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
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
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
2025-09-10 05:52:11.006609
6514390969@okicici
4963703020@oksbi
427.65
P2P
0
-222.706667
1
39,553.116697
1
1
2025-09-12 21:34:07.009095
3418878704@oksbi
9620603113@okaxis
359.32
P2P
0
-827.562222
1
12,241.233397
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
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-06-28 16:02:25.002890
2562842557@okybl
8334549055@oksbi
258.33
P2M
0
-486.914286
1
13,144.46656
1
0
2025-08-10 04:25:18.000425
9319631997@okicici
3748937276@okhdfcbank
6,796.58
P2P
0
5,447.581429
1
3,389.049932
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
2025-07-17 02:20:53.003949
8717341169@okybl
2088452269@okhdfcbank
177.78
Bill Payment
0
-1,056.888182
1
14,000.616709
1
0
2025-08-28 23:17:39.002064
1526124024@okybl
1558342174@okhdfcbank
4,032.41
P2P
0
3,400.878
1
10,851.383236
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
2025-08-30 04:18:40.003399
6588001441@okaxis
3706289052@okhdfcbank
6,190.63
P2P
0
5,339.487692
2
421.39999
2
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
2025-06-28 10:46:25.005557
8634971667@okybl
9836454906@okybl
577.95
Salary
0
-1,921.397273
1
9,876.216759
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
2025-07-03 23:59:16.007806
9015948096@okybl
8554083441@okhdfcbank
769.72
P2M
0
-1,327.508
1
12,036.333361
1
0
2025-07-10 02:13:35.006190
4582207201@okaxis
3695163961@oksbi
95.99
Bill Payment
0
-137.4975
1
15,196.366667
1
0
2025-06-30 06:03:28.008799
8588467298@okicici
7055213153@oksbi
850.23
P2P
0
76.825714
1
99,999
1
0
2025-06-29 01:33:49.000230
9448957620@okicici
2263437494@okhdfcbank
36.41
P2P
0
-1,477.40625
1
1,564.699884
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
2025-06-15 17:07:11.008404
7312659853@okhdfcbank
2129779675@okicici
173.34
Online Shopping
0
-1,043.622
1
99,999
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
2025-09-07 13:09:16.003781
3605431793@okicici
2809992436@okhdfcbank
14.61
Bill Payment
0
-811.543889
1
4,443.133361
1
0
2025-07-08 16:31:53.005126
5173584345@okybl
9979894279@okicici
96.72
Bill Payment
0
-470.563333
1
8,931.449999
2
0
2025-06-15 22:22:04.001790
6125580035@okhdfcbank
8936421214@okhdfcbank
58.77
ATM Withdrawal
0
-454.251667
1
99,999
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
2025-09-02 00:37:48.004661
8207204957@okhdfcbank
9054553432@oksbi
43.7
P2M
0
-422.215333
1
4,978.716581
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
2025-07-09 15:03:04.003001
1520992184@oksbi
4802036723@okaxis
116.75
P2M
0
-3,536.233636
2
1,263.783238
1
0
2025-06-29 05:22:18.004231
3670972880@okicici
5610271979@oksbi
453.24
P2P
0
-407.590625
1
2,075.416584
1
0
2025-07-16 17:12:33.009323
4236026593@okaxis
9479734845@okhdfcbank
15.41
P2M
0
-709.92
1
99,999
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
2025-07-17 15:21:35.006391
1421144878@okhdfcbank
1630459049@okhdfcbank
215.61
P2P
0
-465.4925
1
43,756.050015
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
2025-07-07 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1
2025-06-15 20:30:15.008370
4675715730@okybl
3489955204@okhdfcbank
744.03
Online Shopping
0
-2,460.277273
1
99,999
1
0
2025-09-07 16:05:17.005464
6645818106@oksbi
5679833404@okicici
49.12
P2M
0
-90.502
1
30,767.900035
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
2025-07-24 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 06:15:12.002503
6912360420@oksbi
7408517594@okaxis
531.8
Online Shopping
0
-13.90375
1
9,567.233305
1
0
2025-06-29 11:28:17.009769
2204854123@okybl
9780836215@okybl
208.92
P2P
0
-542.154615
2
516.8167
1
0
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
2025-07-22 05:29:12.004555
7460842619@oksbi
2390207380@okicici
5,129.65
Online Shopping
0
4,173.592
1
21,422.650044
1
1
2025-07-20 15:07:18.005999
9928774423@okicici
2465676451@oksbi
842.86
P2P
0
132.088889
1
42,433.000029
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
2025-08-02 12:08:59.008054
8430926834@okaxis
5057339994@okaxis
254.22
P2P
0
-836.44
1
8,637.783338
2
0
2025-09-06 11:44:17.005537
2815589623@okybl
2296150505@okicici
1,039.96
P2P
1
131.023636
1
55,833.433326
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
2025-08-27 20:31:52.004882
1963814081@okaxis
2001131730@oksbi
3,305.36
P2P
0
2,197.163636
1
11,031.500043
1
0
2025-08-13 21:59:54.005721
6000844172@okhdfcbank
5913793681@okybl
566.79
P2P
0
-363.181538
1
2,854.633372
1
0
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
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
1
2025-07-12 13:07:26.004742
6600209684@okybl
3248082830@okhdfcbank
63.62
ATM Withdrawal
0
-450.241
2
575.083387
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
2025-07-11 19:56:38.002355
2878547806@okaxis
9313479442@okybl
33.19
P2P
0
-62.856
1
13,202.266687
1
0
2025-07-26 09:47:13.009135
7704082828@okaxis
3185831686@okybl
370.34
P2P
0
-381.926154
1
25,990.866803
1
0
2025-07-13 09:36:12.009766
8120018249@okaxis
2583867616@okhdfcbank
2,292.45
P2M
0
1,133.58375
1
5,503.766718
2
0
2025-07-25 08:23:01.005461
8009541187@okhdfcbank
7611914229@okicici
146.32
P2P
0
-810.439333
1
4,367.416608
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
2025-07-31 01:30:45.001935
8805554940@oksbi
5831851316@okybl
23.17
P2P
0
-355.076
2
85.600015
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
2025-08-15 02:08:12.008307
9440611714@okybl
6493977058@okicici
41.65
P2P
0
-243.535714
1
19,748.850107
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
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-06-15 04:55:58.001542
8864355560@okybl
4307354860@okaxis
110.13
P2P
0
-1,001.457
1
99,999
1
0
2025-07-08 20:45:19.004575
7137076396@okybl
9627411276@okybl
407.77
Bill Payment
0
-542.92
1
7,160.066602
1
0
2025-08-25 11:35:00.007500
4659310789@okicici
2138275656@okaxis
57.56
Bill Payment
0
-720.045833
1
2,587.983372
1
0
2025-08-28 01:20:21.001625
4858441615@okhdfcbank
7472928615@oksbi
6,432.74
P2P
0
5,160.8
1
26,247.649863
1
0
2025-08-21 03:52:00.003533
5106242930@okicici
1746725298@okaxis
40.4
Online Shopping
0
-225.888333
1
92,422.499943
2
1
2025-09-04 01:32:35.004858
9787096304@okhdfcbank
2099703404@okhdfcbank
2,049.12
Bill Payment
0
403.345714
2
149.233259
1
0
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
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
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-06-27 05:08:35.001980
8660275388@okaxis
1685839981@okybl
9,119.77
P2P
0
7,697.112353
1
11,211.066598
1
1
2025-08-31 03:52:39.000424
2729389970@okicici
9589223354@okicici
8,784.5
Online Shopping
0
7,148.956364
1
4,151.199896
1
1
2025-07-29 04:20:08.005071
4984618911@okaxis
7117727000@okaxis
570.54
Bill Payment
0
320.212727
1
2,341.683251
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
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-08-31 17:15:35.004686
5286776286@okybl
7321570495@okhdfcbank
224.16
P2M
0
-63.044
1
11,983.316602
1
0
2025-07-09 06:32:56.002246
8639499563@okaxis
3983030757@oksbi
1,018.81
P2P
0
-1,113.966667
2
748.199915
2
0
2025-07-23 15:07:14.004311
6398244007@okhdfcbank
7261126654@okhdfcbank
92.45
Online Shopping
0
-1,203.262727
1
7,013.566597
1
0
2025-09-06 15:38:19.009521
2196910550@okybl
7952288779@okicici
773.54
P2M
0
-56.726667
1
35,737.716717
1
0
2025-07-12 23:23:39.007025
3995622375@okaxis
7751465305@oksbi
602.37
P2P
0
-2,209.243077
1
6,425.916617
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
2025-08-14 07:28:57.009768
3779379861@okicici
5679833404@okicici
22,254.12
P2M
1
18,575.53125
1
24,561.03348
1
1
2025-07-08 14:01:19.005453
4317994717@okicici
7129993710@okaxis
105.96
P2P
0
-789.145
1
4,718.516679
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
2025-07-11 03:34:00.003166
2899430247@okaxis
3636569153@oksbi
57.75
P2M
0
-257.726
1
11,622.533275
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
2025-06-27 19:17:08.002637
6132395727@okicici
5527257824@okicici
2,210.08
P2M
0
1,553.309091
2
1,175.749887
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
2025-07-25 01:01:55.006315
6743764008@okicici
1538619894@okaxis
409.08
Online Shopping
0
-376.114167
1
7,193.133334
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
2025-08-28 17:48:48.008582
3944167906@okicici
7677136815@okybl
643.94
P2M
0
-188.186667
1
14,188.749988
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
2025-06-21 03:30:22.005284
9451928800@okaxis
7986133379@oksbi
11,703.06
Bill Payment
0
10,300.788182
1
8,448.000067
1
1