time_ind
int64
transac_type
string
amount
float64
src_acc
string
src_bal
float64
src_new_bal
float64
dst_acc
string
dst_bal
float64
dst_new_bal
float64
is_fraud
int64
is_flagged_fraud
int64
1
DEBIT
3,428.95
acc2603758
147,798
144,369.05
acc8265284
1,534,657.01
5,515,763.34
0
0
1
PAYMENT
5,580.98
acc8372790
7,781
2,200.02
acc2916275
0
0
0
0
1
DEBIT
3,455.85
acc6637802
3,509
53.15
acc5573433
1,333,014.31
1,178,808.14
0
0
1
PAYMENT
7,265.63
acc4013219
14,508
7,242.37
acc8259060
0
0
0
0
1
PAYMENT
3,852.64
acc1402254
1,449,076.27
1,445,223.63
acc429665
0
0
0
0
1
PAYMENT
7,870.29
acc7018901
1,445,223.63
1,437,353.34
acc3173685
0
0
0
0
1
DEBIT
12,872.92
acc7171614
11,197
0
acc824539
51,885
0
0
0
1
PAYMENT
6,675.34
acc6187505
10,107
3,431.66
acc7121244
0
0
0
0
1
CASH_OUT
410,201.89
acc3275828
21,448
0
acc6199892
61,613
424,250.45
0
0
1
PAYMENT
13,310.78
acc4520456
0
0
acc5922547
0
0
0
0
1
PAYMENT
664.35
acc5246921
102,983
102,318.65
acc5948842
0
0
0
0
1
PAYMENT
2,130.3
acc1062683
10,958
8,827.7
acc6689272
0
0
0
0
1
PAYMENT
7,771.4
acc1042801
8,827.7
1,056.3
acc2554170
0
0
0
0
1
PAYMENT
36,349.35
acc3901689
1,056.3
0
acc2571943
0
0
0
0
1
PAYMENT
749.34
acc3962055
0
0
acc310561
0
0
0
0
1
PAYMENT
2,340.34
acc4788528
0
0
acc6594763
0
0
0
0
1
PAYMENT
9,686.85
acc5004205
0
0
acc7488356
0
0
0
0
1
PAYMENT
15,785.85
acc3691719
0
0
acc6493854
0
0
0
0
1
PAYMENT
9,006.78
acc981355
0
0
acc8985043
0
0
0
0
1
PAYMENT
9,014.95
acc8621387
0
0
acc1141383
0
0
0
0
1
PAYMENT
14,420.66
acc6593543
0
0
acc3664965
0
0
0
0
1
PAYMENT
4,802.31
acc4962829
0
0
acc1540115
0
0
0
0
1
PAYMENT
28,527.44
acc8371321
0
0
acc6655695
0
0
0
0
1
PAYMENT
4,182.93
acc8667882
0
0
acc827175
0
0
0
0
1
PAYMENT
4,088.21
acc4224171
0
0
acc6544786
0
0
0
0
1
PAYMENT
8,491.9
acc1650783
0
0
acc1742009
0
0
0
0
1
DEBIT
6,666.78
acc663902
11,876
5,209.22
acc7831855
24,777
189,534.74
0
0
1
PAYMENT
6,536.86
acc816178
17,319
10,782.14
acc3472212
0
0
0
0
1
CASH_OUT
40,684.97
acc3054940
10,782.14
0
acc2431422
49,530
66,575.5
0
0
1
PAYMENT
1,553.21
acc2567581
31,516
29,962.79
acc4822219
0
0
0
0
1
DEBIT
7,344.92
acc4860604
0
0
acc6361680
185,432
0
0
0
1
CASH_OUT
106,267.21
acc7868930
0
0
acc8057931
241,106.05
49,864.36
0
0
1
PAYMENT
5,491.5
acc5618886
36,605
31,113.5
acc5848368
0
0
0
0
1
PAYMENT
3,666.42
acc8448457
48,117
44,450.58
acc813471
0
0
0
0
1
PAYMENT
5,507.18
acc5343107
36,030
30,522.82
acc7328228
0
0
0
0
1
DEBIT
4,565.14
acc1088915
30,265
25,699.86
acc483537
829,892.09
1,567,434.81
0
0
1
PAYMENT
11,348.71
acc5818719
734,899
723,550.29
acc8347721
0
0
0
0
1
TRANSFER
123,179.97
acc3074191
7,215
0
acc4704998
12,904.68
43,691.09
0
0
1
PAYMENT
7,073.6
acc8940548
0
0
acc3655204
0
0
0
0
1
PAYMENT
2,803.83
acc1357598
0
0
acc7058824
0
0
0
0
1
PAYMENT
106.81
acc5615754
0
0
acc1074507
0
0
0
0
1
PAYMENT
6,297.71
acc2727358
762
0
acc8551977
0
0
0
0
1
PAYMENT
2,610.01
acc8544588
58,697.54
56,087.54
acc5108992
0
0
0
0
1
PAYMENT
5,320.1
acc717271
56,087.54
50,767.43
acc7291473
0
0
0
0
1
PAYMENT
1,460.63
acc4721703
1,132
0
acc4678616
0
0
0
0
1
TRANSFER
522,264.81
acc3787161
24
0
acc8225525
11,361
2,025,098.66
0
0
1
DEBIT
3,584.21
acc8541889
135,496
131,911.79
acc8256665
100,614.05
24,044.18
0
0
1
PAYMENT
3,704.97
acc2553169
24,553
20,848.03
acc1466666
0
0
0
0
1
PAYMENT
2,773.61
acc3769380
14,332
11,558.39
acc1302121
0
0
0
0
1
PAYMENT
3,896.42
acc603807
11,558.39
7,661.97
acc4730610
0
0
0
0
1
PAYMENT
18,781.84
acc7088942
7,661.97
0
acc1866006
0
0
0
0
1
PAYMENT
6,660.33
acc8398419
17,710
11,049.67
acc4443686
0
0
0
0
1
TRANSFER
26,923.42
acc4976416
11,049.67
0
acc3633700
199,404.91
95,508.95
0
0
1
TRANSFER
53,783.57
acc3028680
0
0
acc5630136
75,514
420,946.86
0
0
1
TRANSFER
80,333.28
acc1646415
0
0
acc3703516
321,592.98
277,515.05
0
0
1
TRANSFER
211,075.91
acc279391
0
0
acc8658101
930,082.81
1,254,956.07
0
0
1
TRANSFER
100,677.86
acc1842528
0
0
acc610042
701,567.56
55,974.56
0
0
1
TRANSFER
473,499.51
acc1216296
0
0
acc379340
883,248.39
3,461,666.05
0
0
1
TRANSFER
1,538,200.39
acc7443882
0
0
acc5471629
6,977,445.38
19,169,204.93
0
0
1
TRANSFER
2,421,578.09
acc7056446
0
0
acc5471629
8,515,645.77
19,169,204.93
0
0
1
TRANSFER
1,349,670.68
acc6999481
0
0
acc8265284
1,538,085.96
5,515,763.34
0
0
1
TRANSFER
314,403.14
acc267359
0
0
acc8188463
888,232.25
4,619,798.56
0
0
1
TRANSFER
1,457,213.54
acc6944417
0
0
acc5471629
10,937,223.86
19,169,204.93
0
0
1
TRANSFER
180,368.84
acc1365112
0
0
acc1524512
1,437,353.34
16,518.36
0
0
1
TRANSFER
445,038.71
acc4942817
0
0
acc610042
802,245.42
55,974.56
0
0
1
TRANSFER
1,123,206.66
acc5149524
0
0
acc2106348
1,773,963.18
3,940,085.21
0
0
1
DEBIT
996
acc2575426
46,132
45,136
acc4925905
88,106.55
1,015,132.48
0
0
1
TRANSFER
176,334.26
acc6078846
45,136
0
acc535694
1,251,626.46
2,107,778.11
0
0
1
TRANSFER
161,217.61
acc2732543
0
0
acc7860097
199,733
5,602,234.95
0
0
1
TRANSFER
108,443.61
acc7722581
0
0
acc7762230
246,974.3
0
0
0
1
TRANSFER
75,442.68
acc1063637
0
0
acc24958
80,469
500,631.71
0
0
1
TRANSFER
55,536.86
acc3589443
0
0
acc8191498
915,902.37
3,420,103.09
0
0
1
TRANSFER
438,437.09
acc6931272
0
0
acc8532918
740,675.45
6,453,430.91
0
0
1
TRANSFER
928,722.69
acc493029
0
0
acc4235037
1,259,119.8
971,418.91
0
0
1
TRANSFER
1,478,772.04
acc6210709
0
0
acc5411311
1,652,668.12
22,190.99
0
0
1
TRANSFER
2,545,478.01
acc3942278
0
0
acc5471629
12,394,437.4
19,169,204.93
0
0
1
TRANSFER
2,061,082.82
acc6552202
0
0
acc5471629
14,939,915.42
19,169,204.93
0
0
1
TRANSFER
983,479.66
acc7010099
0
0
acc5411311
3,131,440.16
22,190.99
0
0
1
TRANSFER
635,507.97
acc4832173
0
0
acc483537
834,457.23
1,567,434.81
0
0
1
TRANSFER
848,231.57
acc4904530
0
0
acc5411311
4,114,919.82
22,190.99
0
0
1
TRANSFER
739,112.93
acc237384
0
0
acc8658101
1,141,158.73
1,254,956.07
0
0
1
TRANSFER
324,397.94
acc4265468
0
0
acc5114175
373,058.79
2,719,172.89
0
0
1
TRANSFER
982,862.81
acc598905
0
0
acc4235037
2,187,842.49
971,418.91
0
0
1
TRANSFER
955,855
acc2328358
0
0
acc8532918
1,179,112.54
6,453,430.91
0
0
1
TRANSFER
179,253.24
acc7933691
0
0
acc1536208
179,614.1
46,462.23
0
0
1
PAYMENT
5,446.88
acc753578
666
0
acc8880561
0
0
0
0
1
PAYMENT
648.64
acc1359669
873
224.36
acc2964724
0
0
0
0
1
PAYMENT
8,494.71
acc7433623
11,129
2,634.29
acc1273903
0
0
0
0
1
CASH_OUT
373,068.26
acc8874945
20,034
0
acc535694
1,427,960.73
2,107,778.11
0
0
1
CASH_IN
143,236.26
acc7330202
0
143,236.26
acc1987097
608,932.17
97,263.78
0
0
1
CASH_IN
228,451.89
acc8932833
143,236.26
371,688.15
acc4188747
719,678.38
1,186,556.81
0
0
1
CASH_IN
35,902.49
acc3846597
371,688.15
407,590.65
acc695950
49,003.3
0
0
0
1
CASH_IN
232,953.64
acc8135375
407,590.65
640,544.28
acc7610359
1,172,672.27
1,517,262.16
0
0
1
CASH_IN
65,912.95
acc850529
640,544.28
706,457.23
acc8256665
104,198.26
24,044.18
0
0
1
CASH_IN
193,492.68
acc334122
706,457.23
899,949.91
acc610042
1,247,284.13
55,974.56
0
0
1
CASH_IN
60,836.64
acc2609865
899,949.91
960,786.56
acc3255841
143,436
5,203.54
0
0
1
CASH_IN
62,325.15
acc5874084
960,786.56
1,023,111.71
acc8658101
1,880,271.66
1,254,956.07
0
0
1
CASH_IN
349,640.51
acc638984
1,023,111.71
1,372,752.22
acc7860097
360,950.61
5,602,234.95
0
0
1
CASH_IN
135,324.19
acc8367349
1,372,752.22
1,508,076.41
acc379340
1,356,747.89
3,461,666.05
0
0
1
CASH_IN
380,015.14
acc4108575
1,508,076.41
1,888,091.55
acc5573433
1,336,470.16
1,178,808.14
0
0