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
TXN0000100
CUST00555
0
1,260
0
fuel
IN
desktop
1
0
213.2
3
10
750.39
1
TXN0000101
CUST00161
23
978
0
online_services
US
mobile
0
1
273.48
0
3
264.78
0
TXN0000102
CUST00201
11
2,078
0
fuel
CA
mobile
1
0
97.23
0
2
188.01
0
TXN0000103
CUST00957
10
636
2
travel
US
mobile
0
1
686.61
1
8
457.82
0
TXN0000104
CUST00995
16
337
0
fuel
US
mobile
0
0
585.63
0
1
348.26
0
TXN0000105
CUST00269
3
730
0
restaurant
US
mobile
0
0
620.11
0
0
247.32
0
TXN0000106
CUST00862
14
209
0
electronics
US
desktop
0
0
330.17
0
2
444.43
0
TXN0000107
CUST00815
8
1,762
0
restaurant
US
mobile
0
0
950.34
0
3
609.98
0
TXN0000108
CUST00270
20
524
0
online_services
US
mobile
0
1
323.37
0
2
495.22
0
TXN0000109
CUST00455
19
888
0
online_services
US
mobile
0
1
680.84
1
0
606.73
0
TXN0000110
CUST00461
18
496
0
online_services
US
desktop
0
1
125.12
1
0
653.1
0
TXN0000111
CUST00726
18
129
0
travel
CA
mobile
1
1
131.92
1
6
425.31
0
TXN0000112
CUST00251
11
414
0
restaurant
US
desktop
0
0
1,289.12
0
4
881.8
0
TXN0000113
CUST00701
4
368
0
grocery
US
mobile
0
0
165.63
0
3
208.18
0
TXN0000114
CUST00295
9
70
0
travel
UK
mobile
1
1
1,789.4
4
2
697.71
0
TXN0000115
CUST00724
16
72
0
fashion
US
mobile
0
0
160.52
2
2
465.79
0
TXN0000116
CUST00719
4
871
0
restaurant
AU
tablet
1
0
334.34
2
6
144.65
0
TXN0000117
CUST00748
21
205
0
fuel
AU
mobile
1
0
219.5
1
0
395.38
0
TXN0000118
CUST00337
15
500
0
electronics
US
desktop
0
0
433.94
1
1
296.38
0
TXN0000119
CUST00878
6
419
0
restaurant
IN
desktop
1
0
432.11
1
3
443.39
0
TXN0000120
CUST00052
8
369
0
electronics
UK
desktop
1
0
144.14
0
3
503.72
0
TXN0000121
CUST00791
2
522
0
online_services
US
mobile
0
1
445.82
1
5
383.83
0
TXN0000122
CUST00921
14
979
0
online_services
UK
desktop
1
1
98.1
2
8
517.9
0
TXN0000123
CUST00216
15
489
0
grocery
UK
tablet
1
0
973.23
0
4
328.06
0
TXN0000124
CUST00763
17
875
0
fashion
UK
desktop
1
0
326.16
1
2
282.51
0
TXN0000125
CUST00187
13
828
0
fuel
UK
desktop
1
0
21.71
2
1
490.26
0
TXN0000126
CUST00379
2
640
0
travel
US
mobile
0
1
85.9
5
10
298.57
1
TXN0000127
CUST00492
11
562
1
travel
IN
mobile
1
1
1,225.99
1
3
585.27
0
TXN0000128
CUST00040
8
84
1
fashion
AU
desktop
1
0
1,458.84
5
7
433.14
1
TXN0000129
CUST00156
6
301
0
grocery
UK
mobile
1
0
179.01
0
6
321.54
0
TXN0000130
CUST00014
8
1,143
0
grocery
US
desktop
0
0
277.44
0
1
685.9
0
TXN0000131
CUST00812
12
333
1
online_services
US
tablet
0
1
1,839.4
4
9
771.76
1
TXN0000132
CUST00064
17
451
0
restaurant
UK
desktop
1
0
698.48
0
0
744.11
0
TXN0000133
CUST00856
4
427
0
grocery
AU
tablet
1
0
505.87
1
8
475.5
0
TXN0000134
CUST00838
12
304
0
restaurant
IN
mobile
1
0
156.29
0
0
354.44
0
TXN0000135
CUST00520
3
501
1
electronics
AU
desktop
1
0
2,153.59
1
6
704.33
0
TXN0000136
CUST00343
1
435
1
fashion
US
mobile
0
0
92.26
2
7
386.31
0
TXN0000137
CUST00128
15
352
0
electronics
AU
mobile
1
0
195.62
0
2
258.3
0
TXN0000138
CUST00647
8
203
0
electronics
US
desktop
0
0
401.83
0
0
464.56
0
TXN0000139
CUST00471
8
181
0
electronics
US
mobile
0
0
93.24
0
1
238.44
0
TXN0000140
CUST00062
5
797
0
electronics
US
tablet
0
0
255.69
1
3
309.19
0
TXN0000141
CUST00138
10
16
0
travel
AU
mobile
1
1
1,228.14
0
7
601.07
0
TXN0000142
CUST00498
21
504
0
grocery
AU
tablet
1
0
131.55
1
1
961.73
0
TXN0000143
CUST00592
23
970
0
fashion
US
mobile
0
0
284.96
0
3
290.99
0
TXN0000144
CUST00391
21
556
2
fashion
US
desktop
0
0
176.45
1
6
340.31
0
TXN0000145
CUST00674
0
406
0
fuel
IN
desktop
1
0
547.03
1
8
394.15
0
TXN0000146
CUST00418
3
225
0
electronics
US
desktop
0
0
374.9
0
2
224.13
0
TXN0000147
CUST00288
12
473
0
fashion
US
mobile
0
0
441.86
0
2
305.94
0
TXN0000148
CUST00378
22
1,013
1
online_services
US
desktop
0
1
596.95
2
7
886.46
0
TXN0000149
CUST00772
12
945
0
restaurant
UK
mobile
1
0
64.54
0
2
338.31
0
TXN0000150
CUST00489
12
468
0
fashion
IN
desktop
1
0
220.04
0
2
561.76
0
TXN0000151
CUST00230
1
835
1
online_services
US
mobile
0
1
2,513.85
2
7
722.46
1
TXN0000152
CUST00040
8
397
0
electronics
US
mobile
0
0
551.75
1
2
492.48
0
TXN0000153
CUST00027
23
310
1
fashion
US
mobile
0
0
2,817.06
1
8
663.87
1
TXN0000154
CUST00134
7
759
1
grocery
US
mobile
0
0
790.52
3
7
992.38
0
TXN0000155
CUST00200
6
1,194
1
electronics
US
tablet
0
0
323.98
2
4
388.56
0
TXN0000156
CUST00839
3
1,252
0
travel
AU
mobile
1
1
1,457.72
2
9
540.16
0
TXN0000157
CUST00779
17
577
1
online_services
UK
desktop
1
1
727.76
1
7
709.18
1
TXN0000158
CUST00929
2
203
0
grocery
IN
mobile
1
0
156.59
1
7
308.23
0
TXN0000159
CUST00032
5
48
0
fashion
AU
tablet
1
0
61.08
5
5
120.45
0
TXN0000160
CUST00047
11
238
0
travel
US
mobile
0
1
319.71
0
4
934.07
0
TXN0000161
CUST00502
11
529
0
fuel
US
mobile
0
0
517.82
0
1
316.5
0
TXN0000162
CUST00406
20
1,003
0
grocery
UK
desktop
1
0
96.37
1
1
409.11
0
TXN0000163
CUST00573
7
163
0
fuel
US
desktop
0
0
805.42
0
0
563.45
0
TXN0000164
CUST00727
21
519
0
restaurant
UK
mobile
1
0
298.79
0
4
853.27
0
TXN0000165
CUST00804
21
436
0
grocery
US
mobile
0
0
267.27
0
1
437.29
0
TXN0000166
CUST00098
0
383
0
travel
UK
mobile
1
1
320.33
0
10
561.58
0
TXN0000167
CUST00683
3
502
0
fuel
US
mobile
0
0
373.16
0
1
303.07
0
TXN0000168
CUST00871
20
1,541
0
restaurant
US
desktop
0
0
97.3
0
0
775.63
0
TXN0000169
CUST00725
10
454
0
fuel
UK
mobile
1
0
113.98
1
4
393.49
0
TXN0000170
CUST00986
2
614
0
fashion
US
mobile
0
0
64.2
0
1
372.4
0
TXN0000171
CUST00546
12
139
0
electronics
US
mobile
0
0
2,122.44
1
3
379.81
0
TXN0000172
CUST00960
16
1,087
0
fuel
UK
mobile
1
0
235.44
1
3
341.24
0
TXN0000173
CUST00738
21
1,008
3
fashion
US
desktop
0
0
370.08
1
13
710.18
0
TXN0000174
CUST00612
21
102
0
electronics
AU
desktop
1
0
236.64
0
3
422.21
0
TXN0000175
CUST00942
9
54
0
electronics
US
mobile
0
0
163.76
0
4
519.25
0
TXN0000176
CUST00461
20
868
0
travel
UK
mobile
1
1
212.02
3
6
563.31
0
TXN0000177
CUST00642
11
664
0
online_services
US
mobile
0
1
329.47
1
2
649.8
0
TXN0000178
CUST00768
14
122
0
restaurant
US
tablet
0
0
176.79
1
2
613.8
0
TXN0000179
CUST00004
20
272
0
online_services
US
mobile
0
1
270.21
1
2
424.77
0
TXN0000180
CUST00217
9
417
0
restaurant
UK
mobile
1
0
1,581.87
1
4
410.32
0
TXN0000181
CUST00502
13
204
0
grocery
US
mobile
0
0
56.45
0
1
392.27
0
TXN0000182
CUST00766
12
268
0
fashion
US
tablet
0
0
98.43
2
2
210.32
0
TXN0000183
CUST00397
4
628
0
travel
UK
desktop
1
1
1,307.12
4
8
336.93
1
TXN0000184
CUST00870
5
716
0
fuel
US
mobile
0
0
731.24
1
2
599.28
0
TXN0000185
CUST00794
23
701
0
fashion
UK
mobile
1
0
2,680.57
2
1
1,000.38
0
TXN0000186
CUST00392
1
945
0
fuel
CA
desktop
1
0
340.91
4
5
345.83
0
TXN0000187
CUST00206
21
397
1
online_services
US
mobile
0
1
336.99
3
7
409.48
1
TXN0000188
CUST00014
16
1,329
1
fuel
US
mobile
0
0
2,150.87
1
11
553.03
0
TXN0000189
CUST00857
3
414
0
online_services
US
tablet
0
1
270.34
1
7
255.3
0
TXN0000190
CUST00553
13
733
0
online_services
UK
tablet
1
1
262.11
4
14
602.29
1
TXN0000191
CUST00891
9
537
0
fuel
US
tablet
0
0
51.71
0
5
428.17
0
TXN0000192
CUST00460
2
934
2
grocery
US
mobile
0
0
2,108.72
2
2
828.92
0
TXN0000193
CUST00690
2
731
0
online_services
US
mobile
0
1
117.1
2
3
180.02
0
TXN0000194
CUST00574
14
1,115
0
grocery
US
mobile
0
0
385.11
1
0
584.93
0
TXN0000195
CUST00863
5
584
0
travel
US
desktop
0
1
258.22
0
2
993.64
0
TXN0000196
CUST00742
16
845
0
grocery
US
desktop
0
0
287.03
0
1
963.91
0
TXN0000197
CUST00240
11
622
0
travel
US
desktop
0
1
255.06
2
1
246.34
0
TXN0000198
CUST00563
21
1,748
0
grocery
US
tablet
0
0
133.85
1
0
365.28
0
TXN0000199
CUST00095
19
1,023
0
restaurant
US
desktop
0
0
124.86
0
1
453.37
0