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
2025-06-24 22:15:55.005095
6355536969@okybl
3550673021@oksbi
19,135.13
P2M
1
17,207.92625
2
529.600057
1
1
2025-08-06 06:55:11.004994
3358820645@okybl
5527257824@okicici
1,343.06
Online Shopping
0
915.718182
1
18,689.100021
1
0
2025-07-25 16:13:00.001503
2618050261@okicici
7371273597@okicici
878.27
P2P
0
26.61
1
5,183.633228
1
0
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
2025-09-10 03:39:44.008748
4655061637@okhdfcbank
7520573835@okhdfcbank
19,951.93
P2M
0
16,862.275556
1
21,017.716752
1
1
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
1
1
2025-07-19 09:39:05.000435
1328420339@okhdfcbank
5903848928@okicici
851.94
P2M
0
240.203333
1
13,594.633238
1
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
2025-09-10 15:38:26.000917
9451928800@okaxis
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272.04
Salary
0
-1,130.231818
1
22,287.583252
1
0
2025-08-04 04:34:19.001706
8727940854@okhdfcbank
9894546675@okicici
36.44
P2P
0
-685.731176
1
2,657.366591
1
1
2025-07-17 03:31:45.003133
2029453359@okaxis
4860593459@oksbi
965.44
P2M
0
-80.285
1
6,872.916654
2
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
2025-07-03 13:01:00.007122
9175770659@okaxis
4204972651@oksbi
523.83
P2M
0
-240.06
1
1,961.733422
1
0
2025-07-08 15:58:04.002702
3937777270@okhdfcbank
6851256090@okaxis
55.59
P2M
0
-357.598462
1
7,378.63333
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
2025-09-12 11:53:37.005255
3610641834@okaxis
6793146561@okhdfcbank
10,303.86
P2P
1
8,279.493571
1
14,592.649992
1
1
2025-09-10 07:47:18.009904
4150582988@okaxis
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291.88
P2P
0
-780.77
2
1,315.216728
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
2025-08-24 02:54:17.006712
9779958645@okaxis
9393196705@okaxis
831.65
P2P
0
-200.512353
1
24,341.366644
2
0
2025-08-15 00:38:34.006573
6125580035@okhdfcbank
1633604442@okaxis
195.26
P2M
0
-317.761667
1
51,510.416743
1
0
2025-07-07 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1
2025-08-28 03:20:21.008410
4572663900@okaxis
8175153307@oksbi
28.21
P2M
1
-215.948571
1
4,655.316664
3
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
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
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
2025-06-27 05:08:35.001980
8660275388@okaxis
1685839981@okybl
9,119.77
P2P
0
7,697.112353
1
11,211.066598
1
1
2025-09-04 22:04:01.004875
4944127897@oksbi
5102430572@okybl
280.81
P2M
0
-938.383077
1
4,489.850008
1
0
2025-07-06 12:42:51.003120
7147673098@okybl
7752177889@okaxis
72.03
P2P
0
-1,024.806
1
10,191.683235
2
0
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
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-09-12 20:11:33.004222
7559773503@oksbi
7584260925@okhdfcbank
100.5
P2P
0
-995.216667
2
562.466736
1
0
2025-06-18 12:02:53.004866
1169479531@okhdfcbank
8920712932@okaxis
196.38
Online Shopping
0
-1,939.843
1
99,999
2
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
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
1
1
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
2025-08-03 03:44:26.008640
4163822411@oksbi
6545904326@okicici
2.36
P2P
0
-434.075
1
24,588.783353
1
0
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-06-21 03:30:22.005284
9451928800@okaxis
7986133379@oksbi
11,703.06
Bill Payment
0
10,300.788182
1
8,448.000067
1
1
2025-07-24 05:00:52.003925
4181586048@okicici
3171401339@okybl
477.48
Bill Payment
0
15.913
1
12,978.85004
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
2025-09-10 03:39:44.008748
4655061637@okhdfcbank
7520573835@okhdfcbank
19,951.93
P2M
0
16,862.275556
1
21,017.716752
1
1
2025-07-22 05:29:12.004555
7460842619@oksbi
2390207380@okicici
5,129.65
Online Shopping
0
4,173.592
1
21,422.650044
1
1
2025-07-31 23:22:30.000130
3598792970@okhdfcbank
9993563605@okicici
39.6
P2M
0
-739.631333
1
6,319.666592
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
2025-08-21 03:52:00.003533
5106242930@okicici
1746725298@okaxis
40.4
Online Shopping
0
-225.888333
1
92,422.499943
2
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
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-08-31 12:06:11.008913
2041043451@oksbi
7090649905@okybl
915.29
P2P
0
-0.525455
1
12,201.066761
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
2025-08-08 04:09:42.008994
8768042913@okhdfcbank
9725695791@okaxis
8,948.92
P2M
0
7,384.44
1
47,873.216732
1
1
2025-08-08 04:56:58.003394
9130054748@okicici
9408245161@okybl
432.18
P2P
0
-43.431429
1
12,454.200008
1
0
2025-07-25 18:30:26.007023
3920388659@okybl
9549356296@oksbi
541.23
P2M
0
-145.159
1
3,529.466754
1
0
2025-07-21 02:36:41.008130
9304651813@okhdfcbank
9266953126@oksbi
919.27
Salary
0
283.58
1
4,026.733421
1
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
2025-08-07 15:41:02.003655
1653512531@oksbi
3559647292@okaxis
9,065.57
P2M
0
6,868.846
1
19,226.80002
1
0
2025-07-26 16:17:01.007445
2387631598@okhdfcbank
3983030757@oksbi
87.09
P2P
0
-1,273.975
1
3,472.56666
1
0
2025-08-30 10:05:19.001820
3489535244@okicici
9180983095@okhdfcbank
40.89
P2P
0
-400.674444
1
3,455.749923
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
2025-08-22 04:32:26.006087
5938919232@oksbi
2760094217@okybl
7,140.04
P2M
0
6,111.877857
1
19,817.833362
1
1
2025-08-22 05:19:35.009824
3568696686@okicici
9331227729@okaxis
7,035.15
Bill Payment
0
6,240.700667
1
11,543.433436
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
2025-06-16 17:44:53.002238
7898294265@okicici
2923383602@okaxis
302.31
Online Shopping
0
-181.783333
1
99,999
1
0
2025-07-01 03:45:38.000515
9298586612@okaxis
6817250523@okybl
5,436.59
P2P
0
4,363.865
1
14,570.16654
1
1
2025-09-13 08:46:05.006726
5394927085@okaxis
6042451956@okybl
125.56
P2M
0
-577.113333
1
66,373.750022
1
0
2025-07-16 13:08:22.009982
7044537715@oksbi
1901186007@okicici
674.9
P2P
0
-123.977778
1
4,726.816774
1
0
2025-06-24 02:42:53.002311
6894510412@okicici
8322191721@okicici
487.75
P2M
0
113.14
1
11,156.749885
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
2025-07-25 23:41:55.009780
6060741818@okicici
9979074645@oksbi
26,977.42
P2M
1
23,444.232222
1
41,340.750046
1
1
2025-08-26 18:48:50.003594
5955628739@okaxis
1223144916@okicici
401.72
Bill Payment
0
-236.887143
1
40,752.949914
3
0
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
2025-09-13 02:10:45.003542
3670972880@okicici
9112211878@okicici
351.42
Bill Payment
1
-509.410625
1
1,807.383384
1
0
2025-08-25 04:02:13.007486
7898294265@okicici
3185831686@okybl
402.56
Online Shopping
0
-81.533333
1
7,022.316743
2
1
2025-06-30 04:27:36.002255
8565802395@okybl
7490035485@okybl
8,721.65
P2P
0
7,358.017
1
8,263.566541
2
1
2025-09-05 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 19:38:23.003858
5687254338@oksbi
5903848928@okicici
197.41
P2P
1
-278.448571
1
7,482.616725
1
0
2025-07-23 13:25:08.009414
1333184958@okybl
9627411276@okybl
8.75
Bill Payment
0
-579.358889
1
31,531.800064
1
0
2025-09-01 14:44:40.001892
9064471091@okhdfcbank
6208292720@okhdfcbank
54.81
Bill Payment
0
-421.91
2
1,374.116609
2
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
2025-07-05 17:58:08.000104
4782858526@okicici
3706289052@okhdfcbank
170.26
Salary
0
-177.472
1
5,662.88329
1
0
2025-07-13 03:48:47.002781
5998460518@okicici
1370691850@okaxis
364.4
P2P
0
-1,013.329
1
29,164.533218
1
0
2025-09-09 20:48:34.003657
5687254338@oksbi
6741192513@okybl
86.92
P2P
0
-388.938571
1
33,058.483311
1
0
2025-09-09 01:10:42.004843
8226075104@okhdfcbank
8500770849@oksbi
96.85
P2P
1
-486.306667
2
589.200061
1
0
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
2025-06-29 07:56:54.000549
5032746910@oksbi
2958575971@okhdfcbank
172.57
P2P
0
-1,774.778889
1
16,265.266639
1
0
2025-07-05 02:48:34.001967
1484444507@okybl
1939316876@okhdfcbank
620.16
P2M
0
-660.988889
1
8,166.116563
1
1
2025-08-31 03:52:39.000424
2729389970@okicici
9589223354@okicici
8,784.5
Online Shopping
0
7,148.956364
1
4,151.199896
1
1
2025-06-17 18:45:28.001960
7280087068@okybl
8920712932@okaxis
329.74
P2P
0
-1,285.5
1
99,999
1
0
2025-09-13 01:03:35.006164
9924048213@okicici
5745803744@okaxis
120.36
P2P
0
-1,411.09
1
13,172.700092
2
0
2025-07-22 05:29:12.004555
7460842619@oksbi
2390207380@okicici
5,129.65
Online Shopping
0
4,173.592
1
21,422.650044
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
2025-06-17 15:34:34.009995
5660121771@okhdfcbank
3053546249@okybl
629.24
P2M
0
-11.02
1
99,999
1
0
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
2025-07-01 03:58:53.004992
7669415374@okybl
2936374261@okicici
5,122.04
Bill Payment
0
4,317.239167
1
19,195.683309
1
1
2025-07-01 03:58:53.004992
7669415374@okybl
2936374261@okicici
5,122.04
Bill Payment
0
4,317.239167
1
19,195.683309
1
1
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
2
1
2025-06-17 02:53:58.009070
1493140537@okaxis
7262719294@okybl
236.87
P2P
0
-1,685.697143
1
99,999
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
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
1
1
2025-07-07 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1