step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
227
PAYMENT
57,802.43
C178356451
656,919
599,116.57
M202456394
0
0
0
0
382
TRANSFER
404,946.31
C1388426551
0
0
C2145109741
1,084,029.18
1,488,975.49
0
0
258
CASH_OUT
62,341.5
C1531348056
19,995
0
C1893884359
0
62,341.5
0
0
250
CASH_OUT
171,562.37
C779620138
0
0
C215304592
872,445.15
1,044,007.52
0
0
155
CASH_OUT
307,811.53
C989176217
0
0
C1107490681
1,237,210.34
1,545,021.88
0
0
164
PAYMENT
2,432.18
C1581247582
67,778.35
65,346.17
M246510835
0
0
0
0
323
CASH_OUT
294,590.99
C996358865
0
0
C2122514430
302,479.19
597,070.17
0
0
205
PAYMENT
16,658.85
C1528585423
0
0
M105178906
0
0
0
0
372
TRANSFER
227,591.71
C1966899174
0
0
C1582808814
14,565,558.43
14,793,150.14
0
0
288
PAYMENT
29,544.93
C330900586
10,711
0
M1157900301
0
0
0
0
158
PAYMENT
2,546.34
C617396955
0
0
M1585577287
0
0
0
0
131
PAYMENT
8,132.75
C382883412
0
0
M923157232
0
0
0
0
183
PAYMENT
11,969.64
C495476647
45,530
33,560.36
M1803926028
0
0
0
0
164
CASH_OUT
166,196.38
C810438319
51,845
0
C1741331522
0
166,196.38
0
0
189
PAYMENT
2,994.11
C1950385723
12,879
9,884.89
M1622574670
0
0
0
0
323
CASH_OUT
365,030.07
C1435076821
45,525
0
C831661287
0
365,030.07
0
0
163
CASH_OUT
303,161.47
C1324990360
0
0
C630588830
635,763.98
938,925.45
0
0
163
PAYMENT
1,857.39
C698765546
192,435.83
190,578.44
M306127733
0
0
0
0
404
PAYMENT
8,337.39
C596610111
258,932
250,594.61
M1336652292
0
0
0
0
308
PAYMENT
44,883.35
C669481274
58,740.24
13,856.9
M302547572
0
0
0
0
212
CASH_IN
96,318.71
C980506152
48,502
144,820.71
C1235005100
27,208.99
0
0
0
21
CASH_OUT
479,521.94
C848227999
0
0
C710859720
1,229,365.45
1,840,789.12
0
0
7
PAYMENT
10,399.11
C1511025446
22,146
11,746.89
M1146980236
0
0
0
0
20
PAYMENT
5,332.97
C2101345227
0
0
M1163527527
0
0
0
0
329
CASH_OUT
169,098.17
C307787470
0
0
C141734389
4,332,314.06
4,501,412.23
0
0
12
PAYMENT
29,600.23
C966498372
317,403.47
287,803.25
M1383560610
0
0
0
0
135
CASH_OUT
91,266.1
C1526382356
0
0
C1089406571
3,097,464.67
3,188,730.76
0
0
355
PAYMENT
11,704.48
C631560236
5,225.12
0
M1921485963
0
0
0
0
181
CASH_IN
406,831.74
C2099825108
5,563
412,394.74
C1897901588
659,240.72
252,408.99
0
0
329
CASH_OUT
43,977.03
C542399910
8,671
0
C1584203314
210,382.94
254,359.97
0
0
207
TRANSFER
484,286.73
C606186403
527
0
C1336940766
479,563.38
963,850.11
0
0
284
PAYMENT
4,465.79
C1014361690
6,033
1,567.21
M287054700
0
0
0
0
187
PAYMENT
5,049.12
C1165438029
15,867
10,817.88
M99003597
0
0
0
0
274
PAYMENT
2,638.83
C1946555067
41,766
39,127.17
M838127875
0
0
0
0
16
CASH_OUT
192,656.62
C2132300213
505,745
313,088.38
C268568961
29,962
131,846.87
0
0
162
PAYMENT
654.24
C117244722
31,997
31,342.76
M1383836897
0
0
0
0
276
CASH_OUT
177,068.1
C113332256
304
0
C544522138
442,071.27
619,139.37
0
0
228
PAYMENT
700.1
C2060107647
0
0
M1027283308
0
0
0
0
36
CASH_OUT
340,145.1
C987213298
36,827
0
C1662954549
15,969,224.12
16,411,506.5
0
0
333
CASH_OUT
252,769.86
C158305552
133,297
0
C1460099032
0
252,769.86
0
0
546
PAYMENT
17,860.24
C542097401
0
0
M1567965900
0
0
0
0
376
PAYMENT
2,509.97
C861593529
12,129
9,619.03
M1552781787
0
0
0
0
372
CASH_IN
144,012.76
C2081545460
2,077,457.42
2,221,470.18
C297403217
6,111,930.75
5,967,917.99
0
0
13
CASH_IN
28,123.66
C975892345
4,765,009.8
4,793,133.46
C1016316711
2,030,911.07
2,002,787.41
0
0
324
CASH_IN
22,375.63
C2058681807
7,494,374.66
7,516,750.3
C1917080239
883,224.69
860,849.05
0
0
277
PAYMENT
6,357.16
C107638746
104
0
M104882305
0
0
0
0
299
CASH_OUT
8,173.58
C924348464
92,573
84,399.42
C1645833457
142,009.12
150,182.71
0
0
225
CASH_OUT
453,198.74
C1548255836
15,440
0
C1258089587
0
453,198.74
0
0
214
PAYMENT
6,815.21
C1814951975
0
0
M1344544465
0
0
0
0
287
CASH_OUT
204,092.35
C220176298
50,172
0
C1494210690
0
204,092.35
0
0
181
TRANSFER
121,704.76
C528281303
76,953
0
C857945940
0
121,704.76
0
0
206
CASH_OUT
41,199.58
C3566963
0
0
C1895496625
461,205.79
502,405.37
0
0
279
CASH_OUT
323,332.84
C882225697
53,771
0
C2049481094
368,076.85
691,409.69
0
0
228
CASH_OUT
612,829.82
C1754375838
110,709
0
C1651376120
2,823,657.56
3,436,487.37
0
0
333
CASH_OUT
8,076.5
C1710018803
0
0
C1628204934
1,363,526.09
1,371,602.59
0
0
354
PAYMENT
9,236.76
C398201862
36,076
26,839.24
M1861688344
0
0
0
0
132
CASH_IN
241,496.26
C645909870
19,896
261,392.26
C1817396610
5,703,335.94
7,562,882.56
0
0
307
CASH_IN
390,526.53
C1738217779
14,946,675.69
15,337,202.23
C1866246962
949,472.4
558,945.87
0
0
306
CASH_OUT
233,800.42
C1911899589
0
0
C331091702
1,025,949.24
1,045,883.2
0
0
15
CASH_OUT
359,659.32
C1957544657
51,371
0
C1862577692
1,840
180,334.37
0
0
250
PAYMENT
35,971.13
C1557936172
14,180
0
M753197828
0
0
0
0
134
CASH_OUT
170,356.49
C229726859
0
0
C174779373
213,132.13
383,488.62
0
0
164
PAYMENT
17,006.33
C1235016214
10,908
0
M1060545893
0
0
0
0
207
PAYMENT
1,448.53
C1339905751
0
0
M228773270
0
0
0
0
35
CASH_OUT
133,008.26
C434567414
0
0
C443821355
505,961.83
638,970.08
0
0
324
CASH_OUT
13,370.7
C1513726914
0
0
C807399645
504,087.55
517,458.25
0
0
184
TRANSFER
191,939.77
C1827518381
565
0
C1444154627
0
191,939.77
0
0
372
CASH_OUT
87,675.26
C1761166825
18,454
0
C865749491
75,691.26
163,366.51
0
0
39
PAYMENT
11,899.03
C907305341
396,902.26
385,003.23
M2067496492
0
0
0
0
332
PAYMENT
32,858.87
C2017219493
34,741.67
1,882.8
M1979875933
0
0
0
0
376
PAYMENT
17,054.76
C2126982004
210,446.27
193,391.51
M982616548
0
0
0
0
140
PAYMENT
84.18
C475537628
1,106
1,021.82
M1993077014
0
0
0
0
404
TRANSFER
631,602.86
C1335066539
20,914
0
C25032303
246,302.78
877,905.64
0
0
256
PAYMENT
7,033.08
C1556113568
48,926
41,892.92
M2020645765
0
0
0
0
273
CASH_IN
305,114
C98338596
31,343
336,457
C1307391039
0
0
0
0
184
CASH_OUT
49,023.9
C1415954651
0
0
C1203618092
3,439,014.98
3,573,180.7
0
0
20
CASH_OUT
197,070.18
C997040555
20,021
0
C147764228
136,483.88
333,554.06
0
0
44
CASH_OUT
103,951.22
C1799326363
11,446
0
C1427245746
0
103,951.22
0
0
14
TRANSFER
484,015.82
C1699088980
0
0
C1413651097
1,166,434.59
2,889,654.7
0
0
229
CASH_OUT
399,740.58
C200556889
19,789
0
C565239029
5,493,162.38
5,892,902.97
0
0
231
PAYMENT
13,874.55
C118128912
0
0
M118777066
0
0
0
0
382
CASH_OUT
76,944.41
C660622868
0
0
C1270084515
174,043.03
250,987.44
0
0
209
PAYMENT
24,309.9
C271846362
0
0
M367256391
0
0
0
0
212
TRANSFER
333,666.18
C2002558200
245,277.32
0
C207398842
1,262,861.29
1,596,527.46
0
0
277
CASH_OUT
102,988.23
C1594549151
0
0
C2014371587
2,911,233.26
3,014,221.49
0
0
376
CASH_OUT
19,258.6
C1200325923
20,648
1,389.4
C1460947528
620,805.56
640,064.17
0
0
279
PAYMENT
24,221.94
C2112343617
0
0
M479473651
0
0
0
0
352
CASH_OUT
487,523.73
C970112344
0
0
C1468060277
635,233.39
1,122,757.12
0
0
260
TRANSFER
313,974.42
C1936817655
0
0
C418317785
1,007,857.06
1,321,831.48
0
0
550
PAYMENT
11,253.96
C799643570
18,096.08
6,842.13
M300130738
0
0
0
0
11
PAYMENT
7,876.62
C1832494580
100,476
92,599.38
M1821725383
0
0
0
0
182
CASH_OUT
109,573.32
C963799475
25,791
0
C772847882
86,109.08
195,682.4
0
0
20
CASH_OUT
75,437.94
C1259078948
32,182
0
C680526713
709,581.04
785,018.98
0
0
184
PAYMENT
31,222.16
C871748841
13,714
0
M1282527908
0
0
0
0
260
CASH_IN
4,326.95
C986260499
10,510
14,836.95
C165143858
0
0
0
0
1
PAYMENT
7,079.24
C82825098
13,878.66
6,799.42
M2048102341
0
0
0
0
331
CASH_OUT
106,852.2
C1951173018
1,266
0
C629077054
0
106,852.2
0
0
394
CASH_OUT
226,925.14
C146620403
0
0
C1652727197
354,021.77
580,946.91
0
0
405
CASH_IN
131,274.53
C609416383
10,966,826.22
11,098,100.75
C874775625
696,874.94
565,600.41
0
0
275
CASH_IN
82,640.59
C656312878
30,908
113,548.59
C2039382544
137,056.46
54,415.88
0
0