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 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
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
2025-09-07 12:19:32.004912
8522925490@okhdfcbank
1726075222@okybl
820.97
ATM Withdrawal
0
-2,124.997273
2
1,136.816702
1
0
2025-07-07 08:56:32.005694
7562161656@okybl
7807109949@okhdfcbank
2,121.65
P2P
0
924.337143
1
9,170.133372
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
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
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
2025-07-07 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1
2025-07-18 09:02:46.000367
2136618500@okybl
5027131646@okicici
140.79
Online Shopping
0
-434.092857
1
40,424.099842
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
2025-09-12 11:53:37.005255
3610641834@okaxis
6793146561@okhdfcbank
10,303.86
P2P
1
8,279.493571
1
14,592.649992
1
1
2025-08-30 12:30:29.006565
8606729587@oksbi
4963399846@okicici
862.6
Online Shopping
0
252.676667
1
3,609.549981
2
0
2025-08-05 08:35:45.004700
7867383460@oksbi
8073456925@okybl
3,353.64
P2P
0
2,462.858824
1
5,296.166598
1
0
2025-08-17 08:34:48.001563
1696659628@okybl
3198775887@okaxis
143.39
Online Shopping
1
-406.795556
1
24,793.649965
1
0
2025-08-11 17:59:47.001341
5845318549@okaxis
8323737407@okybl
364.93
Online Shopping
0
112.038
1
10,675.616529
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
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
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
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
2
1
2025-06-22 07:57:52.005368
5432821743@okybl
2628168514@oksbi
676
P2M
0
-792.22125
1
6,114.783366
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
2025-09-12 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 06:40:41.007167
3101978127@okybl
7261126654@okhdfcbank
194.38
P2M
0
-1,393.811667
1
7,064.950065
1
0
2025-07-22 02:47:02.003052
4035105462@oksbi
3854906116@okicici
172.1
P2M
0
-298.241818
1
2,549.400029
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
2025-09-05 05:39:35.001257
5029199223@okhdfcbank
1532616648@okaxis
640.21
P2M
0
-74.818182
1
2,382.366672
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
2025-09-06 04:22:08.008436
8486121619@okaxis
9920589503@okybl
19,836.39
P2P
0
16,640.421429
1
15,531.533311
2
1
2025-06-24 17:25:41.009433
9813782157@okaxis
8972261874@okybl
464.27
P2M
0
-2,439.542143
1
99,999
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
2025-08-30 13:00:00.001226
5937964675@okhdfcbank
2527341495@oksbi
124.8
Bill Payment
0
-428.985
1
11,890.099974
1
0
2025-08-21 22:21:15.009058
6805135693@okhdfcbank
1242640361@okicici
402.84
Bill Payment
0
-42.39625
1
21,618.73334
2
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
2025-07-30 12:00:10.000963
6935351617@okhdfcbank
3153573773@oksbi
15.83
P2M
0
-604.27
1
14,264.149993
1
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
2025-07-06 08:05:04.006049
3921140741@okybl
6849865877@okicici
116.16
Bill Payment
0
-303.321
1
3,359.283298
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
2025-09-08 22:19:38.002298
5673066434@okaxis
9702519182@okybl
21,347.46
Bill Payment
0
17,436.49625
1
13,017.799948
1
0
2025-08-05 10:01:47.009954
1858517259@oksbi
2131388730@okybl
334.45
ATM Withdrawal
0
-257.69125
1
9,913.933333
1
0
2025-09-01 13:56:19.004436
4535000197@oksbi
2138275656@okaxis
528.67
P2P
0
-64.00125
1
17,572.766702
2
0
2025-08-08 04:03:09.006971
4130889449@oksbi
1650027316@oksbi
503.23
P2P
0
-30.3175
1
11,465.533295
2
1
2025-07-01 02:31:15.005883
6145232148@oksbi
8881094196@okhdfcbank
22,980.54
P2P
0
20,347.44
1
4,300.600094
1
1
2025-07-20 03:56:26.001360
1672893917@okaxis
3391230109@okybl
87.31
P2P
0
-704.185
2
1,132.116551
2
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
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
1
1
2025-07-23 09:38:14.009461
4572663900@okaxis
7952288779@okicici
49.84
P2P
0
-194.318571
2
184.600157
1
0
2025-06-18 14:57:45.008520
4318202255@okaxis
8588291718@okhdfcbank
203.86
P2M
0
-275.36125
1
99,999
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
2025-07-16 20:53:21.009546
6175607602@okicici
3706289052@okhdfcbank
1,942
P2P
0
762.325
1
6,138.916794
1
0
2025-06-30 06:34:41.000879
9108082581@okicici
7090649905@okybl
998.27
P2M
0
737.947273
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
2025-07-21 04:34:13.005347
8321733104@okaxis
5217479186@okybl
541.88
P2P
0
-131.4775
1
3,017.533407
1
1
2025-08-04 15:04:10.003228
8102478102@okicici
9765818707@okicici
46.94
P2P
0
-638.01
1
4,104.966567
1
0
2025-07-02 03:46:09.008607
5248563594@okicici
3805207496@okicici
35.71
Online Shopping
0
-582.662727
1
12,175.599993
1
0
2025-06-30 04:58:25.005496
4780206140@okaxis
1562176865@okhdfcbank
197.25
P2P
0
-1,503.662222
1
10,060.033278
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
2025-07-03 20:06:25.009686
2522277786@okhdfcbank
2243091304@okicici
2,171.03
P2P
0
866.289091
1
11,581.88346
1
0
2025-07-12 19:36:00.000155
8175865248@okhdfcbank
9451820565@okhdfcbank
78.33
Bill Payment
0
-137.812857
1
4,083.31662
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
2025-08-04 04:34:19.001706
8727940854@okhdfcbank
9894546675@okicici
36.44
P2P
0
-685.731176
1
2,657.366591
1
1
2025-08-12 07:01:32.007367
8968368514@okhdfcbank
2692248154@okicici
240.86
P2P
0
-549.059333
1
16,089.650059
2
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
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
1
2025-08-26 15:42:54.005705
1848937727@oksbi
9727322770@okaxis
240.85
P2P
0
22.3075
1
24,988.633404
2
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
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-08-13 13:15:30.007372
8639499563@okaxis
8257369487@oksbi
3,229.03
P2P
0
1,096.253333
2
394.800094
1
0
2025-07-31 12:55:15.003604
6121559561@okybl
2229378661@okicici
55.92
P2P
0
-2,764.347143
1
5,190.733327
1
0
2025-07-27 00:55:15.005787
6525663852@okybl
1901186007@okicici
124.06
P2M
0
-1,957.396429
1
9,747.983345
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
2025-08-19 16:09:55.006357
7877019385@oksbi
4552724070@oksbi
1,053.94
P2P
0
-210.626667
1
44,988.466767
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
2025-08-30 04:18:40.003399
6588001441@okaxis
3706289052@okhdfcbank
6,190.63
P2P
0
5,339.487692
2
421.39999
2
1
2025-08-10 13:22:54.000242
7442588805@oksbi
7056773102@okhdfcbank
213.36
P2P
0
-42.035455
1
6,601.26652
2
0
2025-08-27 21:04:43.007360
4691972427@okybl
8175153307@oksbi
201.51
P2P
0
55.16625
1
28,081.366788
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
2025-08-29 11:22:11.007682
9924048213@okicici
2118038573@oksbi
887.43
P2P
0
-644.02
1
5,497.683417
2
0
2025-07-15 12:16:29.007358
2456547221@okicici
5869209725@okhdfcbank
96.72
P2M
0
-3,717.320769
1
18,235.96671
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
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
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
2025-08-27 02:39:13.000102
3338227341@okhdfcbank
9568709008@okaxis
11,824.11
P2M
0
10,595.6225
1
7,564.699869
1
1
2025-06-27 06:16:30.007742
8359040673@okicici
8533860201@oksbi
2,820.66
P2M
0
1,044.6175
1
16,498.283358
1
0
2025-08-10 03:58:55.001455
2581780791@okhdfcbank
4051682685@okicici
10,690.5
Salary
1
8,980.662857
1
19,051.899933
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
2025-09-10 05:52:11.006609
6514390969@okicici
4963703020@oksbi
427.65
P2P
0
-222.706667
1
39,553.116697
1
1
2025-07-11 18:12:38.003256
5459024336@okaxis
3559647292@okaxis
883
Online Shopping
0
304.897273
2
1,079.316574
1
0
2025-07-24 10:42:31.001019
6754212038@okaxis
8533860201@oksbi
427.46
P2P
0
15.543
1
13,188.499912
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
2025-07-27 05:12:27.004894
8727940854@okhdfcbank
7593545543@okaxis
189.38
P2M
0
-532.791176
1
4,670.866625
1
0
2025-08-27 06:17:48.006150
9132574951@okhdfcbank
5004301998@okaxis
598.05
Online Shopping
0
153.636
1
23,952.149955
2
0
2025-09-06 03:02:08.002272
3101978127@okybl
1175613772@okhdfcbank
520.61
P2P
0
-1,067.581667
1
2,087.499953
2
1
2025-07-16 00:28:46.001940
1028383170@oksbi
4204972651@oksbi
3,963.26
P2M
0
2,891.745
1
38,484.233273
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
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-06-21 04:12:54.005076
9056149683@oksbi
2186408290@okhdfcbank
934.31
P2P
0
249.57
2
79.800059
1
1
2025-09-04 16:14:38.005122
3101978127@okybl
9378340854@okhdfcbank
107.04
P2M
0
-1,481.151667
1
16,642.316636
1
0
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
2025-07-09 03:27:33.005040
2461440352@okaxis
2131388730@okybl
7,968.23
ATM Withdrawal
0
6,976.733846
1
10,273.283269
1
1