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
264.93
acc6346817
0
0
acc5629348
0
0
0
0
1
CASH_OUT
222,321.36
acc7355689
0
0
acc7152369
4,871,627.98
3,997,768.55
0
0
1
DEBIT
8,972.41
acc8321663
331,601
322,628.59
acc483537
1,558,462.41
1,567,434.81
0
0
1
PAYMENT
4,079.37
acc5878412
34,458
30,378.63
acc7462581
0
0
0
0
1
PAYMENT
6,226.79
acc2886132
50
0
acc8030106
0
0
0
0
1
PAYMENT
6,490.69
acc6920765
14,703
8,212.31
acc5442689
0
0
0
0
1
PAYMENT
7,837.56
acc3822223
41,373
33,535.44
acc740539
0
0
0
0
1
PAYMENT
4,348.75
acc3625073
33,535.44
29,186.69
acc7508133
0
0
0
0
1
TRANSFER
46,961.7
acc2884049
124,672
77,710.3
acc4626546
11,342
42,900.67
0
0
1
TRANSFER
373,610.77
acc1308391
17,159.94
0
acc5666834
38,202.14
502,480.02
0
0
1
TRANSFER
90,667.11
acc9001130
0
0
acc5666834
411,812.91
502,480.02
0
0
1
TRANSFER
114,580.22
acc736658
0
0
acc8225525
2,095,066.14
2,025,098.66
0
0
1
DEBIT
4,448.09
acc5620632
8,739.69
4,291.6
acc3536766
247,607.16
252,055.24
0
0
1
CASH_OUT
549,884.88
acc4466483
4,291.6
0
acc1987148
9,576,311.43
10,588,885.27
0
0
1
PAYMENT
3,697.53
acc7105785
19,766
16,068.47
acc288363
0
0
0
0
1
PAYMENT
6,350.75
acc481090
20,071
13,720.25
acc8651744
0
0
0
0
1
PAYMENT
3,154.47
acc1911547
13,720.25
10,565.78
acc2343616
0
0
0
0
1
PAYMENT
23,430.56
acc3904084
10,565.78
0
acc2301558
0
0
0
0
1
PAYMENT
5,875.05
acc4413641
121,527
115,651.95
acc6365207
0
0
0
0
1
PAYMENT
2,261.94
acc7222080
11,348
9,086.06
acc1934317
0
0
0
0
1
CASH_OUT
219,630.79
acc2854447
19,779.08
0
acc7830434
29,186.69
248,817.48
0
0
1
PAYMENT
10,021.49
acc6156497
0
0
acc575118
0
0
0
0
1
PAYMENT
2,349.71
acc4430056
61
0
acc4468006
0
0
0
0
1
CASH_OUT
512,866.85
acc5882332
0
0
acc2203171
762,012.3
1,268,668.92
0
0
1
PAYMENT
4,280.41
acc2568205
253,537
249,256.59
acc2170463
0
0
0
0
1
PAYMENT
471.01
acc1473845
36,616
36,144.99
acc8066909
0
0
0
0
1
DEBIT
1,939.39
acc4235106
1,029
0
acc6526214
351,593.17
353,532.56
0
0
1
PAYMENT
2,399.75
acc2631027
19,907
17,507.25
acc3782419
0
0
0
0
1
TRANSFER
156,232.74
acc6516156
155,456
0
acc8532918
6,419,052.84
6,453,430.91
0
0
1
DEBIT
930.99
acc8708619
18,354.65
17,423.66
acc1732054
17,230.8
18,161.79
0
0
1
PAYMENT
331.4
acc4075559
17,423.66
17,092.25
acc6466879
0
0
0
0
1
PAYMENT
11,607.88
acc2086765
17,092.25
5,484.37
acc1350969
0
0
0
0
1
PAYMENT
3,603.99
acc262247
418
0
acc4396779
0
0
0
0
1
CASH_OUT
159,657.1
acc2937
0
0
acc5684798
2,640,580.83
2,444,985.19
0
0
1
CASH_OUT
68,051.17
acc3723788
0
0
acc8658101
1,078,884.91
1,254,956.07
0
0
1
DEBIT
2,607.6
acc6732584
8,510
5,902.4
acc4626546
58,303.7
42,900.67
0
0
1
TRANSFER
345,858.07
acc3730191
21,523
0
acc4749645
0
45,881.29
0
0
1
PAYMENT
6,990.18
acc1043382
60,911.31
53,921.13
acc1895883
0
0
0
0
1
PAYMENT
11,020.46
acc4781253
53,921.13
42,900.67
acc1283393
0
0
0
0
1
TRANSFER
194,415.49
acc898112
740
0
acc2859263
362.44
6,706.68
0
0
1
DEBIT
7,434.58
acc5917682
763
0
acc5473720
11,040.12
18,474.7
0
0
1
PAYMENT
6,111.1
acc6619728
31,574
25,462.9
acc2659876
0
0
0
0
1
PAYMENT
7,991.07
acc7520383
64,676.15
56,685.08
acc5538571
0
0
0
0
1
CASH_IN
299,976.78
acc2171019
56,685.08
356,661.87
acc4749645
345,858.07
45,881.29
0
0
1
CASH_IN
78,772.04
acc1266050
356,661.87
435,433.91
acc8026046
146,534.96
67,762.92
0
0
1
CASH_IN
85,584.66
acc3465268
435,433.91
521,018.57
acc6199892
736,780.84
424,250.45
0
0
1
CASH_IN
187,256.62
acc683852
521,018.57
521,018.57
acc7086856
521,018.57
4,891,090.56
0
0
1
CASH_IN
629,989.76
acc2062213
521,018.57
1,151,008.33
acc3416753
11,395,250.73
10,681,238.79
0
0
1
CASH_IN
29,025.9
acc4000228
1,151,008.33
1,180,034.22
acc5182684
87,345.62
58,319.72
0
0
1
CASH_IN
27,948.65
acc1941634
1,180,034.22
1,207,982.87
acc3795882
30,557.29
2,608.64
0
0
1
CASH_IN
91,223.06
acc36322
1,207,982.87
1,299,205.93
acc5573433
1,270,031.2
1,178,808.14
0
0
1
CASH_IN
62,684.91
acc5944428
1,299,205.93
1,361,890.84
acc2074279
220,667.03
157,982.12
0
0
1
CASH_IN
355,252.74
acc7821749
1,361,890.84
1,717,143.58
acc5684798
2,800,237.93
2,444,985.19
0
0
1
CASH_IN
374,419.58
acc2666846
1,717,143.58
2,091,563.17
acc7152369
5,093,949.34
3,997,768.55
0
0
1
CASH_IN
71,151.31
acc1031165
2,091,563.17
2,162,714.48
acc5280099
336,243.67
265,092.36
0
0
1
CASH_IN
66,358.89
acc7345794
2,162,714.48
2,229,073.36
acc3577860
188,386.17
122,027.28
0
0
1
CASH_IN
346,761.87
acc5294684
2,229,073.36
2,575,835.23
acc5630136
767,708.73
420,946.86
0
0
1
CASH_IN
291,839.31
acc4581982
2,575,835.23
2,867,674.55
acc8834176
538,902.48
247,063.16
0
0
1
CASH_IN
285,578.26
acc4433797
2,867,674.55
3,153,252.8
acc5143533
1,400,365.47
1,114,787.21
0
0
1
CASH_IN
398,354.37
acc3596339
3,153,252.8
3,551,607.17
acc7152369
4,719,529.75
3,997,768.55
0
0
1
CASH_IN
112,637.63
acc1053417
3,551,607.17
3,664,244.8
acc1429843
808,818.01
651,524.92
0
0
1
CASH_IN
162,591.2
acc462777
3,664,244.8
3,826,836
acc3633700
258,100.15
95,508.95
0
0
1
CASH_IN
193,448.55
acc5748515
3,826,836
4,020,284.55
acc1217523
1,875,536.09
1,412,484.09
0
0
1
CASH_IN
334,092.55
acc137885
4,020,284.55
4,354,377.1
acc5281776
555,220.45
130,747.56
0
0
1
CASH_IN
90,380.34
acc1741506
4,354,377.1
4,444,757.44
acc5281776
221,127.9
130,747.56
0
0
1
CASH_IN
160,053.19
acc5934799
4,444,757.44
4,604,810.63
acc8183075
299,968.36
139,915.18
0
0
1
CASH_IN
286,279.93
acc8874819
4,604,810.63
4,891,090.56
acc4188747
1,530,194.07
1,186,556.81
0
0
1
PAYMENT
3,879.16
acc4951173
11,310.1
7,430.94
acc5941129
0
0
0
0
1
CASH_IN
158,483.1
acc349505
7,430.94
165,914.04
acc2203171
1,274,879.15
1,268,668.92
0
0
1
CASH_IN
240,680.1
acc7558912
165,914.04
406,594.14
acc8188463
4,860,478.66
4,619,798.56
0
0
1
CASH_IN
42,198.41
acc5923482
406,594.14
448,792.55
acc5836540
49,029.24
6,830.83
0
0
1
CASH_IN
280,403.82
acc8533626
448,792.55
729,196.37
acc8265284
5,866,032.54
5,515,763.34
0
0
1
CASH_IN
421,555.71
acc6406086
729,196.37
1,150,752.08
acc4925905
1,436,688.2
1,015,132.48
0
0
1
CASH_IN
150,550.59
acc7364148
1,150,752.08
1,301,302.67
acc451374
328,670.75
178,120.16
0
0
1
CASH_IN
83,153.23
acc7618709
1,301,302.67
1,384,455.91
acc1323912
88,634.05
0
0
0
1
CASH_IN
269,603.45
acc901782
1,384,455.91
1,654,059.36
acc1217523
1,682,087.54
1,412,484.09
0
0
1
CASH_IN
188,071.25
acc2505387
1,654,059.36
1,842,130.61
acc2859263
194,777.92
6,706.68
0
0
1
CASH_IN
263,590.95
acc1507512
1,842,130.61
2,105,721.56
acc6615832
582,228.32
318,637.36
0
0
1
CASH_IN
373,152.4
acc6700522
2,105,721.56
2,478,873.97
acc535694
2,892,866.31
2,107,778.11
0
0
1
CASH_IN
121,854.66
acc8214513
2,478,873.97
2,600,728.62
acc8532918
6,575,285.57
6,453,430.91
0
0
1
CASH_IN
31,657.28
acc2759523
2,600,728.62
2,632,385.91
acc5718437
39,207.31
7,550.03
0
0
1
CASH_IN
428,248.35
acc4687193
2,632,385.91
3,060,634.26
acc24958
928,880.06
500,631.71
0
0
1
CASH_IN
323,406.83
acc4426964
3,060,634.26
3,384,041.09
acc7152369
4,321,175.39
3,997,768.55
0
0
1
CASH_IN
258,938.11
acc3346837
3,384,041.09
3,642,979.2
acc8491475
955,476.46
897,150.84
0
0
1
CASH_IN
226,945.73
acc7066327
3,642,979.2
3,869,924.93
acc6199892
651,196.18
424,250.45
0
0
1
CASH_IN
171,505.17
acc5320545
3,869,924.93
4,041,430.1
acc2321131
268,633.35
97,128.19
0
0
1
CASH_IN
184,547.7
acc2767135
4,041,430.1
4,225,977.8
acc8225525
2,209,646.36
2,025,098.66
0
0
1
CASH_IN
155,608.53
acc3654711
4,225,977.8
4,381,586.33
acc138661
371,459.81
215,851.28
0
0
1
CASH_IN
69,865.39
acc6782094
4,381,586.33
4,451,451.72
acc8265284
5,585,628.72
5,515,763.34
0
0
1
CASH_IN
44,655.46
acc7323323
4,451,451.72
4,496,107.18
acc1429843
696,180.38
651,524.92
0
0
1
CASH_IN
411,935.8
acc3128204
4,496,107.18
4,908,042.98
acc535694
2,519,713.91
2,107,778.11
0
0
1
CASH_IN
552,812.46
acc4473625
4,908,042.98
5,460,855.44
acc7610359
2,615,738.07
1,517,262.16
0
0
1
CASH_IN
84,022.18
acc3692674
5,460,855.44
5,544,877.62
acc3416753
10,765,260.97
10,681,238.79
0
0
1
CASH_IN
57,357.33
acc472058
5,544,877.62
5,602,234.95
acc4188747
1,243,914.14
1,186,556.81
0
0
1
DEBIT
286.87
acc1384572
3,014
2,727.13
acc4328992
593,450.51
593,737.38
0
0
1
PAYMENT
11,068.42
acc617576
255,812.75
244,744.34
acc3469128
0
0
0
0
1
PAYMENT
3,524.08
acc6191224
244,744.34
241,220.25
acc5498913
0
0
0
0
1
PAYMENT
11,430.86
acc7817416
10,972
0
acc1561604
0
0
0
0
1
PAYMENT
6,769.91
acc6455158
132,597
125,827.09
acc5820110
0
0
0
0
1
PAYMENT
8,271.42
acc6187193
42,030
33,758.58
acc6494687
0
0
0
0