TransactionID
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8
8
AccountID
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495 values
TransactionAmount
float64
0.26
1.92k
TransactionDate
stringlengths
19
19
TransactionType
stringclasses
2 values
Location
stringclasses
43 values
DeviceID
stringlengths
7
7
IP Address
stringlengths
9
15
MerchantID
stringclasses
100 values
Channel
stringclasses
3 values
CustomerAge
int64
18
80
CustomerOccupation
stringclasses
4 values
TransactionDuration
int64
10
300
LoginAttempts
int64
1
5
AccountBalance
float64
101
15k
PreviousTransactionDate
stringclasses
360 values
TX002101
AC00394
139.52
2023-09-22 18:02:42
Debit
Portland
D000504
216.79.134.201
M025
Branch
23
Student
31
1
1,570.22
2024-11-04 08:08:00
TX002102
AC00374
51.2
2023-03-13 18:45:47
Debit
Tucson
D000105
21.97.154.92
M066
Online
18
Student
83
1
730.6
2024-11-04 08:06:44
TX002103
AC00054
122.85
2023-11-29 17:38:53
Credit
Seattle
D000392
210.98.198.143
M069
Online
47
Doctor
127
3
13,185.39
2024-11-04 08:07:00
TX002104
AC00281
161.38
2023-11-09 16:06:17
Credit
Colorado Springs
D000690
71.93.189.160
M019
Online
24
Student
101
1
3,900.34
2024-11-04 08:10:55
TX002105
AC00140
2.51
2023-04-17 16:04:21
Debit
Baltimore
D000539
46.150.175.171
M099
Online
63
Retired
32
1
4,891.56
2024-11-04 08:11:22
TX002106
AC00058
22.62
2023-05-10 16:35:02
Debit
Virginia Beach
D000032
197.187.216.106
M075
ATM
64
Doctor
102
1
7,682
2024-11-04 08:11:17
TX002107
AC00066
126.83
2023-02-20 16:40:25
Debit
Austin
D000593
21.122.39.207
M007
Branch
57
Retired
39
1
6,100.98
2024-11-04 08:10:31
TX002108
AC00190
46.6
2023-08-30 17:54:55
Debit
Detroit
D000029
147.227.81.224
M060
Online
55
Doctor
68
1
1,562.9
2024-11-04 08:06:23
TX002109
AC00452
243.8
2023-01-03 16:42:41
Debit
San Francisco
D000550
64.15.0.66
M016
Branch
57
Doctor
48
1
13,732.81
2024-11-04 08:10:09
TX002110
AC00099
231.51
2023-08-28 17:22:16
Credit
Oklahoma City
D000380
205.69.66.135
M008
Branch
60
Retired
96
1
5,790.7
2024-11-04 08:12:09
TX002111
AC00126
175.05
2023-01-02 17:05:16
Debit
San Francisco
D000299
24.129.74.189
M068
Online
39
Engineer
34
1
1,447.35
2024-11-04 08:08:09
TX002112
AC00021
762.74
2023-05-02 17:24:54
Debit
Los Angeles
D000196
8.136.178.116
M053
ATM
64
Doctor
244
1
207.1
2024-11-04 08:06:39
TX002113
AC00353
34.03
2023-05-22 17:09:30
Debit
Los Angeles
D000133
141.241.241.128
M016
Branch
57
Engineer
38
1
3,077.2
2024-11-04 08:09:59
TX002114
AC00482
15.95
2023-03-14 17:10:00
Debit
Raleigh
D000669
190.92.63.219
M048
Branch
25
Student
52
1
1,983
2024-11-04 08:11:39
TX002115
AC00427
926.53
2023-11-24 17:24:24
Debit
Milwaukee
D000294
147.125.143.41
M064
ATM
57
Engineer
107
1
3,120.1
2024-11-04 08:06:24
TX002116
AC00430
101.51
2023-03-23 16:17:51
Credit
Tucson
D000055
28.149.72.129
M042
Online
46
Engineer
199
1
3,052.47
2024-11-04 08:11:54
TX002117
AC00043
309.42
2023-10-18 16:51:31
Debit
Fresno
D000395
214.32.109.197
M089
Branch
27
Engineer
42
1
8,564.46
2024-11-04 08:10:21
TX002118
AC00186
257.6
2023-12-18 16:30:46
Credit
Fort Worth
D000576
40.244.94.218
M004
Online
59
Retired
293
1
7,950.74
2024-11-04 08:09:57
TX002119
AC00248
746.78
2023-11-27 16:29:16
Credit
Mesa
D000243
112.66.191.48
M001
Branch
21
Student
64
1
1,699.81
2024-11-04 08:07:44
TX002120
AC00069
82.01
2023-12-25 17:27:57
Credit
Sacramento
D000447
210.98.198.143
M097
Branch
23
Student
156
1
287.46
2024-11-04 08:07:14
TX002121
AC00002
476.99
2023-01-10 16:00:32
Debit
San Diego
D000594
113.137.153.101
M022
Online
23
Student
187
1
1,154.48
2024-11-04 08:10:10
TX002122
AC00090
320.11
2023-08-31 16:26:37
Debit
El Paso
D000614
85.240.254.83
M025
Branch
23
Student
130
1
4,076.48
2024-11-04 08:07:38
TX002123
AC00210
333.39
2023-09-11 16:36:59
Debit
Philadelphia
D000244
10.144.131.89
M015
ATM
68
Doctor
35
1
10,628.59
2024-11-04 08:08:37
TX002124
AC00014
10.3
2023-12-07 16:59:06
Debit
Fresno
D000494
150.231.20.169
M022
ATM
47
Engineer
197
1
7,801.32
2024-11-04 08:10:12
TX002125
AC00039
737.46
2023-01-03 16:28:03
Credit
Albuquerque
D000443
202.194.199.70
M037
Branch
53
Doctor
75
4
634.16
2024-11-04 08:07:37
TX002126
AC00021
416.55
2023-05-05 17:31:53
Debit
Oklahoma City
D000430
188.205.152.176
M038
Online
33
Engineer
73
1
922.96
2024-11-04 08:07:20
TX002127
AC00242
84.91
2023-10-16 18:38:15
Debit
Raleigh
D000667
141.201.46.191
M034
Online
18
Student
68
1
1,671.86
2024-11-04 08:06:59
TX002128
AC00413
98.95
2023-12-29 17:37:37
Debit
Mesa
D000432
112.196.12.19
M084
Branch
75
Retired
73
1
5,670.82
2024-11-04 08:07:52
TX002129
AC00082
18.14
2023-02-17 18:46:59
Credit
Milwaukee
D000579
99.205.173.118
M097
ATM
58
Retired
48
1
6,020.85
2024-11-04 08:11:08
TX002130
AC00304
1,154.79
2023-08-02 17:52:47
Debit
Columbus
D000585
97.4.209.133
M006
ATM
51
Doctor
108
1
6,180.3
2024-11-04 08:11:47
TX002131
AC00098
215.13
2023-01-05 16:02:42
Debit
Charlotte
D000606
161.168.126.136
M016
Online
46
Engineer
114
1
3,956.69
2024-11-04 08:08:16
TX002132
AC00372
218.57
2023-10-16 16:30:38
Credit
Memphis
D000095
110.64.1.201
M004
Branch
62
Doctor
102
1
13,869.86
2024-11-04 08:08:19
TX002133
AC00274
341.88
2023-06-14 16:34:43
Debit
Austin
D000321
3.11.254.2
M053
ATM
43
Engineer
89
1
4,159.52
2024-11-04 08:11:00
TX002134
AC00080
691.92
2023-07-10 16:37:18
Debit
Boston
D000187
163.58.140.206
M010
Online
19
Student
61
1
1,084.65
2024-11-04 08:12:13
TX002135
AC00064
50.43
2023-07-10 16:06:28
Debit
San Jose
D000043
161.195.172.148
M057
Branch
32
Doctor
51
1
9,794.26
2024-11-04 08:09:10
TX002136
AC00241
440.43
2023-09-21 17:41:34
Debit
Colorado Springs
D000614
111.226.226.202
M015
Branch
78
Retired
23
1
5,123.24
2024-11-04 08:07:52
TX002137
AC00055
299.03
2023-01-19 17:27:01
Debit
Columbus
D000383
193.221.15.59
M018
Branch
39
Engineer
52
1
1,381.28
2024-11-04 08:10:02
TX002138
AC00215
1.98
2023-12-25 17:41:33
Debit
Seattle
D000690
45.241.13.208
M074
ATM
66
Doctor
170
1
11,619.1
2024-11-04 08:10:47
TX002139
AC00037
173.45
2023-12-25 16:25:43
Debit
Philadelphia
D000053
136.250.159.93
M066
ATM
31
Engineer
161
1
9,077.62
2024-11-04 08:07:11
TX002140
AC00325
438.76
2023-02-13 16:48:50
Debit
San Antonio
D000074
182.84.41.229
M072
Branch
22
Student
73
1
1,824.19
2024-11-04 08:11:13
TX002141
AC00394
519.62
2023-11-23 17:42:11
Credit
Washington
D000046
51.250.46.149
M026
Online
71
Retired
40
1
4,159.33
2024-11-04 08:06:37
TX002142
AC00164
738.68
2023-03-07 16:36:08
Debit
Chicago
D000369
197.23.128.119
M096
Online
50
Doctor
124
1
14,352.33
2024-11-04 08:11:40
TX002143
AC00096
151.14
2023-06-01 16:18:49
Debit
Memphis
D000142
143.212.47.226
M004
Online
64
Retired
38
1
2,156.54
2024-11-04 08:11:40
TX002144
AC00402
75.77
2023-08-07 17:48:31
Debit
Charlotte
D000172
218.83.2.94
M090
Branch
51
Engineer
148
1
8,361.7
2024-11-04 08:09:47
TX002145
AC00077
444.52
2023-04-04 16:11:34
Debit
Louisville
D000540
214.67.148.245
M026
Online
27
Engineer
17
1
5,424.6
2024-11-04 08:06:58
TX002146
AC00116
5.29
2023-03-08 18:51:57
Debit
Indianapolis
D000479
23.92.205.75
M062
Online
52
Doctor
276
1
11,263.89
2024-11-04 08:09:14
TX002147
AC00145
97.63
2023-05-15 16:05:06
Credit
Milwaukee
D000236
101.90.40.193
M023
Online
48
Doctor
127
1
12,467.31
2024-11-04 08:11:10
TX002148
AC00457
256.95
2023-05-04 16:37:21
Debit
San Diego
D000672
49.172.82.247
M047
Branch
26
Engineer
71
1
2,531.24
2024-11-04 08:08:10
TX002149
AC00021
734.86
2023-12-08 16:36:30
Credit
Boston
D000198
134.140.85.231
M075
Branch
48
Engineer
290
1
6,242.03
2024-11-04 08:08:49
TX002150
AC00110
1,250.94
2023-02-28 17:45:06
Debit
Columbus
D000282
35.67.21.23
M054
ATM
36
Doctor
107
2
11,565.97
2024-11-04 08:08:33
TX002151
AC00284
84.28
2023-06-12 17:09:17
Debit
Memphis
D000413
66.23.166.248
M087
Branch
39
Doctor
142
1
13,586.06
2024-11-04 08:07:40
TX002152
AC00012
927.45
2023-08-07 18:52:42
Debit
Austin
D000210
176.96.83.253
M027
ATM
24
Student
95
1
1,161.84
2024-11-04 08:07:13
TX002153
AC00065
202.49
2023-12-28 16:30:32
Credit
Virginia Beach
D000171
93.52.44.101
M050
ATM
48
Engineer
69
1
7,447.1
2024-11-04 08:08:28
TX002154
AC00439
154.99
2023-08-28 17:07:08
Debit
Mesa
D000582
82.51.236.134
M025
Branch
25
Student
53
1
1,419.31
2024-11-04 08:08:06
TX002155
AC00157
481.53
2023-09-12 17:21:48
Debit
Atlanta
D000142
221.169.49.152
M087
Branch
58
Retired
277
1
6,142.54
2024-11-04 08:11:54
TX002156
AC00013
172.92
2023-08-28 16:56:05
Debit
Miami
D000519
214.67.148.245
M052
Online
20
Student
212
1
416.37
2024-11-04 08:08:14
TX002157
AC00355
275.59
2023-10-10 16:49:03
Credit
Philadelphia
D000243
132.127.5.187
M063
Branch
53
Retired
238
1
6,313.22
2024-11-04 08:10:12
TX002158
AC00155
207.2
2024-01-01 16:12:32
Debit
Columbus
D000604
214.247.164.80
M028
Online
60
Engineer
133
1
8,092.94
2024-11-04 08:06:23
TX002159
AC00105
136.82
2023-08-25 18:24:06
Debit
Chicago
D000541
49.31.186.82
M091
Branch
31
Engineer
14
1
6,229.13
2024-11-04 08:08:03
TX002160
AC00216
624
2023-02-16 17:34:34
Debit
Houston
D000207
113.137.153.101
M097
Branch
26
Engineer
132
5
4,976.18
2024-11-04 08:11:42
TX002161
AC00297
179.38
2023-08-10 18:31:00
Debit
Chicago
D000499
112.56.160.202
M074
Online
30
Engineer
28
1
8,741.51
2024-11-04 08:08:34
TX002162
AC00139
10.15
2023-02-23 16:51:34
Debit
Austin
D000531
55.139.104.163
M004
ATM
59
Doctor
58
5
7,155.04
2024-11-04 08:11:00
TX002163
AC00205
26.3
2023-12-12 16:57:29
Debit
Virginia Beach
D000210
42.219.228.159
M029
ATM
32
Doctor
33
1
7,473.73
2024-11-04 08:09:28
TX002164
AC00148
319.5
2023-06-09 16:03:24
Credit
Virginia Beach
D000513
54.252.249.33
M081
Branch
29
Engineer
69
1
2,366.3
2024-11-04 08:10:45
TX002165
AC00064
182.42
2023-03-22 16:59:56
Debit
Kansas City
D000515
3.77.114.6
M080
Branch
51
Retired
137
1
3,051.29
2024-11-04 08:10:41
TX002166
AC00344
716.62
2023-04-10 16:04:28
Debit
Atlanta
D000310
57.141.198.111
M084
ATM
44
Doctor
241
1
6,987.4
2024-11-04 08:10:05
TX002167
AC00448
222.96
2023-03-23 17:26:31
Credit
Fresno
D000328
203.245.215.62
M073
ATM
65
Doctor
150
1
7,370.41
2024-11-04 08:12:21
TX002168
AC00446
79.77
2023-01-23 16:50:55
Debit
San Francisco
D000390
51.250.46.149
M066
ATM
68
Retired
167
1
5,010.31
2024-11-04 08:08:44
TX002169
AC00460
431.08
2023-07-17 18:24:15
Debit
Albuquerque
D000339
145.179.219.57
M013
Branch
59
Retired
25
1
6,760.22
2024-11-04 08:06:52
TX002170
AC00020
592.24
2023-10-16 16:49:07
Debit
Tucson
D000201
159.37.30.154
M034
ATM
52
Doctor
140
1
9,817.05
2024-11-04 08:07:20
TX002171
AC00202
200.19
2023-07-18 18:11:40
Credit
San Antonio
D000398
177.172.184.163
M030
Branch
52
Retired
108
1
4,389.96
2024-11-04 08:12:17
TX002172
AC00458
297.5
2023-03-27 17:16:41
Credit
Kansas City
D000320
211.42.9.0
M071
Branch
73
Retired
80
1
6,768.14
2024-11-04 08:07:49
TX002173
AC00139
345.86
2023-11-20 16:41:44
Debit
Omaha
D000448
96.162.11.85
M069
ATM
51
Retired
145
1
1,504.64
2024-11-04 08:09:26
TX002174
AC00210
343.88
2023-12-11 16:37:20
Debit
Nashville
D000608
211.97.88.141
M068
Online
63
Retired
97
1
6,486.18
2024-11-04 08:12:01
TX002175
AC00399
16.52
2023-01-04 17:00:58
Credit
Boston
D000269
165.35.58.173
M093
Online
25
Student
135
1
835.53
2024-11-04 08:07:28
TX002176
AC00267
162.1
2023-12-06 17:34:01
Debit
Milwaukee
D000418
83.80.89.29
M078
Branch
41
Engineer
151
1
8,576.65
2024-11-04 08:08:09
TX002177
AC00414
36.12
2023-11-29 17:55:07
Debit
Houston
D000630
62.152.134.92
M085
Online
22
Student
234
1
1,593.03
2024-11-04 08:08:11
TX002178
AC00272
354.91
2023-12-18 16:33:07
Debit
Boston
D000174
172.111.76.65
M086
ATM
74
Retired
191
1
3,872.55
2024-11-04 08:09:08
TX002179
AC00220
38.41
2023-04-11 16:06:20
Debit
Denver
D000449
158.135.64.240
M068
ATM
40
Doctor
117
1
9,129.68
2024-11-04 08:07:27
TX002180
AC00276
53.52
2023-03-31 16:18:37
Debit
San Diego
D000584
163.69.89.200
M066
Branch
49
Engineer
55
1
2,227.49
2024-11-04 08:08:36
TX002181
AC00084
498.59
2023-10-23 18:41:35
Debit
Philadelphia
D000553
143.212.47.226
M060
Online
57
Retired
138
1
2,619.46
2024-11-04 08:11:11
TX002182
AC00189
13.3
2023-06-06 16:36:30
Debit
San Antonio
D000167
144.228.168.6
M009
ATM
23
Student
63
1
213
2024-11-04 08:09:17
TX002183
AC00209
189.65
2023-09-25 16:32:45
Debit
Charlotte
D000346
145.76.10.8
M100
ATM
21
Student
60
1
8,457.09
2024-11-04 08:11:01
TX002184
AC00324
255.32
2023-09-13 16:14:04
Debit
Baltimore
D000652
47.167.178.158
M018
ATM
80
Retired
27
1
6,290.62
2024-11-04 08:07:29
TX002185
AC00159
230.51
2023-02-17 18:01:18
Credit
Memphis
D000599
42.219.228.159
M062
Branch
51
Engineer
56
1
9,522.37
2024-11-04 08:10:49
TX002186
AC00497
237.74
2023-06-12 18:51:29
Debit
Tucson
D000171
93.115.61.201
M022
ATM
61
Doctor
152
1
11,795.12
2024-11-04 08:10:26
TX002187
AC00257
512.76
2023-04-11 16:37:54
Debit
Fresno
D000678
210.228.226.64
M080
ATM
52
Doctor
26
1
5,121.36
2024-11-04 08:07:06
TX002188
AC00353
151.37
2023-04-03 16:55:21
Debit
Baltimore
D000017
104.155.121.252
M044
ATM
54
Engineer
53
1
8,356.08
2024-11-04 08:08:41
TX002189
AC00115
85.01
2023-01-23 18:35:43
Credit
Portland
D000185
218.54.207.160
M014
ATM
25
Student
157
1
1,299.4
2024-11-04 08:08:58
TX002190
AC00478
444.47
2023-01-16 16:15:57
Debit
San Jose
D000031
40.45.69.120
M005
Online
57
Retired
61
1
6,062.94
2024-11-04 08:10:42
TX002191
AC00497
184.19
2023-04-24 16:28:14
Debit
Indianapolis
D000396
80.75.92.66
M035
ATM
67
Retired
58
1
7,588.67
2024-11-04 08:10:28
TX002192
AC00131
879.25
2023-11-07 17:44:12
Credit
Memphis
D000073
190.164.160.79
M086
Online
24
Student
137
1
125.85
2024-11-04 08:08:02
TX002193
AC00059
55.98
2023-09-25 16:41:04
Credit
Kansas City
D000551
70.130.169.235
M013
Branch
24
Student
87
1
7,047.04
2024-11-04 08:12:04
TX002194
AC00101
54.91
2023-02-13 16:08:58
Credit
Columbus
D000091
147.125.143.41
M010
ATM
41
Engineer
275
1
7,927.27
2024-11-04 08:07:25
TX002195
AC00418
1,047.69
2023-10-16 16:32:31
Debit
Austin
D000008
51.196.87.214
M037
Online
20
Student
139
1
1,889.78
2024-11-04 08:10:42
TX002196
AC00384
393.74
2023-12-04 18:11:56
Debit
Charlotte
D000407
62.27.235.199
M099
Online
26
Student
90
1
1,769.06
2024-11-04 08:06:52
TX002197
AC00496
58.94
2023-01-16 16:16:42
Debit
Miami
D000686
56.116.189.0
M046
Online
30
Engineer
26
1
4,575.98
2024-11-04 08:08:38
TX002198
AC00145
515.57
2023-01-02 17:26:34
Debit
Columbus
D000196
147.227.81.224
M027
ATM
27
Engineer
56
1
9,269.67
2024-11-04 08:06:54
TX002199
AC00131
332.15
2023-10-16 17:12:32
Debit
Dallas
D000421
37.213.85.222
M030
ATM
59
Doctor
105
1
9,749.46
2024-11-04 08:07:16
TX002200
AC00224
177.94
2023-09-26 16:08:25
Debit
Milwaukee
D000698
27.93.195.98
M088
Online
19
Student
173
1
123.24
2024-11-04 08:11:29