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
2025-07-22 05:29:12.004555
7460842619@oksbi
2390207380@okicici
5,129.65
Online Shopping
0
4,173.592
1
21,422.650044
1
1
2025-09-07 20:32:46.007473
4537113256@okaxis
7129993710@okaxis
849.42
P2M
0
-888.655
1
4,157.400081
1
0
2025-08-25 04:02:13.007486
7898294265@okicici
3185831686@okybl
402.56
Online Shopping
0
-81.533333
1
7,022.316743
2
1
2025-09-01 06:39:05.005946
3950320977@okybl
4321460679@okybl
11.78
P2M
0
-626.814615
1
33,138.91671
1
0
2025-06-23 23:12:35.005193
3286988352@okybl
2658764003@okhdfcbank
379.4
P2P
0
-1,626.368462
1
99,999
1
0
2025-08-23 22:00:23.008677
9451928800@okaxis
5153170773@okaxis
452.33
P2P
0
-949.941818
1
13,872.016717
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
2025-06-23 19:44:54.001504
7469330529@okybl
9419655197@okicici
262.41
P2M
0
-233.032727
1
99,999
1
0
2025-07-24 06:25:55.008525
7460842619@oksbi
9152878325@okaxis
754.21
Salary
0
-201.848
1
2,936.716733
1
0
2025-06-16 07:54:01.009262
2667895237@okhdfcbank
1708188868@okhdfcbank
367.25
Online Shopping
0
-976.034667
2
374.533455
2
0
2025-08-05 15:55:35.008235
1504773995@okybl
5414914993@okaxis
193.69
ATM Withdrawal
0
-625.247368
1
2,399.016745
1
0
2025-08-17 01:09:32.007319
3495069124@okicici
9220032990@oksbi
1,435.83
P2P
0
553.176667
1
9,061.133384
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
2025-09-11 16:52:52.003352
5845318549@okaxis
7321570495@okhdfcbank
36.05
Online Shopping
0
-216.842
1
14,519.500052
1
0
2025-08-27 06:27:48.000041
4624005660@okybl
2898289080@oksbi
251.14
Online Shopping
0
-179.38
2
17.516513
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
2025-08-20 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 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1
2025-06-23 23:33:18.007922
8565802395@okybl
6181730280@okicici
1,289.79
P2P
0
-73.843
1
99,999
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
2025-07-20 19:59:43.003164
4352346670@okaxis
9939579997@oksbi
91.72
P2P
0
-323.355714
1
13,497.433322
1
0
2025-06-29 02:34:44.004948
1634019683@okaxis
1717030517@okybl
1,103.77
P2M
0
271.536
1
99,999
1
0
2025-07-13 20:00:45.008337
2260517284@okicici
1690161860@okicici
5,936.83
P2P
0
4,719.77
1
17,750.916713
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
2025-08-29 10:13:23.001664
9928774423@okicici
1456983226@okicici
526.24
Online Shopping
0
-184.531111
1
3,199.683252
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
2025-06-24 02:42:53.002311
6894510412@okicici
8322191721@okicici
487.75
P2M
0
113.14
1
11,156.749885
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
2025-07-08 12:47:23.007071
5201630134@okybl
4408421037@okhdfcbank
2,753.52
P2P
0
1,825.707273
1
7,549.633333
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
2025-07-20 02:36:46.001106
8256483745@okybl
4797382328@okhdfcbank
258.53
Bill Payment
0
-422.3125
1
11,132.099936
1
1
2025-08-31 09:11:34.004717
5610278625@okybl
4552128891@okaxis
301.52
Bill Payment
0
114.874286
1
21,879.966596
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
2025-07-07 05:39:50.004454
2231780986@oksbi
2806099997@okybl
33,279.8
P2M
0
28,763.265
1
4,852.733292
1
1
2025-09-03 12:08:24.002240
1296129521@okicici
5730805834@okicici
2,362.45
P2M
0
975.368
1
6,005.349929
2
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
2025-07-24 16:39:43.002476
1520992184@oksbi
1366906250@okybl
10,514.55
P2P
1
6,861.566364
1
6,829.433264
1
1
2025-09-03 22:43:06.005078
2173563273@okaxis
2680438255@okhdfcbank
533.38
P2M
0
-236.1875
1
24,028.583301
1
0
2025-07-20 11:56:07.006984
2510026343@oksbi
4505576247@oksbi
287.67
Online Shopping
0
45.98
1
6,190.716764
1
0
2025-07-17 13:56:47.009316
8070874899@okaxis
1939316876@okhdfcbank
84.67
P2P
0
-3,198.69
1
6,058.050115
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
2025-07-27 03:51:39.007337
3116784458@okhdfcbank
6642531223@okhdfcbank
597.38
P2P
0
-1,154.754545
1
6,964.750022
1
1
2025-06-26 14:33:58.008897
2783725267@okhdfcbank
5740476205@oksbi
287.01
P2M
0
-171.104444
1
99,999
1
0
2025-07-02 00:20:56.000529
5938919232@oksbi
9859975576@okicici
449.96
P2P
0
-578.202143
1
4,176.266564
1
0
2025-07-12 12:00:49.005919
6698132779@okicici
2499907256@okhdfcbank
609.32
P2P
0
-1,215.841538
1
6,469.600078
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
2025-06-16 13:14:14.003575
7429301144@okaxis
3684456242@okicici
259.24
P2P
1
-585.665
1
99,999
1
0
2025-07-09 23:04:27.006177
1328420339@okhdfcbank
9609345075@okhdfcbank
2,050.56
Online Shopping
0
1,438.823333
1
3,833.483307
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
2025-08-22 05:19:35.009824
3568696686@okicici
9331227729@okaxis
7,035.15
Bill Payment
0
6,240.700667
1
11,543.433436
1
1
2025-09-02 08:34:57.003844
5798893106@oksbi
7228412121@oksbi
1,138.72
P2P
0
250.924
1
32,447.016697
1
0
2025-08-12 15:34:09.005599
4638639989@okaxis
7728134128@okybl
1,390.61
Online Shopping
1
643.183333
1
43,564.566624
1
0
2025-07-06 03:31:45.001718
2368008573@okicici
3588009376@okybl
165.54
P2P
0
-34.574286
1
28,049.016553
2
1
2025-08-27 05:00:15.008284
4974492295@okybl
6857286901@okhdfcbank
15,089.14
Online Shopping
0
13,412.883571
1
4,955.933445
1
1
2025-08-12 20:07:33.007438
6583926789@okhdfcbank
6106651974@oksbi
7,072.54
P2M
0
5,751.914286
1
8,078.416748
1
0
2025-07-31 03:58:13.001098
8534419164@okaxis
1595392353@okybl
60.75
P2P
1
-719.247692
1
10,077.24986
1
0
2025-08-02 13:28:16.005289
1143491947@okybl
7641929106@okicici
310.65
P2P
0
-1,306.31375
2
199.116701
1
0
2025-07-06 18:11:39.008454
3033784480@okaxis
8266342073@okaxis
110.49
P2P
0
-379.23125
1
99,999
1
0
2025-06-21 18:23:34.004141
1001817916@okaxis
3805207496@okicici
81.96
P2P
0
-416.633846
1
6,958.599982
1
0
2025-06-30 00:54:28.000299
4655061637@okhdfcbank
8411431917@okaxis
150.31
P2M
0
-2,939.344444
1
7,470.416643
1
0
2025-08-30 07:02:09.005455
9864908996@okhdfcbank
9976120029@oksbi
89.56
P2M
0
-1,984.377778
1
11,197.283349
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
2025-08-04 05:14:16.008556
6147360811@okybl
3476227189@okybl
5,401.71
P2M
0
4,584.712857
1
5,085.7168
1
1
2025-08-20 04:18:47.001255
1597243444@oksbi
4041616998@okybl
5,934.88
P2P
0
5,103.094444
1
14,634.749891
1
1
2025-07-25 11:36:18.009191
1974505186@okhdfcbank
3801083226@oksbi
177.84
P2P
0
-1,822.498333
1
3,677.150038
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
2025-08-11 08:18:44.001248
2268301357@okybl
1103899356@okhdfcbank
34.98
Online Shopping
0
-885.105556
1
41,832.349946
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
2025-06-30 04:13:09.000946
6474200684@oksbi
6094933175@okybl
132.47
P2P
0
-96.462857
1
15,315.483232
2
1
2025-08-03 08:25:47.001240
9308836823@okicici
4779200793@okaxis
8.34
P2P
0
-1,402.373333
1
36,702.083282
1
0
2025-06-22 14:27:12.006866
7332677260@okhdfcbank
7152731950@okicici
251.5
P2M
0
-902.253333
1
7,299.650114
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