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
2025-08-06 04:56:49.003461
1591329959@okhdfcbank
3885356561@okhdfcbank
7,825.83
P2M
1
6,739.87
1
8,767.783231
2
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
2025-09-10 05:52:11.006609
6514390969@okicici
4963703020@oksbi
427.65
P2P
0
-222.706667
1
39,553.116697
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
2025-08-07 15:12:04.006210
9462944068@okhdfcbank
1668348335@okaxis
1,379.62
ATM Withdrawal
0
684.615556
1
2,662.1167
1
0
2025-08-05 04:32:11.007822
2754879559@okicici
1650027316@oksbi
5,562.59
P2P
0
4,538.08
1
25,426.366654
1
1
2025-06-24 22:15:55.005095
6355536969@okybl
3550673021@oksbi
19,135.13
P2M
1
17,207.92625
2
529.600057
1
1
2025-09-10 04:18:23.008225
9853784754@okhdfcbank
4960794772@okicici
5,193.45
Online Shopping
0
4,331.803077
1
8,495.916786
1
1
2025-06-24 23:49:25.002558
9015948096@okybl
8462310499@okhdfcbank
90.68
P2P
0
-2,006.548
1
5,853.633332
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
2025-08-07 06:24:40.003747
8569082747@okicici
9827032254@okhdfcbank
11,305.14
P2M
1
9,571.455
1
3,320.916724
1
1
2025-07-14 04:23:12.009446
7131680202@okhdfcbank
1211506866@okhdfcbank
5,338.3
Online Shopping
0
4,444.4275
1
21,563.833471
2
1
2025-07-02 20:20:31.004751
2456547221@okicici
5153170773@okaxis
496.02
P2M
0
-3,318.020769
1
14,926.950077
1
0
2025-08-04 02:56:35.002144
2698171101@oksbi
9442800152@oksbi
28.57
ATM Withdrawal
0
-481.358889
1
2,957.133315
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
2025-06-16 18:09:27.002853
5770759751@okybl
1588852024@okhdfcbank
738.94
Online Shopping
0
-558.713636
1
99,999
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
2025-07-24 20:32:47.004932
5870819875@okaxis
5592799192@okhdfcbank
93.07
P2P
0
-366.524444
1
6,567.11662
1
0
2025-08-16 16:29:51.002254
8076695252@okhdfcbank
9331227729@okaxis
159.13
P2M
0
-358.298
1
24,477.200031
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
2025-06-16 16:32:02.009032
2461440352@okaxis
9121910106@okicici
375.98
P2M
0
-615.516154
2
482.750005
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
2025-06-19 06:36:50.008957
4076843731@okhdfcbank
9053255923@okhdfcbank
6,994.77
Online Shopping
0
5,759.338
1
99,999
1
0
2025-07-10 10:45:29.000323
1484444507@okybl
2184137536@okhdfcbank
107.84
P2P
0
-1,173.308889
1
7,676.916639
1
0
2025-06-27 03:40:13.000416
9446007144@okaxis
6268177677@okybl
744.37
P2P
0
-507.454444
1
4,437.666623
1
0
2025-06-28 00:16:56.002911
9819892403@okhdfcbank
3871291979@okhdfcbank
70.87
P2M
0
-1,919.7625
1
6,975.300016
1
0
2025-09-03 21:00:17.003193
7704082828@okaxis
9181684668@okhdfcbank
1,239.94
P2P
0
487.673846
1
3,029.233346
1
0
2025-06-16 11:42:03.004995
2788089489@okicici
5007443491@okybl
1,433.85
P2M
0
638.797143
1
99,999
1
0
2025-09-02 01:36:22.005912
8545550224@okaxis
7737304646@okaxis
63.58
P2P
0
-257.896364
1
63,926.583403
1
0
2025-07-07 04:32:47.004314
1845008711@okhdfcbank
2858254518@oksbi
481.05
Bill Payment
1
-160.266667
1
4,218.46665
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
2025-08-25 04:02:13.007486
7898294265@okicici
3185831686@okybl
402.56
Online Shopping
0
-81.533333
1
7,022.316743
2
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
2025-07-01 09:47:12.009357
6489891519@okybl
7966540184@oksbi
324.03
P2P
0
-5,766.286667
1
13,632.650014
1
0
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-06-19 01:47:55.003026
4361779593@oksbi
4242473918@okybl
169.07
P2P
0
-680.596
1
6,129.699943
1
0
2025-07-12 04:36:58.007784
5344748725@okaxis
7378077864@okhdfcbank
1,077.97
P2P
0
686.3075
1
30,638.716707
1
0
2025-06-15 05:13:41.005584
6836575287@okhdfcbank
9705123679@okicici
685.68
P2P
0
133.529
1
99,999
1
0
2025-09-07 20:56:29.009857
8157594172@okaxis
1998527041@okybl
1,060.78
Bill Payment
0
-3,138.99
1
4,995.650073
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
2025-07-18 22:09:06.000637
6525682841@okaxis
1211506866@okhdfcbank
24.26
P2P
0
-763.309333
1
7,768.816604
2
0
2025-08-20 18:53:38.000580
2594588317@okicici
1674224854@okicici
421.33
P2M
0
120.282857
1
8,873.216607
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
2025-09-05 05:22:27.000747
4150582988@okaxis
2676078193@okhdfcbank
6,425.41
Salary
0
5,352.76
1
7,467.683245
1
1
2025-08-03 08:26:29.009328
2565483952@okaxis
5392513003@okybl
87.19
ATM Withdrawal
0
-1,210.364
1
3,609.966766
1
0
2025-08-31 09:42:36.003527
6870639562@okybl
4465047418@okaxis
161.17
P2P
0
-364.011818
1
2,933.983255
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
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-07-07 04:53:54.009211
6060862543@okhdfcbank
6691057499@okybl
9,879.87
Bill Payment
0
8,302.554545
1
1,580.683455
1
1
2025-07-15 00:15:47.000314
7312659853@okhdfcbank
4016462434@okicici
10,986.49
P2P
0
9,769.528
1
8,055.699995
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
2025-08-13 15:41:56.001093
7756496883@okhdfcbank
2406573554@okhdfcbank
408.8
P2M
0
-63.40625
2
1,331.683351
1
0
2025-07-28 00:56:54.009302
1700530421@okaxis
1078979464@okybl
192.05
P2P
0
-606.105385
1
4,586.666737
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
2025-07-25 23:41:55.009780
6060741818@okicici
9979074645@oksbi
26,977.42
P2M
1
23,444.232222
1
41,340.750046
1
1
2025-08-01 08:06:44.001629
4761355771@okybl
3641055113@okaxis
289.9
P2P
0
-846.201818
1
19,339.216593
1
0
2025-07-10 14:25:02.005144
6855850531@okybl
7207981763@okicici
128.99
P2P
0
-780.524167
1
11,243.199957
1
0
2025-08-08 01:47:07.001993
2830560782@okybl
1207495775@okhdfcbank
58.66
P2P
0
-320.053333
1
6,810.783223
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
2025-06-30 04:27:36.002255
8565802395@okybl
7490035485@okybl
8,721.65
P2P
0
7,358.017
1
8,263.566541
2
1
2025-08-06 04:56:49.003461
1591329959@okhdfcbank
3885356561@okhdfcbank
7,825.83
P2M
1
6,739.87
1
8,767.783231
2
1
2025-08-24 13:12:57.006413
1901914988@okybl
1960604932@okybl
34.81
P2P
0
-1,485.33
1
10,471.766638
1
0
2025-06-28 14:07:21.009863
2547864455@okicici
9952664632@okybl
134.01
P2M
0
-978.078333
2
985.31676
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
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
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
2025-08-25 04:02:13.007486
7898294265@okicici
3185831686@okybl
402.56
Online Shopping
0
-81.533333
1
7,022.316743
2
1
2025-08-11 09:13:43.005470
5673066434@okaxis
1946077161@okicici
4,128
P2P
0
217.03625
1
21,013.283333
1
0
2025-07-17 10:46:41.003286
8555642817@okhdfcbank
7315775308@okybl
279.52
Bill Payment
0
-688.3625
2
830.116644
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
2025-07-04 21:13:42.001080
6698132779@okicici
4232053204@okicici
84.35
P2M
0
-1,740.811538
1
99,999
1
0
2025-06-16 15:19:25.003512
7094634064@oksbi
2428710004@oksbi
342.98
P2M
0
-3,056.4
1
99,999
1
0
2025-07-03 20:43:02.001859
7736639363@okaxis
7737304646@okaxis
1,005.76
P2P
0
-74.2675
2
1,210.199949
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
2025-08-06 04:56:49.003461
1591329959@okhdfcbank
3885356561@okhdfcbank
7,825.83
P2M
1
6,739.87
1
8,767.783231
2
1
2025-09-08 02:12:31.000062
6743764008@okicici
5745803744@okaxis
169.56
P2M
0
-615.634167
1
2,128.616614
1
0
2025-06-28 11:25:21.004542
2729389970@okicici
1532616648@okaxis
851.03
P2M
0
-784.513636
1
8,062.083259
2
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
2025-09-05 05:22:27.000747
4150582988@okaxis
2676078193@okhdfcbank
6,425.41
Salary
0
5,352.76
1
7,467.683245
1
1
2025-08-05 00:47:23.007404
3427280683@oksbi
4275278633@okicici
648.08
P2P
0
-310.761818
2
1,133.600058
2
0
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
1
1
2025-08-14 09:57:45.006507
2762257478@oksbi
8462310499@okhdfcbank
949.88
Online Shopping
0
-3,545.165833
1
6,810.016652
1
0
2025-08-25 02:48:04.008838
8256483745@okybl
6757961219@okhdfcbank
370.25
P2P
0
-310.5925
1
4,459.566781
1
0
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
2025-08-21 03:52:00.003533
5106242930@okicici
1746725298@okaxis
40.4
Online Shopping
0
-225.888333
1
92,422.499943
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
2025-08-21 12:23:29.003476
6060862543@okhdfcbank
9602228583@okybl
84.65
P2M
0
-1,492.665455
1
9,595.316678
1
0
2025-07-15 11:00:55.006503
1866582455@oksbi
4541934069@okaxis
714.83
P2P
0
134.288462
1
1,670.133418
1
0
2025-07-11 04:49:33.000650
4077930449@okicici
3361796975@okybl
198.85
Salary
0
-1,461.132667
2
1,204.049871
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
2025-08-07 06:24:40.003747
8569082747@okicici
9827032254@okhdfcbank
11,305.14
P2M
1
9,571.455
1
3,320.916724
1
1
2025-08-09 11:10:05.009554
1672893917@okaxis
6543772709@okybl
3,280.07
P2P
0
2,488.575
1
29,233.650137
3
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
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-07-13 23:49:01.005652
2554553105@okhdfcbank
7751465305@oksbi
353.59
P2M
0
-122.265
1
25,372.199948
1
0
2025-07-30 22:03:04.008244
1618535263@okhdfcbank
3495284695@okicici
706.14
P2P
0
-409.55
1
5,977.683355
1
0
2025-06-22 03:08:20.008625
8412228058@okybl
3140580848@oksbi
2,697.86
P2M
0
-864.897143
1
99,999
1
0
2025-07-24 21:26:37.003851
8022051638@okybl
4948322974@okhdfcbank
170.46
P2P
0
43.601429
1
9,556.449898
1
0