step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
40
CASH_IN
94,523.74
C1839725705
31,900
126,423.74
C954779390
736,475.99
641,952.25
0
0
230
PAYMENT
17,311.18
C1589732872
0
0
M37336961
0
0
0
0
349
CASH_OUT
183,210.32
C837394240
399,462
216,251.68
C1800972947
0
183,210.32
0
0
164
CASH_IN
147,963.27
C1866322092
13,035,612.71
13,183,575.98
C1482021020
902,583.59
754,620.32
0
0
129
CASH_OUT
39,820.94
C2054513719
23,535
0
C1008927906
3,481,473.53
3,521,294.47
0
0
192
PAYMENT
1,635.03
C336048008
0
0
M1310877750
0
0
0
0
259
TRANSFER
925,056.5
C1227912395
0
0
C1596596472
1,586,752.14
2,511,808.64
0
0
235
PAYMENT
23,139.55
C944794960
0
0
M1236055388
0
0
0
0
15
CASH_IN
202,251.51
C1823878866
3,514
205,765.51
C1870237274
8,599,825.43
8,397,573.93
0
0
527
PAYMENT
1,374.16
C1546718622
51,782
50,407.84
M1993127727
0
0
0
0
546
PAYMENT
1,686.06
C1628747842
0
0
M1715758666
0
0
0
0
393
PAYMENT
34,525.88
C357599473
0
0
M2044403632
0
0
0
0
9
CASH_IN
32,175.52
C1187638165
57,097
89,272.52
C709091500
100,947.45
0
0
0
304
TRANSFER
2,810,660.18
C141005924
55,989
0
C1224794671
17,247.45
2,827,907.63
0
0
258
CASH_IN
74,160.72
C1047512663
2,189,002.02
2,263,162.74
C668075378
2,292,752.41
2,218,591.69
0
0
162
CASH_OUT
184,832.39
C1794016936
2,618
0
C795891068
339,478.09
524,310.48
0
0
310
CASH_IN
57,790.54
C1207779472
60,989
118,779.54
C923429525
132,180.69
74,390.15
0
0
154
PAYMENT
13,052.15
C514540190
414
0
M905772178
0
0
0
0
333
PAYMENT
58,506.12
C1985656426
380
0
M1937840627
0
0
0
0
380
CASH_OUT
109,882.83
C481395013
30,336
0
C749231112
245,373.41
355,256.24
0
0
129
CASH_IN
26,046.05
C2120296801
14,044,588.86
14,070,634.91
C113402946
146,566.9
120,520.85
0
0
43
CASH_IN
124,670.41
C1241390699
9,799,683.29
9,924,353.7
C1167618867
1,235,710.36
1,294,109.33
0
0
377
PAYMENT
17,384.75
C1425424418
0
0
M1310793978
0
0
0
0
331
CASH_OUT
33,328.17
C1735243860
0
0
C1279254772
174,281.1
207,609.28
0
0
330
CASH_OUT
220,188.73
C1093217621
0
0
C382593720
617,586.77
837,775.5
0
0
379
CASH_OUT
72,445.54
C234978025
0
0
C2117845400
1,706,549
1,778,994.54
0
0
282
CASH_OUT
193,540.09
C918911824
104,513
0
C620989599
204,134.97
531,534.93
0
0
154
TRANSFER
1,733,147.7
C282287794
22,727
0
C634707012
0
1,733,147.7
0
0
306
PAYMENT
28,826.1
C1388126900
27,277.68
0
M964694057
0
0
0
0
155
CASH_OUT
2,231.71
C902717866
0
0
C987592670
463,118.22
465,349.93
0
0
204
CASH_IN
206,823.53
C1606174061
5,567
212,390.53
C1267267980
450,886.87
244,063.34
0
0
595
PAYMENT
12,812.6
C746719485
328,703.13
315,890.53
M2070424484
0
0
0
0
380
TRANSFER
1,390,539.25
C536612908
0
0
C574359293
5,085,956.46
6,476,495.71
0
0
133
CASH_OUT
173,717.55
C1878231448
102,284
0
C1365765031
8,248,936.21
8,422,653.76
0
0
18
CASH_IN
179,861.25
C2123958157
179,597
359,458.25
C239330900
13,695,102.09
13,515,240.84
0
0
208
PAYMENT
8,880.29
C1840408641
18,932
10,051.71
M175379105
0
0
0
0
278
CASH_OUT
117,347.7
C733503842
248,447
131,099.3
C361911617
0
117,347.7
0
0
138
DEBIT
2,652.03
C134359294
106,044
103,391.97
C2065363244
2,778,802.94
3,316,339.3
0
0
140
CASH_OUT
211,496.39
C1124224829
0
0
C657289600
236,728.07
448,224.46
0
0
306
CASH_OUT
264,655.09
C10100743
22,382
0
C824682137
2,790,393.26
3,055,048.34
0
0
136
CASH_OUT
257,100.3
C1716974165
10,471.27
0
C767869597
11,701,713.72
11,958,814.02
0
0
187
PAYMENT
12,366.23
C1496835998
118,031.43
105,665.19
M237036677
0
0
0
0
403
CASH_IN
458,788.47
C1047828572
33,177
491,965.47
C1806946365
0
0
0
0
300
CASH_OUT
49,313.2
C1158794054
0
0
C1012709800
244,297.14
293,610.34
0
0
34
CASH_OUT
87,379.16
C251868960
7,472
0
C1054070300
2,291,641.49
2,651,742.28
0
0
308
CASH_IN
102,437.51
C2117651020
1,542,342.25
1,644,779.77
C17744213
533,023.82
430,586.31
0
0
18
PAYMENT
9,987.21
C342140810
53,047.5
43,060.29
M909409747
0
0
0
0
284
PAYMENT
10.67
C1228020593
0
0
M2044492924
0
0
0
0
308
CASH_OUT
187,308.35
C262243822
9,071
0
C655103492
158,145.82
345,454.18
0
0
129
CASH_OUT
174,269.2
C612428142
46,886
0
C1006398841
61,147.71
235,416.91
0
0
177
CASH_IN
323,973.9
C1826333120
99,625
423,598.9
C1819221654
39,569.79
0
0
0
264
TRANSFER
1,038,058.46
C700952486
0
0
C906411152
2,153,643.3
3,191,701.76
0
0
201
CASH_OUT
149,937.43
C434658411
50,013
0
C2114455231
0
149,937.43
0
0
190
CASH_IN
65,008.29
C2124881793
10,837
75,845.29
C1237234812
0
0
0
0
34
CASH_OUT
278,571.54
C1253290185
287
0
C1989290443
193,682.96
472,254.5
0
0
345
CASH_OUT
50,033.77
C775372755
0
0
C1542685211
116,041.16
166,074.93
0
0
396
PAYMENT
24,562.64
C1415010799
39,302.23
14,739.59
M1392459941
0
0
0
0
39
CASH_IN
426,476.35
C529884230
20,680,979.23
21,107,455.58
C1504806521
558,901.57
132,425.22
0
0
261
CASH_OUT
56,461.32
C1864454560
0
0
C1570451718
707,917.86
764,379.18
0
0
372
TRANSFER
97,065.12
C757015157
48,811
0
C1171953426
4,631,718.39
4,728,783.51
0
0
328
TRANSFER
37,786.48
C1859580836
0
0
C976093420
415,738.04
453,524.52
0
0
356
PAYMENT
23,724.13
C1351461515
0
0
M1371170815
0
0
0
0
254
PAYMENT
13,827.04
C139368224
169,039.93
155,212.89
M1299669340
0
0
0
0
346
CASH_IN
55,601.64
C1861058985
125,303
180,904.64
C1276751644
1,052,985.36
997,383.71
0
0
44
PAYMENT
4,433.28
C17779061
232
0
M1930798776
0
0
0
0
131
CASH_OUT
5,052.38
C676257806
0
0
C1858681621
679,190.83
684,243.21
0
0
23
PAYMENT
10,116.22
C472363988
76,860
66,743.78
M1880438921
0
0
0
0
330
TRANSFER
479,051.49
C7818967
152,452
0
C78185977
0
479,051.49
0
0
39
PAYMENT
5,523.77
C507374511
0
0
M1557872385
0
0
0
0
308
CASH_OUT
132,338.97
C1688431728
129,986
0
C808364848
572,733.67
705,072.64
0
0
12
TRANSFER
44,754.2
C1245255937
0
0
C1819052020
10,077,994.79
10,201,248.29
0
0
277
CASH_OUT
43,937.83
C160472554
65,080.95
21,143.12
C971503679
316,877.14
360,814.97
0
0
253
PAYMENT
34,132.51
C394624985
18,959
0
M318772267
0
0
0
0
540
CASH_OUT
274,178.21
C1695532845
40,378
0
C926501859
1,232,015.87
1,506,194.08
0
0
133
CASH_OUT
221,027.85
C903085562
66,955
0
C1508569283
1,202,708.99
1,423,736.85
0
0
326
CASH_OUT
217,945.19
C995062487
0
0
C1758501994
6,185,342.74
6,403,287.93
0
0
275
CASH_OUT
75,185.09
C166755793
177
0
C1628309449
0
75,185.09
0
0
355
CASH_OUT
523,164.97
C509616122
0
0
C1156370155
2,950,405.49
3,473,570.47
0
0
307
CASH_IN
368,945.81
C957510366
20,739
389,684.81
C1007556357
27,142.73
0
0
0
321
CASH_OUT
203,598.2
C1342341418
20,800
0
C1513282770
0
203,598.2
0
0
213
PAYMENT
2,683.72
C688529156
0
0
M999851776
0
0
0
0
284
CASH_OUT
532,360.62
C1707436040
0
0
C451147433
1,133,225.02
1,665,585.65
0
0
141
PAYMENT
9,452.94
C644321751
1,129
0
M1734823947
0
0
0
0
20
CASH_OUT
449,692.6
C938195774
0
0
C2075255678
8,022,461.5
8,472,154.1
0
0
455
CASH_OUT
132,372.08
C1329084834
0
0
C310544332
327,495.15
459,867.24
0
0
530
CASH_OUT
129,258.82
C1857748820
0
0
C1894897045
2,031,398.18
2,160,657
0
0
332
CASH_OUT
137,900.73
C311822092
0
0
C339280612
1,420,176.39
1,558,077.11
0
0
683
PAYMENT
1,805.26
C1599148986
0
0
M2083869009
0
0
0
0
235
PAYMENT
6,133.94
C1512612411
0
0
M1988244827
0
0
0
0
130
CASH_IN
83,481.81
C1294792579
2,527,249.34
2,610,731.16
C1530599362
131,742.33
48,260.51
0
0
211
CASH_OUT
179,630.83
C1079322324
219,318
39,687.17
C884649249
1,416,697.43
1,596,328.27
0
0
274
CASH_OUT
73,984.99
C484627224
50,819
0
C662247928
55,790.64
129,775.62
0
0
212
TRANSFER
456,003.64
C127037994
0
0
C2043486086
712,355.26
1,168,358.9
0
0
232
TRANSFER
328,036.24
C56867982
355,372.28
27,336.04
C1942915768
513,937.5
841,973.74
0
0
259
PAYMENT
7,525.63
C1423612400
36,070.01
28,544.38
M1658437074
0
0
0
0
371
CASH_OUT
32,842.58
C1215230130
0
0
C1388124888
1,936,207.17
1,969,049.75
0
0
284
CASH_OUT
40,576.57
C1417148546
0
0
C787633769
223,886.66
264,463.24
0
0
16
CASH_IN
115,593
C1317689239
12,113
127,706
C149400487
1,102,529.51
986,936.51
0
0
401
CASH_OUT
27,990.46
C466501396
0
0
C1123811107
8,605,731.48
8,633,721.94
0
0
12
PAYMENT
3,079.08
C389771252
355,630.95
352,551.86
M510946318
0
0
0
0