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
2025-08-28 04:44:52.007043
8302175977@okaxis
5974669698@okaxis
512.12
P2M
0
84.963077
1
37,632.316726
1
0
2025-06-17 21:36:05.002347
5254849602@okhdfcbank
6570033062@oksbi
272.94
P2P
0
69.115
1
99,999
1
0
2025-06-17 02:31:26.005940
3990586078@okhdfcbank
9442800152@oksbi
6,819.18
P2P
0
5,707.837
1
99,999
1
1
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-06-26 18:09:13.005649
9509783994@okicici
5082852124@okybl
5,309.39
P2P
0
3,847.237
1
7,029.433325
1
0
2025-09-03 07:31:35.005244
1419477630@oksbi
1891363136@okaxis
94.16
ATM Withdrawal
1
-736.228
1
5,475.966593
1
0
2025-06-21 11:29:29.009752
9164601856@oksbi
1588852024@okhdfcbank
475.55
P2P
0
-1,288.872222
2
1,219.15009
1
0
2025-06-23 04:43:21.002683
5879771010@okhdfcbank
7724793652@okybl
441.24
P2P
0
-444.343333
1
99,999
1
0
2025-08-20 23:45:58.003430
2125260129@okhdfcbank
3805207496@okicici
260.96
P2P
0
-337.63
1
11,637.883363
1
0
2025-08-08 10:11:50.005052
1705763479@okaxis
1679762054@okybl
14.07
P2M
0
-1,267.510769
1
7,800.399963
1
0
2025-07-04 23:01:37.009317
3489535244@okicici
5414914993@okaxis
831.23
P2P
0
389.665556
1
6,731.499993
1
0
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
2025-07-12 04:43:18.001961
7116038477@okybl
1415817388@okicici
8,208.93
P2P
0
6,819.33
1
29,026.44989
1
1
2025-06-21 03:30:22.005284
9451928800@okaxis
7986133379@oksbi
11,703.06
Bill Payment
0
10,300.788182
1
8,448.000067
1
1
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-08-03 04:21:47.003882
3904901798@oksbi
9631421958@okybl
2,422.29
Salary
0
1,316.114615
1
6,174.099912
1
0
2025-07-25 17:30:14.004814
1062539849@oksbi
6849865877@okicici
1,183.86
ATM Withdrawal
0
-105.42
1
5,973.600056
1
0
2025-08-15 05:36:09.009650
8499525081@okicici
3905465738@okaxis
549.49
P2P
0
-1,358.546364
1
5,843.283449
1
0
2025-09-13 02:48:32.005198
2187811668@okybl
2923383602@okaxis
180.96
P2P
0
-19.80125
1
24,558.183416
1
0
2025-09-10 05:52:11.006609
6514390969@okicici
4963703020@oksbi
427.65
P2P
0
-222.706667
1
39,553.116697
1
1
2025-06-21 05:30:23.001168
6164499008@okhdfcbank
2118038573@oksbi
19,712.04
P2M
0
17,867.855789
1
6,841.266637
1
1
2025-09-02 02:56:57.007933
2743459507@okicici
9713821613@okybl
752.62
P2P
0
32.568
1
22,513.083445
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
2025-07-24 16:39:43.002476
1520992184@oksbi
1366906250@okybl
10,514.55
P2P
1
6,861.566364
1
6,829.433264
1
1
2025-07-01 03:58:53.004992
7669415374@okybl
2936374261@okicici
5,122.04
Bill Payment
0
4,317.239167
1
19,195.683309
1
1
2025-07-04 09:57:50.005931
1854257725@okicici
5034824570@okaxis
283.54
Online Shopping
0
-494.954
1
11,686.966669
1
0
2025-08-18 15:45:54.007393
6176485818@oksbi
3348229612@oksbi
268.24
P2P
0
-880.720714
1
7,502.633317
1
0
2025-08-30 04:18:40.003399
6588001441@okaxis
3706289052@okhdfcbank
6,190.63
P2P
0
5,339.487692
2
421.39999
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
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-07-27 22:29:31.004113
9734418544@okaxis
3489955204@okhdfcbank
10,062.95
ATM Withdrawal
1
8,104.537778
1
19,771.033376
2
1
2025-08-16 16:56:31.007397
3864651375@oksbi
8000923082@oksbi
123.99
P2M
0
-204.969167
1
7,644.016752
1
0
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
2025-08-13 05:00:55.006439
8412228058@okybl
8141137613@okaxis
19,839.44
Online Shopping
0
16,276.682857
1
21,567.233416
1
1
2025-06-22 13:43:14.002275
3638821032@okicici
2898289080@oksbi
163.14
Online Shopping
0
-482.576429
1
4,420.94988
1
0
2025-08-17 02:00:05.000466
2054452456@okicici
7438668829@okicici
171.23
P2M
0
-380.74
2
867.799967
1
0
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
2025-07-17 07:15:25.002617
1718860148@okaxis
8955825493@okhdfcbank
280.5
P2M
0
-43.14
1
12,787.850034
1
0
2025-07-03 20:02:56.007086
4185038465@okicici
9799201681@okybl
107.1
P2M
0
-836.2525
1
3,402.383296
1
0
2025-09-09 14:18:06.003438
2600767581@okaxis
3605836919@okaxis
194.4
Online Shopping
0
-280.66
1
45,995.599946
1
0
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-08-25 04:02:13.007486
7898294265@okicici
3185831686@okybl
402.56
Online Shopping
0
-81.533333
1
7,022.316743
2
1
2025-07-16 23:49:59.001044
9739853263@okhdfcbank
4756476498@okicici
21.48
P2P
0
-2,270.574667
1
2,108.149903
1
0
2025-08-08 04:03:09.006971
4130889449@oksbi
1650027316@oksbi
503.23
P2P
0
-30.3175
1
11,465.533295
2
1
2025-08-20 04:18:47.001255
1597243444@oksbi
4041616998@okybl
5,934.88
P2P
0
5,103.094444
1
14,634.749891
1
1
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
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-06-23 13:33:57.005365
4221240789@okicici
5895029252@okaxis
479.59
P2M
0
-272.852308
1
12,329.750074
1
0
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
1
1
2025-08-30 04:18:40.003399
6588001441@okaxis
3706289052@okhdfcbank
6,190.63
P2P
0
5,339.487692
2
421.39999
2
1
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
1
1
2025-08-21 02:31:30.000550
1717777233@okybl
5089902188@okhdfcbank
29.85
P2M
1
-463.71
1
22,634.200004
1
0
2025-08-31 19:38:08.005390
9573161944@okicici
4335292222@okybl
32.57
P2M
0
-639.164444
1
1,690.66661
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
2025-07-30 11:39:01.008445
2600713198@okaxis
8838542210@okhdfcbank
153.23
P2M
0
-364.506875
1
9,048.300055
1
0
2025-09-05 04:56:33.009890
7704082828@okaxis
7742913307@okhdfcbank
345.42
P2P
0
-406.846154
1
1,916.266778
1
0
2025-08-30 00:35:13.000412
8977904667@okicici
2229378661@okicici
92.8
P2P
0
-1,200.008
2
736.899935
1
0
2025-08-05 18:22:34.004956
3103603193@okaxis
2001131730@oksbi
694.45
Online Shopping
0
-331.4525
1
3,417.266633
1
0
2025-08-31 07:50:22.006099
1479422250@okybl
1187414027@okybl
279.91
P2P
0
-1,005.313571
1
10,495.650012
1
0
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
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-07-23 05:11:56.008282
8035235635@okybl
5001725940@okhdfcbank
215.11
P2M
0
-1,047.166111
1
3,800.716788
1
0
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
2
1
2025-08-04 04:34:19.001706
8727940854@okhdfcbank
9894546675@okicici
36.44
P2P
0
-685.731176
1
2,657.366591
1
1
2025-09-13 01:03:20.008567
4236026593@okaxis
1998527041@okybl
509.04
P2P
0
-216.29
1
5,392.850089
1
0
2025-06-21 06:34:13.004862
5749679658@okybl
7299584636@okaxis
66.06
P2P
0
-734.916
1
8,483.7
1
0
2025-07-30 07:57:31.002408
5106812280@okaxis
6570033062@oksbi
455.47
Bill Payment
0
-18.5375
1
2,837.283273
1
0
2025-07-16 23:36:21.005669
5521907368@okicici
6532593100@okicici
648.32
Bill Payment
0
186.654118
2
1,227.133367
1
0
2025-06-24 22:15:55.005095
6355536969@okybl
3550673021@oksbi
19,135.13
P2M
1
17,207.92625
2
529.600057
1
1
2025-08-04 08:00:05.002031
6200309251@oksbi
9990390992@okaxis
904.34
Bill Payment
0
221.406154
1
3,046.966571
1
0
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
2025-07-07 22:57:58.000459
5168137419@oksbi
8016629969@okicici
1,193.43
ATM Withdrawal
0
-1,268.376667
1
3,881.783302
1
0
2025-07-27 11:53:52.008884
9779958645@okaxis
8016629969@okicici
4,161.63
Salary
0
3,129.467647
1
5,178.966743
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
2025-09-03 15:37:08.003994
1959258399@oksbi
6580593131@okaxis
23.42
P2M
0
-225.147692
1
2,365.149993
1
0
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
2025-08-18 15:32:11.006759
2443562618@okaxis
4899167769@oksbi
447.43
P2P
0
-153.495455
1
20,523.566712
1
0
2025-07-27 15:20:55.000173
6585357913@okybl
3191076200@okaxis
311.85
Salary
1
-307.445385
1
2,380.666632
1
0
2025-07-09 18:54:39.003482
3446419902@oksbi
4083426010@okicici
11,301.58
P2M
0
9,418.6275
1
7,796.483274
1
0
2025-08-15 13:32:19.007609
9609505935@okhdfcbank
5584000818@okybl
113.86
P2M
0
-264.19
1
2,982.883383
1
0
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-08-14 02:20:11.003451
1884433845@oksbi
9609345075@okhdfcbank
228.76
P2P
0
-379.002857
1
16,081.149939
1
0
2025-08-04 22:53:57.005395
3860766126@okhdfcbank
5895029252@okaxis
323
P2M
0
53.6
1
3,102.616641
1
0
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
2025-08-22 04:32:26.006087
5938919232@oksbi
2760094217@okybl
7,140.04
P2M
0
6,111.877857
1
19,817.833362
1
1
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
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
2025-08-06 12:30:11.003654
9229675173@okhdfcbank
3883417049@okybl
1.41
P2P
0
-182.487
1
15,607.816593
1
0
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
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
2025-08-17 11:43:52.001212
2743459507@okicici
2331081332@okhdfcbank
1,055.46
P2M
0
335.408
1
28,501.866675
1
0
2025-06-23 06:31:16.006477
6912360420@oksbi
7533611822@okhdfcbank
418.35
P2M
0
-127.35375
1
2,909.166637
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
2025-08-11 03:43:51.007901
1803069278@oksbi
4275278633@okicici
2,072.92
P2P
0
831.694444
1
3,934.150018
1
0
2025-06-18 22:36:23.006100
2291691193@okaxis
4904692566@oksbi
1,056.01
P2P
0
497.057143
1
99,999
1
0
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
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
2025-08-07 06:24:40.003747
8569082747@okicici
9827032254@okhdfcbank
11,305.14
P2M
1
9,571.455
1
3,320.916724
1
1
2025-06-15 19:19:20.007641
5049949027@oksbi
9051114707@okaxis
1,704.59
Salary
0
1,103.224444
1
99,999
1
0
2025-09-06 08:03:53.009866
2892543664@oksbi
5693349526@oksbi
112.07
Salary
0
-689.028333
1
19,468.750162
1
0