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
PAYMENT
502.61
acc6681537
15,156
14,653.39
acc4408365
0
0
0
0
1
PAYMENT
8,716.47
acc6127231
8,236
0
acc4457219
0
0
0
0
1
CASH_OUT
209,370.56
acc1524756
0
0
acc138661
236,285.04
215,851.28
0
0
1
CASH_OUT
117,023.79
acc7208567
0
0
acc1429843
121,366.44
651,524.92
0
0
1
PAYMENT
10,891.96
acc8623845
4,986.72
0
acc4553827
0
0
0
0
1
PAYMENT
4,149.86
acc4259842
0
0
acc2237953
0
0
0
0
1
PAYMENT
13,252.81
acc6365371
0
0
acc4553059
0
0
0
0
1
PAYMENT
1,213.64
acc4346083
86,078
84,864.36
acc7424836
0
0
0
0
1
PAYMENT
5,800.85
acc6846401
41,025
35,224.15
acc6170610
0
0
0
0
1
PAYMENT
8,094.53
acc8900412
50,950
42,855.47
acc5823178
0
0
0
0
1
PAYMENT
3,825.39
acc8935635
4,094
268.61
acc161184
0
0
0
0
1
PAYMENT
12,162.01
acc5731464
38,372.2
26,210.19
acc6567329
0
0
0
0
1
CASH_OUT
472,385.25
acc3234163
26,210.19
0
acc8191498
1,541,224.63
3,420,103.09
0
0
1
PAYMENT
13,427.34
acc6274491
102,672
89,244.66
acc1826110
0
0
0
0
1
PAYMENT
1,873.13
acc2483280
139,873
137,999.87
acc6580812
0
0
0
0
1
PAYMENT
6,443.58
acc8488662
546
0
acc5234868
0
0
0
0
1
PAYMENT
4,008.01
acc5310307
105,389
101,380.99
acc1301187
0
0
0
0
1
CASH_OUT
197,186.52
acc8074138
101,380.99
0
acc4925905
362,142.37
1,015,132.48
0
0
1
PAYMENT
1,220.37
acc3047178
159,791
158,570.63
acc5435069
0
0
0
0
1
DEBIT
1,683.95
acc958261
16,741
15,057.05
acc1053311
11,346.62
9,837.06
0
0
1
PAYMENT
2,713.67
acc1207213
20,210
17,496.33
acc4182776
0
0
0
0
1
PAYMENT
4,867.56
acc4196111
30,853.2
25,985.64
acc4393453
0
0
0
0
1
CASH_OUT
242,940.23
acc4586002
25,985.64
0
acc379340
1,274,680.48
3,461,666.05
0
0
1
PAYMENT
4,433.98
acc3341087
10,931
6,497.02
acc67651
0
0
0
0
1
PAYMENT
2,168.8
acc1246389
653,735
651,566.2
acc6875264
0
0
0
0
1
PAYMENT
10,059.7
acc939654
10,776
716.3
acc2381398
0
0
0
0
1
PAYMENT
8,092.1
acc2007528
1,302
0
acc6707686
0
0
0
0
1
PAYMENT
11,770.54
acc3810297
255,488
243,717.46
acc3715790
0
0
0
0
1
PAYMENT
1,576.78
acc3164088
18,417
16,840.22
acc6629232
0
0
0
0
1
PAYMENT
320.53
acc1837180
16,482
16,161.47
acc637981
0
0
0
0
1
DEBIT
3,390.74
acc6466488
48,021
44,630.26
acc964289
9,463
0
0
0
1
PAYMENT
2,736.35
acc2237673
22,626.55
19,890.19
acc5728320
0
0
0
0
1
PAYMENT
6,029.92
acc5650948
19,890.19
13,860.27
acc8109550
0
0
0
0
1
PAYMENT
7,506.65
acc6403084
13,860.27
6,353.62
acc5024890
0
0
0
0
1
PAYMENT
12,621.09
acc5808051
112,421
99,799.91
acc4937355
0
0
0
0
1
PAYMENT
1,582.67
acc6356879
14,528
12,945.33
acc3408315
0
0
0
0
1
PAYMENT
881.26
acc7753704
5,386
4,504.74
acc7904112
0
0
0
0
1
DEBIT
4,651.67
acc3558398
35,210
30,558.33
acc5063701
50,204.54
0
0
0
1
PAYMENT
8,074.16
acc1172654
21,495
13,420.84
acc2327463
0
0
0
0
1
PAYMENT
4,337.08
acc3603034
13,420.84
9,083.76
acc5769275
0
0
0
0
1
DEBIT
429.42
acc6216816
46,064
45,634.58
acc4944728
31,281
14,566.06
0
0
1
PAYMENT
7,645.96
acc2574087
1,798
0
acc3957485
0
0
0
0
1
TRANSFER
221,654.28
acc8697104
22,377
0
acc8057931
31,493.45
49,864.36
0
0
1
PAYMENT
10,932.41
acc254796
0
0
acc72395
0
0
0
0
1
PAYMENT
4,518.42
acc3488893
8,790
4,271.58
acc4108892
0
0
0
0
1
PAYMENT
1,616.52
acc2322029
50,396
48,779.48
acc352465
0
0
0
0
1
PAYMENT
3,545.37
acc164158
98,028
94,482.63
acc7646830
0
0
0
0
1
CASH_IN
159,334.62
acc7057270
1,746,897.72
1,906,232.33
acc5542511
15,735.13
0
0
0
1
CASH_OUT
334,262.17
acc4284759
1,906,232.33
1,571,970.16
acc4235037
1,288,904.4
971,418.91
0
0
1
PAYMENT
5,403.87
acc5240628
14,404
9,000.13
acc6372715
0
0
0
0
1
PAYMENT
13,288.84
acc8932691
21,745
8,456.16
acc3676555
0
0
0
0
1
PAYMENT
7,079.24
acc284318
13,878.66
6,799.42
acc509366
0
0
0
0
1
PAYMENT
4,451.95
acc2054346
6,799.42
2,347.47
acc7981212
0
0
0
0
1
PAYMENT
25,554.79
acc8360602
2,347.47
0
acc1164673
0
0
0
0
1
PAYMENT
6,757.51
acc7588235
20,874
14,116.49
acc5571578
0
0
0
0
1
PAYMENT
2,756.3
acc4877435
27,839.46
25,083.17
acc382200
0
0
0
0
1
PAYMENT
4,163.82
acc5021842
25,083.17
20,919.34
acc8950468
0
0
0
0
1
DEBIT
5,416.8
acc2953371
51,206
45,789.2
acc4301064
19,346
23,174.68
0
0
1
PAYMENT
8,356.44
acc6325745
26,806
18,449.56
acc6211310
0
0
0
0
1
DEBIT
7,257.7
acc2712944
1,369,271.13
1,362,013.43
acc2154977
13,711
17,860.54
0
0
1
PAYMENT
5,570.5
acc3883579
1,362,013.43
1,356,442.93
acc6838355
0
0
0
0
1
PAYMENT
9,181.99
acc20504
1,356,442.93
1,347,260.94
acc5907493
0
0
0
0
1
PAYMENT
663.34
acc6533753
1,347,260.94
1,346,597.6
acc8238912
0
0
0
0
1
PAYMENT
1,532.35
acc3745538
1,346,597.6
1,345,065.25
acc5897597
0
0
0
0
1
PAYMENT
1,180.55
acc8936569
1,345,065.25
1,343,884.7
acc7493797
0
0
0
0
1
PAYMENT
7,950.29
acc2258542
1,343,884.7
1,335,934.41
acc2444402
0
0
0
0
1
PAYMENT
5,334.81
acc4604909
1,335,934.41
1,330,599.59
acc5601526
0
0
0
0
1
PAYMENT
760.21
acc4198788
1,330,599.59
1,329,839.38
acc7139280
0
0
0
0
1
PAYMENT
1,697.56
acc5925936
610,733.41
609,035.85
acc5180936
0
0
0
0
1
PAYMENT
112.56
acc3252518
609,035.85
608,923.29
acc7607017
0
0
0
0
1
PAYMENT
13,373.96
acc5503518
608,923.29
595,549.33
acc2665193
0
0
0
0
1
DEBIT
6,606.47
acc2450896
1,862
0
acc1536208
18,868.96
46,462.23
0
0
1
CASH_OUT
208,501.33
acc4232323
0
0
acc3416753
8,698,085.64
10,681,238.79
0
0
1
PAYMENT
1,045.63
acc80178
26,411.48
25,365.85
acc3870754
0
0
0
0
1
CASH_OUT
363,482.02
acc3565801
25,365.85
0
acc5630136
480,622.13
420,946.86
0
0
1
DEBIT
2,935.86
acc7374601
41,256
38,320.14
acc3536766
18,899.88
252,055.24
0
0
1
CASH_IN
88,626.65
acc3022747
39,083
127,709.65
acc1949991
13,360
0
0
0
1
CASH_OUT
540,789.56
acc8788317
18,130
0
acc1217523
1,538,532.42
1,412,484.09
0
0
1
PAYMENT
10,430.39
acc4034586
73,364.91
62,934.52
acc1884944
0
0
0
0
1
PAYMENT
4,279.07
acc7366161
62,934.52
58,655.45
acc2508279
0
0
0
0
1
PAYMENT
3,537.25
acc2201595
58,655.45
55,118.2
acc2074687
0
0
0
0
1
TRANSFER
66,225.76
acc3775722
11,642
0
acc7683204
16,946.28
0
0
0
1
PAYMENT
964.77
acc753066
28,820
27,855.23
acc3976152
0
0
0
0
1
PAYMENT
12,178.51
acc1731681
0
0
acc5556144
0
0
0
0
1
CASH_OUT
310,157.55
acc1951643
0
0
acc5471629
19,105,114.55
19,169,204.93
0
0
1
PAYMENT
2,272.54
acc1771269
39,494
37,221.46
acc5561042
0
0
0
0
1
PAYMENT
6,078.56
acc4705249
16,124
10,045.44
acc2765970
0
0
0
0
1
PAYMENT
4,108.8
acc6332143
12,083
7,974.2
acc6071552
0
0
0
0
1
PAYMENT
2,671.31
acc7652504
57,811
55,139.69
acc7043798
0
0
0
0
1
PAYMENT
12,426.38
acc2464284
32,300
19,873.62
acc112431
0
0
0
0
1
PAYMENT
17,373.04
acc2339924
19,873.62
2,500.58
acc2408397
0
0
0
0
1
PAYMENT
7,272.63
acc5047488
85,719
78,446.37
acc544211
0
0
0
0
1
PAYMENT
6,548.43
acc7114121
204,316
197,767.57
acc2745569
0
0
0
0
1
PAYMENT
2,644.63
acc2965851
117
0
acc2165875
0
0
0
0
1
PAYMENT
6,776.93
acc2373920
5,031
0
acc3875084
0
0
0
0
1
PAYMENT
1,810.41
acc5127773
0
0
acc3098992
0
0
0
0
1
DEBIT
2,586.39
acc6449408
29,859
27,272.61
acc8191498
2,013,609.89
3,420,103.09
0
0
1
TRANSFER
47,564.74
acc1449144
359.21
0
acc5182684
82,250
58,319.72
0
0
1
PAYMENT
5,485.04
acc6929076
0
0
acc2002159
0
0
0
0
1
DEBIT
2,644.54
acc5131376
39,695
37,050.46
acc2584934
63,960
18,627.02
0
0