step
int64
type
string
amount
float64
nameOrig
string
oldbalanceOrg
float64
newbalanceOrig
float64
nameDest
string
oldbalanceDest
float64
newbalanceDest
float64
isFraud
int64
isFlaggedFraud
int64
57
CASH_IN
769,865.94
C109426844
732,664.93
335,136.81
C574110668
7,845,537.14
3,198,881.89
0
0
133
CASH_OUT
430,620.21
C1047977621
1,418,946.22
3,116,156.39
C1555179009
117,286.85
642.61
0
0
331
CASH_OUT
29,674.16
C746876696
129,192.89
2,193,531.58
M1214723527
273,106.76
0
0
0
318
CASH_OUT
26,236.53
C1778935823
6,338.37
3,596,233.29
M1087189672
1,051,036.13
24.65
0
0
167
CASH_OUT
49,668.58
C994586732
174,918.26
59,848.58
C1384598746
3,017,351.27
4,227,034.88
0
0
95
CASH_OUT
13,512.82
C493959794
3,772,115.19
7,320,576.89
C1371318187
192,556.73
0.25
0
0
175
PAYMENT
182,361.87
C806197017
13,248.03
80,450.3
C1904758217
134,942.41
5.5
0
0
31
PAYMENT
181,589.13
C1960608801
94,829.27
18,985.72
C1899458851
1,817,664.4
10,365.68
0
0
153
CASH_OUT
85,318.54
C1216362538
1,265.56
896.04
C504362848
59,303.19
2.92
0
0
260
CASH_IN
72,290.71
C1439146776
6,732,053.66
9,046,707.05
C2061906578
1,378,241.44
0.02
0
0
42
CASH_IN
380,015.88
C1691051863
725,573.87
10,885.14
C1416917726
5,371,911.52
8,580,899.79
0
0
214
PAYMENT
156,951.05
C963669895
297,771.19
368,156.27
M1533955670
895,582.85
18.68
0
0
38
CASH_OUT
888,103.26
C272927585
97,434.21
61,084.92
C2112137818
3,782,857.92
7,213,257.53
0
0
175
CASH_IN
712,234.69
C715389988
5,615,019.38
3,841,598.03
C205414475
1,667,967.68
1,055,250.44
0
0
356
CASH_OUT
519,420.8
C1361701355
2,392,398.74
1,599,239.44
M811468120
2,650,316.86
82,175.7
0
0
163
CASH_OUT
205,862.69
C150324125
248,890.8
4,098,427.13
C1515944609
2,313,236.91
939,659.49
0
0
743
CASH_OUT
585,879.59
C441805648
676,831.71
85,301.09
M2053270743
2,158,961.19
1,481,021.86
0
0
388
PAYMENT
1,373.77
C212162646
3,472.28
38,647.3
M1346793585
445,061.62
0
0
0
542
PAYMENT
384.77
C1715691768
914,765.78
1,129,055.29
C1955666945
31,327.07
0
0
0
557
PAYMENT
252,513.33
C93351547
4,369,805.46
2,920,019.13
C367057178
458,425.61
250.54
0
0
247
PAYMENT
358,102.17
C1537652884
6.15
11,009.25
M414636800
1,661,578.59
1,389.53
0
0
180
CASH_OUT
83,324.24
C815042822
145,004.05
826,605.45
C743783626
870,067.91
50.6
0
0
157
PAYMENT
516.77
C198150941
40,230.07
405,396.91
M1152452774
29,500.18
0
0
0
148
CASH_OUT
298,268.92
C99066654
9,940,660
1,835,699.27
C545615738
590,251.72
3,386.46
0
0
132
PAYMENT
273.64
C1427861432
95,122.74
74,084.6
C1732337187
372,014.27
0
0
0
68
CASH_IN
72,553.6
C1239934171
2,017,175.27
4,334,924.75
C649607866
10,424,740.25
9,742,853.33
0
0
55
PAYMENT
1,152.55
C1877649193
236,466.74
1,035,034.17
C844527413
92,379.39
0
0
0
123
PAYMENT
84,162.77
C2074429148
33,798.57
292.76
C1315305672
433,042.07
11,143.21
0
0
139
PAYMENT
33,747.03
C253282461
1,182,814.84
481,064.03
M1990475899
200,153.24
0
0
0
227
CASH_IN
181,616.2
C374634829
26,791.68
104,091.84
C1419788780
7,405,442.64
1,209,711.67
0
0
605
PAYMENT
110,559.45
C1744735043
38.12
1,188.11
M1612832238
388,835.65
0.28
0
0
601
PAYMENT
305,243.1
C1110460402
0.01
1,365.83
C1822183733
3,115,880.54
951.87
0
0
108
CASH_OUT
342,748.01
C1143983659
360,356.36
4,871.77
C539430831
661,428.04
19,126.35
0
0
86
CASH_OUT
3,512.64
C2083541568
9,850.82
83,127.11
C655010770
1,764,304.44
0
0
0
378
PAYMENT
260,770.47
C1197551125
304,560.98
453,971.18
M1937501242
144,657.35
0
0
0
499
CASH_IN
522,471.67
C572197313
4,618,440.7
565,354.7
C313109555
1,049,330.61
239,869.35
0
0
726
CASH_IN
313,116.71
C1557164926
289,068.42
7,767,553.8
M1993497345
6,292,710.44
816,969.52
0
0
164
PAYMENT
221,894.89
C856136213
7,857.83
4,234,519.48
C133979526
267,330.2
1.56
0
0
161
PAYMENT
1,078.71
C1650544897
315,618.76
282,354.29
M1337412419
647,525.32
1.93
0
0
420
CASH_OUT
200,489.38
C1922316694
139,698.31
371,342.27
M375060912
2,378,406.39
2,078,157.26
0
0
326
CASH_OUT
33,304.95
C430130250
584,865.13
755,172.11
C1641448317
112,920.13
0
0
0
127
PAYMENT
170,584.71
C527141564
667.75
129,903.45
M197407725
221,497.09
0.01
0
0
375
TRANSFER
34,038.6
C983611271
255,474.34
5,642,336.95
M1254192986
10,720.29
0
0
0
67
PAYMENT
597,629.79
C1356128102
15,832.29
384,698.75
C1386345886
932,295.66
667,354.67
0
0
121
CASH_OUT
31,850.98
C412545011
4,660,793.72
12,308,101.6
C1520933688
637,715.86
17.49
0
0
187
PAYMENT
96,645.59
C103564562
24,511.94
159,375.47
C168831020
402,830.37
11.43
0
0
177
CASH_OUT
82,908.19
C21960425
642,710.37
4,582,287.83
M427860393
1,381,036.82
20.7
0
0
74
CASH_IN
71,432.41
C1606044451
1,879,790.51
1,493,038.58
C852750330
634,650.99
519.13
0
0
147
PAYMENT
87,623.69
C1610453779
48,432.13
1,035,755.68
C349653679
2,367,243.33
9,170.71
0
0
151
CASH_IN
473,350.5
C325045923
608,685.89
5,762.51
C1857468027
2,663,544.16
4,530,036.47
0
0
329
CASH_OUT
112,946.39
C484600214
313.67
4,280,676.57
C1960656293
2,866,870.11
10,998.79
0
0
242
PAYMENT
2,953.52
C650259401
1,234,789.5
460,447.64
M1249439785
656,460.69
60.36
0
0
99
CASH_OUT
69,513.78
C747836119
5.64
10,545.61
C1872721498
2,247,812.98
6,679.49
0
0
428
PAYMENT
11.4
C728548580
609,051.22
5,157.62
M302069350
18,983.77
0
0
0
391
CASH_OUT
218,688.01
C1185379603
259,031.22
20.6
M1246872630
1,506,047.16
1,872,064.96
0
0
302
CASH_OUT
444,957.7
C819398680
835,480.79
1,317,233.46
M1398476043
521,578.3
32.12
0
0
303
PAYMENT
13,233.94
C965358482
17,657.13
1,142,278.14
M1094452990
182,423.38
0
0
0
134
TRANSFER
15,712.63
C875669308
117,393.68
390,455.47
C76160893
1,124,327.67
3,013.63
0
0
219
CASH_OUT
226,111.32
C1064477408
800,127.44
1,650,154.56
C1007486307
624,969.36
0.01
0
0
369
CASH_OUT
291,978
C560191737
20,691.64
228,102.11
M1992503136
1,729,735.57
11,707.17
0
0
221
PAYMENT
151,062.59
C1800375928
707,244.69
70,801.5
M1665820278
3,809,897.91
866,243.41
0
0
343
PAYMENT
90,978.67
C954441060
5,605,736.73
1,333,534.01
M1907450360
6,592,736.26
3,079,337.28
0
0
88
TRANSFER
59,995.21
C1667780225
4,170,972.4
1,136,430.04
C2117402910
404,700.34
31.89
0
0
479
CASH_IN
70,347.97
C1692455219
6,098,366.93
15,653,226.09
C690298347
1,687,900.68
56,890.48
0
0
129
CASH_OUT
49,479.2
C403546998
670,145.42
2,459,956.64
M847935643
457,280.81
4.57
0
0
171
TRANSFER
408,510.55
C2105280614
0.3
123.13
C192283251
1,138,908.01
673,260.65
0
0
137
PAYMENT
110.91
C2134058748
7,973,461.45
10,509,752.53
M1385805788
7,499.81
0
0
0
99
PAYMENT
650.73
C806680797
77,688.01
3,528.38
C518332215
150,795.46
2.53
0
0
346
CASH_OUT
156,631.3
C993854407
1,162,968.58
101,688.08
M1060065653
122,338.68
3,517.77
0
0
175
CASH_IN
99,277.64
C1331209706
33,031.05
3,262,839.15
M794675760
1,704,638.16
191.91
0
0
158
CASH_OUT
60,188.28
C1959521128
30,017.5
2,008,753.28
C680521527
3,382,291.51
23,217.48
0
0
130
PAYMENT
11,260.79
C60394954
14,069.43
39,922.19
C1996610747
1,115,334.6
28,136.43
0
0
117
CASH_OUT
8,315.81
C1887820120
94,223.53
524,123.93
C1543056545
723,414.31
0
0
0
393
CASH_OUT
60,390.92
C1464730332
1,000,998.72
1,062,764.5
C1448155572
199,877.15
0.12
0
0
354
CASH_IN
120,278.34
C272188051
5,297,879.37
9,975,012.22
C389192939
3,036,404.73
3,426,595.84
0
0
139
PAYMENT
89,463.21
C975534249
12,833.38
22,045.43
C708206184
274,782.5
23.59
0
0
142
PAYMENT
114,939.11
C121643694
233,412.48
193,001.77
C1606379076
183,550.19
0
0
0
64
PAYMENT
30,862.29
C1051827754
102,028.06
353,278.93
C1438445181
173,066.23
29.82
0
0
381
CASH_OUT
482,777.25
C1082129199
15,290.22
943,695.54
C1442584354
1,197,357.61
10,259.98
0
0
174
PAYMENT
48.39
C1062308777
10,994.91
6,008,599.03
M1267821367
536,296.23
0
0
0
116
CASH_IN
60,829.85
C1045666150
46,443.91
1,699,716.36
C616611715
6,910,338.07
273,149.95
0
0
154
CASH_OUT
28,801.69
C4025638
10,143.83
23,910.41
C1274939750
1,296,414.13
1,041.16
0
0
55
CASH_IN
28,858.67
C210901668
4,322,742.73
6,854,195.72
C1403808692
3,914,579.73
136,950.37
0
0
154
CASH_IN
1,062,265.07
C1497508507
336,741.61
58,746.47
C1653922061
5,051,435.77
2,931,531.64
0
0
214
PAYMENT
3,351.71
C67245233
928,574.84
931,253.26
C409352864
5,888.51
0
0
0
661
PAYMENT
111,391.16
C1350654004
509.84
14,102.67
C1301121197
1,981,711.33
4,771.23
0
0
736
CASH_OUT
87,858.05
C889401979
565.05
94,685.68
M28280273
1,182,261.1
8.83
0
0
570
PAYMENT
137,777.16
C903238250
446,007.42
12,475.3
M13698795
201,310.36
0
0
0
278
PAYMENT
17,269.95
C995058576
233,227.71
14,679,764.07
M1566394036
255,718.34
0
0
0
207
CASH_OUT
574,346.82
C1119323968
5,209.47
16,430.48
C408338154
2,049,567.92
4,376.26
0
0
268
CASH_OUT
17,946.91
C1026839895
3,034,204.72
1,425,888.19
C60711093
430,101.75
2.11
0
0
273
CASH_OUT
196,822.96
C1917701647
841,386.38
263,752.33
M1251610808
285,992.26
0.02
0
0
117
PAYMENT
17,832.83
C680129104
0.01
71.39
C1520540363
677,415.69
0.02
0
0
458
PAYMENT
2,976.88
C1918122671
3,433.5
36,719.01
M2134047345
684,873.18
1
0
0
711
CASH_OUT
28,888.61
C1061202704
4,223,545.9
1,547,797.93
M1107037465
2,876,257
1,841,462.7
0
0
337
TRANSFER
197,193.23
C395661701
7,490.02
8,735.17
M885518230
2,037,559.03
72,455.96
0
0
335
CASH_OUT
390,537.49
C1257333960
271,208.1
86,555.49
C187590784
819,710.49
23,453.58
0
0
202
PAYMENT
10,122.98
C157729819
3,514,362.78
3,547,049.02
M1928491136
253,065.24
0
0
0
149
CASH_IN
79,460.19
C2067558612
220,082.79
6,502,592.97
C1445557695
4,350,646.09
15,405.25
0
0
310
CASH_OUT
307,142.93
C1624078866
6,012,442.02
4,388,371.92
C1162036617
317,019.76
0
0
0