step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
514
CASH_IN
1,024.9
C846576633
916,823.37
917,848.27
C1043673366
164,024.24
162,999.34
0
0
160
CASH_OUT
479,535.39
C247569364
0
0
C479990682
11,186,826.72
11,666,362.11
0
0
24
PAYMENT
22,958.48
C1082266947
87,613
64,654.52
M84202314
0
0
0
0
404
CASH_OUT
10,891.99
C990580624
53,070
42,178.01
C3830469
0
10,891.99
0
0
304
CASH_OUT
269,080.69
C1317442892
3,140.88
0
C642945461
17,421,810.72
17,690,891.41
0
0
350
TRANSFER
461,419.2
C1702754316
20,993
0
C1359436924
280,560.6
741,979.8
0
0
180
CASH_OUT
156,395.6
C614445100
0
0
C433191485
352,681.87
509,077.47
0
0
13
CASH_IN
90,625.47
C67256135
502,837.99
593,463.46
C1817894724
11,635
0
0
0
397
PAYMENT
44,007.41
C252262946
8,096
0
M548100232
0
0
0
0
15
CASH_OUT
234,218.31
C1857031280
13,906
0
C547532271
174,007.89
408,226.2
0
0
374
PAYMENT
6,461.93
C1540608634
0
0
M177100031
0
0
0
0
16
CASH_IN
92,631.37
C1817465733
44,385.7
137,017.06
C1194297436
333,674.88
283,986.17
0
0
306
PAYMENT
4,835.98
C1603891395
0
0
M721797621
0
0
0
0
250
CASH_OUT
57,390.76
C617997230
0
0
C721272144
818,888.57
876,279.33
0
0
161
CASH_IN
135,737.1
C698433321
12,765,652.78
12,901,389.88
C1668148839
140,790.63
5,053.53
0
0
275
CASH_OUT
237,612.97
C1659323300
7,138
0
C173488868
0
49,223.72
0
0
10
CASH_OUT
271,489.76
C1261985587
0
0
C198862197
3,333,921.97
3,597,321.88
0
0
232
CASH_OUT
113,069.36
C1503261440
13,941
0
C169764695
4,349,023.13
4,462,092.49
0
0
137
PAYMENT
20,293.29
C1826576273
154,278.69
133,985.4
M2003565625
0
0
0
0
19
CASH_OUT
122,277.7
C2062338020
0
0
C907152002
1,106,703.35
1,071,324.86
0
0
208
CASH_OUT
96,152.45
C15301798
0
0
C2093394012
618,482.93
714,635.38
0
0
177
PAYMENT
16,278.19
C106401558
0
0
M532013183
0
0
0
0
673
CASH_IN
317,507.64
C372090954
963,142.34
1,280,649.97
C1063905875
3,744,446.31
3,426,938.67
0
0
178
CASH_OUT
68,247.26
C1187666517
59,956
0
C1002393332
15,966.83
84,214.09
0
0
371
PAYMENT
5,460.41
C1504076900
0
0
M1361948370
0
0
0
0
278
CASH_IN
313,129.92
C1669727844
10,874
324,003.92
C277634275
316,411.17
3,281.25
0
0
181
PAYMENT
25,647.44
C1608530608
0
0
M587999598
0
0
0
0
275
CASH_IN
116,862.57
C1388030102
79,721
196,583.57
C1953754595
39,143.81
0
0
0
304
TRANSFER
10,000,000
C1965389823
164
0
C746161132
566,741.88
17,627,555.08
0
0
179
TRANSFER
1,103,552.25
C448610909
6,090
0
C1947355339
0
1,103,552.25
0
0
332
PAYMENT
7,294.91
C145027962
124
0
M2584019
0
0
0
0
130
CASH_IN
265,100.33
C1730141717
17,024,434.05
17,289,534.38
C107300817
4,846,860.6
4,581,760.27
0
0
137
CASH_OUT
110,837.21
C610489788
149,181
38,343.79
C864145030
1,862,840.7
1,973,677.9
0
0
299
PAYMENT
9,667.98
C1270535193
0
0
M669895097
0
0
0
0
305
CASH_IN
181,952.94
C1539405682
89,369
271,321.94
C2100804597
34,398.36
0
0
0
212
CASH_IN
29,549.21
C935820521
123,653
153,202.21
C1698284923
1,129,563.77
1,100,014.57
0
0
325
PAYMENT
35,588.91
C1365239663
0
0
M656304188
0
0
0
0
354
CASH_IN
7,604.36
C4022948
2,390,318.97
2,397,923.33
C1514324365
153,790.6
146,186.24
0
0
571
PAYMENT
3,396.57
C314330083
109
0
M593021530
0
0
0
0
256
PAYMENT
9,100.04
C331971018
3,264.47
0
M61758694
0
0
0
0
8
CASH_OUT
219,127.5
C2081174297
62,660
0
C1465813088
104,471.2
318,574.94
0
0
351
TRANSFER
316,331.99
C35795890
0
0
C1073821395
836,105.37
1,152,437.36
0
0
351
TRANSFER
286,397.38
C1878714023
0
0
C1292843721
538,050.7
824,448.09
0
0
12
CASH_OUT
273,835.33
C1826006873
172,774.17
0
C1949430968
2,606,188.03
2,880,023.36
0
0
297
CASH_OUT
87,589.22
C1794000898
4,495.07
0
C1272526961
211,164.26
298,753.48
0
0
181
CASH_OUT
35,200.08
C173008187
71,963
36,762.92
C796323723
0
35,200.08
0
0
42
CASH_OUT
46,930.01
C603938792
0
0
C1172095889
288,756.14
335,686.15
0
0
228
CASH_OUT
60,679.04
C485359293
0
0
C1776971477
2,948,044.66
3,008,723.7
0
0
12
CASH_IN
574,119.53
C1225648692
14,377
588,496.53
C1450546672
30,254
0
0
0
234
CASH_OUT
437,527.17
C1263570925
428,840
0
C899053057
0
437,527.17
0
0
277
PAYMENT
7,152.95
C207583010
0
0
M347177750
0
0
0
0
393
PAYMENT
22,278.84
C1747554900
0
0
M75471644
0
0
0
0
40
CASH_OUT
121,405.8
C703691610
551,306.1
429,900.3
C1016036876
125,976.93
247,382.73
0
0
357
CASH_IN
127,308.59
C1621758462
1,953,415.14
2,080,723.74
C1726224733
499,124.6
371,816.01
0
0
262
PAYMENT
6,980.63
C1895206561
30,339
23,358.37
M1915678895
0
0
0
0
324
CASH_OUT
55,719.14
C388302581
0
0
C1136510574
386,216.65
441,935.79
0
0
182
TRANSFER
1,351,210.16
C1074086488
0
0
C1659071913
1,937,815.55
3,289,025.71
0
0
167
PAYMENT
3,704.11
C708556755
2,603
0
M1673035423
0
0
0
0
202
CASH_OUT
80,549.78
C255256602
383
0
C1795288724
738,125.3
818,675.08
0
0
346
CASH_OUT
420,017.97
C2000765022
464,387.65
44,369.68
C102742672
10,497,747.74
10,917,765.71
0
0
373
CASH_OUT
4,769.77
C1008880208
0
0
C582036339
2,375,701.6
2,380,471.37
0
0
18
CASH_IN
82,036.38
C982130801
605,626.85
687,663.23
C292255799
85,304.93
3,268.55
0
0
207
PAYMENT
974.69
C311157184
31,284
30,309.31
M459140081
0
0
0
0
43
PAYMENT
4,983.75
C121470074
254,700.44
249,716.69
M1984487673
0
0
0
0
258
CASH_OUT
51,048.87
C1439014780
0
0
C1617731111
1,431,794.67
1,482,843.54
0
0
214
CASH_IN
164,516.04
C1914332697
7,590,896.12
7,755,412.17
C832023580
1,045,100.6
880,584.56
0
0
709
CASH_OUT
288,623.5
C22377116
741,951
453,327.5
C1827551210
437,428.9
726,052.4
0
0
139
CASH_OUT
274,208.45
C1544915440
0
0
C135126939
287,095.89
561,304.34
0
0
162
PAYMENT
246.3
C1402707970
168
0
M491840405
0
0
0
0
210
TRANSFER
246,007.79
C1666938010
5,912.92
0
C552235677
4,138,473.55
4,384,481.34
0
0
637
PAYMENT
19,220.44
C949830294
17,896
0
M1117782341
0
0
0
0
46
CASH_OUT
107,516.77
C2029551657
203,145.86
95,629.09
C1702107134
2,036,443.02
2,143,959.79
0
0
393
PAYMENT
17,929.05
C1808309972
57,159
39,229.95
M1417592238
0
0
0
0
234
CASH_IN
478,133.29
C211940335
8,902
487,035.29
C1908436725
1,546,185.2
1,068,051.91
0
0
402
PAYMENT
18,367.37
C219164201
21,187
2,819.63
M936536987
0
0
0
0
274
CASH_OUT
309,156.37
C1627779615
19,374
0
C1862138148
88,034.16
397,190.53
0
0
278
CASH_IN
139,950.96
C32647625
7,263,181.74
7,403,132.69
C2106414963
1,496,637.49
1,356,686.53
0
0
396
CASH_OUT
350,137.24
C2007917037
5,098
0
C1743718934
0
350,137.24
0
0
352
CASH_IN
340,002.12
C1968287093
294,378
634,380.12
C911738551
3,879,019.89
3,539,017.77
0
0
326
CASH_OUT
230,434.9
C1731553617
123,178
0
C746029709
9,872,361.1
10,102,796
0
0
258
CASH_IN
105,065.5
C1962146511
48,250
153,315.5
C1822649280
2,227.48
0
0
0
307
TRANSFER
535,530.18
C1052191777
12,780
0
C1040121698
1,207,949.35
1,743,479.52
0
0
140
PAYMENT
12,012.66
C707831673
31,892
19,879.34
M1432669454
0
0
0
0
353
CASH_OUT
215,053.19
C1370556741
98,500
0
C461246320
0
215,053.19
0
0
135
CASH_OUT
483,297.97
C1182127897
456,870.56
0
C2143015292
3,493,840.3
3,977,138.27
0
0
10
PAYMENT
6,805.03
C837229603
10,228
3,422.97
M1520128429
0
0
0
0
670
TRANSFER
426,712.72
C263819950
0
0
C784892583
8,074,036.48
8,500,749.2
0
0
400
CASH_IN
141,773.68
C812790387
4,641,462.09
4,783,235.76
C1610842202
344,188.47
202,414.79
0
0
404
CASH_IN
184,799.01
C1273870840
818,408.73
1,003,207.75
C440204256
318,232.6
133,433.58
0
0
252
PAYMENT
59,595.6
C163691590
0
0
M1613054942
0
0
0
0
228
TRANSFER
2,050,285.56
C1684134641
16,906
0
C632291697
2,135,478.6
4,185,764.16
0
0
358
PAYMENT
17,279.84
C1289663399
195,266
177,986.16
M1461591086
0
0
0
0
544
CASH_OUT
21,488.66
C2126333006
0
0
C1140430904
961,677.76
983,166.42
0
0
322
PAYMENT
59,055.28
C27171816
7,519.54
0
M166420638
0
0
0
0
252
CASH_IN
418,889.16
C1000204307
20,779
439,668.16
C1021427324
5,089,921.34
4,671,032.19
0
0
305
CASH_IN
93,555.21
C682356571
179
93,734.21
C1868118748
5,286.62
0
0
0
331
CASH_IN
26,167.36
C1850497238
11,934,985.18
11,961,152.54
C947890458
2,105,416.73
2,079,249.37
0
0
251
CASH_OUT
431,360.04
C1716957385
0
0
C1912072636
857,993.72
1,289,353.76
0
0
353
CASH_OUT
171,768.17
C155264500
1,828
0
C747780921
117,133.6
288,901.78
0
0
131
CASH_OUT
18,310.58
C523885133
18,343
32.42
C916372472
2,863,146.04
2,881,456.62
0
0