step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
179
CASH_OUT
262,701.28
C1977410179
126,713
0
C1362716592
217,451.97
480,153.25
0
0
403
TRANSFER
647,711.38
C1647622992
0
0
C806083492
7,290,829.28
7,938,540.66
0
0
186
CASH_OUT
160,056.49
C598652411
21,591
0
C482261413
28,694.29
188,750.78
0
0
382
PAYMENT
3,972.71
C54298247
28,839
24,866.29
M581896590
0
0
0
0
280
CASH_IN
59,070.45
C1656213388
3,580,426.21
3,639,496.66
C1224144401
148,264.17
89,193.72
0
0
38
CASH_OUT
38,521.18
C330452761
0
0
C1832920201
88,322.54
126,843.72
0
0
141
CASH_OUT
6,518.57
C696993443
103,285.9
96,767.32
C1450872799
360,080.31
366,598.88
0
0
396
CASH_OUT
37,957.01
C257160996
0
0
C1182597891
54,458.24
92,415.25
0
0
305
CASH_OUT
32,164.82
C1607001828
24,238
0
C99178221
1,052,520.82
1,084,685.64
0
0
617
CASH_IN
135,780.05
C566930460
6,056,109.02
6,191,889.08
C1067252783
423,018.15
287,238.1
0
0
182
CASH_OUT
307,957.18
C2105167237
10,374
0
C1532660344
265,311.99
573,269.18
0
0
321
TRANSFER
936,485.2
C931401490
0
0
C1161743397
9,887,368.32
10,823,853.51
0
0
10
DEBIT
6,746.16
C97884761
392,092.32
385,346.17
C601273889
1,442,434.83
1,501,249.72
0
0
211
CASH_IN
249,893.27
C788626549
24,036,815.54
24,286,708.81
C652644137
2,633,661.05
2,323,274.39
0
0
354
CASH_OUT
213,083.53
C879130883
507,708
294,624.47
C1074342354
4,402,463.67
4,615,547.2
0
0
227
PAYMENT
17,627.66
C1237033874
0
0
M1934576052
0
0
0
0
358
CASH_IN
327,981.23
C1515670777
3,669,955.86
3,997,937.09
C1487412428
3,904,631.4
3,576,650.17
0
0
208
PAYMENT
40,657.5
C1346065346
0
0
M151340883
0
0
0
0
21
TRANSFER
621,102.56
C1861811191
0
0
C1763052044
5,547,588.1
6,168,690.66
0
0
155
PAYMENT
21,833.32
C22598696
919,870.76
898,037.44
M1243678079
0
0
0
0
328
PAYMENT
30,607.06
C2061641810
0
0
M1123577562
0
0
0
0
136
CASH_OUT
222,469.36
C146886648
107,294
0
C1628536128
0
222,469.36
0
0
250
PAYMENT
32,972.13
C342349118
0
0
M1000802424
0
0
0
0
237
PAYMENT
33,596.18
C198047096
0
0
M532127023
0
0
0
0
206
CASH_IN
1,419.31
C875234001
7,550,648.47
7,552,067.79
C1707180091
112,918.83
111,499.51
0
0
278
CASH_IN
393,578.18
C2051697289
1,287,907.55
1,681,485.74
C983550824
3,650,173.85
3,256,595.67
0
0
375
CASH_OUT
366,924.38
C1785418112
0
0
C719885226
3,275,881.66
3,642,806.04
0
0
279
TRANSFER
103,508.53
C354532969
6,545
0
C1975895158
63,037.46
166,545.99
0
0
399
PAYMENT
16,719.03
C462120235
510
0
M1097110867
0
0
0
0
240
DEBIT
4,198.83
C197967535
62,627
58,428.17
C1551518580
224,360.77
228,559.6
0
0
257
CASH_OUT
322,119.7
C1476707954
100,743
0
C2130784155
36,964.87
359,084.57
0
0
159
CASH_OUT
182,605.64
C985525291
458,535
275,929.36
C1165432870
3,270,116.06
3,452,721.7
0
0
140
PAYMENT
462.35
C94537362
11,374
10,911.65
M42152571
0
0
0
0
129
CASH_IN
152,704.79
C204834635
4,196,762.16
4,349,466.95
C1269614881
534,893.1
351,173.63
0
0
230
CASH_OUT
237,977.65
C1851368054
9,794
0
C1207860649
1,053,108.06
1,291,085.71
0
0
231
CASH_OUT
359,421.76
C941404854
20,488
0
C1728717111
1,140,565.69
1,499,987.46
0
0
162
PAYMENT
16,846.94
C690496894
103
0
M1885056961
0
0
0
0
325
CASH_OUT
43,099.85
C1064452665
0
0
C1624310931
1,470,862.73
1,513,962.57
0
0
326
CASH_IN
110,737.39
C956322685
1,178,363.22
1,289,100.6
C1115785100
574,458.27
463,720.88
0
0
160
TRANSFER
102,745.36
C1458916604
32
0
C129265167
939,439.6
1,042,184.96
0
0
514
CASH_OUT
85,148.05
C2752053
11,682.38
0
C692913815
869,140.46
954,288.51
0
0
346
PAYMENT
4,157.51
C634624739
0
0
M506565186
0
0
0
0
14
CASH_OUT
296,101.87
C315956203
0
0
C263207633
404,241.22
1,060,986.88
0
0
161
PAYMENT
11,972.66
C1164730477
0
0
M411231945
0
0
0
0
130
CASH_IN
514,400.24
C1432079446
1,601,829.05
2,116,229.29
C1721246847
10,940,802.64
10,426,402.4
0
0
404
PAYMENT
8,810.71
C1195997715
3,214
0
M790621716
0
0
0
0
277
CASH_IN
161,279
C497374487
2,257
163,536
C505758422
0
278,673.66
0
0
565
CASH_IN
387,178.11
C2082735633
132,420.26
519,598.37
C2078283648
412,911.94
25,733.83
0
0
129
PAYMENT
17,676.06
C1536210037
16,278
0
M210387226
0
0
0
0
12
CASH_OUT
336,106.54
C2104407766
20,921
0
C2137760777
3,662,359.01
3,998,465.56
0
0
22
CASH_OUT
274,901.08
C587071631
0
0
C1291253720
4,598,543.79
4,879,026.55
0
0
206
PAYMENT
6,164.43
C1813192533
0
0
M1865588687
0
0
0
0
283
CASH_OUT
6,834.95
C181460878
726
0
C1584711409
0
6,834.95
0
0
190
PAYMENT
4,911.24
C1645593590
10,228
5,316.76
M1029832163
0
0
0
0
257
CASH_OUT
101,264.22
C1525495761
0
0
C965685644
569,370.98
670,635.19
0
0
379
CASH_OUT
74,840.91
C1251965113
39,612.43
0
C2046411473
8,013,212.09
8,088,053
0
0
330
CASH_IN
225,942.09
C1935164113
15,081
241,023.09
C1570839418
122,595.65
0
0
0
284
CASH_OUT
251,982.63
C778479072
0
0
C1244760105
802,684.75
1,054,667.39
0
0
36
CASH_IN
118,382.27
C1316720165
6,483,854.33
6,602,236.6
C1633302282
125,721.21
7,338.94
0
0
12
CASH_IN
592,575.54
C2055796171
1,814,574.27
2,407,149.81
C747184469
17,826,818.4
17,322,407.97
0
0
230
CASH_OUT
118,459.21
C652266454
12,729
0
C128226204
73,943.63
192,402.84
0
0
404
CASH_OUT
88,043.41
C1499251093
6,064
0
C504358362
0
88,043.41
0
0
400
CASH_OUT
184,312.32
C2084921883
20,958
0
C183685866
5,258,412.09
5,442,724.41
0
0
327
PAYMENT
74,662.04
C255815823
11,656
0
M1149073120
0
0
0
0
282
CASH_OUT
132,416.35
C2077759188
0
0
C1395724466
1,601,082.61
1,733,498.96
0
0
378
PAYMENT
4,078.45
C693268616
14,116.76
10,038.31
M1431900031
0
0
0
0
17
TRANSFER
578,754.82
C1459499235
72,356.7
0
C1826157000
335,861.21
732,208.25
0
0
306
CASH_OUT
56,248.8
C1674729723
0
0
C1076650881
1,333,741.15
1,389,989.96
0
0
41
CASH_OUT
230,476.67
C211108232
0
0
C1507419157
261,591.85
492,068.51
0
0
141
CASH_IN
148,858.21
C875485354
47,734.21
196,592.43
C2002569853
6,354,104.56
6,205,246.34
0
0
346
PAYMENT
22,849.21
C518189422
842,586.31
819,737.1
M238705963
0
0
0
0
393
CASH_IN
103,210.29
C180850226
11,940,962.37
12,044,172.66
C192403938
181,860.49
78,650.2
0
0
406
PAYMENT
261.9
C1316843134
0
0
M1253056998
0
0
0
0
404
PAYMENT
10,523.74
C1049873046
0
0
M194287035
0
0
0
0
396
PAYMENT
20,648.59
C936128680
0
0
M919270944
0
0
0
0
329
CASH_OUT
198,579.53
C1624608374
11,512
0
C44838703
89,048.57
287,628.09
0
0
202
TRANSFER
687,599.04
C521704743
138,279
0
C1295885915
79,509.94
767,108.99
0
0
137
PAYMENT
11,549.76
C503096037
227,101
215,551.24
M1686885895
0
0
0
0
258
CASH_OUT
96,075.08
C658225340
90,127
0
C110285267
343,445.26
439,520.35
0
0
209
CASH_IN
190,912.93
C1267056683
5,673,697.57
5,864,610.51
C970979354
1,453,709.7
1,262,796.76
0
0
18
PAYMENT
437.5
C1852598297
0
0
M610533817
0
0
0
0
321
PAYMENT
13,129.12
C909735565
0
0
M1960312778
0
0
0
0
18
CASH_OUT
109,786.29
C180064137
290,000.79
180,214.5
C1861089542
1,615,522.54
1,725,308.83
0
0
359
PAYMENT
2,547.38
C777736541
20,251
17,703.62
M2015670375
0
0
0
0
7
PAYMENT
12,621.55
C1293322136
0
0
M1624564291
0
0
0
0
135
PAYMENT
11,834.47
C1597400591
97,407.05
85,572.58
M1275575324
0
0
0
0
395
CASH_OUT
303,796.95
C1997730504
0
0
C968297084
349,032.42
652,829.37
0
0
394
CASH_OUT
399,093.35
C474842823
377,319.68
0
C339962411
1,547,989.08
1,947,082.42
0
0
204
CASH_OUT
64,071.72
C1527819324
36,335
0
C2096477354
2,431,628.55
2,495,700.27
0
0
297
CASH_IN
433,203.46
C980600220
688,374.7
1,121,578.16
C1555320235
2,453,584.92
2,020,381.46
0
0
41
CASH_IN
185,929.43
C804517197
6,076
192,005.43
C525369580
0
0
0
0
548
CASH_OUT
96,807.67
C71108764
51,695
0
C1234787053
0
96,807.67
0
0
384
PAYMENT
8,498.65
C857971758
14,791
6,292.35
M435230566
0
0
0
0
332
PAYMENT
7,326.58
C925881462
4,691
0
M1492131687
0
0
0
0
347
CASH_IN
227,704.81
C1508603086
17,832,017.28
18,059,722.1
C458084246
13,958,219.59
13,488,677.78
0
0
490
CASH_IN
155,276.62
C1136032071
11,251,017.73
11,406,294.34
C1286005146
472,511.15
317,234.54
0
0
306
CASH_OUT
277,622.83
C1699445816
20,567
0
C528026491
293,820.71
571,443.54
0
0
352
CASH_IN
14,241.64
C901082477
4,814,447.13
4,828,688.76
C1908107785
2,425,612.46
2,411,370.83
0
0
284
PAYMENT
5,952.34
C361423704
14,927
8,974.66
M624249642
0
0
0
0
236
CASH_IN
145,735.83
C2064817598
3,331,520.48
3,477,256.31
C665577026
411,064.16
265,328.33
0
0