Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
555,400
2020-12-31 22:03:34
2,242,542,703,101,233
fraud_Schaefer, Fay and Hilll
entertainment
95.92
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
284dc66b58b685deada50c99aa16568c
1,388,527,414
38.079182
-84.814353
0
555,401
2020-12-31 22:04:19
3,502,088,871,723,054
fraud_Stark-Batz
entertainment
14.62
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
e38aa64354efec36d3b8f9211dff550b
1,388,527,459
39.588463
-77.552625
0
555,402
2020-12-31 22:04:32
4,742,883,543,039,288,000
fraud_Monahan, Bogisich and Ledner
misc_pos
2.53
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
3adfdb05c8c3be63466373cc2b5149a3
1,388,527,472
20.404443
-156.26438
0
555,403
2020-12-31 22:04:38
343,746,486,082,492
fraud_Hills, Hegmann and Schaefer
health_fitness
43.28
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
9339cb17738bcc241ce2003e512b5e5d
1,388,527,478
44.112687
-85.994049
0
555,404
2020-12-31 22:05:07
2,454,076,758,463,217
fraud_Hudson-Grady
shopping_pos
116.67
Robert
Andrade
M
27720 Martin Hills
Remer
MN
56,672
47.0874
-93.9196
2,097
Insurance risk surveyor
1987-10-27
f658c2269b2ea1a4603c1d7ff6398c04
1,388,527,507
46.396964
-93.318407
0
555,405
2020-12-31 22:05:32
180,056,173,248,083
fraud_Lynch Ltd
shopping_pos
2.82
Larry
Warner
M
145 Jeffrey Key Suite 668
Lakeview
MI
48,850
43.4269
-85.2924
4,474
Emergency planning/management officer
1976-01-15
9ce071326b6fa2536f94c3c6456924c0
1,388,527,532
44.425511
-85.779409
0
555,406
2020-12-31 22:05:58
3,564,839,259,330,465
fraud_Bernhard-Lesch
food_dining
54.25
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
eceef501030e665402a4181703448a62
1,388,527,558
37.931406
-122.481765
0
555,407
2020-12-31 22:06:02
375,974,680,629,816
fraud_Yost-Rogahn
personal_care
57.26
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
e5f893211a3076fadc0a30a5c307db3b
1,388,527,562
41.760304
-72.187448
0
555,408
2020-12-31 22:06:07
4,917,187,576,956,394
fraud_Ernser-Feest
home
21.58
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
dc5b8f5df52206b1558327a24ad2f24e
1,388,527,567
35.828696
-97.348113
0
555,409
2020-12-31 22:07:06
3,596,217,206,093,829
fraud_Zboncak LLC
food_dining
22.67
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
6f08e8191857d60b448dbc194d5580c6
1,388,527,626
40.569749
-91.548244
0
555,410
2020-12-31 22:07:41
4,067,137,330,196,900
fraud_Monahan-Morar
personal_care
193.95
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
249deca4be437bf98d1bb920bb2f84df
1,388,527,661
33.812388
-87.203832
0
555,411
2020-12-31 22:10:09
4,482,427,013,979,020
fraud_Kautzer and Sons
personal_care
45.76
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
243ce7bddd8e1dcbb76d647e1a9bf628
1,388,527,809
38.000503
-81.678713
0
555,412
2020-12-31 22:10:19
6,011,367,958,204,270
fraud_Thiel-Thiel
entertainment
256.67
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
2d569d73bdec6bc3da5ba370f9fdfbdf
1,388,527,819
41.27145
-81.693308
0
555,413
2020-12-31 22:10:33
3,566,094,707,272,327
fraud_Yost, Schamberger and Windler
kids_pets
67.6
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
22692a09c43cd2be1c7ece3e51dbb9a0
1,388,527,833
33.60025
-117.819054
0
555,414
2020-12-31 22:10:50
180,046,617,132,290
fraud_Eichmann-Kilback
home
178.68
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
2bb4b8a54243a939606e90ce8f2aa09c
1,388,527,850
38.301681
-88.698292
0
555,415
2020-12-31 22:11:06
3,541,554,378,551,366
fraud_Beer-Jast
kids_pets
153.4
Brianna
Wilson
F
257 Victor Stravenue
Hampton
VA
23,666
37.0462
-76.4096
136,895
Accounting technician
1939-09-19
7572d86f57e753ab7507217fbd0ccf70
1,388,527,866
36.084482
-76.041243
0
555,416
2020-12-31 22:12:45
4,997,733,566,924,489
fraud_Jacobi and Sons
shopping_pos
4.76
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
e044871ba3c0b163186a39494d9044de
1,388,527,965
44.850983
-92.04417
0
555,417
2020-12-31 22:12:48
213,180,742,685,905
fraud_Feil-Morar
health_fitness
24.04
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
0cffa4a759a6eb933b80a0e51c146d42
1,388,527,968
40.713606
-123.025773
0
555,418
2020-12-31 22:13:18
3,586,008,444,788,268
fraud_Ratke and Sons
health_fitness
141.24
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
d8ea42f3f19abfbcf8344f99cf670f1f
1,388,527,998
47.686933
-121.936593
0
555,419
2020-12-31 22:13:40
6,011,504,998,544,485
fraud_Langosh, Wintheiser and Hyatt
food_dining
6.16
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
3a54c4e9e8d8e84fd647406590b48fe9
1,388,528,020
32.587394
-86.12564
0
555,420
2020-12-31 22:13:47
3,576,021,480,694,169
fraud_Wilkinson Ltd
entertainment
4.88
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
0a2fa6c6889fc13066286a1385546f06
1,388,528,027
39.906783
-94.91401
0
555,421
2020-12-31 22:14:05
372,509,258,176,510
fraud_Daugherty, Pouros and Beahan
shopping_pos
158.29
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
df89aff9efb960c24346653535c5d70d
1,388,528,045
42.720794
-83.285057
0
555,422
2020-12-31 22:14:05
3,560,725,013,359,375
fraud_Windler LLC
kids_pets
22.72
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
7bed79aaa4c1bf8fb5e196188d23fd58
1,388,528,045
32.727676
-101.919109
0
555,423
2020-12-31 22:14:27
4,683,638,447,911
fraud_Medhurst, Cartwright and Ebert
personal_care
72.8
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
080dbb01b46365d55361ac419dcc914f
1,388,528,067
29.746479
-92.223795
0
555,424
2020-12-31 22:14:29
6,011,679,934,075,347
fraud_Cruickshank-Mills
entertainment
131.54
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
6457e5882f038b75a7dd9da5bbfe8934
1,388,528,069
41.704298
-106.558663
0
555,425
2020-12-31 22:14:47
2,269,768,987,945,882
fraud_Rau-Robel
kids_pets
58.87
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
708bdbd79b9b74e0dbf5a8c35e8ebab6
1,388,528,087
43.682935
-77.080003
0
555,426
2020-12-31 22:14:48
630,423,337,322
fraud_Volkman-Predovic
shopping_net
4.42
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
dbc7ad2cd617a7e74d3702caf58280e6
1,388,528,088
49.750832
-117.291789
0
555,427
2020-12-31 22:15:05
38,797,410,705,641
fraud_Cronin, Kshlerin and Weber
health_fitness
73.92
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
9e2f3851e50b2b56b6460d0e90d50e55
1,388,528,105
43.030028
-74.291765
0
555,428
2020-12-31 22:15:20
377,654,590,313,960
fraud_Reilly LLC
home
21.97
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
7df888181d4114601ede853125e838fb
1,388,528,120
35.314254
-84.003819
0
555,429
2020-12-31 22:15:24
675,945,690,716
fraud_Hills-Witting
shopping_net
1.3
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
4bb504c25bfd98d90de2c416d0bad983
1,388,528,124
40.36649
-79.668098
0
555,430
2020-12-31 22:15:27
30,407,675,418,785
fraud_Kris-Padberg
shopping_pos
12.88
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
6c2e78442b434833d2873171b575e515
1,388,528,127
41.852227
-77.520704
0
555,431
2020-12-31 22:15:27
3,589,255,887,819,806
fraud_Windler, Goodwin and Kovacek
home
5.64
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
5332ad95b59da99adaa9fac119495987
1,388,528,127
40.528253
-78.882297
0
555,432
2020-12-31 22:16:04
3,589,255,887,819,806
fraud_Hagenes, Hermann and Stroman
travel
6.3
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
c6db33675cae3857fc1b94bb3a570a02
1,388,528,164
39.218282
-78.506456
0
555,433
2020-12-31 22:16:25
2,720,012,583,106,919
fraud_Kertzmann LLC
health_fitness
78.39
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
a2b582527f3dfc5fbc83cb5106804c0b
1,388,528,185
43.049582
-102.627748
0
555,434
2020-12-31 22:16:39
4,683,520,018,489,354
fraud_Barrows PLC
shopping_pos
3.09
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
e8e73d57b49cc187978f35c2cecbf691
1,388,528,199
33.796916
-119.301197
0
555,435
2020-12-31 22:17:27
213,186,334,552,049
fraud_O'Reilly, Mohr and Purdy
home
65.72
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
66aee503eeb25997a3c9a166a5c95702
1,388,528,247
42.254135
-80.102156
0
555,436
2020-12-31 22:17:54
6,011,652,924,285,713
fraud_Hammes-Beatty
kids_pets
3.95
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
063a406e4143467b2c60022e4599a101
1,388,528,274
38.168684
-92.244802
0
555,437
2020-12-31 22:18:14
60,422,928,733
fraud_Jerde-Hermann
travel
4.46
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
2c0de6ce7b19d2807baad85dd44e784e
1,388,528,294
33.590737
-82.062544
0
555,438
2020-12-31 22:18:44
340,953,839,692,349
fraud_Adams-Barrows
health_fitness
107.64
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
562d4c8c4fdf54c344e7dfd598e3d677
1,388,528,324
42.767641
-82.188121
0
555,439
2020-12-31 22:19:00
4,810,839,835,482,794,000
fraud_Gaylord-Powlowski
home
19.91
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
6ecffba328748b118b8c8bb202bfd301
1,388,528,340
36.906091
-93.624919
0
555,440
2020-12-31 22:19:05
4,951,647,200,979,051
fraud_Willms, Kris and Bergnaum
shopping_pos
5.6
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
17015447e6998f9ec024bdeddfedd0fb
1,388,528,345
38.806941
-89.18664
0
555,441
2020-12-31 22:19:10
3,552,581,383,553,463
fraud_Schoen Ltd
kids_pets
27.02
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
100575e22c5a5fde81e546fb1e0d88a4
1,388,528,350
35.743744
-84.548474
0
555,442
2020-12-31 22:19:11
377,993,105,397,617
fraud_Roberts-Beahan
misc_pos
38.34
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
8be5e465daea7db11f9a0cddf602b7cb
1,388,528,351
44.652452
-87.267242
0
555,443
2020-12-31 22:19:20
372,509,258,176,510
fraud_Fadel-Hilpert
health_fitness
43.24
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
c5ad09887a565503a8fbd962733971ee
1,388,528,360
42.077456
-83.193941
0
555,444
2020-12-31 22:19:39
581,293,083,266
fraud_Osinski Inc
personal_care
79.23
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
b65b779f7acace7f41ef5ad01ddf168c
1,388,528,379
36.465522
-98.009135
0
555,445
2020-12-31 22:20:03
374,930,071,163,758
fraud_Stanton, Jakubowski and Baumbach
shopping_net
5.1
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
ce893284e4e233050abb7df4939897ed
1,388,528,403
42.884201
-83.046413
0
555,446
2020-12-31 22:20:35
3,506,042,666,828,517
fraud_Kautzer and Sons
personal_care
79.46
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
e342e572cb3296bd6263d3c0a2276eb6
1,388,528,435
38.303209
-81.554884
0
555,447
2020-12-31 22:20:46
630,469,040,731
fraud_Bahringer Group
health_fitness
5.64
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
2500d2bcae94119e117b9a9bdbe42ae9
1,388,528,446
45.485645
-121.67746
0
555,448
2020-12-31 22:21:12
630,451,534,402
fraud_Adams-Barrows
health_fitness
29.55
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
0fb3ea36e2e2f427f556b2177804f633
1,388,528,472
47.334898
-85.664218
0
555,449
2020-12-31 22:21:56
346,273,234,529,002
fraud_Volkman PLC
food_dining
46.46
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
59dab17c40e0fee6dd38c8c64df9bd7c
1,388,528,516
37.187949
-79.641522
0
555,450
2020-12-31 22:22:01
374,656,033,243,756
fraud_Hamill-D'Amore
health_fitness
42.92
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
41748aad661448d2237879c601397a5d
1,388,528,521
38.307088
-77.740608
0
555,451
2020-12-31 22:22:01
30,364,087,349,027
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
177.98
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
327313fe9fcdf9af078092456d9afaaf
1,388,528,521
35.650369
-96.887931
0
555,452
2020-12-31 22:22:37
3,585,052,663,373,890
fraud_Donnelly LLC
entertainment
13.04
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
aedd176a3e7de42f7b53e5d8389afa1a
1,388,528,557
43.633148
-76.554763
0
555,453
2020-12-31 22:22:37
213,178,850,083,780
fraud_Durgan, Gislason and Spencer
home
73.41
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
69a131c5d2100321846e5b72fbf7de61
1,388,528,557
44.960722
-119.179082
0
555,454
2020-12-31 22:23:00
4,328,928,491,302,401
fraud_Fadel-Hilpert
health_fitness
36.57
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
cacf2b07d45cc8f8e54fa0f98c4548fd
1,388,528,580
42.136703
-87.620835
0
555,455
2020-12-31 22:23:06
30,150,717,898,388
fraud_Hoppe-Parisian
kids_pets
24.69
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
c154316fbfcdfbb77bd84c275dcb4414
1,388,528,586
35.446509
-86.330391
0
555,456
2020-12-31 22:23:29
2,291,163,933,867,244
fraud_Schoen-Quigley
kids_pets
100.38
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
a7a90cbe574ee534a9c031a757eab080
1,388,528,609
34.190953
-80.702425
0
555,457
2020-12-31 22:23:30
4,302,480,582,202,074
fraud_Goyette-Gerhold
kids_pets
9.85
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
23f9193fddd321d1f739c83ef472e220
1,388,528,610
43.518791
-85.907293
0
555,458
2020-12-31 22:23:58
6,011,438,889,172,900
fraud_Dare, Casper and Bartoletti
kids_pets
36.64
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
ebd5ef2867bff71fb63b36aacddae977
1,388,528,638
35.121152
-91.413858
0
555,459
2020-12-31 22:24:27
3,598,014,571,045,296
fraud_Mueller, Gerhold and Mueller
health_fitness
174.03
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
22d86402207b004fcec19ab39ecfd472
1,388,528,667
34.955699
-76.683322
0
555,460
2020-12-31 22:24:38
342,952,484,382,519
fraud_Mosciski Group
travel
6.03
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
aa6d1f4a1056f168676816145f3dd2f1
1,388,528,678
42.668599
-72.385026
0
555,461
2020-12-31 22:25:41
6,011,366,578,560,244
fraud_Ullrich Ltd
kids_pets
29.97
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
65e64f90b8f4d73bee8101089b08dbc1
1,388,528,741
41.252838
-77.806665
0
555,462
2020-12-31 22:25:51
3,592,931,352,252,641
fraud_Dare, Casper and Bartoletti
kids_pets
81.35
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
978bb899aa93046794a3177ada02edde
1,388,528,751
43.997875
-93.810133
0
555,463
2020-12-31 22:26:15
180,064,817,343,047
fraud_Marvin-Lind
personal_care
59.77
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
ae73f4c69ee27f4796499bc37b81913e
1,388,528,775
37.152088
-86.337755
0
555,464
2020-12-31 22:27:12
371,284,100,299,909
fraud_Stiedemann Inc
misc_pos
1.5
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
980eaaf25123877c8861fc8af4e86194
1,388,528,832
35.709475
-100.836115
0
555,465
2020-12-31 22:27:14
38,295,635,583,927
fraud_Keeling-Crist
misc_pos
4.72
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
b59e2199bb458d61f0be3b39f8e59430
1,388,528,834
32.761699
-99.250143
0
555,466
2020-12-31 22:27:18
4,653,178,848,915,023,000
fraud_Gibson-Deckow
entertainment
107.78
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
385d39e94b5066f0522bcf9e84644b9d
1,388,528,838
36.909463
-80.883899
0
555,467
2020-12-31 22:27:34
3,506,592,072,985,012
fraud_Herman, Treutel and Dickens
misc_net
6.08
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
c557704150937538e47c6b7fc9e1a4af
1,388,528,854
38.908429
-90.646151
0
555,468
2020-12-31 22:27:49
213,102,873,001,603
fraud_Gulgowski LLC
home
23.8
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
8d1e851cb0c4a2ff25b24b1ebb480d0a
1,388,528,869
44.563296
-124.470072
0
555,469
2020-12-31 22:28:02
377,993,105,397,617
fraud_Bradtke, Torp and Bahringer
personal_care
43.88
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
422f93a2be7ee61825b1f05ac476da63
1,388,528,882
45.301361
-88.142295
0
555,470
2020-12-31 22:28:08
213,161,293,389,774
fraud_Emmerich-Rau
personal_care
2.52
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
e6a34cec6e1ab1c3231c594797084a32
1,388,528,888
43.599957
-78.270994
0
555,471
2020-12-31 22:28:22
2,264,937,662,466,770
fraud_Rempel Inc
shopping_net
4.43
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
796540db815d92f38fa08f852fd064bd
1,388,528,902
28.559851
-98.726406
0
555,472
2020-12-31 22:29:20
213,112,402,583,773
fraud_Willms, Kris and Bergnaum
shopping_pos
4.75
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
1a4ca8d327c9d389bc4e04190b1d570f
1,388,528,960
34.722691
-83.109394
0
555,473
2020-12-31 22:30:02
373,043,435,942,726
fraud_Goyette, Howell and Collier
shopping_pos
143.6
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
a213f64e956ca2db55d361ee9031f76e
1,388,529,002
29.475371
-96.76919
0
555,474
2020-12-31 22:30:10
180,048,185,037,117
fraud_Bauch-Blanda
entertainment
84.48
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
e3c3a25602b06dbdc12fa3a9d75cb7ad
1,388,529,010
40.729908
-74.177638
0
555,475
2020-12-31 22:30:19
6,011,860,238,257,910
fraud_Waters-Cruickshank
health_fitness
19.89
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
1ef0be0f99b144453c543aa546f54e00
1,388,529,019
36.603088
-98.241597
0
555,476
2020-12-31 22:31:13
372,520,049,757,633
fraud_White and Sons
home
66.59
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
3aa437c29d2ef1ea43d3c5d4555c817e
1,388,529,073
49.465561
-92.951038
0
555,477
2020-12-31 22:32:26
213,126,662,687,660
fraud_Brown Inc
kids_pets
44.35
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
7794ab4a38434f2c80d2387395b9b480
1,388,529,146
27.518374
-99.830021
0
555,478
2020-12-31 22:32:27
375,974,680,629,816
fraud_Botsford Ltd
shopping_pos
7.96
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
3470818bced86e56f9678757bc5cda17
1,388,529,147
41.258641
-73.516063
0
555,479
2020-12-31 22:32:48
3,597,926,034,019,603
fraud_Denesik, Powlowski and Pouros
home
41.15
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
8bf5d63cbcdaf8c2dadd80121acff015
1,388,529,168
35.468694
-89.394026
0
555,480
2020-12-31 22:32:57
6,011,367,958,204,270
fraud_Bahringer-Streich
food_dining
21.12
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
39e7103372a430eb47c41b346dc7aa62
1,388,529,177
41.610414
-81.406498
0
555,481
2020-12-31 22:33:17
3,566,094,707,272,327
fraud_Wuckert-Goldner
home
48.4
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
7c833e3fad420438a5e5eb0e60a659c2
1,388,529,197
34.322441
-117.833275
0
555,482
2020-12-31 22:33:21
4,742,883,543,039,288,000
fraud_Stoltenberg-Beatty
shopping_pos
6.98
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
a37e755bd7902835e94e3b6c7dca4c26
1,388,529,201
20.181213
-155.048438
0
555,483
2020-12-31 22:33:23
6,011,975,266,774,121
fraud_Schaefer Ltd
kids_pets
52.17
Haley
Wagner
F
05561 Farrell Crescent
Annapolis
MD
21,405
39.0305
-76.5515
92,106
Accountant, chartered certified
1943-05-28
b719bc7be039835b0f36657cd3258bbe
1,388,529,203
38.753537
-75.770742
0
555,484
2020-12-31 22:33:28
3,506,042,666,828,517
fraud_Kulas Group
health_fitness
8.46
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
edb23e67868f13b8fa86d04678b08157
1,388,529,208
37.793579
-81.28921
0
555,485
2020-12-31 22:33:42
377,026,671,291,680
fraud_Gerhold LLC
home
23.02
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
ed4a4b78a3416ac5ea44872ec919962f
1,388,529,222
38.278806
-91.733673
0
555,486
2020-12-31 22:33:49
3,518,669,219,150,142
fraud_Gleason-Macejkovic
shopping_net
1.08
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
793b0f373b435f24c9a3d1586da0cacd
1,388,529,229
38.92775
-83.399589
0
555,487
2020-12-31 22:33:56
4,512,828,414,983,802,000
fraud_Klein Group
entertainment
2.83
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
c90b6e140d5d8e5ca18d55b9bab8d476
1,388,529,236
38.923513
-79.313508
0
555,488
2020-12-31 22:34:06
4,841,313,716,651,064
fraud_Fritsch LLC
travel
500.31
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
5ef068a0a322f065026da543bdcddd8d
1,388,529,246
44.389965
-71.546622
0
555,489
2020-12-31 22:34:28
5,580,563,567,307,107
fraud_Dare, Casper and Bartoletti
kids_pets
55.45
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
d085d77888c082b85143bef6e1a88e6b
1,388,529,268
39.769862
-80.307954
0
555,490
2020-12-31 22:34:58
6,011,492,816,282,597
fraud_Boyer-Reichert
shopping_net
6.76
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
71d68d78571f4df88b973d9ef8ea4e54
1,388,529,298
33.221165
-92.008791
0
555,491
2020-12-31 22:35:01
4,640,395,708,703
fraud_Kirlin and Sons
personal_care
20.54
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
10f3043f93bba4e7ec7744a823fed77d
1,388,529,301
30.43369
-91.164286
0
555,492
2020-12-31 22:35:31
5,559,857,416,065,248
fraud_Schneider, Hayes and Nikolaus
food_dining
4.18
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
637e5fb346cedfd6cb8340d3c5145f70
1,388,529,331
41.730226
-122.304663
0
555,493
2020-12-31 22:35:55
3,543,591,270,174,051
fraud_Kilback LLC
food_dining
87.89
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
cdd935ba80b3086a0b80c43fbf7365d2
1,388,529,355
41.303988
-78.179455
0
555,494
2020-12-31 22:36:08
4,981,132,848,794
fraud_Durgan, Gislason and Spencer
home
78.63
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
57e345995bdfb708adbfd9f6f040f954
1,388,529,368
39.148155
-81.023831
0
555,495
2020-12-31 22:36:21
630,451,534,402
fraud_Gleason-Macejkovic
shopping_net
850.87
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
ff81dabd1ed194df2fc190d5f2d28f30
1,388,529,381
45.905236
-86.690136
0
555,496
2020-12-31 22:36:46
180,031,190,491,743
fraud_Kihn-Fritsch
food_dining
59.6
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
18032850c321cb812163d7963fc5f39c
1,388,529,406
30.276128
-89.080103
0
555,497
2020-12-31 22:36:47
4,302,480,582,202,074
fraud_Bernhard, Grant and Langworth
shopping_pos
7.83
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
fe848a38904c2820e98a4773af596fe9
1,388,529,407
43.927994
-86.15837
0
555,498
2020-12-31 22:38:00
3,513,618,443,244,549
fraud_Baumbach Ltd
personal_care
25.9
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
99047bfad0db1ea0bcf7a1c4318c38f2
1,388,529,480
43.07648
-98.338148
0
555,499
2020-12-31 22:38:36
6,011,693,194,885,790
fraud_Erdman-Ebert
personal_care
29.28
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
8b0cdd31ee62f844bf6d47f97e66cb85
1,388,529,516
45.565613
-93.309039
0