transaction_id
string
customer_id
string
transaction_hour
int64
account_age_days
int64
previous_chargebacks
int64
merchant_category
string
transaction_country
string
device_type
string
is_international
int64
is_high_risk_merchant
int64
transaction_amount
float64
transaction_velocity_1h
int64
transaction_velocity_24h
int64
avg_transaction_amount_30d
float64
risk_label
int64
TXN0000000
CUST00102
13
395
0
online_services
CA
mobile
1
1
174.76
6
5
257.88
0
TXN0000001
CUST00435
23
218
0
grocery
US
mobile
0
0
428.85
1
1
495.38
0
TXN0000002
CUST00860
22
1,212
0
grocery
US
mobile
0
0
411.69
0
2
640.15
0
TXN0000003
CUST00270
21
126
0
electronics
US
tablet
0
0
128.27
3
2
546.43
0
TXN0000004
CUST00106
6
705
2
restaurant
US
mobile
0
0
736.38
2
11
462.64
0
TXN0000005
CUST00071
20
493
0
grocery
US
mobile
0
0
106.03
0
1
219.53
0
TXN0000006
CUST00700
6
509
0
restaurant
UK
mobile
1
0
2,111.86
0
0
450.12
0
TXN0000007
CUST00020
0
216
0
fuel
US
mobile
0
0
99.51
0
1
256.07
0
TXN0000008
CUST00614
16
573
0
electronics
US
mobile
0
0
122.92
1
3
343.6
0
TXN0000009
CUST00121
8
115
0
grocery
AU
tablet
1
0
882.63
0
2
661.74
0
TXN0000010
CUST00466
20
671
0
restaurant
UK
mobile
1
0
225.02
0
3
356.52
0
TXN0000011
CUST00214
12
1,007
0
travel
US
mobile
0
1
396.69
1
4
430.39
0
TXN0000012
CUST00330
20
426
0
online_services
US
mobile
0
1
229.24
0
1
472.24
0
TXN0000013
CUST00458
18
795
0
grocery
UK
desktop
1
0
140.97
0
5
509.01
0
TXN0000014
CUST00087
20
222
0
grocery
CA
mobile
1
0
141.07
0
1
189.89
0
TXN0000015
CUST00372
18
623
0
grocery
US
desktop
0
0
487.89
0
2
427.92
0
TXN0000016
CUST00099
21
479
0
restaurant
IN
tablet
1
0
293.51
1
2
336.02
0
TXN0000017
CUST00871
16
872
0
fashion
CA
mobile
1
0
640.6
1
2
645.08
0
TXN0000018
CUST00663
22
609
0
fuel
AU
tablet
1
0
634.17
0
2
463.56
0
TXN0000019
CUST00130
22
526
0
online_services
US
mobile
0
1
388.23
0
4
437.67
0
TXN0000020
CUST00661
9
177
0
grocery
US
mobile
0
0
565.75
1
0
775.34
0
TXN0000021
CUST00308
9
1,131
1
travel
US
desktop
0
1
1,303.21
1
4
604.8
0
TXN0000022
CUST00769
3
1,060
0
travel
US
desktop
0
1
331.74
0
14
363.04
0
TXN0000023
CUST00343
7
316
3
electronics
US
desktop
0
0
609.8
0
5
344.1
0
TXN0000024
CUST00491
21
776
0
fashion
US
mobile
0
0
63.2
2
1
158.57
0
TXN0000025
CUST00413
19
614
0
fashion
UK
tablet
1
0
147.28
1
3
308
0
TXN0000026
CUST00805
19
149
0
restaurant
US
desktop
0
0
778.81
0
0
276.73
0
TXN0000027
CUST00385
17
281
0
electronics
US
mobile
0
0
308.18
0
3
520.25
0
TXN0000028
CUST00191
13
111
0
online_services
IN
tablet
1
1
177.4
0
9
489.59
0
TXN0000029
CUST00955
17
89
0
restaurant
US
tablet
0
0
639.93
0
3
447.8
0
TXN0000030
CUST00276
13
508
0
electronics
US
mobile
0
0
171.02
0
2
204.47
0
TXN0000031
CUST00160
19
549
0
fuel
UK
desktop
1
0
431.05
1
1
373.58
0
TXN0000032
CUST00459
20
315
2
fashion
IN
desktop
1
0
1,880.85
0
5
920.18
0
TXN0000033
CUST00313
23
618
0
online_services
AU
desktop
1
1
397.76
3
4
355.78
0
TXN0000034
CUST00021
14
737
3
fuel
US
mobile
0
0
1,531.82
1
5
362.8
0
TXN0000035
CUST00252
21
643
0
online_services
IN
desktop
1
1
357.13
2
5
331.23
0
TXN0000036
CUST00747
3
338
0
restaurant
US
tablet
0
0
53.31
1
4
477.87
0
TXN0000037
CUST00856
12
561
0
electronics
UK
mobile
1
0
698.3
1
0
348.15
0
TXN0000038
CUST00560
22
1,207
1
fashion
US
desktop
0
0
1,540.56
2
6
333.5
0
TXN0000039
CUST00474
7
262
0
fashion
UK
mobile
1
0
191.82
0
1
520.37
0
TXN0000040
CUST00058
17
580
0
online_services
US
mobile
0
1
152.93
3
0
396.79
0
TXN0000041
CUST00510
11
106
0
online_services
UK
mobile
1
1
270.12
1
6
222.1
0
TXN0000042
CUST00681
22
756
0
online_services
UK
desktop
1
1
93.74
1
7
179.4
0
TXN0000043
CUST00475
13
779
0
grocery
US
mobile
0
0
520.25
1
1
404.1
0
TXN0000044
CUST00699
1
571
0
restaurant
US
mobile
0
0
216.84
2
6
335.69
0
TXN0000045
CUST00975
17
525
0
grocery
UK
mobile
1
0
119.18
2
3
322.42
0
TXN0000046
CUST00782
23
1,065
0
online_services
US
mobile
0
1
416.38
0
2
375.13
0
TXN0000047
CUST00189
1
231
1
online_services
US
mobile
0
1
922.01
2
9
464.65
1
TXN0000048
CUST00957
10
196
0
fashion
UK
desktop
1
0
470.35
0
1
487.24
0
TXN0000049
CUST00686
8
546
0
restaurant
IN
desktop
1
0
87.57
0
1
296.55
0
TXN0000050
CUST00957
11
574
4
restaurant
US
mobile
0
0
1,259.37
1
4
480.51
0
TXN0000051
CUST00562
16
690
0
fuel
US
mobile
0
0
1,021.71
0
2
423.9
0
TXN0000052
CUST00875
14
544
0
travel
US
desktop
0
1
236.44
2
1
428.23
0
TXN0000053
CUST00566
16
402
0
electronics
US
mobile
0
0
224.73
1
0
650.77
0
TXN0000054
CUST00243
17
334
0
travel
US
desktop
0
1
80.46
2
2
903.71
0
TXN0000055
CUST00831
21
340
0
travel
UK
mobile
1
1
261.3
1
4
400.57
0
TXN0000056
CUST00504
5
1,147
0
online_services
CA
mobile
1
1
107.92
4
6
320.93
0
TXN0000057
CUST00130
16
357
0
fashion
US
mobile
0
0
622.7
0
2
347.51
0
TXN0000058
CUST00484
22
79
0
fuel
UK
mobile
1
0
1,704.68
3
4
745.86
0
TXN0000059
CUST00818
23
606
0
electronics
US
mobile
0
0
1,739.58
0
3
731.6
0
TXN0000060
CUST00646
17
1,063
0
online_services
US
mobile
0
1
123.37
0
0
270.83
0
TXN0000061
CUST00020
7
40
0
online_services
US
mobile
0
1
375.88
1
7
333.11
0
TXN0000062
CUST00840
8
359
0
travel
US
mobile
0
1
397.08
2
5
363.21
0
TXN0000063
CUST00166
5
1,217
0
travel
US
mobile
0
1
203.57
0
0
250.09
0
TXN0000064
CUST00273
4
663
0
restaurant
CA
desktop
1
0
247.45
6
6
388.02
0
TXN0000065
CUST00387
11
348
0
fashion
CA
mobile
1
0
1,743.19
1
2
860.47
0
TXN0000066
CUST00600
10
441
1
travel
CA
desktop
1
1
310.69
1
3
375.06
0
TXN0000067
CUST00315
0
554
0
electronics
US
desktop
0
0
302.88
3
3
535.21
0
TXN0000068
CUST00013
10
606
0
grocery
US
mobile
0
0
331.82
2
3
308.45
0
TXN0000069
CUST00241
18
789
0
online_services
CA
desktop
1
1
566.82
1
8
418.3
0
TXN0000070
CUST00776
8
380
0
grocery
US
mobile
0
0
122.72
0
1
523.28
0
TXN0000071
CUST00345
1
597
0
fashion
UK
mobile
1
0
801.69
2
5
487.83
0
TXN0000072
CUST00564
11
126
0
grocery
CA
mobile
1
0
301.86
0
0
284.42
0
TXN0000073
CUST00897
3
406
0
restaurant
CA
desktop
1
0
126.09
0
3
284.91
0
TXN0000074
CUST00339
3
342
0
restaurant
US
mobile
0
0
211.77
2
0
453.73
0
TXN0000075
CUST00091
17
416
0
electronics
IN
mobile
1
0
545.67
2
2
201.72
0
TXN0000076
CUST00366
14
164
1
fuel
UK
mobile
1
0
3,319.51
2
5
1,207.01
0
TXN0000077
CUST00955
18
220
0
fashion
US
mobile
0
0
184.73
1
1
431.73
0
TXN0000078
CUST00454
12
968
0
fashion
UK
mobile
1
0
1,329.89
0
1
579.23
0
TXN0000079
CUST00427
18
221
0
online_services
US
tablet
0
1
661.08
0
4
525.9
0
TXN0000080
CUST00508
16
476
0
grocery
US
mobile
0
0
162.63
2
3
482.58
0
TXN0000081
CUST00775
5
101
0
travel
AU
mobile
1
1
396.21
2
7
431.63
0
TXN0000082
CUST00942
15
191
0
travel
US
mobile
0
1
491.6
1
2
480.29
0
TXN0000083
CUST00034
23
2,104
0
fuel
US
mobile
0
0
202
0
2
364.51
0
TXN0000084
CUST00205
11
700
0
online_services
US
mobile
0
1
146.13
0
4
369.75
0
TXN0000085
CUST00080
18
345
0
travel
US
desktop
0
1
219.89
1
2
528.29
0
TXN0000086
CUST00931
4
209
0
fuel
US
desktop
0
0
179.49
0
4
410.74
0
TXN0000087
CUST00561
16
223
0
online_services
IN
tablet
1
1
305.16
3
6
309.3
0
TXN0000088
CUST00871
22
1,391
0
electronics
US
desktop
0
0
1,402.63
0
4
793.51
0
TXN0000089
CUST00387
0
749
0
fashion
UK
desktop
1
0
353.17
2
7
826.14
0
TXN0000090
CUST00001
23
5
0
grocery
CA
tablet
1
0
1,040.08
0
10
435.83
0
TXN0000091
CUST00389
22
354
0
electronics
US
tablet
0
0
385.58
0
2
344.48
0
TXN0000092
CUST00565
9
126
0
restaurant
US
desktop
0
0
2,476.7
0
1
693.48
0
TXN0000093
CUST00105
14
554
2
restaurant
US
desktop
0
0
342.85
2
5
264.25
0
TXN0000094
CUST00771
22
545
1
restaurant
IN
desktop
1
0
149.22
3
0
300.04
1
TXN0000095
CUST00821
20
542
0
fuel
US
mobile
0
0
304.46
0
4
441.74
0
TXN0000096
CUST00476
20
589
0
fuel
UK
mobile
1
0
336.79
1
5
445.78
0
TXN0000097
CUST00702
10
216
0
online_services
IN
desktop
1
1
863.48
0
3
1,170.91
0
TXN0000098
CUST00401
12
427
0
fashion
CA
mobile
1
0
1,122.79
1
2
803.61
0
TXN0000099
CUST00729
4
603
0
restaurant
UK
desktop
1
0
70.3
3
11
183.73
1