transaction_id
string
account_id
string
persona
string
timestamp
string
sender_iban
string
beneficiary_iban
string
beneficiary_country
string
country_type
string
amount
float64
remittance_category
string
remittance_text
string
hour_of_day
int64
day_of_week
int64
is_weekend
int64
time_since_last_txn
float64
is_new_beneficiary
int64
is_fraud
int64
fraud_type
string
TXN_01832388
ACC_009999
student
2024-09-17 14:52:40
DE13848941664000604405
DE55429960519226457063
DE
domestic
137.27
grocery
Lidl purchase
14
1
0
81,804
1
0
none
TXN_01832389
ACC_009999
student
2024-09-18 18:39:39
DE13848941664000604405
DE19361518824385493549
DE
domestic
139.74
shopping
H&M purchase
18
2
0
100,019
0
0
none
TXN_01832390
ACC_009999
student
2024-09-19 11:54:10
DE13848941664000604405
DE14301840062947732555
DE
domestic
34.66
grocery
Grocery shopping
11
3
0
62,071
0
0
none
TXN_01832391
ACC_009999
student
2024-09-19 19:25:00
DE13848941664000604405
DE14301840062947732555
DE
domestic
104.48
shopping
Zalando
19
3
0
27,050
0
0
none
TXN_01832392
ACC_009999
student
2024-09-22 16:02:18
DE13848941664000604405
DE55726533157561837064
DE
domestic
26.17
shopping
Zalando
16
6
1
247,038
1
0
none
TXN_01832393
ACC_009999
student
2024-09-22 18:32:58
DE13848941664000604405
DE79379338802037281757
DE
domestic
818.49
transfer
Repayment
18
6
1
9,040
0
0
none
TXN_01832394
ACC_009999
student
2024-09-23 20:07:22
DE13848941664000604405
DE79379338802037281757
DE
domestic
141.25
transfer
Transfer to J.Smith
20
0
0
92,064
0
0
none
TXN_01832395
ACC_009999
student
2024-09-24 17:17:02
DE13848941664000604405
DE14301840062947732555
DE
domestic
307.02
shopping
Online shopping 24/09
17
1
0
76,180
0
0
none
TXN_01832396
ACC_009999
student
2024-09-25 13:37:37
DE13848941664000604405
DE79379338802037281757
DE
domestic
717.88
shopping
Zalando
13
2
0
73,235
0
0
none
TXN_01832397
ACC_009999
student
2024-09-29 14:10:15
DE13848941664000604405
DE14301840062947732555
DE
domestic
339.51
shopping
Zalando
14
6
1
347,558
0
0
none
TXN_01832398
ACC_009999
student
2024-09-29 14:37:42
DE13848941664000604405
DE17673075922756750734
DE
domestic
96.09
utility
Utility Sep
14
6
1
1,647
0
0
none
TXN_01832399
ACC_009999
student
2024-10-01 13:29:37
DE13848941664000604405
DE79379338802037281757
DE
domestic
134.25
shopping
Online shopping 01/10
13
1
0
168,715
0
0
none
TXN_01832400
ACC_009999
student
2024-10-06 17:20:13
DE13848941664000604405
DE19361518824385493549
DE
domestic
115.88
shopping
Online purchase
17
6
1
445,836
0
0
none
TXN_01832401
ACC_009999
student
2024-10-07 18:42:22
DE13848941664000604405
DE19361518824385493549
DE
domestic
127.14
shopping
Zalando
18
0
0
91,329
0
0
none
TXN_01832402
ACC_009999
student
2024-10-08 10:34:36
DE13848941664000604405
DE59299242817396636103
DE
domestic
379.2
grocery
Carrefour
10
1
0
57,134
1
0
none
TXN_01832403
ACC_009999
student
2024-10-08 22:49:49
DE13848941664000604405
DE28487921705024599826
DE
domestic
740.24
transfer
Personal transfer
22
1
0
44,113
1
0
none
TXN_01832404
ACC_009999
student
2024-10-11 16:49:14
DE13848941664000604405
DE50475791132282784828
DE
domestic
142.18
transfer
Peer payment
16
4
0
237,565
1
0
none
TXN_01832405
ACC_009999
student
2024-10-12 12:40:40
DE13848941664000604405
DE17673075922756750734
DE
domestic
26.14
transfer
Split bill
12
5
1
71,486
0
0
none
TXN_01832406
ACC_009999
student
2024-10-12 14:22:22
DE13848941664000604405
DE75046981138597321370
DE
domestic
369.8
rent
Miete Oct
14
5
1
6,102
0
0
none
TXN_01832407
ACC_009999
student
2024-10-14 16:05:30
DE13848941664000604405
DE14301840062947732555
DE
domestic
126.28
transfer
Transfer to M.Mueller
16
0
0
178,988
0
0
none
TXN_01832408
ACC_009999
student
2024-10-16 17:48:24
DE13848941664000604405
DE93951818623229042117
DE
domestic
23.43
shopping
Online purchase
17
2
0
178,974
1
0
none
TXN_01832409
ACC_009999
student
2024-10-16 21:53:45
DE13848941664000604405
DE75046981138597321370
DE
domestic
341.04
shopping
Online purchase
21
2
0
14,721
0
0
none
TXN_01832410
ACC_009999
student
2024-10-17 16:26:10
DE13848941664000604405
DE14301840062947732555
DE
domestic
25.66
grocery
Grocery shopping
16
3
0
66,745
0
0
none
TXN_01832411
ACC_009999
student
2024-10-17 22:27:25
DE13848941664000604405
DE79379338802037281757
DE
domestic
108.4
grocery
Supermarket
22
3
0
21,675
0
0
none
TXN_01832412
ACC_009999
student
2024-10-20 17:16:02
DE13848941664000604405
DE19361518824385493549
DE
domestic
31.65
shopping
Online shopping 20/10
17
6
1
240,517
0
0
none
TXN_01832413
ACC_009999
student
2024-10-20 17:25:44
DE13848941664000604405
DE17673075922756750734
DE
domestic
385.39
shopping
Online shopping 20/10
17
6
1
582
0
0
none
TXN_01832414
ACC_009999
student
2024-10-25 16:05:26
DE13848941664000604405
DE75046981138597321370
DE
domestic
28.9
grocery
Supermarket
16
4
0
427,182
0
0
none
TXN_01832415
ACC_009999
student
2024-11-03 15:42:34
DE13848941664000604405
DE79379338802037281757
DE
domestic
138.74
shopping
H&M purchase
15
6
1
776,228
0
0
none
TXN_01832416
ACC_009999
student
2024-11-05 20:18:58
DE13848941664000604405
DE75046981138597321370
DE
domestic
29.76
utility
Water Q4
20
1
0
189,384
0
0
none
TXN_01832417
ACC_009999
student
2024-11-09 11:06:29
DE13848941664000604405
DE30056900936993245947
DE
domestic
24.91
grocery
REWE 09/11
11
5
1
312,451
1
0
none
TXN_01832418
ACC_009999
student
2024-11-09 22:16:06
DE13848941664000604405
DE17673075922756750734
DE
domestic
33.21
transfer
Transfer to M.Mueller
22
5
1
40,177
0
0
none
TXN_01832419
ACC_009999
student
2024-11-12 12:52:12
DE13848941664000604405
DE14301840062947732555
DE
domestic
33.86
grocery
Grocery shopping
12
1
0
225,366
0
0
none
TXN_01832420
ACC_009999
student
2024-11-12 22:27:47
DE13848941664000604405
DE22988491040611951678
DE
domestic
24.2
other
Payment ref REF95661
22
1
0
34,535
1
0
none
TXN_01832421
ACC_009999
student
2024-11-13 23:31:35
DE13848941664000604405
DE17673075922756750734
DE
domestic
29.17
grocery
Weekly groceries
23
2
0
90,228
0
0
none
TXN_01832422
ACC_009999
student
2024-11-14 14:47:10
DE13848941664000604405
DE19361518824385493549
DE
domestic
34.65
transfer
Peer payment
14
3
0
54,935
0
0
none
TXN_01832423
ACC_009999
student
2024-11-15 16:28:46
DE13848941664000604405
DE17673075922756750734
DE
domestic
23.64
rent
Monthly rent payment
16
4
0
92,496
0
0
none
TXN_01832424
ACC_009999
student
2024-11-18 17:27:45
DE13848941664000604405
DE79379338802037281757
DE
domestic
25.84
grocery
Grocery shopping
17
0
0
262,739
0
0
none
TXN_01832425
ACC_009999
student
2024-11-21 17:31:21
DE13848941664000604405
DE75046981138597321370
DE
domestic
359.52
shopping
Zalando
17
3
0
259,416
0
0
none
TXN_01832426
ACC_009999
student
2024-11-25 13:35:45
DE13848941664000604405
DE14301840062947732555
DE
domestic
147.11
subscription
Adobe subscription
13
0
0
331,464
0
0
none
TXN_01832427
ACC_009999
student
2024-11-26 20:40:56
DE13848941664000604405
DE17673075922756750734
DE
domestic
415.34
subscription
Spotify
20
1
0
111,911
0
0
none
TXN_01832428
ACC_009999
student
2024-11-27 23:23:33
DE13848941664000604405
DE19361518824385493549
DE
domestic
113.28
shopping
Amazon order
23
2
0
96,157
0
0
none
TXN_01832429
ACC_009999
student
2024-11-28 12:36:58
DE13848941664000604405
DE75046981138597321370
DE
domestic
116.91
shopping
Online purchase
12
3
0
47,605
0
0
none
TXN_01832430
ACC_009999
student
2024-11-28 18:23:38
DE13848941664000604405
DE14301840062947732555
DE
domestic
141.54
transfer
Personal transfer
18
3
0
20,800
0
0
none
TXN_01832431
ACC_009999
student
2024-11-29 19:41:18
DE13848941664000604405
DE78403413954467309944
DE
domestic
125.07
shopping
Zalando
19
4
0
91,060
1
0
none
TXN_01832432
ACC_009999
student
2024-11-30 17:09:46
DE13848941664000604405
DE17673075922756750734
DE
domestic
19.29
shopping
H&M purchase
17
5
1
77,308
0
0
none
TXN_01832433
ACC_009999
student
2024-12-02 12:22:59
DE13848941664000604405
DE14301840062947732555
DE
domestic
691.47
grocery
REWE 02/12
12
0
0
155,593
0
0
none
TXN_01832434
ACC_009999
student
2024-12-02 19:29:27
DE13848941664000604405
DE95817051893240610950
DE
domestic
31.23
rent
Loyer Dec 2024
19
0
0
25,588
1
0
none
TXN_01832435
ACC_009999
student
2024-12-02 19:36:03
DE13848941664000604405
DE19361518824385493549
DE
domestic
27.82
transfer
Repayment
19
0
0
396
0
0
none
TXN_01832436
ACC_009999
student
2024-12-07 20:12:22
DE13848941664000604405
DE75046981138597321370
DE
domestic
30.67
shopping
Zalando
20
5
1
434,179
0
0
none
TXN_01832437
ACC_009999
student
2024-12-10 18:31:19
DE13848941664000604405
DE98586200936816062965
DE
domestic
29.17
grocery
Weekly groceries
18
1
0
253,137
1
0
none
TXN_01832438
ACC_009999
student
2024-12-10 19:14:44
DE13848941664000604405
DE94991299267576374806
DE
domestic
129.27
subscription
Adobe subscription
19
1
0
2,605
1
0
none
TXN_01832439
ACC_009999
student
2024-12-11 12:50:31
DE13848941664000604405
DE14301840062947732555
DE
domestic
15.97
grocery
Carrefour
12
2
0
63,347
0
0
none
TXN_01832440
ACC_009999
student
2024-12-11 12:59:36
DE13848941664000604405
DE79379338802037281757
DE
domestic
35.24
shopping
H&M purchase
12
2
0
545
0
0
none
TXN_01832441
ACC_009999
student
2024-12-16 16:59:01
DE13848941664000604405
DE60092804053194478824
DE
domestic
23.42
shopping
Online purchase
16
0
0
446,365
1
0
none
TXN_01832442
ACC_009999
student
2024-12-18 22:38:57
DE13848941664000604405
DE75046981138597321370
DE
domestic
22.46
subscription
Software license
22
2
0
193,196
0
0
none
TXN_01832443
ACC_009999
student
2024-12-20 15:46:15
DE13848941664000604405
DE17673075922756750734
DE
domestic
33.09
rent
Miete Dec
15
4
0
148,038
0
0
none
TXN_01832444
ACC_009999
student
2024-12-21 13:17:30
DE13848941664000604405
DE19361518824385493549
DE
domestic
31.73
rent
Rent Dec 2024
13
5
1
77,475
0
0
none
TXN_01832445
ACC_009999
student
2024-12-24 19:32:55
DE13848941664000604405
DE14301840062947732555
DE
domestic
757.73
transfer
Split bill
19
1
0
281,725
0
0
none
TXN_01832446
ACC_009999
student
2024-12-25 15:11:44
DE13848941664000604405
DE79379338802037281757
DE
domestic
22.66
grocery
Grocery shopping
15
2
0
70,729
0
0
none
TXN_01832447
ACC_009999
student
2024-12-31 13:24:32
DE13848941664000604405
DE25219029016968332052
DE
domestic
24.67
utility
Internet bill
13
1
0
511,968
1
0
none