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
TXN0000200
CUST00899
23
1,236
0
travel
US
mobile
0
1
522.27
0
2
694.07
0
TXN0000201
CUST00733
10
606
0
restaurant
US
mobile
0
0
241.62
0
2
308.4
0
TXN0000202
CUST00484
3
502
0
online_services
US
mobile
0
1
144.91
4
5
619.86
0
TXN0000203
CUST00406
5
1,644
0
restaurant
CA
mobile
1
0
162.41
0
2
435.75
0
TXN0000204
CUST00230
0
220
1
travel
US
mobile
0
1
1,424.52
1
13
747.51
1
TXN0000205
CUST00748
19
435
0
fashion
UK
desktop
1
0
142.24
1
3
478.08
0
TXN0000206
CUST00654
22
181
0
online_services
US
mobile
0
1
877.17
0
3
761.42
0
TXN0000207
CUST00170
15
886
0
online_services
UK
desktop
1
1
216.05
0
7
336.98
0
TXN0000208
CUST00540
14
459
0
electronics
US
desktop
0
0
185
0
2
229.67
0
TXN0000209
CUST00035
16
661
0
grocery
AU
mobile
1
0
401.13
0
4
329.29
0
TXN0000210
CUST00524
7
1,221
0
fuel
CA
mobile
1
0
194.94
1
3
359.27
0
TXN0000211
CUST00159
11
351
0
grocery
US
mobile
0
0
332.08
0
1
407.84
0
TXN0000212
CUST00838
21
509
1
fuel
US
mobile
0
0
633.34
2
8
472.34
0
TXN0000213
CUST00698
20
253
0
fashion
UK
mobile
1
0
61.02
1
1
244.92
0
TXN0000214
CUST00242
9
807
0
electronics
AU
desktop
1
0
104.19
1
3
390.97
0
TXN0000215
CUST00085
14
368
0
fashion
US
desktop
0
0
309.28
1
2
550.17
0
TXN0000216
CUST00795
8
263
0
electronics
US
mobile
0
0
170.58
1
1
219.41
0
TXN0000217
CUST00577
1
893
0
travel
US
mobile
0
1
1,270.3
6
9
566.36
1
TXN0000218
CUST00681
4
798
0
travel
US
desktop
0
1
130.39
2
7
189
0
TXN0000219
CUST00556
5
363
0
fuel
US
mobile
0
0
85.85
0
0
686.26
0
TXN0000220
CUST00573
6
233
0
restaurant
US
mobile
0
0
252.58
1
3
610.19
0
TXN0000221
CUST00952
20
270
3
restaurant
US
desktop
0
0
998.97
3
9
490.06
1
TXN0000222
CUST00645
0
1,312
0
fuel
US
mobile
0
0
496.13
1
3
223.25
0
TXN0000223
CUST00795
22
756
0
travel
UK
desktop
1
1
32.98
1
8
246.6
0
TXN0000224
CUST00027
6
256
0
fuel
UK
mobile
1
0
817.29
1
5
766.62
0
TXN0000225
CUST00619
19
578
0
restaurant
US
mobile
0
0
85.88
0
2
643.06
0
TXN0000226
CUST00555
11
279
1
fuel
AU
mobile
1
0
2,482.63
2
2
693.81
0
TXN0000227
CUST00339
15
1,015
0
travel
US
desktop
0
1
1,171.46
0
0
521.87
0
TXN0000228
CUST00797
15
998
1
fashion
US
desktop
0
0
1,491.79
2
6
472.83
0
TXN0000229
CUST00957
10
361
0
grocery
UK
mobile
1
0
97.77
0
2
496.2
0
TXN0000230
CUST00330
20
380
1
travel
UK
tablet
1
1
536.52
1
7
393.65
0
TXN0000231
CUST00639
3
88
0
fuel
AU
mobile
1
0
891.5
0
4
533.79
0
TXN0000232
CUST00505
12
314
1
travel
US
mobile
0
1
540.73
2
8
415.91
1
TXN0000233
CUST00347
6
2,262
0
travel
US
mobile
0
1
105.7
0
2
616.93
0
TXN0000234
CUST00472
3
492
0
restaurant
UK
mobile
1
0
265.04
0
7
303.4
0
TXN0000235
CUST00230
14
844
0
fuel
US
mobile
0
0
161.84
0
3
644.31
0
TXN0000236
CUST00189
18
189
0
restaurant
US
mobile
0
0
396.06
0
2
461.42
0
TXN0000237
CUST00224
8
1,653
0
fuel
US
tablet
0
0
104.65
0
3
416.18
0
TXN0000238
CUST00384
10
454
0
restaurant
US
desktop
0
0
52.07
0
4
445.23
0
TXN0000239
CUST00376
7
229
1
restaurant
US
desktop
0
0
396.02
0
8
758.95
0
TXN0000240
CUST00282
0
834
0
fashion
US
mobile
0
0
62.53
1
0
503.93
0
TXN0000241
CUST00957
22
1,791
0
travel
US
desktop
0
1
148.02
0
3
510.94
0
TXN0000242
CUST00632
23
794
1
fashion
US
mobile
0
0
1,379.99
0
11
440.21
0
TXN0000243
CUST00627
7
1,435
0
restaurant
US
desktop
0
0
178.55
1
1
610.24
0
TXN0000244
CUST00972
12
609
0
fashion
US
tablet
0
0
239.99
0
1
437.27
0
TXN0000245
CUST00744
21
172
2
online_services
AU
desktop
1
1
267.47
6
7
179.58
1
TXN0000246
CUST00258
3
85
0
online_services
US
mobile
0
1
862.33
2
9
653.18
0
TXN0000247
CUST00358
7
479
0
travel
AU
mobile
1
1
113.88
1
9
241.75
0
TXN0000248
CUST00709
2
82
0
travel
US
tablet
0
1
303.67
1
6
502.74
0
TXN0000249
CUST00455
8
401
1
restaurant
US
mobile
0
0
496.66
3
9
613.91
1
TXN0000250
CUST00410
1
448
2
travel
US
desktop
0
1
466.06
1
3
200.91
0
TXN0000251
CUST00648
1
191
2
fashion
US
mobile
0
0
78.22
2
4
285.5
0
TXN0000252
CUST00317
12
48
0
electronics
US
mobile
0
0
229.64
0
0
283.7
0
TXN0000253
CUST00676
14
532
0
travel
US
desktop
0
1
112.23
1
1
362.34
0
TXN0000254
CUST00224
22
171
0
fashion
UK
mobile
1
0
106.24
1
1
292.27
0
TXN0000255
CUST00818
11
536
0
online_services
US
mobile
0
1
747.49
1
5
809.43
0
TXN0000256
CUST00233
3
405
0
online_services
UK
mobile
1
1
1,710.45
1
6
609.03
0
TXN0000257
CUST00683
7
228
0
fashion
UK
desktop
1
0
330.27
2
1
392.22
0
TXN0000258
CUST00663
8
146
1
online_services
US
mobile
0
1
666.8
4
8
360.04
1
TXN0000259
CUST00974
22
1,226
0
fashion
CA
mobile
1
0
397.3
0
4
479.45
0
TXN0000260
CUST00826
4
830
0
travel
CA
desktop
1
1
568.03
0
4
590.71
0
TXN0000261
CUST00373
23
848
4
electronics
IN
mobile
1
0
682.43
1
11
325.13
0
TXN0000262
CUST00671
19
1,253
2
restaurant
US
mobile
0
0
489.72
2
7
364.06
0
TXN0000263
CUST00607
17
787
0
restaurant
CA
mobile
1
0
267.68
1
0
598.32
0
TXN0000264
CUST00471
10
614
0
travel
AU
mobile
1
1
307.47
0
8
306.25
0
TXN0000265
CUST00232
14
420
0
travel
UK
mobile
1
1
292.52
0
7
435.94
0
TXN0000266
CUST00691
21
286
0
online_services
US
tablet
0
1
182.37
1
1
201.35
0
TXN0000267
CUST00112
8
380
0
grocery
IN
desktop
1
0
425.22
0
2
314.95
0
TXN0000268
CUST00829
16
263
0
fuel
IN
mobile
1
0
208.11
0
3
741.54
0
TXN0000269
CUST00496
11
500
1
electronics
UK
mobile
1
0
625.83
1
6
410.05
0
TXN0000270
CUST00441
6
1,064
0
fashion
US
mobile
0
0
56.99
0
4
382.24
0
TXN0000271
CUST00563
9
635
0
fuel
CA
mobile
1
0
123.83
1
1
247.73
0
TXN0000272
CUST00267
9
534
0
fashion
US
tablet
0
0
489.18
0
2
308.92
0
TXN0000273
CUST00509
12
675
0
fuel
US
mobile
0
0
458.02
0
0
845.68
0
TXN0000274
CUST00806
18
507
0
restaurant
IN
desktop
1
0
240.42
0
2
489.79
0
TXN0000275
CUST00385
10
878
0
fuel
CA
mobile
1
0
156.56
0
4
628.47
0
TXN0000276
CUST00386
12
238
3
travel
IN
mobile
1
1
627.26
0
8
468.25
1
TXN0000277
CUST00112
20
69
0
electronics
US
mobile
0
0
36.03
0
0
382.19
0
TXN0000278
CUST00612
7
445
0
restaurant
US
mobile
0
0
273.63
1
3
381.73
0
TXN0000279
CUST00624
7
691
0
online_services
IN
desktop
1
1
90.23
2
6
377.72
0
TXN0000280
CUST00951
3
83
0
fuel
US
mobile
0
0
718.85
2
5
399.3
0
TXN0000281
CUST00080
14
597
0
electronics
CA
mobile
1
0
290.02
0
0
498.04
0
TXN0000282
CUST00698
10
969
0
travel
US
desktop
0
1
184.99
1
4
225.48
0
TXN0000283
CUST00112
10
203
1
online_services
US
desktop
0
1
886.28
2
6
315.47
0
TXN0000284
CUST00001
0
758
0
fashion
US
desktop
0
0
147.58
3
1
488.05
0
TXN0000285
CUST00641
16
150
0
online_services
US
mobile
0
1
136.61
0
1
389.05
0
TXN0000286
CUST00219
14
1,165
0
grocery
US
desktop
0
0
403.21
0
2
653.38
0
TXN0000287
CUST00565
19
155
0
electronics
US
mobile
0
0
183.44
0
3
591.41
0
TXN0000288
CUST00854
5
434
0
fashion
US
desktop
0
0
718.65
0
5
394.58
0
TXN0000289
CUST00996
23
806
0
electronics
UK
desktop
1
0
247.36
0
2
488.9
0
TXN0000290
CUST00735
21
429
0
electronics
UK
mobile
1
0
380.32
0
1
688.43
0
TXN0000291
CUST00224
14
9
0
electronics
US
mobile
0
0
515.43
2
0
362.59
0
TXN0000292
CUST00384
8
534
1
travel
UK
tablet
1
1
663.85
2
5
498.85
0
TXN0000293
CUST00402
13
207
0
restaurant
US
mobile
0
0
72.12
0
6
221.24
0
TXN0000294
CUST00637
17
241
0
electronics
US
desktop
0
0
404.24
1
3
240.93
0
TXN0000295
CUST00129
16
942
0
travel
US
mobile
0
1
635.41
1
0
395.51
0
TXN0000296
CUST00052
17
1,355
0
grocery
UK
desktop
1
0
197.86
1
2
504.95
0
TXN0000297
CUST00683
4
627
0
restaurant
US
desktop
0
0
541.39
0
4
425.03
0
TXN0000298
CUST00729
19
583
0
travel
US
mobile
0
1
96.12
0
1
167.11
0
TXN0000299
CUST00671
19
19
0
online_services
US
mobile
0
1
636.39
2
12
462.86
0