
0
0
2
1
8
1
9
348,398.0725
246,775.902605
4
ATM Withdrawal
4
4
1,393,592.29
101,070.393057
44,870.827556
0
0.4
0.7
0.090909
South West
T2915346
2023-07-23 15:43:30.733537
1,000,447,478
1,637,707,299
transfer
SportyBet Deposit
Onitsha
pos
false
null
-2,329.592857
-0.53
17
0.5
USSD
197.210.158.190
D7440446
65,907.66
true
true
Trader
false
15
1
0
0
2
1
26
1
9
291,899.99
248,261.809811
5
ATM Withdrawal
5
5
1,459,499.95
60,695.822807
48,035.826606
0
0.8
0.7
0.071429
South East
T4976119
2023-09-18 12:24:58.256351
1,000,447,478
7,898,949,630
transfer
Other Transaction
Onitsha
web
false
null
3,880.484576
-0.62
8
0.57
Bank Transfer
41.58.209.94
D9975970
43,336.66
true
true
Trader
false
12
0
0
0
2
1
51
1
9
250,472.768333
244,140.183376
6
ATM Withdrawal
6
6
1,502,836.61
81,881.458714
53,676.765291
0.045455
0.3
0.7
0.068966
South East
T2456762
2023-10-05 12:00:08.018107
1,000,447,478
1,957,021,606
deposit
ATM Withdrawal
Kano
pos
false
null
2,757.771015
1.02
20
0.37
Card
102.89.35.75
D4726352
2,077,218.16
true
true
Trader
false
12
0
0
0
2
1
283
1
9
511,436.395714
725,523.577375
7
ATM Withdrawal
7
7
3,580,054.77
24,455.162696
49,502.250635
0
0.4
0.7
0
North West
T3896192
2023-12-05 20:42:13.570975
1,000,447,478
2,363,018,907
deposit
Airtime Top-up (MTN)
Enugu
pos
false
null
-44.527883
-0.17
11
0.82
USSD
102.89.32.177
D8325352
2,170,620.95
true
true
Trader
false
20
0
0
0
1
0
267
1
9
718,834.465
891,795.018087
8
ATM Withdrawal
8
8
5,750,675.72
88,362.092548
54,359.730874
0
0.8
0.7
0.037037
South East
T3157896
2023-12-18 12:23:16.949383
1,000,447,478
4,508,138,089
payment
Other Transaction
Enugu
mobile
false
null
4,014.623949
0.8
6
0.3
Mobile App
197.210.207.94
D1868384
1,191,600.56
true
true
Trader
false
12
0
0
0
3
1
24
1
9
771,364.031111
848,952.447338
9
ATM Withdrawal
9
9
6,942,276.28
18,221.056307
50,344.322588
0.044444
0.6
0.7
0.035714
South East
T3868564
2023-02-04 10:25:20.334352
1,000,452,676
4,761,618,700
payment
Other Transaction
Lagos
pos
false
null
-7,249.038957
-0.02
19
0.51
Card
197.210.183.117
D4750650
42,423.38
true
true
Student
false
10
1
0
0
1
0
23
1
4
42,423.38
0
1
Arik Air Flight
1
1
42,423.38
0
0
0.043478
0.4
0.5
0.176471
South West
T1653018
2023-10-17 13:03:35.922965
1,000,452,676
9,181,976,201
withdrawal
Church Offering
Onitsha
atm
false
null
-1,505.399043
0.11
2
0.59
USSD
41.58.164.218
D1482978
51,703
true
true
Student
false
13
0
0
0
2
1
49
1
4
47,063.19
6,561.682229
2
Arik Air Flight
2
2
94,126.38
367,358.25981
183,679.129905
0
0.8
0.5
0.066667
South East
T3516404
2023-12-13 16:30:17.578393
1,000,452,676
6,361,019,934
deposit
Shoprite Purchase
Benin City
atm
false
null
1,521.242127
0.74
18
0.16
Bank Transfer
102.89.41.235
D6172453
695,865.88
true
true
Student
false
16
0
0
0
1
0
297
1
4
263,330.753333
374,615.142096
3
Arik Air Flight
3
3
789,992.26
82,286.694257
149,881.651356
0
0.3
0.5
0
South South
T356663
2023-12-28 09:11:18.476780
1,000,452,676
9,357,902,855
payment
Arik Air Flight
Kaduna
mobile
false
null
null
-1.4
18
0.85
Bank Transfer
102.89.32.101
D2978598
81,423.89
true
false
Student
false
9
0
1
0
1
0
322
1
4
217,854.0375
319,108.440069
4
Arik Air Flight
4
4
871,416.15
21,161.014973
117,701.49226
0
0.3
0.5
0.055556
North West
T3132623
2023-03-09 11:03:14.603666
1,000,470,383
3,435,928,686
deposit
DSTV Payment
Abuja
atm
false
null
null
0.61
15
0.11
USSD
41.58.201.13
D1705679
1,912,160.44
true
false
Trader
false
11
0
0
0
1
0
43
1
2
1,912,160.44
0
1
DSTV Payment
1
1
1,912,160.44
0
0
0
0.8
0.7
0
North Central
T4850338
2023-03-26 13:34:28.325417
1,000,470,383
2,900,111,521
payment
Other Transaction
Lagos
atm
false
null
-229.625911
0.35
18
0.54
Mobile App
197.210.33.113
D7821469
552,399.53
true
true
Trader
false
13
1
1
0
1
0
24
1
2
1,232,279.985
961,496.160253
2
DSTV Payment
2
2
2,464,559.97
24,631.228696
12,315.614348
0.042553
0.6
0.7
0.166667
South West
T583277
2023-01-06 19:01:47.980088
1,000,477,664
1,867,136,508
transfer
Ikeja Electric Bill
Kano
pos
false
null
null
2.42
5
0.34
Card
197.210.157.14
D4967499
40,544.84
true
false
Salary Earner
false
19
0
0
0
1
0
24
1
8
40,544.84
0
1
Konga Order
1
1
40,544.84
0
0
0
0.4
0.4
0
North West
T3398533
2023-03-26 10:29:03.391994
1,000,477,664
4,094,091,581
transfer
Konga Order
Kaduna
pos
false
null
-3,700.528715
0.61
8
0.37
Card
197.210.214.119
D4616352
15,298.01
true
true
Salary Earner
false
10
1
1
0
1
0
22
1
8
27,921.425
17,852.204696
2
Konga Order
2
2
55,842.85
113,247.256865
56,623.628433
0.181818
0.4
0.4
0.052632
North West
T4210392
2023-06-28 00:07:32.293433
1,000,477,664
9,324,024,522
payment
Other Transaction
Abuja
pos
false
null
-3,877.004161
0.9
11
0.7
Card
102.89.47.250
D7962752
421,662.82
true
true
Salary Earner
false
0
0
1
0
1
0
310
1
8
159,168.556667
227,676.918721
3
Konga Order
3
3
477,505.67
134,738.481691
82,661.912852
0.041667
0.4
0.4
0
North Central
T900010
2023-07-14 14:16:31.773596
1,000,477,664
5,015,808,077
withdrawal
SportyBet Deposit
Ibadan
web
false
null
4,353.719387
-0.3
3
0.89
Bank Transfer
41.58.229.27
D8656952
219,759.66
true
true
Salary Earner
false
14
0
0
0
1
0
50
1
8
174,316.3325
188,349.869471
4
Konga Order
4
4
697,265.33
23,888.991336
67,968.682473
0
0.3
0.4
0.086957
South West
T4642790
2023-07-15 05:06:45.114253
1,000,477,664
5,827,155,988
transfer
Airtime Top-up (MTN)
Onitsha
atm
false
null
548.856061
0.43
7
0.7
Bank Transfer
105.114.112.164
D5474306
11,344.85
true
true
Salary Earner
false
5
1
0
0
1
0
5
1
8
141,722.036
178,658.041574
5
Konga Order
5
5
708,610.18
890.222344
54,552.990447
0
0.3
0.4
0.064516
South East
T2648553
2023-08-17 17:59:19.764379
1,000,477,664
6,640,365,998
withdrawal
Konga Order
Lagos
web
false
null
-3,279.128519
0.49
7
0.87
Bank Transfer
102.89.34.56
D4868799
279,745.02
true
true
Salary Earner
false
17
0
0
0
1
0
307
1
8
164,725.866667
169,440.296291
6
Konga Order
6
6
988,355.2
48,292.577502
53,509.58829
0.166667
0.3
0.4
0.157895
South West
T3992253
2023-12-15 08:48:56.273034
1,000,477,664
1,406,426,156
deposit
Other Transaction
Benin City
atm
false
null
6,737.342745
-1.58
16
0.32
Mobile App
105.115.79.145
D7412769
1,375,268.42
true
true
Salary Earner
false
8
0
0
0
3
1
2
1
8
337,660.517143
482,980.087602
7
Konga Order
7
7
2,363,623.62
172,249.608478
70,472.448317
0.040816
0.6
0.4
0
South South
T2328952
2023-12-28 00:57:31.431601
1,000,477,664
5,920,884,448
withdrawal
POS Withdrawal
Benin City
web
false
null
3,653.657127
0.81
6
0.05
Mobile App
105.112.233.245
D3933923
219,244.36
true
true
Salary Earner
false
0
0
1
0
2
1
7
1
8
322,858.4975
449,108.351245
8
Konga Order
8
8
2,582,867.98
18,248.585976
63,944.465524
0
0.6
0.4
0
South South
T533620
2023-02-25 07:44:40.579422
1,000,477,900
5,322,482,451
withdrawal
Church Offering
Benin City
web
false
null
-6,875.821284
-0.51
1
0.71
USSD
105.114.148.108
D5093847
71,135.17
true
true
Student
false
7
1
1
0
2
1
4
1
11
71,135.17
0
1
Airtime Top-up (MTN)
1
1
71,135.17
0
0
0
0.8
0.5
0
South South
T2863254
2023-03-22 16:15:51.462904
1,000,477,900
4,872,633,898
deposit
Bet9ja Stake
Ibadan
web
false
null
-5,702.144598
-0.48
20
0.38
Mobile App
105.115.222.253
D7808616
86,130.41
true
true
Student
false
16
0
0
0
1
0
8
1
11
78,632.79
10,603.23589
2
Airtime Top-up (MTN)
2
2
157,265.58
36,511.181391
18,255.590696
0
0.6
0.5
0.083333
South West
T4676627
2023-03-27 14:43:00.144754
1,000,477,900
4,999,524,802
transfer
Airtime Top-up (MTN)
Onitsha
pos
false
null
-2,120.953606
0.07
3
0.73
Card
197.210.194.20
D3589440
15,201.24
true
true
Student
false
14
0
1
0
2
1
27
1
11
57,488.94
37,381.833611
3
Airtime Top-up (MTN)
3
3
172,466.82
7,107.144698
14,539.44203
0
0.4
0.5
0.0625
South East
T4255146
2023-05-28 14:50:53.127065
1,000,477,900
4,759,935,919
payment
Local Market Purchase
Port Harcourt
mobile
false
null
-3,351.920703
0.04
17
0.55
Card
102.89.47.242
D1727820
11,822.64
true
true
Student
false
14
1
1
0
1
0
298
1
11
46,072.365
38,117.630151
4
Airtime Top-up (MTN)
4
4
184,289.46
89,287.883039
33,226.552282
0.166667
0.4
0.5
0
South South
T3529522
2023-06-12 09:09:54.973998
1,000,477,900
7,301,945,337
deposit
Paystack Payment
Lagos
mobile
false
null
-1,947.289202
-1.34
19
0.04
Mobile App
102.89.45.146
D2954447
42,393.27
true
true
Student
false
9
0
0
0
1
0
306
1
11
45,336.546
33,051.814538
5
Airtime Top-up (MTN)
5
5
226,682.73
21,259.030782
30,833.047982
0.25
0.6
0.5
0.15
South West
T3263103
2023-09-20 00:51:10.101464
1,000,477,900
2,335,105,216
deposit
Airtime Top-up (MTN)
Kaduna
atm
false
null
-2,187.100398
-0.92
4
0.02
Bank Transfer
105.114.102.223
D5055262
67,225.25
true
true
Student
false
0
0
0
0
1
0
3
1
11
48,984.663333
30,883.499087
6
Airtime Top-up (MTN)
6
6
293,907.98
143,501.252124
49,611.082006
0
0.3
0.5
0.05
North West
T3539269
2023-10-27 08:34:57.658324
1,000,477,900
5,240,288,703
withdrawal
Church Offering
Abuja
web
false
null
2,880.872968
-0.68
19
0.39
Bank Transfer
41.58.163.86
D7271630
96,331.52
true
true
Student
false
8
0
1
0
1
0
32
1
11
55,748.5
33,392.691342
7
Airtime Top-up (MTN)
7
7
390,239.5
53,743.792614
50,201.469235
0
0.3
0.5
0
North Central
T2437020
2023-11-09 11:50:08.017113
1,000,477,900
4,017,286,290
deposit
Filmhouse Cinemas Ticket
Enugu
web
false
null
64.034671
0.02
5
0.88
Card
102.89.46.126
D5348511
173,205.98
true
true
Student
false
11
0
0
0
1
0
315
1
11
70,430.685
51,771.694097
8
Airtime Top-up (MTN)
8
8
563,445.48
18,915.172646
46,290.682162
0.222222
0.4
0.5
0.034483
South East
T1685164
2023-11-11 01:11:49.201130
1,000,477,900
7,293,905,738
withdrawal
Bet9ja Stake
Ibadan
atm
false
null
6,717.676006
-2.05
17
0.13
USSD
41.58.201.245
D5680207
302,847.66
true
true
Student
false
1
1
0
0
1
0
38
1
11
96,254.793333
91,363.18138
9
Airtime Top-up (MTN)
9
9
866,293.14
2,241.6864
41,396.349299
0
0.8
0.5
0.08
South West
T111311
2023-11-27 16:04:17.200149
1,000,477,900
2,056,663,259
transfer
Arik Air Flight
Ibadan
pos
false
null
null
-0.1
18
0.56
Bank Transfer
197.210.117.40
D8574895
20,831.3
true
false
Student
false
16
0
1
0
1
0
24
1
11
88,712.444
89,379.142674
10
Airtime Top-up (MTN)
10
10
887,124.44
23,932.46665
39,649.961035
0
0.3
0.5
0.076923
South West
T2911150
2023-12-11 09:29:51.534949
1,000,477,900
8,508,989,043
payment
Other Transaction
Abuja
mobile
false
null
6,299.023353
0.27
3
0.37
USSD
197.210.172.124
D2871243
95,868.59
true
true
Student
false
9
0
0
0
1
0
21
1
11
89,363.002727
84,819.947677
11
Airtime Top-up (MTN)
11
11
982,993.03
19,765.572247
37,842.289327
0.04
0.8
0.5
0
North Central
T736488
2023-02-26 13:29:07.523199
1,000,480,013
3,393,015,823
withdrawal
Other Transaction
Benin City
mobile
false
null
null
-1.24
10
0.16
Bank Transfer
105.115.95.136
D2610063
301,073.69
true
false
Student
false
13
1
1
0
1
0
8
1
3
301,073.69
0
1
DSTV Payment
1
1
301,073.69
0
0
0.039216
0.3
0.5
0
South South
T4051728
2023-07-26 17:14:07.226018
1,000,480,013
9,874,166,237
payment
DSTV Payment
Abuja
pos
false
null
-3,283.440546
-0.05
6
0.85
USSD
102.89.36.100
D6487896
2,309.01
true
true
Student
false
17
0
1
0
1
0
298
1
3
151,691.35
211,258.531207
2
DSTV Payment
2
2
303,382.7
216,224.995047
108,112.497523
0
0.8
0.5
0
North Central
T2325259
2023-11-07 13:21:04.193033
1,000,480,013
5,576,380,511
deposit
SportyBet Deposit
Port Harcourt
mobile
false
null
6,548.145186
0.76
1
0.09
USSD
102.89.44.149
D7688796
72,131
true
true
Student
false
13
0
0
0
1
0
289
1
3
125,171.233333
156,285.102514
3
DSTV Payment
3
3
375,513.7
149,526.94945
121,917.314832
0
0.8
0.5
0
South South
T2884370
2023-01-28 09:16:29.087494
1,000,488,276
6,413,616,943
deposit
Shoprite Purchase
Ibadan
mobile
false
null
-2,357.409003
1.2
20
0.39
Bank Transfer
41.58.199.160
D8709841
1,229,923.18
true
true
Salary Earner
false
9
1
1
0
2
1
36
1
6
1,229,923.18
0
1
Shoprite Purchase
1
1
1,229,923.18
0
0
0
0.3
0.4
0.074074
South West
T1078839
2023-03-15 13:19:14.006952
1,000,488,276
8,305,993,790
payment
Shoprite Purchase
Ibadan
atm
false
null
null
1.49
19
0.79
USSD
105.115.215.177
D4214648
105,476.57
true
false
Salary Earner
false
13
0
0
0
2
1
3
1
6
667,699.875
795,103.823013
2
Shoprite Purchase
2
2
1,335,399.75
66,482.748658
33,241.374329
0
0.8
0.4
0.071429
South West
T4842237
2023-04-24 15:27:40.927019
1,000,488,276
3,923,499,519
withdrawal
Ikeja Electric Bill
Kaduna
mobile
false
null
-3,330.351038
-0.18
3
0.77
Card
197.210.237.126
D1180753
569,403.37
true
true
Salary Earner
false
15
0
0
0
1
0
14
1
6
634,934.373333
565,080.329673
3
Shoprite Purchase
3
3
1,904,803.12
57,728.448668
41,403.732442
0
0.4
0.4
0.047619
North West
T2704099
2023-05-19 14:41:00.496657
1,000,488,276
1,509,364,507
payment
Arik Air Flight
Kaduna
pos
false
null
-3,152.360534
0.44
17
0.54
USSD
41.58.160.254
D6657720
45,497.54
true
true
Salary Earner
false
14
0
0
0
1
0
50
1
6
487,575.165
547,481.626278
4
Shoprite Purchase
4
4
1,950,300.66
35,953.326161
40,041.130872
0
0.8
0.4
0.045455
North West
T1837765
2023-09-06 08:03:05.418737
1,000,488,276
4,018,765,564
withdrawal
Church Offering
Port Harcourt
pos
false
null
4,172.482337
0.06
18
0.76
Bank Transfer
102.89.36.90
D5209457
437,724.89
true
true
Salary Earner
false
8
0
0
0
2
1
298
1
6
477,605.11
474,656.832161
5
Shoprite Purchase
5
5
2,388,025.55
158,002.082035
63,633.321104
0
0.3
0.4
0
South South
T4195365
2023-09-26 15:39:03.664158
1,000,488,276
6,203,730,071
deposit
Local Market Purchase
Benin City
atm
false
null
5,403.173494
-1.14
18
0.76
Mobile App
102.89.36.135
D2975962
1,146,262.64
true
true
Salary Earner
false
15
0
1
0
1
0
312
1
6
589,048.031667
504,734.024404
6
Shoprite Purchase
6
6
3,534,288.19
29,255.970757
57,903.762713
0.142857
0.6
0.4
0
South South
T2878299
2023-04-07 16:41:17.186879
1,000,489,963
4,693,308,234
withdrawal
Other Transaction
Ibadan
pos
false
null
-941.763274
0.05
19
0.26
Bank Transfer
102.89.45.221
D1163819
48,758.7
false
true
Student
false
16
0
0
0
1
0
284
1
8
48,758.7
0
1
Other Transaction
1
1
48,758.7
0
0
0.038462
0.3
0.5
0.068966
South West
T4354763
2023-04-24 10:46:30.911382
1,000,489,963
6,612,800,337
deposit
DSTV Payment
Port Harcourt
atm
false
null
-1,139.519788
1.08
9
0.65
Card
105.113.228.14
D5445384
18,751.54
true
true
Student
false
10
0
0
0
1
0
14
1
8
33,755.12
21,218.26632
2
Other Transaction
2
2
67,510.24
24,125.228742
12,062.614371
0
0.4
0.5
0
South South
T1290446
2023-05-25 15:28:03.972139
1,000,489,963
9,728,322,175
payment
Filmhouse Cinemas Ticket
Benin City
web
false
null
-1,413.891552
-0.48
14
0.53
USSD
197.210.214.73
D2695588
18,283.56
true
true
Student
false
15
0
1
0
1
0
10
1
8
28,597.933333
17,461.303954
3
Other Transaction
3
3
85,793.8
44,921.551013
23,015.593251
0.2
0.8
0.5
0
South South
T4316347
2023-06-12 20:04:50.146814
1,000,489,963
4,467,248,109
transfer
Jumia Purchase
Kaduna
pos
false
null
-2,582.212661
-0.21
8
0.91
Card
41.58.169.151
D7705770
2,278.12
true
true
Student
false
20
0
0
0
1
0
31
1
8
22,017.98
19,402.265348
4
Other Transaction
4
4
88,071.92
26,196.769578
23,810.887333
0
0.4
0.5
0.043478
North West
T1253617
2023-07-27 10:38:51.560309
1,000,489,963
4,460,714,795
withdrawal
SPAR Purchase
Benin City
atm
false
null
null
-1.3
18
0.11
USSD
197.210.12.167
D2040194
77,587.54
true
false
Student
false
10
0
1
0
1
0
23
1
8
33,131.892
29,998.852065
5
Other Transaction
5
5
165,659.46
64,234.023558
31,895.514578
0
0.8
0.5
0
South South
T3822660
2023-09-24 12:29:40.726704
1,000,489,963
6,298,531,347
deposit
Other Transaction
Ibadan
web
true
Account Takeover
3,766.612928
0.67
6
0.19
USSD
41.58.188.230
D1954832
76,767.64
true
true
Student
false
12
1
0
0
1
0
41
1
8
40,404.516667
32,207.007272
6
Other Transaction
6
6
242,427.1
85,070.81944
40,758.065388
0.037736
0.8
0.5
0.066667
South West
T4716795
2023-10-27 17:46:45.593369
1,000,489,963
2,628,527,741
payment
Data Subscription (Airtel)
Ibadan
mobile
false
null
-1,707.769319
-0
2
0.58
Mobile App
197.210.211.12
D1477622
109,962.61
true
true
Student
false
17
0
1
0
1
0
18
1
8
50,341.387143
39,441.085117
7
Other Transaction
7
7
352,389.71
47,837.081111
41,769.353349
0.142857
0.6
0.5
0.096774
South West
T4701274
2023-12-07 10:33:39.140599
1,000,489,963
5,442,161,933
deposit
ABC Transport Ticket
Port Harcourt
pos
false
null
6,066.538119
0.71
2
0.03
Card
197.210.203.88
D9602124
756,687.39
true
true
Student
false
10
0
0
0
1
0
16
1
8
138,634.6375
252,386.519465
8
Other Transaction
8
8
1,109,077.1
58,606.892454
43,874.045737
0
0.4
0.5
0
South South
T3460038
2023-01-20 09:39:34.104552
1,000,490,330
6,928,544,436
transfer
SportyBet Deposit
Aba
atm
false
null
-5,396.152046
-0.91
13
0.29
Card
41.58.255.194
D8677507
42,903.86
true
true
Student
false
9
0
0
0
1
0
60
1
5
42,903.86
0
1
Other Transaction
1
1
42,903.86
0
0
0
0.4
0.5
0.043478
South East
T3638086
2023-06-20 19:27:10.523434
1,000,490,330
1,197,466,502
payment
Other Transaction
Ibadan
web
false
null
3,119.976227
-1.36
10
0.26
USSD
105.114.7.168
D1234512
49,068.91
false
true
Student
false
19
0
0
0
1
0
4
1
5
45,986.385
4,359.348661
2
Other Transaction
2
2
91,972.77
218,027.606981
109,013.803491
0.055556
0.8
0.5
0.09375
South West
T3129598
2023-09-06 16:25:24.468521
1,000,490,330
2,951,090,943
withdrawal
Bet9ja Stake
Onitsha
pos
false
null
-828.09764
3.15
18
0.98
Bank Transfer
105.113.41.239
D2088453
59,299.33
false
true
Student
false
16
0
0
0
1
0
4
1
5
50,424.033333
8,281.312008
3
Other Transaction
3
3
151,272.1
112,138.232418
110,055.2798
0
0.3
0.5
0.060606
South East
T1221165
2023-10-08 23:02:42.974223
1,000,490,330
7,986,004,645
payment
Ikeja Electric Bill
Lagos
pos
false
null
null
-0.9
15
0.83
Bank Transfer
105.113.200.34
D9892280
26,606.79
true
false
Student
false
23
1
0
0
1
0
8
1
5
44,469.7225
13,694.354885
4
Other Transaction
4
4
177,878.89
46,477.308428
94,160.786957
0
0.3
0.5
0.142857
South West
T4235582
2023-12-06 12:41:25.703889
1,000,490,330
7,170,222,260
deposit
Other Transaction
Aba
pos
false
null
4,833.04255
-1.2
8
0.73
Mobile App
41.58.214.14
D7026834
633,791.05
true
true
Student
false
12
0
0
0
2
1
40
1
5
162,333.988
263,819.212579
5
Other Transaction
5
5
811,669.94
84,338.712161
92,196.371998
0.054545
0.6
0.5
0.041667
South East
T4201710
2023-03-27 15:48:20.306682
1,000,505,929
3,859,412,827
transfer
Flutterwave Payment
Ibadan
mobile
false
null
-5,929.902939
0.74
16
0.77
Bank Transfer
41.58.184.24
D4369976
95,495.64
false
true
Trader
false
15
0
1
0
1
0
43
1
6
95,495.64
0
1
Bolt Ride
1
1
95,495.64
0
0
0.1
0.3
0.7
0.090909
South West
T1478574
2023-04-26 14:14:43.616823
1,000,505,929
6,667,296,149
payment
Church Offering
Kaduna
web
false
null
-1,686.60558
0.64
6
0.25
Card
41.58.172.100
D4580155
11,556.57
true
true
Trader
false
14
0
1
0
2
1
43
1
6
53,526.105
59,353.885603
2
Bolt Ride
2
2
107,052.21
43,106.388502
21,553.194251
0
0.4
0.7
0.041667
North West
T1010745
2023-06-12 14:49:05.705044
1,000,505,929
5,742,604,800
withdrawal
Bolt Ride
Lagos
pos
false
null
null
0.39
5
0.71
Card
105.113.106.37
D6478827
870,708.35
true
false
Trader
false
14
0
0
0
2
1
6
1
6
325,920.186667
473,663.434359
3
Bolt Ride
3
3
977,760.56
67,714.368137
36,940.252213
0
0.4
0.7
0.136364
South West
T3332501
2023-08-26 17:26:48.453096
1,000,505,929
9,084,158,291
deposit
SportyBet Deposit
Abuja
pos
false
null
-886.646398
-1.61
4
0.75
USSD
41.58.207.1
D6952120
3,427,797.77
true
true
Trader
false
17
1
1
0
2
1
46
1
6
1,101,389.5825
1,598,431.262685
4
Bolt Ride
4
4
4,405,558.33
108,157.712468
54,744.617277
0
0.8
0.7
0
North Central
T2569492
2023-09-25 00:37:46.487517
1,000,505,929
3,349,615,807
transfer
DSTV Payment
Aba
mobile
false
null
4,007.981909
-0.51
3
0.43
Card
105.113.13.196
D4668561
52,309.16
true
true
Trader
false
0
0
1
0
2
1
6
1
6
891,573.498
1,461,626.088547
5
Bolt Ride
5
5
4,457,867.49
42,190.96724
52,233.887269
0
0.4
0.7
0.04
South East
T4036004
2023-11-08 09:47:33.888532
1,000,505,929
4,272,083,973
payment
Bolt Ride
Benin City
pos
false
null
2,117.542899
1.74
11
0.37
Bank Transfer
102.89.46.170
D4292483
200,873.16
true
true
Trader
false
9
0
0
0
2
1
297
1
6
776,456.775
1,337,382.450035
6
Bolt Ride
6
6
4,658,740.65
63,909.790017
54,179.871061
0
0.3
0.7
0
South South
T3725478
2023-01-13 14:47:08.075326
1,000,530,735
4,565,749,479
transfer
SPAR Purchase
Lagos
atm
false
null
-4,938.517628
-0.32
11
0.03
Mobile App
197.210.57.26
D8757577
7,188.28
true
true
Student
false
14
0
0
0
1
0
21
1
9
7,188.28
0
1
Other Transaction
1
1
7,188.28
0
0
0
0.6
0.5
0.130435
South West
T1045979
2023-02-15 16:43:10.486249
1,000,530,735
6,571,517,826
transfer
Data Subscription (Airtel)
Kaduna
web
false
null
null
1.84
16
0.05
Mobile App
197.210.94.175
D7897576
4,904.07
true
false
Student
false
16
0
0
0
1
0
24
1
9
6,046.175
1,615.180381
2
Other Transaction
2
2
12,092.35
47,636.040182
23,818.020091
0.125
0.6
0.5
0.04
North West
T1167956
2023-03-12 19:10:46.971898
1,000,530,735
8,460,628,584
payment
SPAR Purchase
Lagos
web
false
null
627.077357
0.85
6
0
Mobile App
105.114.0.223
D5843823
45,163.36
true
true
Student
false
19
1
0
0
1
0
2
1
9
19,085.236667
22,613.177381
3
Other Transaction
3
3
57,255.71
36,147.608094
27,927.882759
0
0.6
0.5
0.125
South West
T3397848
2023-08-02 20:06:35.534343
1,000,530,735
6,678,772,389
payment
Other Transaction
Aba
pos
false
null
-1,169.14366
-0.84
5
0.14
USSD
105.113.24.70
D6024962
27,973.09
false
true
Student
false
20
0
0
0
1
0
3
1
9
21,307.2
18,990.848982
4
Other Transaction
4
4
85,228.8
205,975.809374
72,439.864413
0.053571
0.8
0.5
0.038462
South East
T4503867
2023-09-06 08:00:25.264641
1,000,530,735
7,511,250,858
transfer
Arik Air Flight
Benin City
atm
false
null
5,828.471164
-0.44
15
0.23
USSD
41.58.233.48
D9878329
20,380.52
true
true
Student
false
8
0
0
0
2
1
38
1
9
21,121.864
16,451.778201
5
Other Transaction
5
5
105,609.32
49,673.828838
67,886.657298
0
0.8
0.5
0
South South
T1589678
2023-09-27 11:09:08.709620
1,000,530,735
8,943,943,686
payment
Other Transaction
Aba
web
false
null
-1,058.748587
0.63
2
0.12
Bank Transfer
197.210.150.181
D3982752
13,472.52
true
true
Student
false
11
0
1
0
3
1
21
1
9
19,846.973333
15,042.635475
6
Other Transaction
6
6
119,081.84
30,428.724083
61,643.668429
0.052632
0.3
0.5
0.037037
South East
T1180754
2023-11-23 17:24:54.399430
1,000,530,735
6,865,033,116
payment
Jumia Purchase
Port Harcourt
pos
false
null
5,703.686508
0.87
14
0.35
Bank Transfer
102.89.46.176
D2915566
25,600.29
true
true
Student
false
17
0
0
0
2
1
333
1
9
20,668.875714
13,903.095568
7
Other Transaction
7
7
144,682.13
82,455.761497
64,616.824581
0
0.3
0.5
0
South South
T1497255
2023-11-25 15:23:46.623518
1,000,530,735
9,403,992,416
payment
Konga Order
Kaduna
mobile
false
null
-327.495493
-0.66
8
0.86
Bank Transfer
105.114.147.134
D5249825
60,213.95
true
true
Student
false
15
1
1
0
3
1
3
1
9
25,612.01
19,004.18257
8
Other Transaction
8
8
204,896.08
2,758.870401
56,884.580309
0.153846
0.3
0.5
0.038462
North West
T4900978
2023-12-25 16:45:02.482128
1,000,530,735
8,162,935,150
transfer
Other Transaction
Benin City
atm
false
null
2,177.459783
-1.25
9
0.18
Card
105.115.3.207
D6583982
21,032.63
true
true
Student
false
16
0
1
0
2
1
8
1
9
25,103.19
17,842.201823
9
Other Transaction
9
9
225,928.71
43,281.26431
55,373.100753
0.051724
0.4
0.5
0
South South
T1391639
2023-01-15 11:09:47.647075
1,000,537,383
7,449,077,019
payment
Other Transaction
Lagos
atm
false
null
176.511857
0.18
13
0.96
Card
105.115.131.79
D5743684
122,211.87
false
true
Trader
false
11
1
0
0
2
1
4
1
14
122,211.87
0
1
Other Transaction
1
1
122,211.87
0
0
0.050847
0.4
0.7
0.12
South West
T1121619
2023-01-28 14:26:29.962837
1,000,537,383
7,291,404,663
payment
Other Transaction
Abuja
pos
false
null
-7,643.372053
2.09
15
0.73
USSD
105.114.232.166
D4299957
71,229.7
true
true
Trader
false
14
1
1
0
1
0
6
1
14
96,720.785
36,049.838127
2
Other Transaction
2
2
193,441.57
18,916.705263
9,458.352631
0.05
0.8
0.7
0
North Central
T2320570
2023-03-12 10:34:41.714455
1,000,537,383
4,148,423,490
payment
SPAR Purchase
Port Harcourt
pos
false
null
-1,509.724204
-1.2
10
0.41
Card
105.112.59.49
D3346629
145,057.56
true
true
Trader
false
10
1
0
0
1
0
7
1
14
112,833.043333
37,796.957818
3
Other Transaction
3
3
338,499.13
61,688.19586
26,868.300374
0
0.4
0.7
0
South South
T194465
2023-03-22 17:59:30.945949
1,000,537,383
5,326,105,950
deposit
Bet9ja Stake
Benin City
web
false
null
null
-0.79
6
0.74
Bank Transfer
102.89.44.7
D9741779
1,968,204.21
true
false
Trader
false
17
0
0
0
1
0
319
1
14
576,675.835
928,198.765462
4
Other Transaction
4
4
2,306,703.34
14,844.820525
23,862.430412
0
0.3
0.7
0
South South
T4264022
2023-05-21 00:01:41.282898
1,000,537,383
8,357,250,511
payment
DSTV Payment
Port Harcourt
pos
false
null
-778.700237
-1.43
4
0.84
Card
102.89.38.158
D9163096
313,245.22
true
true
Trader
false
0
1
0
0
1
0
309
1
14
523,989.712
812,430.827171
5
Other Transaction
5
5
2,619,948.56
85,322.172282
36,154.378786
0
0.4
0.7
0
South South
T2058964
2023-05-24 14:14:14.848153
1,000,537,383
8,272,855,028
withdrawal
Airtime Top-up (MTN)
Ibadan
web
false
null
-2,615.068912
1.62
19
0.86
Bank Transfer
41.58.231.62
D4445325
510,534.86
true
true
Trader
false
14
0
0
0
1
0
40
1
14
521,747.236667
726,680.983186
6
Other Transaction
6
6
3,130,483.42
5,172.559421
30,990.742225
0
0.3
0.7
0.088235
South West
T3931828
2023-06-05 12:17:05.134726
1,000,537,383
9,213,931,449
withdrawal
Other Transaction
Kaduna
pos
false
null
-1,389.657123
-1.4
18
0.32
USSD
41.58.227.139
D4449097
914,856.98
true
true
Trader
false
12
0
0
0
2
1
32
1
14
577,905.771429
679,802.061845
7
Other Transaction
7
7
4,045,340.4
17,162.83811
29,015.327352
0.04918
0.8
0.7
0.037037
North West
T4704782
2023-06-18 10:13:35.231144
1,000,537,383
8,333,190,773
transfer
Church Offering
Kaduna
mobile
false
null
-3,829.106525
-1.01
8
0.24
USSD
105.114.145.64
D4039786
176,956.76
true
true
Trader
false
10
1
0
0
1
0
3
1
14
527,787.145
645,141.19781
8
Other Transaction
8
8
4,222,297.16
18,596.501607
27,712.974133
0
0.8
0.7
0.035714
North West
T4950863
2023-08-07 03:06:34.076576
1,000,537,383
5,574,024,466
transfer
SPAR Purchase
Aba
pos
false
null
-125.140918
-0.32
12
0.08
Card
102.89.46.154
D5606844
99,352.12
true
true
Trader
false
3
0
0
0
1
0
317
1
14
480,183.253333
620,142.277215
9
Other Transaction
9
9
4,321,649.28
71,572.980757
32,586.308203
0
0.4
0.7
0.035714
South East
T3430726
2023-08-07 03:23:38.778621
1,000,537,383
2,734,429,206
transfer
Local Market Purchase
Aba
pos
false
null
3,895.793351
0.82
15
0.24
Bank Transfer
197.210.17.140
D2843663
124,386.07
true
true
Trader
false
3
0
0
0
2
1
21
1
14
444,603.535
595,403.133647
10
Other Transaction
10
10
4,446,035.35
17.078367
29,329.385219
0.125
0.3
0.7
0.034483
South East
T4807263
2023-08-19 16:29:42.381582
1,000,537,383
3,591,340,999
transfer
Other Transaction
Abuja
atm
false
null
1,297.636708
2.8
6
0.47
Mobile App
105.114.10.242
D1833945
57,976.92
true
true
Trader
false
16
1
0
0
2
1
6
1
14
409,455.660909
576,752.551781
11
Other Transaction
11
11
4,504,012.27
18,066.060049
28,305.446567
0.048387
0.6
0.7
0
North Central
T1851837
2023-08-24 16:51:18.931920
1,000,537,383
1,127,886,360
payment
Other Transaction
Kano
pos
false
null
5,295.165357
0.61
11
0.78
Mobile App
102.89.37.79
D1359601
1,050,241.24
true
true
Trader
false
16
0
0
0
1
0
306
1
14
462,854.459167
580,189.940557
12
Other Transaction
12
12
5,554,253.51
7,221.609172
26,548.460118
0.047619
0.6
0.7
0
North West
T207212
2023-11-20 15:15:42.353589
1,000,537,383
1,250,095,709
transfer
Other Transaction
Onitsha
pos
false
null
6,282.648447
0.03
10
0.74
USSD
102.89.45.113
D2184784
60,101.52
true
true
Trader
false
15
0
0
0
1
0
311
1
14
431,873.463846
566,609.527618
13
Other Transaction
13
13
5,614,355.03
126,624.390361
34,246.608598
0.046875
0.8
0.7
0.058824
South East
T4480094
2023-12-25 16:31:14.722695
1,000,537,383
3,066,102,390
payment
Bet9ja Stake
Kaduna
mobile
false
null
4,768.493733
1.41
6
0.09
Card
102.89.34.186
D6685072
452,817.43
true
true
Trader
false
16
0
1
0
1
0
299
1
14
433,369.461429
544,409.602515
14
Other Transaction
14
14
6,067,172.46
50,475.539485
35,405.817947
0
0.4
0.7
0.034483
North West
T224413
2023-08-25 12:02:45.413825
1,000,540,394
1,063,606,216
payment
ABC Transport Ticket
Kano
atm
false
null
null
0.5
4
0.92
Bank Transfer
41.58.133.154
D1676234
17,765.5
true
false
Student
false
12
0
1
0
1
0
49
1
3
17,765.5
0
1
ABC Transport Ticket
1
1
17,765.5
0
0
0
0.3
0.5
0
North West
T4647770
2023-11-28 13:11:47.601330
1,000,540,394
1,212,811,513
deposit
Shoprite Purchase
Aba
atm
false
null
-573.389143
-0.21
6
0.71
USSD
197.210.193.40
D2789270
116,658.5
true
true
Student
false
13
0
1
0
1
0
19
1
3
67,212
69,927.910912
2
ABC Transport Ticket
2
2
134,424
136,869.036458
68,434.518229
0
0.8
0.5
0.033333
South East
T1726266
2023-12-07 01:35:10.516729
1,000,540,394
8,925,938,495
transfer
ABC Transport Ticket
Enugu
atm
false
null
2,911.33364
-0.79
6
0.37
USSD
197.210.96.80
D4776310
17,022.88
true
true
Student
false
1
0
0
0
1
0
16
1
3
50,482.293333
57,311.478935
3
ABC Transport Ticket
3
3
151,446.88
12,263.381923
49,710.806127
0
0.8
0.5
0.033333
South East
T1419228
2023-02-13 00:56:03.197599
1,000,556,738
6,600,353,777
withdrawal
Bolt Ride
Enugu
web
false
null
-3,693.692792
-0.36
16
0.68
USSD
197.210.90.120
D3070394
1,669,990.75
false
true
Trader
false
0
0
0
0
2
1
14
1
6
1,669,990.75
0
1
Other Transaction
1
1
1,669,990.75
0
0
0
0.8
0.7
0.032258
South East
T2886206
2023-03-11 09:30:50.721998
1,000,556,738
7,814,131,657
transfer
Other Transaction
Ibadan
mobile
false
null
-4,245.08285
-0.46
1
0.09
Bank Transfer
102.89.39.18
D2694527
369,617.03
true
true
Trader
false
9
1
0
0
2
1
313
1
6
1,019,803.89
919,503.075489
2
Other Transaction
2
2
2,039,607.78
37,954.792073
18,977.396037
0.046154
0.3
0.7
0.085714
South West
T2544868
2023-03-27 17:06:11.294050
1,000,556,738
1,520,262,056
payment
Shoprite Purchase
Abuja
atm
false
null
-5,072.947632
0.94
19
0.86
Card
197.210.104.21
D8360348
2,116,599.28
true
true
Trader
false
17
0
1
0
1
0
21
1
6
1,385,402.353333
907,595.538823
3
Other Transaction
3
3
4,156,207.06
23,495.342868
20,483.378314
0
0.4
0.7
0
North Central
T654353
2023-07-04 11:05:35.250399
1,000,556,738
1,674,371,352
payment
Local Market Purchase
Aba
mobile
false
null
null
0.05
16
0.81
Bank Transfer
197.210.134.8
D1078023
320,421.55
true
false
Trader
false
11
0
0
0
1
0
22
1
6
1,119,157.1525
912,523.498836
4
Other Transaction
4
4
4,476,628.61
142,199.399272
50,912.383553
0.111111
0.3
0.7
0.032258
South East
T2876040
2023-09-21 14:58:11.980509
1,000,556,738
4,081,556,402
payment
Church Offering
Kaduna
mobile
false
null
4,250.645746
0.28
16
0.68
Card
41.58.145.88
D8446810
586,939.51
false
true
Trader
false
14
0
0
0
1
0
29
1
6
1,012,713.624
825,333.554234
5
Other Transaction
5
5
5,063,568.12
113,992.612169
63,528.429276
0
0.4
0.7
0.033333
North West
T1560200
2023-10-26 16:28:58.768946
1,000,556,738
5,292,877,039
withdrawal
Other Transaction
Kaduna
mobile
false
null
5,589.570436
-1.33
15
0.89
Mobile App
197.210.33.181
D2954114
10,000
true
true
Trader
false
16
0
1
0
2
1
26
1
6
845,594.686667
844,104.742249
6
Other Transaction
6
6
5,073,568.12
50,490.779807
61,355.487698
0.045455
0.6
0.7
0.032258
North West
T4171493
2023-01-07 10:17:01.961554
1,000,560,933
9,939,889,162
payment
Filmhouse Cinemas Ticket
Abuja
atm
false
null
-6,658.492889
0.06
4
0.27
Bank Transfer
197.210.141.1
D7332345
44,050.72
false
true
Student
false
10
1
0
0
2
1
16
1
6
44,050.72
0
1
Other Transaction
1
1
44,050.72
0
0
0.181818
0.3
0.5
0
North Central
T3075671
2023-01-25 04:51:59.567932
1,000,560,933
2,436,433,191
deposit
Other Transaction
Port Harcourt
mobile
false
null
-7,544.940758
0.74
13
0.26
Card
41.58.193.228
D2538615
360,770.6
true
true
Student
false
4
0
1
0
2
1
40
1
6
202,410.66
223,954.774885
2
Other Transaction
2
2
404,821.32
25,594.960106
12,797.480053
0.044776
0.4
0.5
0
South South
T4405520
2023-07-25 00:17:36.158762
1,000,560,933
9,717,129,302
deposit
Bolt Ride
Ibadan
mobile
false
null
3,776.341721
-1.74
1
0.5
Mobile App
41.58.241.16
D6525366
347,050.62
true
true
Student
false
0
0
1
0
4
1
43
1
6
250,623.98
179,029.168777
3
Other Transaction
3
3
751,871.94
260,365.609847
95,320.189984
0
0.6
0.5
0.083333
South West
T3546977
2023-10-11 13:50:42.751591
1,000,560,933
5,591,811,524
transfer
Shoprite Purchase
Kaduna
atm
false
null
6,597.840884
2.7
10
0.38
Card
41.58.233.220
D1860438
10,392.87
true
true
Student
false
13
0
0
0
1
0
44
1
6
190,566.2025
189,196.658009
4
Other Transaction
4
4
762,264.81
113,133.10988
99,773.419958
0
0.4
0.5
0.03125
North West
T3601521
2023-10-26 12:15:25.362042
1,000,560,933
9,414,155,551
payment
Other Transaction
Port Harcourt
mobile
false
null
534.348781
0.49
15
0.01
Bank Transfer
197.210.198.5
D6365329
8,441.85
true
true
Student
false
12
0
1
0
3
1
29
1
6
154,141.332
182,976.467082
5
Other Transaction
5
5
770,706.66
21,504.710174
84,119.678002
0.044118
0.3
0.5
0
South South
T498159
2023-11-20 10:21:08.297184
1,000,560,933
8,475,399,225
transfer
Paystack Payment
Ibadan
web
false
null
null
-0.08
9
0.93
Bank Transfer
197.210.179.91
D6929068
8,670.13
true
false
Student
false
10
0
0
0
1
0
17
1
6
129,896.131667
174,101.374032
6
Other Transaction
6
6
779,376.79
35,885.715586
76,080.684266
0.2
0.3
0.5
0.081081
South West
T3863928
2023-01-24 05:49:03.758618
1,000,576,675
7,391,405,837
payment
ATM Withdrawal
Kano
atm
false
null
-4,744.381333
0.91
17
0.32
Mobile App
102.89.35.34
D3118452
10,350.79
true
true
Student
false
5
0
0
0
1
0
301
1
4
10,350.79
0
1
Shoprite Purchase
1
1
10,350.79
0
0
0
0.6
0.5
0
North West