step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
177
TRANSFER
558,142.12
C241616933
0
0
C1596434999
3,472,890.31
4,031,032.43
0
0
397
CASH_IN
235,690.21
C1962562621
32,245
267,935.21
C2106950445
6,372,825.58
6,137,135.37
0
0
405
CASH_IN
62,835.85
C1974680044
260,885
323,720.85
C2045898979
0
0
0
0
36
CASH_OUT
345,253.52
C8007061
100,148
0
C701106632
0
345,253.52
0
0
250
CASH_OUT
122,297.57
C1965044525
152,843
30,545.43
C964263428
271,284.6
393,582.17
0
0
300
TRANSFER
187,705.35
C1585849128
126
0
C875795303
24,820.28
212,525.63
0
0
278
CASH_IN
256,158.22
C570749528
2,389,005.37
2,645,163.59
C832526473
1,260,046.68
1,003,888.46
0
0
165
CASH_IN
43,183.14
C250519998
26,038
69,221.14
C214210535
305,947.81
262,764.67
0
0
192
PAYMENT
530.54
C836937673
0
0
M153323088
0
0
0
0
46
CASH_OUT
210,776.94
C56034841
1,367,713.71
1,156,936.77
C1569078797
26,252.33
237,029.28
0
0
231
PAYMENT
52,286.91
C558762800
0
0
M559421209
0
0
0
0
274
CASH_IN
157,909.93
C406940041
73,818
231,727.93
C191660624
0
0
0
0
34
CASH_OUT
68,062.61
C1823880736
0
0
C406292178
147,999.83
218,873.75
0
0
353
PAYMENT
2,179.38
C1159680184
0
0
M4724978
0
0
0
0
431
PAYMENT
5,316.65
C1617931250
198,944
193,627.35
M713807429
0
0
0
0
228
PAYMENT
56,231.75
C134551565
9,308.55
0
M940171811
0
0
0
0
212
CASH_OUT
5,583.85
C1160460327
0
0
C1061721736
15,187.27
20,771.12
0
0
416
CASH_OUT
86,140.63
C1306254050
0
0
C115958054
293,226.97
379,367.6
0
0
9
PAYMENT
15,155.63
C1230581383
6,603
0
M1599910771
0
0
0
0
259
CASH_OUT
193,669.65
C10856132
0
0
C553983927
1,467,036.39
1,660,706.04
0
0
43
CASH_OUT
80,900.79
C282528303
227,924
147,023.21
C222881656
65,313.96
146,214.75
0
0
9
PAYMENT
1,704.94
C1775812754
197,318.25
195,613.31
M1421279386
0
0
0
0
326
CASH_OUT
81,256.96
C2057660694
0
0
C279581359
984,852.3
1,066,109.25
0
0
356
PAYMENT
15,345.63
C1418965902
0
0
M22587624
0
0
0
0
190
CASH_IN
62,215.56
C453201183
4,267,708.68
4,329,924.24
C622895111
957,296.03
1,202,017.03
0
0
329
CASH_OUT
9,018.02
C1600450483
101,368
92,349.98
C2070557039
0
9,018.02
0
0
274
PAYMENT
1,889.4
C131156820
34,006
32,116.6
M1860190394
0
0
0
0
13
CASH_IN
224,524.72
C308250006
7,415,941.79
7,640,466.5
C214903747
810,452.77
585,928.05
0
0
15
CASH_OUT
183,214.33
C125853102
0
0
C847606553
319,276.22
502,490.54
0
0
185
PAYMENT
4,372.78
C1443305054
0
0
M305615380
0
0
0
0
236
CASH_OUT
324,902.79
C983860209
59,367.95
0
C1151487520
3,020,750.96
3,345,653.75
0
0
9
PAYMENT
19,556.05
C381752636
52,820
33,263.95
M1697421181
0
0
0
0
207
TRANSFER
115,410.76
C1458530659
10,251
0
C1589650219
140,213.14
255,623.9
0
0
545
CASH_OUT
8,569.82
C1750992314
17,906
9,336.18
C1359497741
0
8,569.82
0
0
134
CASH_OUT
395,178.55
C687405721
10,615
0
C337340912
3,520,075.61
3,915,254.16
0
0
155
CASH_OUT
34,460.03
C1816640214
259,927
225,466.97
C370911793
517,792.37
552,252.4
0
0
139
CASH_OUT
131,407.56
C422954207
85,930
0
C506073437
70,794.13
202,201.69
0
0
203
CASH_OUT
27,294.39
C1991731905
0
0
C442250897
1,248,625.81
1,275,920.2
0
0
45
PAYMENT
7,555.62
C720660973
512,877
505,321.38
M275338485
0
0
0
0
177
PAYMENT
7,845.79
C1294570551
29,472
21,626.21
M1242932696
0
0
0
0
164
CASH_OUT
215,945.4
C1531373834
310,063
94,117.6
C43368082
0
215,945.4
0
0
374
CASH_OUT
156,482.22
C1380001446
0
0
C1987466390
215,689.78
372,172
0
0
94
CASH_OUT
159,758.29
C352040354
19,981
0
C539558183
311,848.22
471,606.52
0
0
277
CASH_IN
110,805.44
C71178334
3,952,207.46
4,063,012.9
C748513128
113,160.39
2,354.95
0
0
637
CASH_IN
5,430.89
C919365840
2,777,114.1
2,782,544.99
C496337516
2,345,349.56
2,339,918.67
0
0
375
PAYMENT
13,590.03
C359687171
0
0
M292309218
0
0
0
0
251
PAYMENT
28,059.13
C123685795
11,664
0
M825997018
0
0
0
0
404
PAYMENT
20,975.49
C1047565707
0
0
M1114024070
0
0
0
0
37
CASH_IN
153,096.67
C1748001391
1,091
154,187.67
C1349170643
261,753.82
108,657.15
0
0
232
CASH_IN
260,047.15
C703237688
30,465
290,512.15
C1716343918
28,827.09
0
0
0
379
CASH_IN
14,634.61
C515481039
496,830.28
511,464.89
C158074313
792,271.72
777,637.11
0
0
282
PAYMENT
1,094.75
C584255210
24,817
23,722.25
M1828357316
0
0
0
0
202
CASH_OUT
76,817.18
C214447074
0
0
C393536900
128,947.38
205,764.56
0
0
471
CASH_IN
299,460.16
C1105984170
10,908,541.05
11,208,001.21
C187105276
1,624,384.64
1,324,924.48
0
0
39
CASH_OUT
322,105.87
C1918397621
30,391
0
C922502124
912,368.45
1,234,474.32
0
0
348
PAYMENT
7,775.14
C489380902
23,856
16,080.86
M38366799
0
0
0
0
287
PAYMENT
11,492.14
C1612412213
122,139.37
110,647.23
M1290453004
0
0
0
0
20
PAYMENT
5,871.83
C2052045365
0
0
M475703361
0
0
0
0
354
PAYMENT
18,659.66
C958316323
162,712.74
144,053.07
M2039090329
0
0
0
0
329
CASH_OUT
113,911.22
C713308864
0
0
C1004687378
1,209,623.07
1,323,534.29
0
0
255
CASH_OUT
50,340.27
C214657837
0
0
C284368881
1,496,708.7
1,547,048.97
0
0
37
CASH_IN
196,193.78
C1331624797
1,132,542.24
1,328,736.02
C689695557
224,854.9
28,661.12
0
0
19
PAYMENT
8,790.05
C13527962
0
0
M2081237169
0
0
0
0
189
TRANSFER
221,328.43
C1079085390
0
0
C1462264296
580,184.33
292,477.71
0
0
8
CASH_OUT
575.17
C1314570420
0
0
C2082673402
110,892.74
218,486.67
0
0
35
PAYMENT
10,164.27
C675805796
3,053
0
M830088654
0
0
0
0
359
CASH_IN
247,690.71
C1627582432
8,726,675.81
8,974,366.52
C1204115716
1,085,148.64
837,457.92
0
0
232
CASH_OUT
84,656.25
C1958878216
36,048
0
C365694837
487,511.46
572,167.71
0
0
188
PAYMENT
3,228.14
C321398198
25,141.39
21,913.26
M383671386
0
0
0
0
379
TRANSFER
557,125.86
C2079441912
0
0
C684877386
7,016,901.01
7,574,026.87
0
0
284
PAYMENT
7,093.99
C12253174
0
0
M1924182554
0
0
0
0
592
CASH_OUT
115,857.78
C1832451460
12,261
0
C1352374533
0
115,857.78
0
0
331
CASH_IN
36,473
C855555503
16,757,620.72
16,794,093.72
C40360640
2,222,536.06
2,186,063.07
0
0
354
CASH_IN
71,364.38
C2144456234
11,032
82,396.38
C1496752534
122,503.93
51,139.55
0
0
47
CASH_IN
87,021.63
C1659769487
697,263.13
784,284.77
C1595680839
849,243.66
762,222.03
0
0
307
CASH_IN
300,702.94
C2020184566
1,495,498.12
1,796,201.06
C1400952803
392,638.21
91,935.27
0
0
163
TRANSFER
1,299,726.18
C1935042439
29,815
0
C953409875
73,144.16
1,372,870.34
0
0
404
CASH_OUT
4,466.84
C2041889583
0
0
C1741966057
2,682,129.45
2,686,596.3
0
0
236
TRANSFER
314,376.45
C151188621
2,084
0
C1139082943
20,551.33
334,927.79
0
0
18
CASH_IN
376,773.72
C674621558
13,941
3,953,817.4
C937863513
602,096.5
225,322.78
0
0
15
PAYMENT
4,849.39
C1342419623
3,107
0
M602796358
0
0
0
0
258
CASH_OUT
33,468.9
C616749441
11,528
0
C1290707578
626,062.32
659,531.22
0
0
138
CASH_IN
32,361.07
C414101112
447
32,808.07
C402578648
46,189.72
13,828.65
0
0
138
CASH_IN
479,306.84
C220061762
15,005
494,311.84
C1925217989
28,347.18
0
0
0
302
CASH_IN
223,427.57
C1022700074
201,987
425,414.57
C523795277
0
0
0
0
349
CASH_OUT
536,689.5
C1184194481
24,578
0
C410231069
0
536,689.5
0
0
354
PAYMENT
13,920.87
C1869638886
0
0
M428299411
0
0
0
0
186
CASH_OUT
438,405.4
C105759859
3,564
0
C1950600438
3,207,539.83
3,863,905.46
0
0
153
CASH_OUT
466,786.43
C114727103
0
0
C241877044
5,318,578.41
5,785,364.83
0
0
256
PAYMENT
5,994.26
C2115114001
0
0
M1209167395
0
0
0
0
253
PAYMENT
4,910.71
C1141089527
21,158
16,247.29
M368605695
0
0
0
0
155
PAYMENT
705.11
C1249776782
252,252.19
251,547.08
M1645436856
0
0
0
0
11
CASH_IN
109,419.76
C244426791
19,246,959.07
19,356,378.84
C920638069
1,257,029.9
1,147,610.14
0
0
451
PAYMENT
11,937.37
C624358372
21,243
9,305.63
M562443607
0
0
0
0
162
CASH_OUT
96,004.2
C294227192
4,012
0
C1374205439
5,222,422.98
5,318,427.19
0
0
256
CASH_OUT
127,812.42
C104111743
11,549
0
C1561354592
0
127,812.42
0
0
335
TRANSFER
257,691.71
C305146872
80,410.27
0
C1666460388
640,206.82
897,898.53
0
0
476
CASH_IN
35,586.09
C68659292
2,727,715.94
2,763,302.03
C1690984089
28,757,985.53
28,722,399.44
0
0
287
DEBIT
5,673.09
C292090197
42
0
C1588388003
1,086,893.93
1,092,567.01
0
0
133
PAYMENT
50,161.67
C353998397
0
0
M649699466
0
0
0
0