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
871.75
acc4560101
19,869
18,997.25
acc8712128
0
0
0
0
1
PAYMENT
1,035.36
acc8605396
71,636
70,600.64
acc509183
0
0
0
0
1
PAYMENT
1,063.53
acc1050274
83,084
82,020.47
acc6578435
0
0
0
0
1
PAYMENT
1,019.9
acc2216645
204,237
203,217.1
acc50008
0
0
0
0
1
PAYMENT
4,059.38
acc2864756
26,304
22,244.62
acc8839890
0
0
0
0
1
PAYMENT
1,876.44
acc8540530
182
0
acc6559919
0
0
0
0
1
CASH_OUT
28,404.6
acc1638244
0
0
acc6020701
51,744
0
0
0
1
CASH_OUT
75,405.1
acc1866351
0
0
acc1536208
104,209
46,462.23
0
0
1
CASH_OUT
50,101.88
acc6915391
0
0
acc2020649
67,684
9,940,339.29
0
0
1
CASH_OUT
14,121.82
acc8658019
0
0
acc3257184
52,679
10,963.66
0
0
1
CASH_OUT
78,292.91
acc8115212
0
0
acc3633700
121,112
95,508.95
0
0
1
CASH_OUT
176,149.9
acc8335518
0
0
acc7513771
259,813
46,820.71
0
0
1
CASH_OUT
212,228.35
acc1823764
0
0
acc5573433
429,747
1,178,808.14
0
0
1
CASH_OUT
85,423.63
acc5589634
0
0
acc5471629
5,776,776.41
19,169,204.93
0
0
1
CASH_OUT
11,648.5
acc7886254
0
0
acc4235037
260,976
971,418.91
0
0
1
PAYMENT
6,165.58
acc1855499
20,925
14,759.42
acc8878162
0
0
0
0
1
PAYMENT
3,705.83
acc6339126
41,903.46
38,197.63
acc5967243
0
0
0
0
1
CASH_OUT
419,801.4
acc7899690
38,197.63
0
acc7610359
499,962
1,517,262.16
0
0
1
CASH_OUT
335,416.51
acc7295769
144,478
0
acc6652168
295
52,415.15
0
0
1
PAYMENT
3,372.29
acc5655740
41,398
38,025.71
acc4979118
0
0
0
0
1
PAYMENT
661.43
acc5510626
14,078
13,416.57
acc7625509
0
0
0
0
1
DEBIT
864.68
acc7013307
69,836
68,971.32
acc4704998
12,040
43,691.09
0
0
1
PAYMENT
1,203.44
acc6675599
29,941
28,737.56
acc3817458
0
0
0
0
1
TRANSFER
330,757.04
acc3968665
103,657
0
acc8658101
79,676
1,254,956.07
0
0
1
PAYMENT
1,915.43
acc4305649
11,450
9,534.57
acc5428288
0
0
0
0
1
PAYMENT
8.73
acc255899
81,313
81,304.27
acc8174974
0
0
0
0
1
DEBIT
3,058.8
acc8010457
18,138
15,079.2
acc1498092
11,054
8,917.54
0
0
1
PAYMENT
5,154.97
acc5050044
9,476
4,321.03
acc3616513
0
0
0
0
1
PAYMENT
5,213.25
acc5264541
36,380
31,166.75
acc4413655
0
0
0
0
1
PAYMENT
5,392.75
acc8450525
50,757
45,364.25
acc6242721
0
0
0
0
1
PAYMENT
25.12
acc4235663
61,663
61,637.88
acc4427644
0
0
0
0
1
PAYMENT
17,150.89
acc3800472
61,637.88
44,486.99
acc8591797
0
0
0
0
1
TRANSFER
679,502.24
acc2048871
290
0
acc2106348
171,866
3,940,085.21
0
0
1
TRANSFER
177,652.91
acc436747
23,720
0
acc2489296
55
4,894.45
0
0
1
PAYMENT
5,443.26
acc2679370
236,997
231,553.74
acc3478704
0
0
0
0
1
PAYMENT
244.87
acc7865902
257,978.49
257,733.62
acc6838819
0
0
0
0
1
PAYMENT
8,281.57
acc1910060
257,733.62
249,452.05
acc2383780
0
0
0
0
1
PAYMENT
1,175.59
acc6640857
20,509
19,333.41
acc3822802
0
0
0
0
1
PAYMENT
1,097.74
acc9056190
24,866
23,768.26
acc918488
0
0
0
0
1
TRANSFER
184,986.8
acc3651581
39,588
0
acc1987097
52,340
97,263.78
0
0
1
PAYMENT
1,718.29
acc4181907
117,811
116,092.71
acc4060452
0
0
0
0
1
PAYMENT
3,671.32
acc3922216
100,094
96,422.68
acc6407662
0
0
0
0
1
DEBIT
3,580.26
acc6235494
2,565
0
acc1083460
21,185
18,910.85
0
0
1
PAYMENT
8,550.9
acc6829131
40,060
31,509.1
acc3915299
0
0
0
0
1
PAYMENT
9,753.55
acc5536306
60,829
51,075.45
acc7119254
0
0
0
0
1
PAYMENT
3,026.98
acc2442156
31,139
28,112.02
acc6303996
0
0
0
0
1
CASH_OUT
467,177.03
acc708936
28,112.02
0
acc5411311
975,121
22,190.99
0
0
1
DEBIT
3,875.99
acc1959846
259,138
255,262.01
acc526959
608,925.82
2,415.16
0
0
1
PAYMENT
2,148.89
acc5458304
31,213
29,064.11
acc4679948
0
0
0
0
1
PAYMENT
466.97
acc8981030
80,030
79,563.03
acc7351495
0
0
0
0
1
CASH_OUT
154,139.72
acc3614617
79,563.03
0
acc8658101
410,433.04
1,254,956.07
0
0
1
CASH_OUT
82,685.93
acc8824463
0
0
acc8191498
833,216.44
3,420,103.09
0
0
1
CASH_OUT
83,857.23
acc3232268
0
0
acc4251149
215,457.59
16,997.22
0
0
1
CASH_OUT
99,109.77
acc7216527
0
0
acc4251149
299,314.82
16,997.22
0
0
1
CASH_OUT
187,726.67
acc7108066
0
0
acc483537
190,573
1,567,434.81
0
0
1
CASH_OUT
281,339.92
acc3654650
0
0
acc526959
612,801.81
2,415.16
0
0
1
CASH_OUT
186,447.51
acc3108619
0
0
acc5471629
5,862,200.03
19,169,204.93
0
0
1
CASH_OUT
81,029.86
acc398386
0
0
acc7077613
105,343
8,496.61
0
0
1
CASH_OUT
139,054.95
acc3461500
0
0
acc3703516
182,538.03
277,515.05
0
0
1
CASH_OUT
154,716.2
acc4628826
0
0
acc379340
187,433
3,461,666.05
0
0
1
CASH_OUT
53,631.83
acc5914615
0
0
acc5977094
83,244
0
0
0
1
CASH_OUT
289,645.52
acc1249020
0
0
acc1217523
871,442.79
1,412,484.09
0
0
1
CASH_OUT
267,148.82
acc3592326
0
0
acc5573433
641,975.35
1,178,808.14
0
0
1
CASH_OUT
47,913.58
acc7760741
0
0
acc7762230
51,304
0
0
0
1
CASH_OUT
193,605.38
acc1311567
0
0
acc2606724
249,452.05
0
0
0
1
CASH_OUT
344,464.4
acc8462117
0
0
acc1569849
1,133,312.56
0
0
0
1
CASH_OUT
169,409.87
acc4458773
0
0
acc5573433
909,124.16
1,178,808.14
0
0
1
CASH_OUT
25,793.74
acc5155579
0
0
acc8057931
215,312.31
49,864.36
0
0
1
CASH_OUT
114,712.48
acc4487106
0
0
acc1438910
145,400
0
0
0
1
CASH_OUT
89,038.75
acc7597064
0
0
acc4188747
189,808
1,186,556.81
0
0
1
CASH_OUT
1,341.58
acc5686382
0
0
acc2467927
80,341
557,537.26
0
0
1
CASH_OUT
44,443.08
acc4391034
0
0
acc5471629
6,048,647.54
19,169,204.93
0
0
1
CASH_OUT
34,729.64
acc1789835
0
0
acc9000971
44,853
96.88
0
0
1
CASH_OUT
105,979.34
acc8027658
0
0
acc7513771
435,962.9
46,820.71
0
0
1
CASH_OUT
57,794.61
acc5637016
0
0
acc7762230
99,217.58
0
0
0
1
CASH_OUT
15,918.79
acc1607795
0
0
acc2041815
24,553
0
0
0
1
CASH_OUT
19,162.08
acc6869705
0
0
acc138661
60,169
215,851.28
0
0
1
CASH_OUT
220,691.42
acc3663597
0
0
acc5471629
6,093,090.62
19,169,204.93
0
0
1
CASH_OUT
9,536.54
acc4372645
0
0
acc5281776
49,161
130,747.56
0
0
1
CASH_OUT
29,784.06
acc7119829
0
0
acc7969572
63,553
0
0
0
1
CASH_OUT
190,445.51
acc2681468
0
0
acc7763346
203,679
2,107,965.39
0
0
1
CASH_OUT
57,279.11
acc4928038
0
0
acc3540823
127,206.9
64,106.18
0
0
1
CASH_OUT
112,086.81
acc1988947
0
0
acc610042
292,728
55,974.56
0
0
1
CASH_OUT
80,311.89
acc8746348
0
0
acc8008183
87,408
63,112.23
0
0
1
CASH_OUT
151,829.91
acc2730618
0
0
acc1217523
1,161,088.31
1,412,484.09
0
0
1
CASH_OUT
26,004.52
acc8543787
0
0
acc8597652
52,251.58
0
0
0
1
CASH_OUT
3,146.16
acc1239423
0
0
acc4328992
9,471
593,737.38
0
0
1
CASH_OUT
296,752.75
acc3404507
0
0
acc610042
404,814.81
55,974.56
0
0
1
CASH_OUT
191,702.06
acc6158250
0
0
acc4235037
272,624.5
971,418.91
0
0
1
CASH_OUT
365,510.05
acc4338053
0
0
acc8658101
564,572.76
1,254,956.07
0
0
1
CASH_OUT
202,332.08
acc1979875
0
0
acc379340
342,149.2
3,461,666.05
0
0
1
CASH_OUT
55,105.9
acc6028329
0
0
acc5114175
317,952.89
2,719,172.89
0
0
1
CASH_OUT
171,508.59
acc6353580
0
0
acc2606724
443,057.43
0
0
0
1
CASH_OUT
178,439.26
acc4980319
0
0
acc4188747
278,846.75
1,186,556.81
0
0
1
CASH_OUT
88,834.86
acc6713604
0
0
acc4235037
464,326.57
971,418.91
0
0
1
CASH_OUT
210,370.09
acc964618
0
0
acc5411311
1,442,298.03
22,190.99
0
0
1
CASH_OUT
36,437.06
acc3224633
0
0
acc2586742
154,606
1,363,368.51
0
0
1
CASH_OUT
82,691.56
acc4874295
0
0
acc8532918
657,983.89
6,453,430.91
0
0
1
CASH_OUT
338,767.1
acc3269263
0
0
acc379340
544,481.28
3,461,666.05
0
0
1
CASH_OUT
187,728.59
acc3110911
0
0
acc7763346
394,124.51
2,107,965.39
0
0