step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
123
CASH_IN
229,345.48
C940613209
1,353,680.96
320,642.18
C104012589
6,311,281.29
6,433,241.09
0
0
95
PAYMENT
2,898.1
C1773622008
125,857.96
1,111,008.22
C2087500251
976.06
0
0
0
129
CASH_OUT
893,545.31
C1538382743
223,566.99
8,870,068.64
C1512754694
7,642,875.9
3,982,085.16
0
0
264
PAYMENT
172,698.29
C1778995279
280,158.75
560.34
M447003561
560,917.29
28,253.42
0
0
428
CASH_OUT
412,842.1
C1835494331
656,325.04
2,886,752.86
C782557173
1,840,278.24
221.41
0
0
109
PAYMENT
40,807.17
C933298934
219,241.88
5,314,509.73
M760861974
80,190.72
0
0
0
68
TRANSFER
57,720.13
C557501591
11,946.87
60,216.35
C594046918
2,392,683.11
1,419,693.97
0
0
112
CASH_IN
46,144.8
C1414769869
1,120,131.8
1,902,500.2
C235134587
2,275,453.49
10,397,370.71
0
0
243
PAYMENT
4,212.19
C1367391512
760,505.42
74,806.58
C429204941
273,480.91
0.01
0
0
302
PAYMENT
4,143.02
C257350257
70,208.56
68,941.61
C1850642129
12,836.32
0
0
0
127
CASH_IN
172,212.43
C852514940
1,749,120.49
435,096.38
C1674276434
1,797,939.89
71,555.15
0
0
165
CASH_IN
550,081.05
C79176740
1,058,751.73
171,199.95
C353497240
1,835,342.75
345,011.79
0
0
23
TRANSFER
20,685.02
C1482807061
310,833.43
1,770,456.54
C1636600318
594,476.63
70.8
0
0
126
CASH_OUT
476,716.55
C361755174
82,088.44
250,828.77
C296339841
3,860,480.17
2,414,115.32
0
0
587
CASH_OUT
159,155.15
C598529639
3,001.73
2,453.96
C2094072230
2,032,702.75
414,738.66
0
0
20
CASH_IN
13,019.62
C1640057535
6,321,352.21
17,074,972.38
M1850579022
1,571,832.05
2,501.48
0
0
55
PAYMENT
15,814.9
C1263071296
1,147,803.03
8,687,459.21
M2135372769
59,156.11
0
0
0
158
CASH_IN
901,308.91
C33196405
3,768,829.86
4,519,124.97
C1189212434
2,210,637.17
5,552,637.61
0
0
284
PAYMENT
41,402.35
C1479769167
66.27
35,552.48
C1932280205
814,886.47
90.88
0
0
91
PAYMENT
726,453.24
C981212715
1,910.91
122.45
C39279209
1,799,930.83
10,138.43
0
0
251
CASH_IN
34,805.95
C640247582
2,299,955.09
1,124,468.1
C195552803
159,999.42
0.61
0
0
269
PAYMENT
141,499.99
C856052666
3,006,406.42
328,044.32
C137069438
403,674.63
10.34
0
0
535
CASH_OUT
93,771.31
C369655244
1,179,133.41
3,051,291.41
C235930312
145,474.12
0.02
0
0
24
CASH_OUT
66,193.02
C2146872553
2,452,178.05
4,766,850.91
C1930601982
3,285,368.68
18,529.65
0
0
28
PAYMENT
143,684.08
C1296467948
8,786,858.19
4,107,330.89
C847187609
89,775.32
0
0
0
370
CASH_OUT
52,322.36
C1983244766
799,136.33
482,840.49
C1249059164
5,329,483.26
56,033.02
0
0
95
CASH_OUT
42,854.32
C819756119
14,837.8
323,534.73
M1489067911
700,076.94
53.43
0
0
289
PAYMENT
1,216.36
C836099567
2,394,663.67
2,334,181.43
M1213880106
2,858.01
0
0
0
54
CASH_OUT
21,701.53
C346166359
1,559.22
8,619.3
C1825363703
2,477,583.76
21,110.16
0
0
452
CASH_OUT
3,113.47
C311201984
4,878,924.79
738,773.52
M103493505
34,062
0
0
0
20
CASH_IN
344,824.1
C616552497
6,741,124.22
1,256,185.64
C1413871034
10,062,645.36
21,826,682.91
0
0
275
PAYMENT
414.63
C236782231
6,746,703.64
7,955,633.41
M548963389
572,015.42
5.17
0
0
432
PAYMENT
4,414.36
C1170068160
452,678.57
1,990,818.47
M789386022
159,303.33
0
0
0
37
CASH_OUT
551,973.48
C1066773205
972,271.37
198,320.85
C1924963314
2,672,662.53
2,626,494.37
0
0
74
PAYMENT
61,741.09
C2059274776
5,747,872.53
6,767,779.69
C1841744866
257,832.97
0.05
0
0
122
PAYMENT
257,350.66
C459233472
2,409,394.15
120,135.58
M116143968
642,405.37
14,358.04
0
0
73
CASH_IN
473,275.14
C1120045565
65,768.7
364,305.45
C275252551
3,735,354.72
960,132.39
0
0
443
TRANSFER
19,831.63
C280102231
101,214.89
907,874.3
M853502730
248,121.14
0.29
0
0
338
CASH_IN
217,762.63
C984188724
341,519.24
1,749,948.92
C1648676869
3,939,135.03
431,261.64
0
0
283
CASH_OUT
798,222.95
C2008041913
322,673.85
197,220.4
M1746378481
5,269,060.67
9,729,522.65
0
0
427
TRANSFER
96,996.63
C960953684
107,692.08
251,279.63
C985047232
122,622.97
13.23
0
0
677
CASH_OUT
24,948.43
C750030834
305,142.13
602,397.95
C1854256490
1,831,737.71
18,775.23
0
0
743
CASH_IN
1,721,395.74
C1026654381
618,904.82
400,544.7
M1353626521
11,008,663.76
15,783,343.76
0
0
266
PAYMENT
240,555.76
C553681066
355,866.57
982,711.28
C2088058082
7,973.89
0
0
0
73
CASH_IN
111,959.39
C1115613108
0.94
19,439.05
C489421462
1,071,400.12
173,116.37
0
0
502
TRANSFER
19,949.56
C592707749
179,904.4
238,920.82
M2051265945
1,118,691.7
6,088.59
0
0
59
CASH_IN
222,211.18
C693373296
8,630,550.91
294,479.96
C2096889955
2,024,668.94
2,339,708.33
0
0
299
CASH_OUT
56,577.85
C7677761
2,371,647.23
1,989,006.44
M1836951807
7,338,518.12
8,900,638.67
0
0
47
CASH_OUT
26,807.68
C2037994832
2,501,722.26
622,813.18
M398341845
117,910.73
0.11
0
0
237
CASH_OUT
134,743.48
C684767196
6,339,649.69
5,192,708.89
C498325445
1,164,485.31
37,638.63
0
0
459
PAYMENT
9.86
C904742601
3,936,155.62
3,064,637.64
C1240386366
1,495.38
0
0
0
229
CASH_IN
807,334.36
C747641475
394,533.59
621,756.78
M36581846
1,617,223.17
855,859.86
0
0
321
CASH_OUT
11,951.28
C2065963181
98,906.28
2,090,708.95
M1010240711
2,089,041.06
5,091.77
0
0
337
CASH_IN
757,904.88
C1255407318
204,802.34
505,754.71
C2045776118
6,886,104.67
4,285,051.1
0
0
115
CASH_OUT
146,155.98
C589292959
67.2
1,564,371.27
C577426183
2,480,863.25
2,789.5
0
0
407
PAYMENT
313,929.13
C1684568373
57,824.43
149,774.36
M606492664
920,002.34
79.88
0
0
171
CASH_IN
596,538.31
C496865413
416,166.34
74,543.97
C716235935
1,604,876.02
129,534.92
0
0
542
PAYMENT
102,345.97
C1770248734
3,336.4
17,968.93
C1661011021
4,300,958.2
1,110,092.72
0
0
200
CASH_OUT
56,607.26
C1981002718
582,801.73
1,121,737.2
C386168593
759,442.64
2,076.21
0
0
554
PAYMENT
418.27
C247142911
31.27
23,726.83
M2091851289
27,712.62
0
0
0
110
CASH_OUT
55,049.62
C1533082177
145,728.45
1,146,456.54
C1698701388
3,069,251.21
7,043.08
0
0
430
PAYMENT
20,187.51
C1071328454
76.16
208,061.69
C1739975778
154,671.58
0
0
0
50
TRANSFER
80,027.57
C1892174685
95,866.05
825,585.68
C1266525985
846,589.01
0
0
0
685
CASH_IN
155,225.4
C163759147
569,877.62
3,172,091.31
C633217405
1,519,190.47
97,199.99
0
0
194
PAYMENT
105,663.51
C78743392
115.38
2,186.15
M2136442365
1,538,216.9
416,649.35
0
0
305
PAYMENT
38,175.83
C2006408608
1,873,172.15
547,524.62
C2039307925
52,001.45
0
0
0
98
PAYMENT
88,545.06
C1482196993
41,248.87
1,706,682.68
C1864030074
186,984.26
0.03
0
0
278
CASH_OUT
3,868.68
C1447235530
4,515,763.09
4,879,774.49
C2028912399
7,913.55
0
0
0
246
PAYMENT
45,602.4
C1473016866
226,213.34
532.23
C761877224
40,075.36
0.02
0
0
169
CASH_IN
55,141.27
C1611977996
5,233,739.27
5,695,619.33
C41698878
1,169,964.18
3,248.23
0
0
501
PAYMENT
110,273.03
C1078061697
193,405.64
652,327.53
C393550507
1,332,952.29
1.53
0
0
220
CASH_OUT
278,975.51
C1868069879
1,097,141.7
2,071,777.63
M1250971749
605,041.2
323.51
0
0
37
CASH_OUT
193,768.25
C521370154
6,877.57
5,799.63
C1866297893
4,399,171.11
1,076,566.72
0
0
237
CASH_OUT
60,687.98
C49828147
61,370.77
2,112,978.96
C1593663652
2,581,696.78
2,892.09
0
0
355
PAYMENT
300,560.3
C1743844367
4,560,273.64
1,126,866.72
C1425449248
1,335,232.29
231,756.59
0
0
132
CASH_IN
70,096.65
C501143801
4,424,455
5,752,341.34
C712918868
1,964,030.72
1.17
0
0
150
PAYMENT
420.75
C918908364
1,868,382.66
223,254.11
M1926104859
205,370.75
2.23
0
0
143
CASH_OUT
204,163.78
C1836853572
1,182,706.77
1,026,290.7
C1020066984
404,607.35
2.62
0
0
61
CASH_OUT
397,544.47
C462161849
1,046,560.72
2,405,172.92
C1997731340
4,428,717.28
9,242,416.3
0
0
414
PAYMENT
171,544.22
C120143233
2,234,540.79
401,494.84
C2113953838
187,369.16
107.76
0
0
75
CASH_OUT
270,874.82
C1854358456
11,433.44
432.98
C1105051465
1,323,628.34
1,742,545.71
0
0
449
CASH_OUT
6,820.66
C1730182284
3,355.69
217,593.36
C1029884308
1,685,241.82
592.63
0
0
293
CASH_IN
70,676.65
C165317266
1,923,495.51
11,908,271.82
C202716318
5,338,021.82
5,318,206.62
0
0
562
CASH_OUT
909,226.55
C1236364809
459,769.87
1,691,986.74
M258608213
2,271,082.62
128,305.34
0
0
410
PAYMENT
4,174.06
C1210254727
332,264.42
23,856.55
M176466843
891,903.71
18,779.31
0
0
450
CASH_OUT
231,891.28
C647653349
51.57
14,017.15
C1782574465
2,649,612.55
121,652.21
0
0
280
PAYMENT
25,143.4
C964357149
37.44
10.27
M487370709
3,397,359.32
628,113.47
0
0
119
CASH_IN
68,976.14
C811896070
428,856.28
305,757.71
C724705683
797,491.75
253,231.19
0
0
340
TRANSFER
265,768.08
C194739505
1,783,450.21
2,581,290.54
M660632660
311,192.25
0
0
0
119
CASH_IN
91,272.89
C2050780298
295,699.36
2,729,931.17
C1332063247
809,274.9
1,757.52
0
0
286
CASH_OUT
116,891.44
C1036869764
752,361.94
1,160,043.68
M399403250
825,349.86
23,159.66
0
0
146
CASH_OUT
79,319.31
C1471643263
364,993.1
36,715.39
C205529901
109,218.43
347.06
0
0
193
TRANSFER
74,861.18
C753246900
251,836.66
4,151,281.04
C979314375
656,572.9
0.06
0
0
206
CASH_OUT
5,674.81
C1759710170
18,758.96
3,540,756.69
M1705023919
563,150.79
1.95
0
0
173
CASH_OUT
534,964.75
C1655836594
1,715,196.42
4,917,120.62
C1940923518
1,293,937.8
0.01
0
0
331
CASH_IN
131,789.09
C729447876
3,835,925
996,176
C898167111
1,523,007.45
46.11
0
0
170
DEBIT
50,363.23
C732087742
2,018,481.69
2,452,512.13
C1062423495
615,916.6
0.5
0
0
199
CASH_OUT
31,141.66
C438844360
60,259.44
155,886.06
M681759182
598,489.43
2.3
0
0
244
CASH_OUT
194.09
C166468742
1,066,318.12
4,586,721.85
M646832456
87,710.93
0.32
0
0
223
CASH_OUT
56,043.82
C2060509006
10,027.22
123,299.55
C692610388
552,243.92
119.29
0
0