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
2025-07-17 06:43:13.007955
3398459394@okybl
3523700006@okhdfcbank
2,684.05
P2P
0
1,092.42125
1
39,498.233461
1
0
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
1
1
2025-06-24 02:42:53.002311
6894510412@okicici
8322191721@okicici
487.75
P2M
0
113.14
1
11,156.749885
1
1
2025-07-17 07:12:17.006310
5080561682@oksbi
9739824733@oksbi
16.78
P2M
0
-1,170.889
1
2,847.599947
1
0
2025-09-02 03:11:44.009413
8332430600@okaxis
9780836215@okybl
104.63
Bill Payment
0
-831.914615
1
26,974.316701
1
0
2025-07-25 05:51:26.005744
5029199223@okhdfcbank
2936374261@okicici
60.02
P2P
0
-655.008182
1
26,595.716614
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
2025-08-24 08:10:08.000303
8425457470@okaxis
9686728501@okhdfcbank
341.97
P2M
0
-82.688333
1
4,214.099927
1
0
2025-07-04 11:00:35.006384
8157594172@okaxis
5593474538@okhdfcbank
2,669.41
Bill Payment
0
-1,530.36
2
642.833315
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
2025-06-24 14:33:17.006980
1298839564@okicici
3780181957@okaxis
2,396.37
P2P
0
1,452.946667
1
99,999
1
0
2025-07-22 05:12:18.005398
3425153757@okicici
7207981763@okicici
2,869.32
Online Shopping
0
1,422.734444
1
7,312.766669
2
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
2025-09-10 13:14:43.005237
2224982212@oksbi
6070090884@okybl
811.84
P2M
0
80.12
1
14,934.483407
1
0
2025-08-12 21:24:56.009515
4506313691@okicici
4285560022@okicici
75.93
P2M
0
-495.770588
1
5,374.250075
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
2025-08-25 16:49:03.009314
8919063212@okicici
3166500192@okhdfcbank
478.35
Online Shopping
0
-28.092727
1
26,374.716692
1
0
2025-08-30 02:18:54.005064
4625860711@okaxis
7207637691@okybl
1,067.89
Online Shopping
0
611.282
1
7,137.616638
1
0
2025-08-30 04:17:01.000106
8151954349@okhdfcbank
4168421409@okybl
623.84
Bill Payment
0
-968.635
1
10,093.383245
1
0
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
1
1
2025-08-23 08:24:34.004747
7431993194@okicici
4762022262@okybl
37.06
ATM Withdrawal
0
-1,841.014286
1
28,549.733331
2
0
2025-08-03 18:09:39.000680
2113296247@okhdfcbank
1924157398@okybl
740.34
P2P
0
-557.79625
1
71,155.966556
1
0
2025-08-26 21:21:27.007951
1180448858@okybl
2499907256@okhdfcbank
71.65
P2M
0
-366.824545
1
16,804.550065
1
0
2025-09-01 17:40:11.009698
2963587190@oksbi
3951021957@okaxis
3,914.94
Bill Payment
0
3,118.158
1
22,459.433487
1
0
2025-07-14 10:31:48.007409
5952637655@okaxis
3706289052@okhdfcbank
62.78
P2P
0
-472.517778
1
99,999
1
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
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
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
2025-08-07 08:45:53.002648
2833239680@oksbi
6030872995@oksbi
681.02
P2P
0
396.645
2
328.133351
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
2025-08-01 08:55:47.002132
9729511550@oksbi
7879182912@oksbi
354.23
P2M
0
-519.825714
2
620.433208
1
0
2025-08-09 09:35:16.009993
6038778199@oksbi
2296150505@okicici
288.81
P2P
0
-91.28
1
8,196.18336
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
2025-08-06 10:05:42.007394
7492794309@okhdfcbank
4769228482@oksbi
488.34
P2P
0
37.09
1
9,144.866683
1
0
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
1
1
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
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
2025-09-06 06:34:49.005643
5813654314@oksbi
9343726504@okicici
144.86
P2P
0
-352.647857
1
2,187.833418
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
2025-09-11 07:18:25.005591
6164499008@okhdfcbank
1370691850@okaxis
68.8
P2M
0
-1,775.384211
1
1,851.066636
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
2025-09-07 08:35:53.001513
7882149795@okybl
2449031766@okhdfcbank
353.69
P2M
0
-101.786
1
1,692.583281
1
0
2025-06-24 16:04:03.000563
4858441615@okhdfcbank
9930352503@okybl
543.1
P2P
0
-728.84
1
99,999
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
2025-07-29 02:09:22.009517
4928910660@okicici
1824061376@okaxis
15,851.44
P2P
1
13,361.82625
1
26,041.666803
1
1
2025-07-13 04:01:18.006231
5820751862@okybl
5089126943@okaxis
90.9
P2M
0
-343.215833
1
1,621.383435
1
0
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
2025-08-21 23:23:56.007633
3663675747@okybl
4769228482@oksbi
115.14
P2P
0
-1,349.013
1
21,665.266777
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
2025-07-06 14:00:17.000453
8035235635@okybl
1223144916@okicici
178.14
P2P
0
-1,084.136111
1
6,661.11651
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
2025-09-13 12:11:36.009179
6931932839@okybl
3180813052@okaxis
26,196.11
Bill Payment
1
22,948.784
1
11,171.983466
1
1
2025-08-07 17:43:03.003031
3368864498@okybl
1650027316@oksbi
318.57
P2M
1
-388.796667
1
68,249.216671
1
0
2025-08-08 17:22:57.000784
1863745879@okhdfcbank
4603391824@okybl
132.44
P2P
0
-125.21125
1
19,717.699922
1
0
2025-08-23 21:29:18.004541
5402251630@okybl
6817250523@okybl
824.29
P2M
0
133.775
1
1,827.599961
1
0
2025-06-20 02:38:13.006868
6170958152@okaxis
5623619153@okicici
11,875.18
P2P
0
9,719.554
1
99,999
1
1
2025-09-04 12:09:03.002696
5243288696@oksbi
5452649734@okybl
464.14
P2M
0
104.018333
1
6,301.783262
1
0
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
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-08-14 21:43:45.003733
3854601121@oksbi
7342521717@okybl
327.34
P2P
0
-686.931667
2
457.100026
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
2025-07-15 15:55:54.008493
9597862364@okybl
8141137613@okaxis
1,136.97
P2M
0
69.597778
1
6,920.700124
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
2025-07-07 04:53:54.009211
6060862543@okhdfcbank
6691057499@okybl
9,879.87
Bill Payment
0
8,302.554545
1
1,580.683455
1
1
2025-07-05 05:10:27.001983
5791584734@okaxis
7293947043@oksbi
759.3
P2M
0
448.745
1
5,545.099911
1
1
2025-07-21 04:14:06.001846
5231924585@okaxis
2083165891@okaxis
659.9
P2P
0
-209.351818
1
7,013.766638
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
2025-07-27 22:29:31.004113
9734418544@okaxis
3489955204@okhdfcbank
10,062.95
ATM Withdrawal
1
8,104.537778
1
19,771.033376
2
1
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-06-29 09:58:47.002655
9600309466@okaxis
8175153307@oksbi
198.7
Salary
0
-4,461.1625
1
99,999
1
0
2025-06-30 03:58:57.005360
5035140273@okhdfcbank
1118042849@okicici
14,476.68
P2M
0
12,420.648889
1
99,999
1
1
2025-08-15 12:27:50.003779
6432222861@okaxis
8588291718@okhdfcbank
187.29
P2M
1
-1,657.900769
1
15,674.233315
1
0
2025-09-06 22:52:16.003928
2659525173@okybl
9682235347@okaxis
947.71
P2M
0
34.921875
1
3,415.633255
1
0
2025-08-09 21:22:18.001726
4373823537@okaxis
1902332396@okhdfcbank
595.5
P2P
0
297.227895
1
19,549.083242
1
0
2025-08-22 06:27:14.000258
4769357161@okhdfcbank
4130565345@okhdfcbank
191.51
P2P
0
-324.834
1
2,107.283249
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
2025-07-01 03:58:53.004992
7669415374@okybl
2936374261@okicici
5,122.04
Bill Payment
0
4,317.239167
1
19,195.683309
1
1
2025-08-30 04:18:40.003399
6588001441@okaxis
3706289052@okhdfcbank
6,190.63
P2P
0
5,339.487692
2
421.39999
2
1
2025-08-07 20:10:10.006908
4582041231@okaxis
3706846542@okicici
2,112.09
P2P
0
1,536.775556
1
5,443.71675
1
0
2025-08-22 01:56:40.005529
6432222861@okaxis
3185831686@okybl
188.7
P2M
0
-1,656.490769
1
1,799.616691
1
0
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
2025-07-02 13:08:19.009557
9541827505@okaxis
9461930592@okicici
386.69
P2P
0
-196.07
1
15,325.65004
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
2025-08-21 03:23:11.002121
1897356417@okybl
1630459049@okhdfcbank
10,732.39
Salary
0
9,308.947273
1
25,030.799873
1
1
2025-08-22 09:37:56.004598
3380351947@okybl
9993563605@okicici
615.24
ATM Withdrawal
0
-128.661111
1
9,618.099958
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
2025-07-26 03:40:13.000781
4141012480@okicici
9461930592@okicici
598.8
Bill Payment
1
-107.63
1
39,390.46664
1
1
2025-06-24 01:42:33.003015
9446007144@okaxis
1854855558@okaxis
5,126.84
P2P
0
3,875.015556
1
5,800.800047
1
0
2025-07-10 10:37:53.004592
1866582455@oksbi
2858254518@oksbi
1,569.1
P2M
0
988.558462
2
720.100021
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
2025-07-21 15:47:15.008316
6870639562@okybl
3794170618@oksbi
854.75
ATM Withdrawal
0
329.568182
1
3,111.416711
1
0
2025-08-23 01:08:47.007948
6812547860@okicici
7722605414@okhdfcbank
126.25
P2M
0
-279.725
1
60,542.099978
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
2025-06-27 06:50:18.008312
6894253140@okicici
8162536340@okhdfcbank
1,630.23
Bill Payment
0
467.495833
1
6,229.466641
2
0
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