step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
14
CASH_IN
41,383.14
C2089720741
4,773,433.02
4,814,816.16
C1814993976
8,538,535.44
8,423,142.82
0
0
351
CASH_IN
6,659.2
C2020937613
117
6,776.2
C1078935035
296,781.5
290,122.3
0
0
326
PAYMENT
8,250.08
C398670714
0
0
M1218146134
0
0
0
0
300
CASH_IN
160,851.45
C1677038938
155,696
316,547.45
C990579280
2,614,222.66
2,453,371.22
0
0
141
CASH_IN
2,847.87
C1921209691
7,581,493.54
7,584,341.41
C269630464
241,055.15
238,207.28
0
0
321
PAYMENT
30,317.61
C1193176890
0
0
M155017549
0
0
0
0
142
CASH_OUT
69,664.2
C1359560200
76,361
6,696.8
C147928446
197,966.44
267,630.65
0
0
345
CASH_IN
208,303.93
C1789601045
5,382,672.11
5,590,976.04
C63809861
214,662.13
6,358.2
0
0
249
CASH_OUT
188,639.22
C1360256010
417,073
228,433.78
C2025100816
695,289.83
883,929.05
0
0
163
CASH_OUT
235,247.61
C262853294
0
0
C1547110646
1,029,394.97
1,264,642.57
0
0
396
PAYMENT
14,244.55
C218874271
57,215
42,970.45
M1762455837
0
0
0
0
259
PAYMENT
3,297.42
C923800405
4,148.04
850.62
M2000336199
0
0
0
0
324
PAYMENT
11,271.4
C966584697
384
0
M148604243
0
0
0
0
333
PAYMENT
6,652.3
C1421243442
3,152
0
M25426100
0
0
0
0
211
CASH_OUT
32,154.39
C915728396
0
0
C1210966943
128,313.5
160,467.89
0
0
277
CASH_OUT
21,930
C179196137
32,833
10,903
C436927212
1,661,894.13
1,683,824.12
0
0
212
CASH_OUT
94,261.84
C1967440853
94,261.84
0
C1496631599
112,303.11
206,564.95
1
0
372
PAYMENT
7,615.78
C753077641
50,062
42,446.22
M871855189
0
0
0
0
138
CASH_IN
287,445
C1063924714
1,298,402.83
1,585,847.82
C1956641366
300,613.68
135,956.53
0
0
234
PAYMENT
27,888.08
C1541227064
3,825
0
M1508056822
0
0
0
0
274
PAYMENT
15,855.11
C1651126722
0
0
M214940857
0
0
0
0
252
CASH_OUT
47,872.48
C1850838726
0
0
C342823507
77,824.17
125,696.65
0
0
306
CASH_IN
201,601.79
C954378924
20,991
222,592.79
C803812195
3,291,323.46
3,089,721.67
0
0
96
PAYMENT
4,923.07
C1297541074
0
0
M1094991223
0
0
0
0
35
CASH_OUT
463,009.54
C1316115224
389
0
C429533322
568,619.02
1,031,628.55
0
0
298
CASH_IN
232,700.85
C34445168
2,704,072.01
2,936,772.86
C358024113
536,470.34
303,769.49
0
0
617
CASH_IN
404,821.73
C1636401950
5,153,947.59
5,558,769.32
C1369286829
2,329,522.66
1,924,700.93
0
0
183
PAYMENT
2,402.96
C2095156248
53,984
51,581.04
M147433599
0
0
0
0
10
PAYMENT
1,873.88
C547041211
346,021.29
344,147.41
M1649436552
0
0
0
0
359
CASH_IN
193,644.55
C769794441
16,878,779.74
17,072,424.29
C374796806
1,201,588.09
1,007,943.54
0
0
15
PAYMENT
7,364.48
C918148193
14,494.7
7,130.22
M1228338495
0
0
0
0
372
CASH_IN
268,055.25
C2071053365
7,495,924.98
7,763,980.22
C165798616
1,169,274.78
901,219.53
0
0
41
PAYMENT
17,525.4
C1553274786
5,054
0
M239474640
0
0
0
0
380
CASH_OUT
139,735.46
C1298601740
8,153
0
C2102471265
3,215,532.32
3,355,267.78
0
0
710
CASH_IN
163,285.54
C1059047098
72,553
235,838.54
C2046417350
21,946.09
0
0
0
33
PAYMENT
4,443.11
C1418471001
0
0
M853290346
0
0
0
0
184
TRANSFER
1,062,509.36
C452171673
0
0
C1800609502
3,316,567.27
4,379,076.63
0
0
164
TRANSFER
233,661.04
C1108135545
15,153
0
C1827814525
0
233,661.04
0
0
120
PAYMENT
1,549.24
C297921834
1,321
0
M1275956071
0
0
0
0
356
PAYMENT
19,541.92
C310269330
0
0
M1541761790
0
0
0
0
301
CASH_OUT
232,883.95
C853327406
0
0
C1511550036
419,397.17
652,281.11
0
0
181
CASH_IN
424,854.33
C895214463
2,469,414.12
2,894,268.45
C30977808
1,235,112.29
810,257.96
0
0
281
CASH_IN
114,792.48
C915399902
309,076
423,868.48
C420889757
566,560.16
451,767.68
0
0
402
CASH_OUT
98,177.55
C913913226
0
0
C1274326779
1,125,869.81
1,224,047.36
0
0
204
CASH_OUT
172,448.26
C543502110
0
0
C1397465900
1,031,851.34
1,204,299.6
0
0
250
TRANSFER
832,021.3
C10606030
0
0
C240234183
1,399,739.61
2,231,760.91
0
0
34
CASH_OUT
362,498.62
C731735661
1,679
0
C1628577870
312,389.83
674,888.45
0
0
44
CASH_IN
166,233.98
C694549452
6,709,700.87
6,875,934.84
C1369348004
2,839,250.84
2,673,016.86
0
0
208
CASH_IN
43,090.44
C1778134751
7
43,097.44
C1836445123
0
0
0
0
283
PAYMENT
2,041.44
C589667688
16,242.08
14,200.64
M1152411991
0
0
0
0
376
PAYMENT
27,977.96
C217938011
0
0
M726272349
0
0
0
0
44
TRANSFER
125,045.65
C725584669
30,378
0
C27694712
0
125,045.65
0
0
134
CASH_OUT
96,783.13
C739407291
0
0
C2019017493
490,017.79
644,173.17
0
0
226
PAYMENT
20,009.8
C825947921
49,539
29,529.2
M616139751
0
0
0
0
133
PAYMENT
6,171.71
C172225988
0
0
M890592133
0
0
0
0
212
PAYMENT
5,114.13
C966193398
0
0
M776884108
0
0
0
0
17
CASH_OUT
177,630.98
C897763698
0
0
C1027043112
4,287,716.93
4,465,347.91
0
0
381
PAYMENT
2,115.8
C1679006580
110,475
108,359.2
M1613284594
0
0
0
0
207
CASH_IN
64,919.16
C739584706
1,389,202.23
1,454,121.39
C360480076
312,122.69
247,203.53
0
0
401
CASH_OUT
61,702.2
C1626125756
142,721
81,018.8
C352808945
461,179.06
522,881.26
0
0
354
CASH_IN
77,466.64
C985633727
4,855,420.37
4,932,887.01
C651648459
1,148,478.27
1,071,011.63
0
0
161
CASH_OUT
58,139.25
C88596777
103,339
45,199.75
C2068067261
0
58,139.25
0
0
182
CASH_OUT
51,187.75
C245779906
188,667
137,479.25
C2079317513
956,668.63
1,007,856.38
0
0
308
CASH_OUT
86,020.45
C1356212990
0
0
C102450951
671,742.19
757,762.64
0
0
522
CASH_OUT
51,391.83
C1685209950
14,556
0
C1974462645
33,991.22
85,383.05
0
0
280
CASH_IN
56,314.75
C394702150
278
56,592.75
C1081375481
7,348,680.26
7,292,365.5
0
0
323
PAYMENT
21,049.77
C1497931181
533
0
M470217037
0
0
0
0
253
CASH_OUT
78,936.38
C1094915407
21,104
0
C222405545
1,559,407.73
1,638,344.1
0
0
356
PAYMENT
7,239.77
C1085411292
0
0
M626144803
0
0
0
0
10
PAYMENT
1,414.62
C1508256239
109,527.49
108,112.87
M361781756
0
0
0
0
688
PAYMENT
395.8
C1700547986
1,306
910.2
M1221838239
0
0
0
0
355
CASH_OUT
165,279.43
C1874956359
249
0
C1463963400
0
165,279.43
0
0
139
TRANSFER
140,963.26
C1598601772
0
0
C40591125
588,830.26
729,793.52
0
0
350
CASH_OUT
41,050.11
C2007764212
60,635
19,584.89
C827759126
176,094.18
217,144.29
0
0
378
CASH_OUT
75,330.74
C1088380163
0
0
C908987680
7,460,895
7,536,225.74
0
0
249
CASH_IN
76,813.08
C1183740062
14,261
91,074.08
C240884096
366,629.16
289,816.08
0
0
10
CASH_OUT
357,154.93
C2017230081
0
0
C644392185
931,306.85
1,909,913.2
0
0
9
CASH_OUT
309,008.23
C1282343859
104,066
0
C1360767589
19,190,436.58
21,456,491.81
0
0
251
PAYMENT
1,668.55
C1498740119
238,934.06
237,265.51
M1482160358
0
0
0
0
183
CASH_OUT
58,475.64
C407841142
26,907
0
C1978847948
1,242,209.46
1,300,685.1
0
0
251
PAYMENT
10,388.51
C256393182
0
0
M1157527022
0
0
0
0
379
TRANSFER
132,762.37
C958977237
74,993
0
C1652857712
0
77,659.06
0
0
227
CASH_OUT
133,332.65
C1665163879
0
0
C1104507992
1,147,978.55
1,281,311.2
0
0
206
CASH_OUT
26,549.91
C1108787651
0
0
C857168982
326,080.47
352,630.38
0
0
41
TRANSFER
895,398.8
C1444393859
0
0
C1558917030
969,302.06
1,864,700.86
0
0
300
CASH_IN
135,794.76
C537813843
2,372,955.06
2,508,749.82
C769591652
12,533,504.8
12,397,710.03
0
0
565
CASH_OUT
215,228.8
C235469133
9,970
0
C152221152
653,871.2
869,100
0
0
451
PAYMENT
128.4
C877861758
0
0
M1745502467
0
0
0
0
13
CASH_OUT
579,641.31
C1237298597
20,808
0
C1691321020
1,031,654.26
1,611,295.57
0
0
140
PAYMENT
23,166.5
C234339096
15,214
0
M496897236
0
0
0
0
228
PAYMENT
2,044.96
C680215506
154,773.63
152,728.66
M311913078
0
0
0
0
135
PAYMENT
8,916.88
C1369347807
0
0
M2011569470
0
0
0
0
46
PAYMENT
1,358.01
C1418618922
314
0
M1373951967
0
0
0
0
10
CASH_OUT
9,668.37
C152107126
10,007
338.63
C814408370
149,418.8
386,317.07
0
0
43
PAYMENT
11,540.6
C323291499
0
0
M143512219
0
0
0
0
13
PAYMENT
17,295.13
C1185205760
182,235.05
164,939.91
M974299508
0
0
0
0
10
PAYMENT
8,905.46
C162655255
391,011.52
382,106.06
M1637125193
0
0
0
0
277
PAYMENT
13,168.86
C1031756260
30,124
16,955.14
M635229503
0
0
0
0
322
CASH_OUT
19,730.63
C494980495
30,869
11,138.37
C756391334
1,601,784.46
1,621,515.09
0
0
18
CASH_OUT
181,560.15
C700775809
10,434
0
C2031396889
51,236.16
232,796.31
0
0