step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
91
CASH_IN
75,948.28
C459492167
919,026.69
327,914.34
C2123074869
2,130,315.28
337,602.97
0
0
240
CASH_IN
334,796.46
C2132783041
3,218,600.68
7,883,374.39
C747456456
3,941,953.85
208,952.2
0
0
25
PAYMENT
15,609.96
C1581999872
23,291.78
456,311.01
C637069946
1,685.75
0
0
0
205
PAYMENT
133,415.08
C1541151941
164.23
31,093.7
C840486403
519,954.7
0.02
0
0
103
CASH_IN
175,772.84
C666110739
2,295,472.32
3,260,686.26
C855117643
167,229.94
0.05
0
0
390
PAYMENT
39,005.6
C342400413
489,673.44
121,177.35
C443360384
134,897.65
0
0
0
198
CASH_IN
45,187.37
C1325923594
2,987.98
216,234.82
M161132505
1,126,975.09
63,363.64
0
0
743
PAYMENT
25,117.19
C977917416
2,798,102.7
19,266.99
M1470566875
1,099,578.33
3,699.69
0
0
266
CASH_OUT
105,871.34
C1644844300
3,045,863.69
2,516,261.86
M62465751
1,792,967.93
892.06
0
0
105
PAYMENT
11,864.15
C208385204
35.84
140,534.36
C1853352263
2,626,528.03
180,012.68
0
0
155
PAYMENT
190,558.79
C167196302
60,353.56
280,117.79
M1586583967
163,196.9
1.99
0
0
51
CASH_IN
135,072.15
C508879074
488,929.96
11,698.87
C1687035681
2,544,403.31
138,027.28
0
0
116
PAYMENT
2,467.4
C1842160015
265,049.9
457,591.8
M1259883351
16,162
0
0
0
160
CASH_OUT
37,012.23
C1547059422
1,201,729.03
4,217,007.66
C1757052861
764,715.11
357.16
0
0
17
CASH_OUT
84,592.05
C359583385
30,756.62
581,028.09
C1034382650
2,429,404.73
2,690,480.39
0
0
305
PAYMENT
5,306.22
C1208198011
822.11
467,797.27
M252500586
1,203,756.59
1,234.07
0
0
126
PAYMENT
21,461.61
C2017908672
20,983.54
31,981.97
C2084478359
658,550.89
16,287.37
0
0
404
CASH_IN
237,563.62
C176166800
2,866.42
148.71
M2094387735
1,773,466.38
161,603.77
0
0
384
CASH_IN
95,429.47
C178905449
3,146,355.31
721,944.12
M1672238801
2,193,202.2
1,375,322.29
0
0
147
CASH_IN
291,091.64
C463078070
644,263.12
677,790.5
C545530440
7,471,211.06
4,464,668.1
0
0
468
PAYMENT
26,809.63
C678779633
820,448.1
539,085.96
C244020046
1,589,534.22
10.77
0
0
190
PAYMENT
1,981.63
C12545650
5,827,761.81
141,346.5
C866685031
8,956.13
11.14
0
0
161
PAYMENT
35,728.57
C443692183
1,642,526.1
4,424,226.75
C983821551
422,788.35
0
0
0
150
CASH_IN
980,124.91
C2121346528
304,813.86
377,818.75
C1856328583
3,033,783.22
5,432,794.91
0
0
409
PAYMENT
7,917.47
C2024096442
28,295.61
5,294.94
M434639491
48,507.36
0
0
0
193
PAYMENT
16,483.71
C1470374838
2,564,121.04
1,598,505.24
C28810709
1,287,589.56
15,047.26
0
0
46
CASH_OUT
4,102.53
C661849981
3,718,870.17
11,114,776.7
C1588401302
206,351.24
0
0
0
22
TRANSFER
5,673.98
C943152512
196,957.43
7,634.14
M515176790
654,073.43
11,703.42
0
0
175
CASH_OUT
88,129.12
C1444658780
1,549,004.84
2,967,428.78
M752035706
447,609.04
24.78
0
0
172
CASH_OUT
102,619.73
C1636843694
6,536,353.65
6,247,880.39
M115634369
3,051,491.34
608.65
0
0
214
CASH_OUT
109,810.96
C597172288
2,660,470.96
1,758,564.48
C530116121
2,285,854.41
43.67
0
0
335
PAYMENT
10,819.73
C1644805871
154.5
8,512.29
M1101363581
555,516.13
0.62
0
0
27
PAYMENT
61,076.41
C1767799795
262,542.62
4,098,019.41
C801799867
228,791.12
0
0
0
422
CASH_OUT
162,720.95
C809853486
9,691.06
291,314.24
M974153850
199,748.64
1,767.38
0
0
105
TRANSFER
26,167.92
C1401874716
160,368.71
219,410.45
C1450385266
2,667,910.98
19,598.85
0
0
254
DEBIT
151,625.03
C1924603162
15,328,577.41
10,894,233.16
C273011736
3,627,291.93
408,498.75
0
0
40
CASH_OUT
33,873.22
C397187683
47,238.87
2,106,752.03
C1078884197
2,171,667.03
7.86
0
0
226
CASH_OUT
56,476.43
C1476495222
4,084.21
239.22
C330257193
2,661,147.07
996,956.28
0
0
180
PAYMENT
1,129.95
C167795187
73,959.1
83,267.96
M266781306
109,936.65
5.73
0
0
579
CASH_OUT
37,378.92
C355614165
10,398.62
1,294,606.31
M2098494550
462,850.78
5.23
0
0
88
PAYMENT
113,142.9
C2052989580
4,216,243.16
3,214,320.52
M1217581515
295,527.68
0.38
0
0
314
CASH_IN
1,363,927.64
C230771416
2,059,080.47
3,362,394.13
C1459598649
20,000,510.37
53,859,177.14
0
0
359
PAYMENT
3,750.9
C913391601
0.12
1.55
M1582650826
140,699.68
0
0
0
481
CASH_OUT
365,864.24
C1071930479
18,126.63
37.55
C1418195600
2,012,412.53
598,875.95
0
0
78
CASH_IN
13,679.35
C881896507
1,801,294.22
3,477,061.89
M1931895530
23,596
0
0
0
206
CASH_IN
86,685.84
C1136651332
713,337.61
260,175.48
C402892206
1,907,662.8
71,990.43
0
0
190
CASH_OUT
208,585.48
C1493235565
20,887,421.28
9,066,318.01
C353508434
1,232,791.08
306,129.45
0
0
61
CASH_IN
259,060.97
C1951459647
3,878,401.16
285,438.85
C1952102908
4,388,079.07
1,082,007.48
0
0
66
CASH_OUT
19,149.78
C523107110
9,574,581.9
8,534,473.3
C781378105
376,004.52
0.08
0
0
344
PAYMENT
3,374.49
C287241078
1,808.63
71,331.73
M41748548
140,929.74
0
0
0
445
TRANSFER
1,001.45
C2136064349
2,812,072.07
4,719,376.43
C483617239
850,947.54
143.31
0
0
384
TRANSFER
5,465.69
C27693039
2,344,710.56
6,857,711.41
C47734378
490,388.76
0
0
0
297
PAYMENT
71,351.43
C2109945169
3,929,818.63
595,736.7
C613582737
909,549.09
18,962.72
0
0
129
CASH_OUT
242,503.14
C508896058
4,064,694.78
1,967,585
C585002958
5,059,946.59
2,683,539.75
0
0
321
PAYMENT
16,466.76
C1111540673
8,389.18
1,948.09
M766292945
2,076.68
0
0
0
109
CASH_OUT
141,939.86
C383764500
700.73
114,488.4
C1149048480
394,130.84
9,007.79
0
0
344
CASH_OUT
21,739.88
C219089796
39.11
189,643.74
C1265281514
3,012,368.71
108,513.96
0
0
37
PAYMENT
75,809.94
C1719977878
0.01
0
C347891366
832,716.39
0.79
0
0
526
CASH_IN
131,610.5
C195336401
1,383,032.37
389,667.73
C1883863561
12,242,775.36
13,883,576.01
0
0
397
CASH_OUT
31,777.42
C293021096
1,282,460.32
1,472,447.05
C1451635406
364,354.59
273.03
0
0
68
PAYMENT
765.85
C116824620
1,643,591.56
8,223,187.06
M1152849820
161.62
0
0
0
413
PAYMENT
130,164.26
C1290729914
1,167,253.86
1,631,937.32
C1755055537
50,625.05
0
0
0
68
CASH_IN
980,815.32
C1623162694
79,160.72
742,520.55
C699771571
8,483,783.53
3,770,280.48
0
0
35
PAYMENT
101,960.08
C1465619945
2,219,588.57
541,000.57
C1410371802
2,876,971.24
113,770.37
0
0
377
PAYMENT
398,991.39
C1144806743
448.16
1,016.51
M1215310470
2,754,954.85
1,018,171.14
0
0
347
CASH_OUT
12,879.29
C1157895853
766,033.65
2,100,620.88
C1887077377
4,914,216.88
887,582.57
0
0
540
CASH_OUT
25,528.9
C655221854
44.96
10,058.49
M1173777300
434,021.59
169.98
0
0
375
CASH_IN
66,260.8
C1994366613
8,477,842.34
4,137,220.87
M2079135368
156,450.4
41,473.51
0
0
90
PAYMENT
40,916.72
C1281057130
5,002.6
153,817.16
C434602041
1,359,300.61
0.12
0
0
420
CASH_IN
1,009,768.32
C459434534
3,503.6
161,921.05
C710545082
978,576.65
1,752.45
0
0
226
CASH_OUT
76,220.57
C1411463821
1,848.4
477,701.27
C974028749
4,033,785
300,923.68
0
0
124
PAYMENT
167,527.77
C1835268439
2,110.91
1,359.68
M2057814607
641,408.95
6,616.63
0
0
133
CASH_OUT
24,941.18
C1312101368
1,199,971.58
413,203.75
C387672535
1,051,396.94
6.64
0
0
59
CASH_OUT
73,808.81
C1274975757
694,982.26
8,683,077.51
C2028310891
2,469,079.19
9.85
0
0
110
PAYMENT
18,766.74
C544325260
1,972,739.73
2,557,016.22
C1909746464
145,003.18
0
0
0
139
PAYMENT
83,400.77
C694287876
20,773.58
156,985.05
C1227385973
114,704.86
5.39
0
0
153
CASH_OUT
53,334.91
C1144046496
527,207.1
831,167.93
C1108886083
432,299.16
466.69
0
0
144
PAYMENT
34.46
C580334578
4.63
1,578.97
C1141702458
1,008,432.65
428.67
0
0
322
CASH_OUT
96,995.38
C544428191
28.41
6,213.48
C1388310644
828,480.39
237.08
0
0
456
TRANSFER
8,638.53
C1473076582
21,142.38
2,372,305.06
M1043223515
1,338,394.91
0
0
0
191
PAYMENT
685.11
C1595714135
40,480.61
64,328.35
M1782722136
104,966.98
0
0
0
25
PAYMENT
21,357.53
C1456779254
608,958.56
1,337,753.36
C2065787664
550,697.84
43.27
0
0
200
CASH_IN
701,163.96
C1379193192
4,912,325.53
3,278,183.24
M124939824
2,553,812.82
4,704.73
0
0
35
CASH_OUT
262,920.66
C456412771
42,640.7
294,883.15
C1918631578
5,714,145.99
2,916,223.24
0
0
236
CASH_OUT
612,471.16
C1497619818
76.99
516.5
M414878948
6,121,489.41
5,812,089.43
0
0
86
PAYMENT
27,425.2
C1266824176
398.24
201,222.27
C2084362110
274,984.81
0.46
0
0
66
CASH_OUT
68,703.08
C1698129081
195,180.55
2,168,677.78
M699308142
1,887,358.18
66,403.59
0
0
290
PAYMENT
127,476.84
C927652929
2,258.53
10,440.81
C1924752944
18,903.81
0
0
0
37
TRANSFER
242,433.58
C681953390
31,363.2
964.78
C644345897
10,111,898.59
12,825,090.11
0
0
14
PAYMENT
125,384.69
C2002146477
630,451.42
1,047,998.42
C1523536343
1,158,240.3
6,825.37
0
0
74
CASH_OUT
38,263.83
C10923486
3,071.82
483,095.48
C1537764518
5,248,817.38
2,154,826.67
0
0
301
PAYMENT
15,802.79
C1644314784
1,240,600.53
2,223,951.12
M1874554975
532,563.91
0.06
0
0
303
PAYMENT
531,355.92
C1842691276
10,157,264.65
522,607.52
C492876712
1,203,876.64
172,030.68
0
0
298
CASH_OUT
1,265,011.35
C1968842415
17,169.26
5,479.83
C666170308
3,797,451.85
1,021,035.27
0
0
415
PAYMENT
14,662.33
C1089496692
18.51
431.02
M1126940051
41,440.87
0
0
0
341
CASH_OUT
128,225.72
C2019741627
1,799,978.78
570,253.88
C1063258147
63,630.7
0
0
0
76
CASH_OUT
49,183.02
C220952500
2,725,907.99
600,412.54
C1389538978
144,096.85
2.59
0
0
334
PAYMENT
59,161.31
C1428783480
0.03
0.03
M1566560419
1,399,627.31
403,512.12
0
0
295
PAYMENT
51,414.5
C1882185324
1,895,529.7
914,568.15
M1526576798
212,319.58
0.02
0
0
367
CASH_OUT
118,036.01
C2040280041
1,889,002.1
64,039
M405546546
832,100.95
1,486.99
0
0