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
2025-06-30 20:58:45.008821
7160923271@okybl
9109558772@okicici
32.8
P2M
1
-276.097143
1
13,539.466753
1
0
2025-08-12 05:02:00.004149
8780355375@okaxis
6602143567@okhdfcbank
6.88
P2M
0
-944.910769
2
1,072.200054
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
2025-07-11 18:57:17.000895
1171956973@oksbi
2118038573@oksbi
223.15
Bill Payment
0
-1,305.121429
1
20,926.98319
1
0
2025-08-28 14:33:11.004464
8729584613@okhdfcbank
3407863248@okaxis
51.1
ATM Withdrawal
0
-1,038.791538
1
3,275.566605
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
2025-07-05 21:55:26.001429
7258251535@okybl
1508548102@okicici
503.7
P2P
0
-604.961765
1
13,748.349976
1
0
2025-08-11 09:08:42.008796
7230220280@oksbi
9331227729@okaxis
60.32
P2M
1
-908.637143
1
9,426.933478
1
0
2025-08-30 06:10:27.007539
6186326882@oksbi
4963399846@okicici
157.58
P2P
0
-294.292222
1
5,332.800092
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
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
1
1
2025-07-12 04:43:18.001961
7116038477@okybl
1415817388@okicici
8,208.93
P2P
0
6,819.33
1
29,026.44989
1
1
2025-07-05 05:10:27.001983
5791584734@okaxis
7293947043@oksbi
759.3
P2M
0
448.745
1
5,545.099911
1
1
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
1
1
2025-08-13 16:53:42.008317
2992473033@okicici
6026327138@okhdfcbank
133.42
ATM Withdrawal
0
-308.773333
1
5,076.916796
1
0
2025-09-04 06:12:00.004054
4163032124@okaxis
1384922635@okhdfcbank
538.1
P2P
0
-6,155.387778
1
22,345.583396
1
0
2025-07-09 12:41:40.000093
9773639301@okicici
4956858690@okicici
835.72
P2P
0
-360.114
1
99,999
1
0
2025-08-26 07:02:02.002980
8076695252@okhdfcbank
9591675437@okaxis
898.08
P2P
0
380.652
1
5,306.216632
1
0
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
2025-06-17 02:31:26.005940
3990586078@okhdfcbank
9442800152@oksbi
6,819.18
P2P
0
5,707.837
1
99,999
1
1
2025-07-15 22:23:29.008975
3937777270@okhdfcbank
5153170773@okaxis
68.08
P2P
0
-345.108462
1
10,045.266784
1
0
2025-09-05 01:13:35.006154
5798893106@oksbi
3695163961@oksbi
178.5
Online Shopping
0
-709.296
1
3,878.633372
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
2025-08-09 13:04:05.005441
2387631598@okhdfcbank
2231920456@okybl
3,552.66
P2P
0
2,191.595
1
19,906.500079
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
2025-09-05 05:22:27.000747
4150582988@okaxis
2676078193@okhdfcbank
6,425.41
Salary
0
5,352.76
1
7,467.683245
1
1
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
1
2025-08-29 01:10:20.003701
7288531065@okaxis
1384922635@okhdfcbank
423.41
P2M
0
-15.250769
1
11,486.983365
1
0
2025-07-26 15:19:58.007540
4150582988@okaxis
8952877320@oksbi
492.6
Bill Payment
0
-580.05
1
17,314.399998
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
2025-07-09 22:33:03.006059
7562161656@okybl
5886906128@okaxis
1,545.52
P2M
0
348.207143
1
3,696.516673
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
2025-07-07 04:53:54.009211
6060862543@okhdfcbank
6691057499@okybl
9,879.87
Bill Payment
0
8,302.554545
1
1,580.683455
1
1
2025-09-05 06:38:36.009719
3391895869@oksbi
5138257057@okaxis
71.97
ATM Withdrawal
0
-659.746429
2
6.550034
1
0
2025-06-23 16:06:48.006283
1757282814@okhdfcbank
9210418802@oksbi
1,257.48
Online Shopping
0
872.83875
1
99,999
1
0
2025-07-29 07:22:44.005894
6454409494@okicici
8472852107@okhdfcbank
59.45
P2M
0
-1,498.42
1
2,642.833402
1
0
2025-09-05 12:17:15.004838
2333807128@okicici
5985710844@oksbi
137.71
P2P
0
-1,417.870714
1
6,383.08334
1
0
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
2025-09-03 23:03:21.009340
9787096304@okhdfcbank
4872432189@okybl
1,155.9
P2P
0
-489.874286
1
6,508.483418
1
0
2025-07-07 04:53:54.009211
6060862543@okhdfcbank
6691057499@okybl
9,879.87
Bill Payment
0
8,302.554545
1
1,580.683455
1
1
2025-07-11 23:35:08.003078
9779958645@okaxis
1749925478@okybl
133.14
P2P
0
-899.022353
1
3,103.999939
1
0
2025-09-10 16:38:32.004130
3748848677@oksbi
4618934870@okicici
85.53
P2P
0
-185.43
1
5,761.149913
1
0
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
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
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
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-08-08 04:03:09.006971
4130889449@oksbi
1650027316@oksbi
503.23
P2P
0
-30.3175
1
11,465.533295
2
1
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
1
1
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
2
1
2025-08-28 17:17:30.001908
5493846746@oksbi
5999392801@okhdfcbank
66.41
P2P
0
-691.651111
1
20,443.083239
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
2025-07-22 05:29:12.004555
7460842619@oksbi
2390207380@okicici
5,129.65
Online Shopping
0
4,173.592
1
21,422.650044
1
1
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
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
2025-08-12 16:30:05.007000
9607186026@okicici
1448806351@okhdfcbank
29.19
P2P
0
-116.63625
2
1,299.233386
1
0
2025-08-20 23:38:09.002388
6719586795@okicici
2932772779@okhdfcbank
1,139.45
P2P
0
548.748947
1
4,414.16663
2
0
2025-07-18 23:19:48.003697
8851607112@oksbi
6533878028@okybl
34.88
P2P
0
-429.896
1
13,316.116577
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
2025-07-24 04:00:58.009504
8534419164@okaxis
9765818707@okicici
387.63
P2P
0
-392.367692
1
4,364.416758
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
2025-07-07 04:53:54.009211
6060862543@okhdfcbank
6691057499@okybl
9,879.87
Bill Payment
0
8,302.554545
1
1,580.683455
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
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-07-04 22:13:33.007622
5873644461@okybl
8642356004@okicici
922.92
P2M
0
211.009091
1
17,353.71672
1
0
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
2025-08-14 03:18:06.003940
6982270438@okhdfcbank
4849276572@okaxis
638.38
Salary
0
170.202857
2
103.566642
1
0
2025-07-04 20:45:12.006109
1334411281@okhdfcbank
8700750036@okicici
2,049.37
Bill Payment
0
524.754545
1
5,145.449936
1
0
2025-09-06 16:44:42.008587
5813654314@oksbi
5985710844@oksbi
1,319.78
P2P
0
822.272143
2
609.883382
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
2025-07-12 10:24:11.006318
4004539798@okaxis
5753979484@okicici
83.75
ATM Withdrawal
0
-351.2975
1
99,999
1
0
2025-07-24 00:01:00.006247
4238460872@oksbi
2481436702@okaxis
873.94
Bill Payment
0
209.753333
1
5,956.900104
1
0
2025-07-05 15:14:19.002856
2148624558@oksbi
7611914229@okicici
226.31
P2M
0
-1,096.775333
1
3,915.599889
1
0
2025-07-12 02:49:00.008261
8003447749@okaxis
1536322434@oksbi
1,220.42
P2M
0
-607.053846
1
19,692.666704
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
2025-09-10 07:26:21.009115
5632386221@okybl
7513793818@oksbi
54.2
P2P
0
-233.802857
1
22,389.416689
1
0
2025-08-13 08:53:24.003182
2632905555@oksbi
7726871699@okybl
398.5
P2P
0
-369.322222
1
23,164.58325
1
0
2025-08-29 14:33:36.007490
8860055465@okicici
9213463468@okhdfcbank
548
P2M
0
-165.966429
1
28,955.46679
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
2025-07-10 09:59:48.006763
9973713463@okhdfcbank
9859975576@okicici
34.67
P2M
0
-271.915
1
11,065.149995
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
2025-08-21 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
2025-07-05 02:48:34.001967
1484444507@okybl
1939316876@okhdfcbank
620.16
P2M
0
-660.988889
1
8,166.116563
1
1
2025-07-26 15:07:04.005846
8016045865@okybl
4208658742@okhdfcbank
123.97
Online Shopping
0
-1,013.875455
2
740.250087
1
0
2025-07-13 23:43:23.005240
3551784285@okhdfcbank
2520246654@okhdfcbank
873.82
P2M
0
148.8
1
20,628.58332
1
0
2025-08-08 12:46:56.002532
7525570243@okaxis
7034569278@okhdfcbank
1,111.62
Bill Payment
1
-71.20375
1
37,222.699896
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
2025-07-02 02:07:42.004129
6719586795@okicici
7468460663@okybl
159.97
P2P
0
-430.731053
1
4,948.750041
1
0
2025-07-13 18:11:05.003283
7680218563@oksbi
1137663640@okaxis
5,917.14
P2P
0
4,671.486667
1
15,849.89989
1
0
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
2025-07-01 02:31:15.005883
6145232148@oksbi
8881094196@okhdfcbank
22,980.54
P2P
0
20,347.44
1
4,300.600094
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
2025-08-15 00:55:58.005929
2650568579@okhdfcbank
6602143567@okhdfcbank
109.17
P2P
0
-765.372667
1
12,603.650019
1
0
2025-07-03 16:28:39.005822
6525663852@okybl
2088452269@okhdfcbank
78.1
ATM Withdrawal
0
-2,003.356429
1
7,047.483408
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
2025-07-05 03:17:19.007760
3597669451@okicici
9713821613@okybl
9.8
P2P
0
-860.104
1
99,999
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
2025-08-18 00:09:24.004466
2830560782@okybl
1415817388@okicici
89.2
P2M
0
-289.513333
1
14,302.283375
1
0