timestamp
string
user_id
string
beneficiary_id
string
amount
float64
transaction_type
string
is_new_device
int64
amount_deviation_from_avg
float64
user_transaction_count_24h
float64
time_since_last_transaction_user
float64
beneficiary_transaction_count_24h
float64
fraud_flag
int64
2025-07-29 18:20:59.006178
7936525427@okicici
2465676451@oksbi
898.15
P2P
0
-129.69
3
96.716727
1
0
2025-08-13 05:00:55.006439
8412228058@okybl
8141137613@okaxis
19,839.44
Online Shopping
0
16,276.682857
1
21,567.233416
1
1
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
1
2025-08-30 14:51:04.001107
2992473033@okicici
1824061376@okaxis
329.65
P2M
0
-112.543333
1
3,357.733349
1
0
2025-09-05 05:22:27.000747
4150582988@okaxis
2676078193@okhdfcbank
6,425.41
Salary
0
5,352.76
1
7,467.683245
1
1
2025-06-28 02:45:57.001251
5795893704@okicici
8348546638@oksbi
12.46
P2M
0
-622.965333
1
1,604.783272
1
0
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-09-06 04:22:08.008436
8486121619@okaxis
9920589503@okybl
19,836.39
P2P
0
16,640.421429
1
15,531.533311
2
1
2025-08-23 02:25:43.006780
4975502168@okhdfcbank
6326498631@okybl
11,296.45
P2M
0
9,845.653125
1
15,230.649998
1
1
2025-07-15 01:27:59.003437
1634019683@okaxis
3998275478@oksbi
264.47
P2M
0
-567.764
1
6,478.8333
1
0
2025-07-14 04:23:12.009446
7131680202@okhdfcbank
1211506866@okhdfcbank
5,338.3
Online Shopping
0
4,444.4275
1
21,563.833471
2
1
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-07-21 13:29:31.009864
9140928512@okybl
7207981763@okicici
653.31
Bill Payment
0
-427.743846
1
1,799.300128
1
0
2025-07-08 07:55:58.008535
8144755001@okicici
4904692566@oksbi
79.78
Salary
0
-1,251.358
1
3,110.633406
1
0
2025-07-05 05:10:27.001983
5791584734@okaxis
7293947043@oksbi
759.3
P2M
0
448.745
1
5,545.099911
1
1
2025-06-24 22:15:55.005095
6355536969@okybl
3550673021@oksbi
19,135.13
P2M
1
17,207.92625
2
529.600057
1
1
2025-08-05 04:32:11.007822
2754879559@okicici
1650027316@oksbi
5,562.59
P2P
0
4,538.08
1
25,426.366654
1
1
2025-06-25 08:42:53.006415
6895207523@okaxis
8740030660@oksbi
1,087.58
P2M
0
53.767692
1
14,953.833424
1
0
2025-08-21 00:23:57.008515
1384568264@okhdfcbank
4963399846@okicici
6,458.4
P2M
0
4,315.5825
1
3,173.500047
1
0
2025-08-08 04:09:42.008994
8768042913@okhdfcbank
9725695791@okaxis
8,948.92
P2M
0
7,384.44
1
47,873.216732
1
1
2025-07-01 02:31:15.005883
6145232148@oksbi
8881094196@okhdfcbank
22,980.54
P2P
0
20,347.44
1
4,300.600094
1
1
2025-07-01 03:58:53.004992
7669415374@okybl
2936374261@okicici
5,122.04
Bill Payment
0
4,317.239167
1
19,195.683309
1
1
2025-08-31 16:57:53.002622
3017702410@okhdfcbank
5707432024@okhdfcbank
477.54
P2M
0
-118.43125
1
26,962.699975
1
0
2025-08-11 04:12:52.002734
8499525081@okicici
3498723317@okaxis
347.19
Salary
0
-1,560.846364
1
10,882.04996
1
0
2025-07-12 04:43:18.001961
7116038477@okybl
1415817388@okicici
8,208.93
P2P
0
6,819.33
1
29,026.44989
1
1
2025-06-30 04:27:36.002255
8565802395@okybl
7490035485@okybl
8,721.65
P2P
0
7,358.017
1
8,263.566541
2
1
2025-08-26 17:43:18.006748
7943809439@okhdfcbank
8016629969@okicici
189.45
P2P
0
-455.455
1
28,703.500099
1
0
2025-08-29 13:07:00.000609
8302175977@okaxis
7423485283@okaxis
280.14
ATM Withdrawal
0
-147.016923
1
1,942.133226
1
0
2025-08-14 07:28:57.009768
3779379861@okicici
5679833404@okicici
22,254.12
P2M
1
18,575.53125
1
24,561.03348
1
1
2025-07-25 23:41:55.009780
6060741818@okicici
9979074645@oksbi
26,977.42
P2M
1
23,444.232222
1
41,340.750046
1
1
2025-08-21 03:52:00.003533
5106242930@okicici
1746725298@okaxis
40.4
Online Shopping
0
-225.888333
1
92,422.499943
2
1
2025-06-30 03:58:57.005360
5035140273@okhdfcbank
1118042849@okicici
14,476.68
P2M
0
12,420.648889
1
99,999
1
1
2025-08-20 22:51:46.003973
1321950346@okybl
3182378803@okaxis
3,573.84
Online Shopping
1
1,641.693333
1
31,692.683243
1
0
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-08-20 04:18:47.001255
1597243444@oksbi
4041616998@okybl
5,934.88
P2P
0
5,103.094444
1
14,634.749891
1
1
2025-07-29 02:09:22.009517
4928910660@okicici
1824061376@okaxis
15,851.44
P2P
1
13,361.82625
1
26,041.666803
1
1
2025-06-24 02:42:53.002311
6894510412@okicici
8322191721@okicici
487.75
P2M
0
113.14
1
11,156.749885
1
1
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-06-27 05:08:35.001980
8660275388@okaxis
1685839981@okybl
9,119.77
P2P
0
7,697.112353
1
11,211.066598
1
1
2025-08-01 18:49:22.005945
2823179376@oksbi
4813271936@okicici
555.31
P2P
0
112.617273
1
99,999
2
0
2025-09-02 16:11:06.002208
4897756322@okaxis
5420201126@okybl
1,036.82
Salary
0
665.4775
1
4,739.733252
1
0
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-07-15 00:36:13.007793
4554664689@okicici
8090610593@okicici
61.91
P2P
0
-922.914167
1
6,100.033321
1
0
2025-07-26 03:40:13.000781
4141012480@okicici
9461930592@okicici
598.8
Bill Payment
1
-107.63
1
39,390.46664
1
1
2025-07-31 05:46:54.003547
2043488156@okaxis
3241444589@okybl
36.33
P2P
0
-633.325556
1
15,865.599992
1
0
2025-06-30 12:07:35.006454
4446819675@okaxis
8927186521@okicici
563.09
P2M
0
-279.082667
1
15,097.616723
1
0
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
1
1
2025-06-17 02:31:26.005940
3990586078@okhdfcbank
9442800152@oksbi
6,819.18
P2P
0
5,707.837
1
99,999
1
1
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
1
1
2025-08-26 11:02:43.009595
4246687247@okaxis
6485269798@okicici
32.79
P2M
0
-868.736
1
10,112.483438
2
0
2025-07-14 04:23:12.009446
7131680202@okhdfcbank
1211506866@okhdfcbank
5,338.3
Online Shopping
0
4,444.4275
1
21,563.833471
2
1
2025-09-10 03:39:44.008748
4655061637@okhdfcbank
7520573835@okhdfcbank
19,951.93
P2M
0
16,862.275556
1
21,017.716752
1
1
2025-06-17 23:29:30.006955
5106242930@okicici
7466840771@okaxis
84.22
P2M
0
-182.068333
1
99,999
1
0
2025-07-24 16:39:43.002476
1520992184@oksbi
1366906250@okybl
10,514.55
P2P
1
6,861.566364
1
6,829.433264
1
1
2025-08-06 04:56:49.003461
1591329959@okhdfcbank
3885356561@okhdfcbank
7,825.83
P2M
1
6,739.87
1
8,767.783231
2
1
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-08-04 04:34:19.001706
8727940854@okhdfcbank
9894546675@okicici
36.44
P2P
0
-685.731176
1
2,657.366591
1
1
2025-08-27 19:03:02.001451
5163957770@okaxis
5884298427@okybl
921.26
P2P
0
151.488333
1
79,547.283217
2
0
2025-07-05 05:10:27.001983
5791584734@okaxis
7293947043@oksbi
759.3
P2M
0
448.745
1
5,545.099911
1
1
2025-09-10 03:39:44.008748
4655061637@okhdfcbank
7520573835@okhdfcbank
19,951.93
P2M
0
16,862.275556
1
21,017.716752
1
1
2025-08-26 13:52:52.002833
6224157542@oksbi
5420201126@okybl
15.61
P2M
0
-1,018.02
1
16,040.666591
1
0
2025-08-26 12:05:51.003739
2788089489@okicici
7038508116@okicici
418.05
P2P
0
-377.002857
1
2,982.266667
1
0
2025-09-01 00:37:36.006263
9892729198@okhdfcbank
6030872995@oksbi
538.13
P2P
0
-376.662222
1
3,781.433284
1
0
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
1
1
2025-08-21 03:52:00.003533
5106242930@okicici
1746725298@okaxis
40.4
Online Shopping
0
-225.888333
1
92,422.499943
2
1
2025-09-06 04:22:08.008436
8486121619@okaxis
9920589503@okybl
19,836.39
P2P
0
16,640.421429
1
15,531.533311
2
1
2025-07-25 17:33:14.000887
3663675747@okybl
8054539295@okicici
2,455.95
P2M
0
991.797
1
4,542.316638
1
0
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-09-07 06:39:04.008682
6703363505@okhdfcbank
3275422183@okhdfcbank
84.62
P2P
0
-2,097.601429
1
2,772.000039
1
0
2025-07-29 21:21:45.002921
4867163746@oksbi
1063348655@okicici
761.65
Salary
0
44.252308
1
2,478.416582
1
0
2025-07-23 23:21:35.007399
8727940854@okhdfcbank
4335292222@okybl
150.33
P2P
0
-571.841176
1
5,932.166786
1
0
2025-07-19 14:27:52.000714
7896351149@okybl
5886906128@okaxis
1,918.1
P2P
0
784.003077
1
5,851.116583
2
0
2025-08-04 03:53:28.002198
1520992184@oksbi
9442800152@oksbi
24,616.35
P2M
0
20,963.366364
1
15,073.749995
2
1
2025-08-14 07:28:57.009768
3779379861@okicici
5679833404@okicici
22,254.12
P2M
1
18,575.53125
1
24,561.03348
1
1
2025-08-22 04:32:26.006087
5938919232@oksbi
2760094217@okybl
7,140.04
P2M
0
6,111.877857
1
19,817.833362
1
1
2025-09-13 12:11:36.009179
6931932839@okybl
3180813052@okaxis
26,196.11
Bill Payment
1
22,948.784
1
11,171.983466
1
1
2025-09-02 23:04:16.008058
3725662454@okybl
5013595485@okhdfcbank
299.96
Bill Payment
0
-388.67375
1
50,519.316696
1
0
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
1
1
2025-07-05 02:48:34.001967
1484444507@okybl
1939316876@okhdfcbank
620.16
P2M
0
-660.988889
1
8,166.116563
1
1
2025-06-24 02:42:53.002311
6894510412@okicici
8322191721@okicici
487.75
P2M
0
113.14
1
11,156.749885
1
1
2025-08-02 03:13:10.008253
6164499008@okhdfcbank
9702519182@okybl
9,943.59
P2M
0
8,099.405789
1
8,809.333454
1
1
2025-08-08 04:03:09.006971
4130889449@oksbi
1650027316@oksbi
503.23
P2P
0
-30.3175
1
11,465.533295
2
1
2025-08-04 19:05:26.004837
9950484065@okaxis
6121090946@okybl
617.15
P2M
0
151.713333
1
37,724.966687
2
0
2025-08-31 03:52:39.000424
2729389970@okicici
9589223354@okicici
8,784.5
Online Shopping
0
7,148.956364
1
4,151.199896
1
1
2025-09-03 23:48:00.003005
6977578473@okicici
3478515586@oksbi
1,388.68
P2P
0
-161.809091
1
1,823.483271
1
0
2025-08-14 13:06:57.001608
3551784285@okhdfcbank
6111561958@okaxis
630.71
P2P
0
-94.31
1
2,143.749906
1
0
2025-06-24 15:29:23.002485
5116283223@okhdfcbank
2932772779@okhdfcbank
948.49
P2P
0
-2,307.646
1
9,628.499983
1
0
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
1
1
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
1
1
2025-09-10 01:42:54.004582
7594823136@okicici
2083165891@okaxis
237.06
P2P
0
-104.318
1
13,456.733337
1
0
2025-09-03 07:42:28.004619
8278920136@okhdfcbank
2527341495@oksbi
566.21
P2P
0
-261.047778
2
263.816736
1
0
2025-06-30 04:27:36.002255
8565802395@okybl
7490035485@okybl
8,721.65
P2P
0
7,358.017
1
8,263.566541
2
1
2025-07-24 16:39:43.002476
1520992184@oksbi
1366906250@okybl
10,514.55
P2P
1
6,861.566364
1
6,829.433264
1
1
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
1
1
2025-07-29 02:09:22.009517
4928910660@okicici
1824061376@okaxis
15,851.44
P2P
1
13,361.82625
1
26,041.666803
1
1
2025-07-28 13:41:52.007374
7337880641@oksbi
7098602152@okhdfcbank
391.73
Online Shopping
0
-329.895
2
30.449979
1
0
2025-07-26 03:40:13.000781
4141012480@okicici
9461930592@okicici
598.8
Bill Payment
1
-107.63
1
39,390.46664
1
1
2025-09-05 05:22:27.000747
4150582988@okaxis
2676078193@okhdfcbank
6,425.41
Salary
0
5,352.76
1
7,467.683245
1
1