transaction_id
string
timestamp
string
amount
float64
transaction_type
string
channel
string
user_id
string
session_duration_sec
int64
pages_visited
int32
failed_attempts
int32
ip_country
string
device_fingerprint_match
int64
time_since_last_activity_hours
float64
anomaly_score
float64
is_anomaly
int64
TXN-000400
2025-11-27 11:00:00
120.95
claim
mobile
USR-04635
186
11
0
AE
1
41.3
0
0
TXN-000401
2025-06-30 10:00:00
1,076.07
payment
web
USR-02590
465
6
1
AE
1
35.4
0.098
0
TXN-000402
2025-08-16 02:00:00
2,777.97
claim
web
USR-03214
313
3
1
AE
1
7.9
0.029
0
TXN-000403
2025-05-07 21:00:00
6,507.09
payment
agent
USR-03569
669
5
1
KW
1
8.6
0.026
0
TXN-000404
2025-10-10 19:00:00
265.96
claim
agent
USR-02108
43
3
0
KW
1
25.4
0
0
TXN-000405
2025-07-13 07:00:00
1,240.81
refund
call_center
USR-02332
20
2
0
SA
1
55.7
0
0
TXN-000406
2025-01-05 07:00:00
4,237.41
payment
mobile
USR-00211
11
3
0
AE
1
0.2
0.083
0
TXN-000407
2025-07-15 02:00:00
262.63
claim
call_center
USR-02396
85
10
0
SA
1
92.7
0.074
0
TXN-000408
2025-12-10 05:00:00
1,004.2
payment
agent
USR-03031
223
6
1
QA
1
7.1
0
0
TXN-000409
2025-01-12 13:00:00
414.78
claim
call_center
USR-03764
540
2
1
OTHER
1
31.5
0.151
0
TXN-000410
2025-11-16 03:00:00
94.83
payment
mobile
USR-03830
394
5
0
AE
1
35.2
0
0
TXN-000411
2025-03-10 19:00:00
1,791.22
claim
mobile
USR-01172
207
3
0
SA
1
43.5
0
0
TXN-000412
2025-05-29 08:00:00
5,164.37
claim
web
USR-02056
38
6
0
KW
1
11.4
0.075
0
TXN-000413
2025-06-10 01:00:00
612.8
payment
mobile
USR-04619
46
3
1
KW
1
17.6
0.054
0
TXN-000414
2025-10-21 08:00:00
7,634.66
payment
call_center
USR-03703
1,108
5
0
QA
1
5.9
0.089
0
TXN-000415
2025-03-24 14:00:00
442.96
refund
web
USR-01373
147
5
0
SA
1
106.4
0
0
TXN-000416
2025-05-24 11:00:00
4,890.89
refund
agent
USR-04470
169
8
0
AE
1
2.6
0
0
TXN-000417
2025-02-18 04:00:00
880.11
claim
agent
USR-00678
318
3
0
OTHER
1
2.9
0.122
0
TXN-000418
2025-11-19 10:00:00
1,870.22
refund
mobile
USR-00262
146
3
0
OTHER
1
201.6
0.364
0
TXN-000419
2025-03-29 09:00:00
1,879.71
refund
call_center
USR-01147
288
12
0
OM
1
93.1
0
0
TXN-000420
2025-05-04 05:00:00
168.1
payment
web
USR-00802
537
6
0
SA
1
11.2
0.062
0
TXN-000421
2025-01-03 15:00:00
10,201.06
adjustment
web
USR-02391
75
4
0
AE
1
23.3
0
0
TXN-000422
2025-03-09 01:00:00
3,026.6
claim
agent
USR-00114
244
7
0
SA
1
89.3
0.006
0
TXN-000423
2025-05-01 00:00:00
326.73
refund
agent
USR-03036
578
9
1
AE
1
139.1
0
0
TXN-000424
2025-06-17 10:00:00
1,393.4
adjustment
mobile
USR-00806
167
6
0
AE
1
143.6
0
0
TXN-000425
2025-06-21 20:00:00
2,012.48
claim
web
USR-01527
252
6
0
AE
1
32.6
0
0
TXN-000426
2025-06-09 16:00:00
256.75
payment
mobile
USR-02613
1,100
6
0
AE
1
24
0
0
TXN-000427
2025-08-25 17:00:00
440.98
refund
web
USR-02101
273
8
1
SA
1
3
0.052
0
TXN-000428
2025-10-12 06:00:00
1,618.52
payment
call_center
USR-00046
17
2
0
SA
1
127.7
0
0
TXN-000429
2025-12-19 03:00:00
20.11
claim
call_center
USR-02048
87
5
0
AE
1
4.2
0.033
0
TXN-000430
2025-10-12 05:00:00
1,038.51
claim
mobile
USR-04158
43
6
0
OM
1
31.3
0
0
TXN-000431
2025-08-22 03:00:00
4,345.06
payment
mobile
USR-03402
152
7
0
OM
1
15.8
0
0
TXN-000432
2025-11-11 18:00:00
534.46
payment
mobile
USR-01770
316
4
0
AE
1
37.5
0
0
TXN-000433
2025-10-28 01:00:00
215.97
refund
web
USR-03262
307
0
0
SA
1
97.1
0
0
TXN-000434
2025-10-17 18:00:00
994.71
payment
mobile
USR-04028
217
3
0
AE
1
18.2
0.071
0
TXN-000435
2025-07-05 09:00:00
3,205.08
claim
mobile
USR-02454
77
1
0
OM
1
73.7
0
0
TXN-000436
2025-01-11 13:00:00
2,955.86
payment
web
USR-04303
4
6
0
SA
1
0.9
0.051
0
TXN-000437
2025-11-02 13:00:00
2,780.29
claim
call_center
USR-00607
75
2
0
BH
1
2.4
0.016
0
TXN-000438
2025-05-06 03:00:00
164.67
payment
web
USR-01412
95
5
0
AE
1
11
0
0
TXN-000439
2025-12-29 05:00:00
4,273.72
adjustment
web
USR-02058
24
3
0
OM
1
72.2
0.094
0
TXN-000440
2025-07-29 19:00:00
162.49
payment
mobile
USR-02688
120
4
0
KW
1
33.1
0.015
0
TXN-000441
2025-07-06 20:00:00
582.18
payment
web
USR-03479
763
3
1
QA
1
26
0
0
TXN-000442
2025-03-19 15:00:00
78.86
adjustment
call_center
USR-00943
133
0
0
KW
1
17.3
0.018
0
TXN-000443
2025-11-23 22:00:00
3,228.39
payment
web
USR-01957
52
6
0
AE
1
25.8
0
0
TXN-000444
2025-06-15 21:00:00
69.69
refund
mobile
USR-00866
138
2
0
SA
0
34.8
0.233
0
TXN-000445
2025-12-27 11:00:00
4,483.96
payment
agent
USR-00802
203
7
0
SA
1
102.8
0
0
TXN-000446
2025-01-15 06:00:00
7,557.2
payment
web
USR-04143
172
7
0
BH
1
14.8
0
0
TXN-000447
2025-09-22 12:00:00
4,536.59
claim
mobile
USR-02156
74
7
0
AE
1
3.1
0
0
TXN-000448
2025-10-31 01:00:00
2,160.51
claim
web
USR-01026
48
4
1
SA
1
74.2
0.047
0
TXN-000449
2025-01-09 14:00:00
682.23
payment
web
USR-03778
341
7
1
AE
1
85.4
0.058
0
TXN-000450
2025-08-21 21:00:00
2,086.16
payment
mobile
USR-00189
146
5
0
AE
1
119.9
0
0
TXN-000451
2025-11-06 16:00:00
3,169.08
payment
mobile
USR-03390
296
4
1
SA
1
43.7
0
0
TXN-000452
2025-07-01 15:00:00
1,641.97
payment
agent
USR-03195
27
3
0
OM
0
40.4
0.141
0
TXN-000453
2025-11-07 03:00:00
1,454.87
claim
agent
USR-01991
44
8
0
AE
1
135
0.042
0
TXN-000454
2025-03-25 10:00:00
3,255.37
payment
agent
USR-01798
122
4
0
BH
1
54.1
0
0
TXN-000455
2025-03-09 03:00:00
1,864.58
claim
web
USR-00761
94
3
0
BH
1
4.7
0
0
TXN-000456
2025-12-23 02:00:00
787.26
payment
web
USR-01157
141
3
1
AE
1
3.8
0.033
0
TXN-000457
2025-11-24 09:00:00
3,347.22
payment
mobile
USR-01307
375
5
0
KW
1
0.9
0.007
0
TXN-000458
2025-12-11 23:00:00
37.84
claim
mobile
USR-03374
509
3
1
SA
1
51.3
0
0
TXN-000459
2025-05-27 23:00:00
1,088.48
payment
mobile
USR-01987
79
5
1
QA
1
15
0.09
0
TXN-000460
2025-05-11 14:00:00
477.24
payment
call_center
USR-03764
96
5
0
AE
1
80.2
0
0
TXN-000461
2025-05-14 07:00:00
1,250.76
payment
web
USR-03968
122
5
0
OM
1
11.3
0.051
0
TXN-000462
2025-03-09 17:00:00
3,160.07
payment
call_center
USR-03517
107
3
0
SA
0
139.7
0.106
0
TXN-000463
2025-01-03 04:00:00
288.35
adjustment
mobile
USR-02432
68
1
0
BH
1
15.9
0.022
0
TXN-000464
2025-04-22 07:00:00
1,328.92
claim
agent
USR-02428
352
4
1
AE
1
18.2
0
0
TXN-000465
2025-11-20 00:00:00
2,337.52
claim
agent
USR-04621
110
4
0
AE
1
28.9
0.052
0
TXN-000466
2025-10-30 07:00:00
389.97
payment
mobile
USR-02119
129
4
0
SA
1
12.6
0.077
0
TXN-000467
2025-12-10 03:00:00
2,597.8
refund
call_center
USR-01249
564
6
0
QA
1
36.4
0
0
TXN-000468
2025-05-10 03:00:00
1,562.58
payment
web
USR-01804
173
7
0
AE
1
236.2
0.233
0
TXN-000469
2025-09-16 23:00:00
17.15
payment
agent
USR-00052
849
10
0
SA
1
16.3
0.025
0
TXN-000470
2025-02-02 03:00:00
739.55
claim
mobile
USR-00097
245
5
0
BH
1
32.7
0
0
TXN-000471
2025-02-16 00:00:00
2,000.76
payment
call_center
USR-01084
281
4
0
KW
1
7.1
0
0
TXN-000472
2025-01-05 21:00:00
1,556.2
claim
web
USR-03310
663
7
0
AE
0
21
0.119
0
TXN-000473
2025-03-07 05:00:00
4,646.7
claim
mobile
USR-00280
48
10
2
BH
1
52.5
0.007
0
TXN-000474
2025-05-14 20:00:00
3,008.88
claim
mobile
USR-04873
122
6
0
AE
1
44.2
0.006
0
TXN-000475
2025-05-21 13:00:00
112.18
payment
web
USR-03868
1,169
4
0
KW
1
48.2
0.006
0
TXN-000476
2025-09-16 03:00:00
922.75
claim
agent
USR-04980
43
3
0
SA
1
11.9
0
0
TXN-000477
2025-04-08 13:00:00
467.49
adjustment
agent
USR-02010
99
7
0
KW
1
0.6
0
0
TXN-000478
2025-09-24 17:00:00
981.21
refund
call_center
USR-02069
24
5
0
AE
1
78
0
0
TXN-000479
2025-03-27 01:00:00
424.82
claim
agent
USR-03296
70
4
0
SA
1
27
0
0
TXN-000480
2025-08-03 05:00:00
3,668.93
payment
web
USR-02271
478
4
0
KW
1
54.4
0
0
TXN-000481
2025-11-23 14:00:00
2,559.08
claim
call_center
USR-01409
269
12
2
OM
1
13.3
0
0
TXN-000482
2025-06-13 19:00:00
34.74
claim
agent
USR-00249
100
8
0
SA
1
3.6
0
0
TXN-000483
2025-10-24 12:00:00
133.72
payment
mobile
USR-01132
208
11
1
SA
1
20.8
0
0
TXN-000484
2025-12-21 04:00:00
719.42
payment
web
USR-01828
22
7
0
AE
1
85.5
0.078
0
TXN-000485
2025-03-31 23:00:00
1,121.8
payment
mobile
USR-04342
741
4
0
KW
1
21
0
0
TXN-000486
2025-10-19 09:00:00
1,671.7
payment
mobile
USR-03434
107
6
0
BH
1
18.4
0
0
TXN-000487
2025-04-06 12:00:00
224.94
payment
web
USR-01341
212
11
0
OTHER
1
6.1
0.136
0
TXN-000488
2025-10-24 11:00:00
3,727.42
adjustment
call_center
USR-03183
27
7
2
AE
1
48.3
0.083
0
TXN-000489
2025-09-09 14:00:00
116.32
claim
web
USR-00448
56
5
0
AE
1
31
0.07
0
TXN-000490
2025-05-08 22:00:00
2,477.67
claim
mobile
USR-03082
292
1
2
AE
1
0.4
0
0
TXN-000491
2025-07-31 05:00:00
315.42
claim
mobile
USR-01664
253
9
0
SA
0
19.8
0.188
0
TXN-000492
2025-09-27 20:00:00
2,278.6
claim
call_center
USR-00067
115
3
0
OTHER
1
86.3
0.089
0
TXN-000493
2025-03-21 03:00:00
1,236.38
claim
mobile
USR-00497
413
3
0
AE
1
7.7
0.036
0
TXN-000494
2025-06-19 23:00:00
790.77
claim
mobile
USR-02486
98
12
0
OM
1
78.9
0.098
0
TXN-000495
2025-01-30 09:00:00
3,026.08
payment
agent
USR-01866
623
5
0
AE
1
5.4
0.056
0
TXN-000496
2025-04-13 21:00:00
43.76
claim
agent
USR-02506
298
8
0
AE
1
22.4
0
0
TXN-000497
2025-01-29 14:00:00
2,619.76
claim
agent
USR-04211
412
4
1
AE
1
103.3
0
0
TXN-000498
2025-04-22 22:00:00
100.86
claim
agent
USR-00929
480
2
0
QA
1
55
0
0
TXN-000499
2025-06-09 06:00:00
532.78
claim
web
USR-00684
284
9
0
SA
1
44.2
0.067
0