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
2,357.63
acc6650259
887
0
acc7505613
0
0
0
0
1
PAYMENT
5,157.05
acc7872488
1,667.92
0
acc563367
0
0
0
0
1
PAYMENT
5,746.44
acc1617190
0
0
acc866987
0
0
0
0
1
PAYMENT
5,607.36
acc4025944
5,202
0
acc4990849
0
0
0
0
1
PAYMENT
6,360.79
acc5239915
3,731
0
acc179695
0
0
0
0
1
CASH_IN
67,200.07
acc4321076
108,912
176,112.07
acc411487
0
0
0
0
1
PAYMENT
2,453.34
acc2249312
35,411
32,957.66
acc8324563
0
0
0
0
1
PAYMENT
79.26
acc7455007
4,597,098.32
4,597,019.06
acc3053147
0
0
0
0
1
PAYMENT
3,758.16
acc1637195
4,597,019.06
4,593,260.9
acc6969092
0
0
0
0
1
PAYMENT
24,495.45
acc989835
4,593,260.9
4,568,765.44
acc5905369
0
0
0
0
1
PAYMENT
1,284.49
acc8787163
42,110
40,825.51
acc6219037
0
0
0
0
1
PAYMENT
3,283.87
acc4842955
5,338,019.35
5,334,735.48
acc2087548
0
0
0
0
1
TRANSFER
42,136.28
acc2355292
5,334,735.48
5,292,599.2
acc4354147
46,303
57,472.15
0
0
1
TRANSFER
27,008.84
acc2012232
5,292,599.2
5,265,590.36
acc3540823
37,097.33
64,106.18
0
0
1
TRANSFER
331,545.25
acc8651268
5,265,590.36
4,934,045.11
acc1217523
1,543,990.84
1,412,484.09
0
0
1
TRANSFER
42,529.28
acc479927
4,934,045.11
4,891,515.83
acc3574754
87,913.35
122,750.49
0
0
1
TRANSFER
252,129.73
acc3272931
4,891,515.83
4,639,386.1
acc5630136
844,104.14
420,946.86
0
0
1
TRANSFER
473,469.94
acc7068392
4,639,386.1
4,165,916.16
acc8191498
2,743,237.78
3,420,103.09
0
0
1
TRANSFER
2,317,408.88
acc8198451
4,165,916.16
1,848,507.28
acc1421560
14,437,052.95
16,874,643.09
0
0
1
TRANSFER
864,389.49
acc2183316
1,848,507.28
984,117.79
acc7610359
1,751,348.58
1,517,262.16
0
0
1
TRANSFER
276,094.92
acc3329320
984,117.79
708,022.87
acc1429843
280,157.9
651,524.92
0
0
1
TRANSFER
132,355.33
acc2359226
708,022.87
575,667.54
acc7152369
4,408,666.39
3,997,768.55
0
0
1
TRANSFER
169,106.97
acc1194554
575,667.54
575,667.54
acc5411311
575,667.54
22,190.99
0
0
1
TRANSFER
2,604,219.11
acc2948388
575,667.54
0
acc2020649
7,263,554.62
9,940,339.29
0
0
1
TRANSFER
249,740.75
acc6294567
2,748.22
0
acc4368933
6,072
241,220.25
0
0
1
PAYMENT
7,977.96
acc2612139
0
0
acc2511294
0
0
0
0
1
PAYMENT
7,848.22
acc3249795
402,672
394,823.78
acc4280916
0
0
0
0
1
PAYMENT
7,625.73
acc4698588
248,677
241,051.27
acc8446181
0
0
0
0
1
PAYMENT
3,499.43
acc8165702
31,242
27,742.57
acc8152378
0
0
0
0
1
DEBIT
642.26
acc3337485
21,363
20,720.74
acc526959
1,772.9
2,415.16
0
0
1
CASH_OUT
41,295.56
acc5612037
20,720.74
0
acc5114175
2,614,230.5
2,719,172.89
0
0
1
CASH_OUT
13,576.03
acc272463
0
0
acc3577860
367,271.74
122,027.28
0
0
1
CASH_OUT
29,572.74
acc7725602
0
0
acc4696122
12,464,794.41
12,494,367.15
0
0
1
CASH_OUT
53,569.21
acc8650813
0
0
acc6199892
683,211.62
424,250.45
0
0
1
CASH_OUT
139,247.62
acc2119862
0
0
acc7755811
232,039.71
407,298.23
0
0
1
CASH_OUT
60,360.45
acc3549094
0
0
acc7120322
94,056.3
69,756.86
0
0
1
CASH_OUT
161,795.9
acc5891454
0
0
acc2020649
9,867,773.73
9,940,339.29
0
0
1
CASH_OUT
607,537.17
acc3882386
0
0
acc535694
2,090,116.34
2,107,778.11
0
0
1
CASH_OUT
254,399.35
acc6405016
0
0
acc2321131
455,863.64
97,128.19
0
0
1
CASH_OUT
427,823.47
acc7576472
0
0
acc4188747
777,546.17
1,186,556.81
0
0
1
CASH_OUT
16,662.21
acc2955855
0
0
acc2020649
10,029,569.63
9,940,339.29
0
0
1
CASH_OUT
173,570.67
acc5171970
0
0
acc2203171
588,441.63
1,268,668.92
0
0
1
CASH_OUT
54,684.17
acc1808507
0
0
acc3963138
71,672
817.21
0
0
1
CASH_OUT
87,963.9
acc4861480
0
0
acc2586742
427,792.72
1,363,368.51
0
0
1
CASH_OUT
565,349.9
acc2141523
0
0
acc8265284
5,622,929.89
5,515,763.34
0
0
1
CASH_OUT
94,527.39
acc169591
0
0
acc7831855
95,007.35
189,534.74
0
0
1
CASH_OUT
315,552.62
acc7560470
0
0
acc2020649
10,046,231.84
9,940,339.29
0
0
1
CASH_OUT
48,169.69
acc8314811
0
0
acc4188747
1,205,369.63
1,186,556.81
0
0
1
CASH_OUT
118,753.07
acc2648448
0
0
acc7120322
154,416.74
69,756.86
0
0
1
CASH_OUT
106,705.8
acc7494923
0
0
acc847235
210,697.58
15,375.37
0
0
1
CASH_OUT
328,967.35
acc456309
0
0
acc5684798
1,889,487.5
2,444,985.19
0
0
1
CASH_OUT
55,855.58
acc8942857
0
0
acc4704998
68,283.63
43,691.09
0
0
1
CASH_OUT
370,751.08
acc7830890
0
0
acc4188747
1,253,539.33
1,186,556.81
0
0
1
CASH_OUT
49,177.38
acc4461962
0
0
acc3574754
130,442.64
122,750.49
0
0
1
CASH_OUT
63,557.19
acc6128622
0
0
acc2074279
361,284.25
157,982.12
0
0
1
CASH_OUT
33,663.22
acc5822047
0
0
acc5009030
168,225.59
0
0
0
1
CASH_OUT
20,986.8
acc8321214
0
0
acc1536208
25,475.43
46,462.23
0
0
1
CASH_OUT
301,680.88
acc258422
0
0
acc8265284
6,188,279.79
5,515,763.34
0
0
1
CASH_OUT
9,320.15
acc7155648
0
0
acc3963138
126,356.17
817.21
0
0
1
CASH_OUT
241,488.05
acc8585212
0
0
acc5471629
19,274,628.33
19,169,204.93
0
0
1
CASH_OUT
60,850.8
acc3835454
0
0
acc8834176
230,396.43
247,063.16
0
0
1
CASH_OUT
476,934.35
acc2630588
0
0
acc1429843
556,252.82
651,524.92
0
0
1
CASH_OUT
598,674.03
acc5899551
0
0
acc4235037
1,184,203.57
971,418.91
0
0
1
CASH_OUT
135,357.16
acc4708491
0
0
acc3416753
11,259,893.58
10,681,238.79
0
0
1
CASH_OUT
422,125.99
acc8100484
0
0
acc5684798
2,218,454.85
2,444,985.19
0
0
1
CASH_OUT
57,643.24
acc5569166
0
0
acc5343646
66,948.88
0
0
0
1
PAYMENT
11,261.67
acc3783448
7,004
0
acc5533277
0
0
0
0
1
TRANSFER
416,106.78
acc4347308
12,283
0
acc8834176
291,247.23
247,063.16
0
0
1
PAYMENT
4,447.55
acc4782754
50,268
45,820.45
acc1692571
0
0
0
0
1
TRANSFER
25,071.46
acc5271100
25,071.46
0
acc7404450
0
0
1
0
1
CASH_OUT
25,071.46
acc2090161
25,071.46
0
acc7018063
9,083.76
34,155.22
1
0
1
PAYMENT
3,239.95
acc4850767
120,792
117,552.05
acc1624684
0
0
0
0
1
PAYMENT
10,286.48
acc7637453
147,166
136,879.52
acc6661784
0
0
0
0
1
PAYMENT
2,011.81
acc4291897
34,672
32,660.19
acc3106519
0
0
0
0
1
PAYMENT
9,520.02
acc3066222
21,099
11,578.98
acc3199941
0
0
0
0
1
PAYMENT
4,273.56
acc974189
6,489,960.66
6,485,687.1
acc1850151
0
0
0
0
1
CASH_OUT
26,844.84
acc3299910
6,485,687.1
6,458,842.26
acc1322933
254,506.86
290,772.6
0
0
1
PAYMENT
634.41
acc3128742
18,396.16
17,761.75
acc8792130
0
0
0
0
1
CASH_OUT
58,516.68
acc478971
17,761.75
0
acc5114175
2,655,526.06
2,719,172.89
0
0
1
PAYMENT
5,077.6
acc8531883
21,987
16,909.4
acc6307655
0
0
0
0
1
PAYMENT
4,471.34
acc7227451
22,161
17,689.66
acc5558206
0
0
0
0
1
PAYMENT
6,525.58
acc3635911
337,514
330,988.42
acc1772374
0
0
0
0
1
PAYMENT
12,749.19
acc969778
27,552
14,802.81
acc7799849
0
0
0
0
1
PAYMENT
7,652.07
acc4134721
26,253.43
18,601.35
acc8134937
0
0
0
0
1
CASH_OUT
450,465.15
acc5333814
18,601.35
0
acc4328992
500,206.13
593,737.38
0
0
1
PAYMENT
17,540.66
acc4364053
160,564
143,023.34
acc5163547
0
0
0
0
1
CASH_IN
2,673.64
acc4144504
768,815.91
771,489.55
acc3963138
135,676.32
817.21
0
0
1
PAYMENT
4,215.08
acc41514
771,489.55
767,274.47
acc715832
0
0
0
0
1
PAYMENT
3,468.74
acc4904623
13,310
9,841.26
acc8921703
0
0
0
0
1
PAYMENT
244.09
acc2961862
195,601
195,356.91
acc7037516
0
0
0
0
1
PAYMENT
137.88
acc8730286
59,708.34
59,570.46
acc8558458
0
0
0
0
1
PAYMENT
7,155.31
acc6702379
59,570.46
52,415.15
acc7323723
0
0
0
0
1
PAYMENT
2,432.88
acc3224596
12,946
10,513.12
acc3472881
0
0
0
0
1
PAYMENT
9,021.44
acc5586878
1,536
0
acc2713308
0
0
0
0
1
PAYMENT
4,476.2
acc3717477
0
0
acc303670
0
0
0
0
1
PAYMENT
14,546.65
acc7765980
6,120
0
acc2881564
0
0
0
0
1
TRANSFER
272,709.33
acc6189463
76,067
0
acc6117806
0
158,433.78
0
0
1
PAYMENT
7,669.42
acc7530838
29,659
21,989.58
acc5537210
0
0
0
0
1
CASH_OUT
14,750.26
acc16743
21,989.58
7,239.33
acc5630136
1,096,233.87
420,946.86
0
0
1
CASH_OUT
107,421.26
acc6277260
7,239.33
0
acc3633700
226,328.33
95,508.95
0
0