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app_id
int32
1.06M
1.58M
amnt
float64
0
0.94
currency
int32
1
11
operation_kind
int32
1
7
card_type
int32
1
175
operation_type
int32
1
22
operation_type_group
int32
1
4
ecommerce_flag
int32
1
3
payment_system
int32
1
7
income_flag
int32
1
3
mcc
int32
1
108
country
int32
1
24
city
int32
1
163
mcc_category
int32
1
28
day_of_week
int32
1
7
hour
int32
0
23
days_before
int32
1
359
weekofyear
int32
1
52
hour_diff
int64
-1
8.45k
transaction_number
int32
1
6.75k
__index_level_0__
int64
0
3.56M
1,063,620
0.367687
1
1
5
2
1
2
2
1
28
1
1
16
4
23
359
46
-1
1
0
1,063,620
0.403607
1
1
5
2
1
1
2
1
96
1
1
9
3
18
358
46
19
2
1
1,063,620
0.356666
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1
5
2
1
1
2
1
31
1
1
6
3
18
358
46
0
3
2
1,063,620
0.434359
1
1
5
2
1
1
2
1
22
1
1
9
3
21
358
46
3
4
3
1,063,620
0.488079
1
1
5
2
1
1
2
1
16
1
2
9
3
22
358
46
1
5
4
1,063,620
0.35071
1
1
5
2
1
2
2
1
6
1
1
3
7
0
355
46
50
6
5
1,063,620
0.558464
1
4
174
4
2
1
3
2
2
1
1
2
7
20
355
46
19
7
6
1,063,620
0.320248
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4
174
4
2
1
3
2
2
1
1
2
7
20
355
46
0
8
7
1,063,620
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5
9
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2
4
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6
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1
3
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167
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8
1,063,620
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2
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1
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2
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1
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1
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1
1
19
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15
14
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1
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2
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18
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1
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14
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2
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7
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21
20
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32
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21
1,063,620
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1
5
2
1
1
2
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1
1
163
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32
3
23
22
1,063,620
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1
1
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53
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2
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18
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2
2
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18
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3
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1
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17
337
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27
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337
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0
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32
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1
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1,063,620
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1
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1
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1
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1
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332
33
15
32
31
1,063,620
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3
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331
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33
32
1,063,620
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35
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1,063,620
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320
28
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37
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1,063,620
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7
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1,063,620
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1,063,620
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1,063,620
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315
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1
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1,063,620
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44
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1,063,620
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15
313
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42
45
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1,063,620
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1
5
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1
2
4
1
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1
1
3
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310
18
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46
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1,063,620
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1
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2
1
1
2
1
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1
1
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4
17
310
18
2
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46
1,063,620
0.305152
1
1
174
2
1
2
2
1
18
2
31
6
3
0
309
18
6
48
47
1,063,620
0.4313
1
1
5
2
1
1
2
1
16
1
1
9
6
20
305
43
117
49
48
1,063,620
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1
4
5
4
2
1
3
2
2
1
1
2
3
18
302
43
70
50
49
1,063,620
0.376485
1
1
5
2
1
2
2
1
6
1
1
3
1
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301
43
22
51
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1,063,620
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3
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11
2
2
2
2
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1
30
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301
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5
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1,063,620
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1
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2
1
2
2
1
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1
1
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1
22
301
43
2
53
52
1,063,620
0.35686
1
1
5
2
1
2
2
1
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1
1
3
6
16
298
8
66
54
53
1,063,620
0.346552
1
1
174
2
1
1
2
1
34
24
1
12
5
17
297
8
25
55
54
1,063,620
0.348388
1
1
5
9
1
2
4
1
6
1
1
3
4
15
296
8
22
56
55
1,063,620
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1
4
174
4
2
1
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2
2
1
1
2
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16
296
8
0
57
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1,063,620
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3
174
11
2
2
2
2
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1
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2
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18
296
8
3
58
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1,063,620
0.426544
1
2
174
3
1
1
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1
2
1
1
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4
19
296
8
0
59
58
1,063,620
0.346552
1
1
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2
1
2
2
1
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1
1
3
4
22
296
8
3
60
59
1,063,620
0.494096
1
1
5
2
1
1
2
1
5
1
1
4
2
1
293
8
51
61
60
1,063,620
0.281166
1
1
174
2
1
2
2
1
18
2
31
6
2
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293
8
12
62
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1,063,620
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1
3
174
5
1
1
4
1
9
1
1
2
2
14
293
8
1
63
62
1,063,620
0.348614
1
1
5
2
1
2
2
1
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1
1
3
2
17
293
8
3
64
63
1,063,620
0.40878
1
1
174
2
1
1
2
1
17
1
2
15
7
17
292
8
23
65
64
1,063,620
0.416398
1
1
5
2
1
1
2
1
1
1
2
1
7
17
292
8
0
66
65
1,063,620
0.332283
1
1
174
2
1
1
2
1
31
1
1
6
7
17
292
8
0
67
66
1,063,620
0.417397
1
1
5
2
1
2
2
1
29
3
96
6
4
19
289
19
74
68
67
1,063,620
0.465411
1
1
5
2
1
2
2
1
29
3
96
6
4
19
289
19
0
69
68
1,063,620
0.348726
1
1
5
2
1
2
2
1
29
3
96
6
4
23
289
19
4
70
69
1,063,620
0.37517
1
1
5
2
1
2
2
1
28
1
1
16
3
20
288
19
21
71
70
1,063,620
0.465411
1
1
5
2
1
2
2
1
29
3
96
6
1
16
287
19
21
72
71
1,063,620
0.359884
1
1
5
2
1
2
2
1
6
1
1
3
1
17
287
19
0
73
72
1,063,620
0.348838
1
1
5
2
1
2
2
1
6
1
1
3
1
18
287
19
1
74
73
1,063,620
0.330448
1
1
5
9
1
2
4
1
6
1
1
3
1
19
287
19
1
75
74
1,063,620
0.372369
1
1
5
9
1
2
4
1
6
1
1
3
2
1
286
19
6
76
75
1,063,620
0.452503
1
3
5
5
1
1
4
1
9
1
1
2
2
14
286
19
13
77
76
1,063,620
0.465411
1
1
5
2
1
2
2
1
29
3
55
6
5
12
283
2
70
78
77
1,063,620
0.281539
1
1
174
2
1
2
2
1
18
2
31
6
4
3
282
2
15
79
78
1,063,620
0.401298
1
1
5
2
1
1
2
1
55
1
1
13
4
18
282
2
16
80
79
1,063,620
0.576575
1
4
5
4
2
1
3
2
2
1
1
2
3
17
281
2
22
81
80
1,063,620
0.426544
1
4
5
4
2
1
3
2
2
1
1
2
3
17
281
2
0
82
81
1,063,620
0.369653
1
1
5
2
1
2
2
1
6
1
1
3
1
14
280
2
22
83
82
1,063,620
0.338135
1
1
5
2
1
2
2
1
6
1
1
3
2
21
279
2
30
84
83
1,063,620
0.369498
1
1
5
2
1
2
2
1
6
1
1
3
7
14
278
2
18
85
84
1,063,620
0.457983
1
1
5
2
1
1
2
1
1
1
2
1
6
18
277
44
28
86
85
1,063,620
0.37628
1
1
5
9
1
2
4
1
6
1
1
3
5
15
276
44
21
87
86
1,063,620
0.423608
1
1
5
2
1
1
2
1
25
1
1
6
5
17
276
44
2
88
87
1,063,620
0.374465
1
1
5
2
1
1
2
1
16
1
1
9
5
18
276
44
1
89
88
1,063,620
0.346668
1
1
5
2
1
2
2
1
6
1
1
3
5
18
276
44
0
90
89
1,063,620
0.371027
1
1
5
9
1
2
4
1
6
1
1
3
5
20
276
44
3
91
90
1,063,620
0.394984
1
1
5
2
1
1
2
1
1
1
2
1
1
19
273
44
70
92
91
1,063,620
0.355315
1
1
5
2
1
1
2
1
8
1
2
1
1
19
273
44
0
93
92
1,063,620
0.456555
1
1
5
2
1
1
2
1
3
1
1
4
1
21
273
44
2
94
93
1,063,620
0.370649
1
1
5
2
1
2
2
1
3
1
1
4
7
22
271
44
49
95
94
1,063,620
0.372073
1
1
5
2
1
2
2
1
3
1
1
4
6
22
270
21
23
96
95
1,063,620
0.36422
1
1
5
2
1
1
2
1
3
1
1
4
6
22
270
21
0
97
96
1,063,620
0.33704
1
1
5
2
1
1
2
1
7
1
1
5
5
13
269
21
15
98
97
1,063,620
0.37517
1
1
5
2
1
1
2
1
75
1
1
7
5
15
269
21
2
99
98
1,063,620
0.227847
1
1
5
2
1
1
2
1
75
1
1
7
5
15
269
21
0
100
99
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