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
8,700
2019-01-06 14:28:28
503,848,303,379
fraud_Stoltenberg-Beatty
shopping_pos
32.77
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
f9b1e30ab8e2c0fb463f89329b8630e8
1,325,860,108
27.489447
-82.715387
0
8,701
2019-01-06 14:28:45
3,518,669,219,150,142
fraud_Wolf Inc
grocery_pos
39.73
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
d08faa3e21893bc94d2870a8240b979a
1,325,860,125
38.424608
-84.130319
0
8,702
2019-01-06 14:29:00
213,112,402,583,773
fraud_McGlynn-Jaskolski
misc_pos
7.43
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
a3e85212396f0625d2b723ec6fcff631
1,325,860,140
33.438419
-81.838655
0
8,703
2019-01-06 14:29:50
3,596,357,274,378,601
fraud_Dare, Fritsch and Zboncak
health_fitness
19.72
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
83c6d11149d6a3277d874cc7d859320d
1,325,860,190
41.147721
-77.675127
0
8,704
2019-01-06 14:29:56
675,990,301,623
fraud_Thiel-Thiel
entertainment
7.31
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
3809ca952873b671abf222e5c23323e1
1,325,860,196
41.495869
-74.42901
0
8,705
2019-01-06 14:29:57
6,506,982,560,413,523
fraud_Hoppe-Parisian
kids_pets
25.23
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
890a96985a4667176c4fd25b7a77832d
1,325,860,197
33.465119
-93.644382
0
8,706
2019-01-06 14:30:48
630,451,534,402
fraud_Abbott-Steuber
personal_care
177.53
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
e70160be002af95d2aedb45f8b62af06
1,325,860,248
47.130069
-87.087006
0
8,707
2019-01-06 14:30:48
4,342,532,437,704,183
fraud_Pouros-Haag
shopping_pos
6.63
Kevin
Elliott
M
1852 Vincent Isle Suite 328
Newark Valley
NY
13,811
42.2281
-76.1625
4,354
Further education lecturer
1994-02-16
351c344930b505dd9ad6a462bd3e1b41
1,325,860,248
41.507984
-76.564143
0
8,708
2019-01-06 14:32:01
3,587,960,728,692,500
fraud_Welch Inc
misc_net
56.22
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
b2d9deddca3f238ce1322f23950ed6ec
1,325,860,321
41.608524
-95.310037
0
8,709
2019-01-06 14:32:11
6,011,231,546,538,393
fraud_Pouros-Conroy
shopping_pos
483.77
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
1e979b990e772aa67de5dbf07c239ffc
1,325,860,331
40.716384
-73.696425
0
8,710
2019-01-06 14:32:17
3,598,895,972,308,782
fraud_Denesik, Powlowski and Pouros
home
43.4
Kenneth
Richards
M
994 Livingston Extensions Suite 918
Norwalk
OH
44,857
41.2403
-82.6078
23,805
Copy
1970-02-22
11e092f5504e5744229c7d4799512592
1,325,860,337
40.556954
-81.844158
0
8,711
2019-01-06 14:33:18
4,198,470,814,557
fraud_Hamill-D'Amore
health_fitness
29.12
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
83c2def661622c5d80dcc209270b29cc
1,325,860,398
40.552519
-95.22779
0
8,712
2019-01-06 14:34:17
6,554,245,334,757,802
fraud_O'Reilly, Mohr and Purdy
home
53.16
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
6e1a741b3610ab53adf0e8dfdfffebb5
1,325,860,457
33.899163
-116.813952
0
8,713
2019-01-06 14:34:19
2,264,937,662,466,770
fraud_Swift PLC
kids_pets
29.8
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
119af64aed6a73d5ef6ac441035aff38
1,325,860,459
28.634694
-98.122355
0
8,714
2019-01-06 14:34:25
372,382,441,451,095
fraud_Metz, Russel and Metz
kids_pets
4.34
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
507ba1ba1ec7a432b70b6378b2a3616e
1,325,860,465
40.906983
-74.495742
0
8,715
2019-01-06 14:35:10
4,060,579,726,528,237
fraud_Terry Ltd
home
42.72
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
559d6a3f62019cbf6734380c17775dc5
1,325,860,510
40.207902
-95.041231
0
8,716
2019-01-06 14:39:10
3,575,540,972,310,993
fraud_Weimann, Kuhic and Beahan
shopping_pos
3.37
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
858255723539233ca873bdce6c02759a
1,325,860,750
34.772961
-89.119748
0
8,717
2019-01-06 14:39:37
3,560,725,013,359,375
fraud_Gulgowski LLC
home
7.22
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
c290c66e94163d10319505481413c686
1,325,860,777
31.474419
-102.564815
0
8,718
2019-01-06 14:41:29
213,191,402,330,021
fraud_Dibbert-Green
entertainment
55.3
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
8aad3e81d3b2897bb6483529b6517edb
1,325,860,889
43.407288
-87.340373
0
8,719
2019-01-06 14:41:44
6,011,438,889,172,900
fraud_Goyette-Gerhold
kids_pets
17.55
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
c490d62872bf185f6903b22cc386318b
1,325,860,904
34.454164
-91.14157
0
8,720
2019-01-06 14:43:24
4,393,520,897,625
fraud_Schoen, Nienow and Bauch
personal_care
73.01
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
756ff8916923df804345d03c3e4a54f1
1,325,861,004
39.561066
-94.610612
0
8,721
2019-01-06 14:44:33
3,541,160,328,600,277
fraud_Mohr Inc
shopping_pos
138.44
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
6b352a9f37cce855ba4d4beb57aa4f24
1,325,861,073
40.018319
-89.645906
0
8,722
2019-01-06 14:45:23
2,254,799,658,404,120
fraud_Larkin, Stracke and Greenfelder
entertainment
43.34
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
32b2ddb452638e05ace1c3b705ef0428
1,325,861,123
29.949211
-82.979878
0
8,723
2019-01-06 14:47:13
38,052,002,992,326
fraud_Ullrich Ltd
kids_pets
24.31
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
5fd341460393c6d264bd9684d1aea94e
1,325,861,233
29.992344
-94.670831
0
8,724
2019-01-06 14:47:15
4,587,657,402,165,341,700
fraud_O'Keefe-Wisoky
food_dining
74.03
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
10e0ee5dfae9b573dd006501a8c5d48a
1,325,861,235
40.538678
-87.052711
0
8,725
2019-01-06 14:47:22
4,824,023,901,222,438
fraud_Bednar PLC
kids_pets
21.99
Christina
Nelson
F
1233 Sutton Road Suite 701
Bynum
TX
76,631
31.9907
-96.9837
522
Commercial/residential surveyor
1946-03-21
d70a2302ca7d0569f9cd53113549bb5a
1,325,861,242
31.619947
-97.090459
0
8,726
2019-01-06 14:47:40
6,011,706,277,606,006
fraud_Weimann-Lockman
kids_pets
138.83
Scott
Sullivan
M
776 Martin Ridge
Newton
NH
3,858
42.8678
-71.042
4,603
Therapist, music
1952-12-07
d122b09959f8b8827a22c30a841bbf17
1,325,861,260
41.905993
-70.142892
0
8,727
2019-01-06 14:47:52
676,369,110,710
fraud_Becker, Harris and Harvey
personal_care
100.47
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
2534ef14ca1ebc7c304be09ade97aef4
1,325,861,272
43.13006
-83.344929
0
8,728
2019-01-06 14:48:03
6,011,438,889,172,900
fraud_Kling-Ernser
entertainment
196.56
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
0207c1e41b6e78dcf2379207ed3870d6
1,325,861,283
33.554838
-90.886537
0
8,729
2019-01-06 14:48:28
5,359,543,825,610,251
fraud_Kutch-Ferry
home
35.23
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
0095c1af3bf51af145be17577f4e992d
1,325,861,308
45.366924
-110.506357
0
8,730
2019-01-06 14:49:03
30,074,693,890,476
fraud_Champlin-Casper
home
34.68
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
37519f27141519ec785e0af9da0e5293
1,325,861,343
38.953704
-100.127502
0
8,731
2019-01-06 14:49:46
568,279,015,842
fraud_Kutch, Steuber and Gerhold
food_dining
63.34
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
3b76c0af54046f69278681dc316789eb
1,325,861,386
45.728074
-97.388022
0
8,732
2019-01-06 14:49:53
2,450,829,271,795,901
fraud_Gerlach Inc
shopping_net
3.96
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
f3777e4248f2f0c6156d590bd087a671
1,325,861,393
45.992862
-93.161674
0
8,733
2019-01-06 14:49:57
4,979,422,371,139,333
fraud_Bradtke, Torp and Bahringer
personal_care
4.84
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
2c36323fc9e31c90f66ae37a0af71184
1,325,861,397
41.932168
-98.755809
0
8,734
2019-01-06 14:52:55
3,596,217,206,093,829
fraud_Boehm, Block and Jakubowski
misc_pos
9.84
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
4954c7674fddf98f3f5aade4941d9ac7
1,325,861,575
41.221791
-92.751033
0
8,735
2019-01-06 14:53:16
30,242,921,189,660
fraud_Schiller, Blanda and Johnson
home
56.48
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
65e420d15c01d3ab98a6b7578e9922f3
1,325,861,596
45.634393
-84.073978
0
8,736
2019-01-06 14:54:30
4,989,847,570,577,635,000
fraud_Boyer-Reichert
shopping_net
35.88
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
ebbd21ac9ae51702c9588f780e00a82b
1,325,861,670
34.747562
-81.503416
0
8,737
2019-01-06 14:55:06
4,952,583,804,639,909
fraud_Moore, Williamson and Emmerich
home
75.1
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
e5b37d40944f08c31c00c08c98d5cf5e
1,325,861,706
41.052938
-80.1987
0
8,738
2019-01-06 14:55:23
4,025,612,008,285,111
fraud_Bins-Tillman
entertainment
42.56
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
ee3a2fda9fd8d877554284c573f4e0f6
1,325,861,723
41.345244
-79.846034
0
8,739
2019-01-06 14:56:15
30,234,966,027,947
fraud_Cole, Hills and Jewess
home
21.59
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
9a029f4c74933ea648af9c066b9ed3a0
1,325,861,775
43.266535
-87.907448
0
8,740
2019-01-06 14:56:15
4,474,324,669,797,121
fraud_Crist, Jakubowski and Littel
home
28.6
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
7eaaf89bd94552ac30e20f02e047369b
1,325,861,775
38.656774
-118.523158
0
8,741
2019-01-06 14:56:29
3,545,109,339,866,548
fraud_Gislason Group
misc_pos
3.46
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
7a85bba9e18779fe26b1b5722f60667d
1,325,861,789
33.891153
-90.524246
0
8,742
2019-01-06 14:56:35
2,720,433,095,629,877
fraud_Ratke and Sons
health_fitness
86.05
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
dee81120b976569365cb14df4e22e2ae
1,325,861,795
43.415072
-69.335235
0
8,743
2019-01-06 14:58:47
4,069,975,342,931,683
fraud_Mante, Luettgen and Hackett
health_fitness
13.39
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
02b0767c2ede3e1ec649c03dc6aebe7f
1,325,861,927
38.726701
-82.545599
0
8,744
2019-01-06 14:59:00
4,181,833,256,558,614,000
fraud_Schmeler Inc
misc_pos
9.41
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
1fa83fe429911df6d3d79bf8a12a65a7
1,325,861,940
37.590035
-105.00627
0
8,745
2019-01-06 14:59:14
4,229,733,778,084,049
fraud_Turner, Ruecker and Parisian
misc_pos
96.77
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
53769bc9ae67e9c2b94c3556e06e3113
1,325,861,954
36.90329
-85.767608
0
8,746
2019-01-06 14:59:46
630,469,040,731
fraud_Mueller, Gerhold and Mueller
health_fitness
42.18
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
c94fca46fc72cca72d6385f10295ba2e
1,325,861,986
46.211999
-121.206025
0
8,747
2019-01-06 15:00:37
4,294,040,533,480,516
fraud_Auer-West
shopping_net
7.53
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
83441ae9c74ebdd772bc1e367e435091
1,325,862,037
33.4134
-82.513746
0
8,748
2019-01-06 15:00:40
370,612,217,861,404
fraud_Brown, Homenick and Lesch
health_fitness
166.88
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
5fed121d57cef315f30294f7234aa208
1,325,862,040
39.421005
-74.330013
0
8,749
2019-01-06 15:03:25
30,560,609,640,617
fraud_Schiller, Blanda and Johnson
home
6.27
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
65bed1f36d732ae34ce2255bd5417f0b
1,325,862,205
40.293006
-91.423694
0
8,750
2019-01-06 15:03:38
349,612,764,943,496
fraud_Prosacco LLC
personal_care
74.14
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
5ad0bb12b1a0973748046fe8671891b8
1,325,862,218
37.229195
-84.548159
0
8,751
2019-01-06 15:03:52
3,560,318,482,131,952
fraud_Cruickshank-Mills
entertainment
31.61
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
a9ae8dcd6273b1ea68404dfdcd4a3cba
1,325,862,232
34.217267
-87.45267
0
8,752
2019-01-06 15:03:57
3,551,217,896,304,745
fraud_Weimann-Lockman
kids_pets
83.96
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
42fcaf2491f3ad18fedefbfa85964537
1,325,862,237
43.671897
-73.819758
0
8,753
2019-01-06 15:06:38
3,567,697,931,646,329
fraud_Dietrich-Fadel
health_fitness
28.81
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
3ec1fc142c184da64a9998f14c5b986f
1,325,862,398
43.090908
-74.691583
0
8,754
2019-01-06 15:06:45
6,011,104,316,292,105
fraud_Friesen Inc
shopping_pos
140.97
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
a3311905ec975dc11e288fe9518756c8
1,325,862,405
36.046802
-78.026826
0
8,755
2019-01-06 15:07:03
3,501,942,333,500,073
fraud_Donnelly PLC
misc_net
390.94
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
66009b7ca3188a679136cb4ad4ea0f4f
1,325,862,423
34.037938
-113.101068
0
8,756
2019-01-06 15:07:32
370,877,495,212,014
fraud_Shanahan-Lehner
personal_care
57.18
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
5e96d8563c71eec8190e6fec7f73ad42
1,325,862,452
36.257099
-82.078062
0
8,757
2019-01-06 15:07:32
3,511,378,610,369,890
fraud_Schmidt-Larkin
home
4.71
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
a46b1fdcc42b835ab917dc3fb56e6c25
1,325,862,452
34.246297
-86.813581
0
8,758
2019-01-06 15:07:51
6,011,552,879,910,390
fraud_Waelchi-Wolf
kids_pets
47.33
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
4c488565644576f82aa6033a29476da7
1,325,862,471
40.308485
-110.877531
0
8,759
2019-01-06 15:08:09
4,755,696,071,492
fraud_Lang, Towne and Schuppe
kids_pets
79.16
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
5af1fbd7951aa229ded3d2c4621670f0
1,325,862,489
32.740802
-96.905204
0
8,760
2019-01-06 15:08:25
30,404,291,151,692
fraud_Jewess LLC
shopping_pos
157.26
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
d3fd6c9ee8141e48a56ee52d9ee3f2dd
1,325,862,505
42.201541
-78.891245
0
8,761
2019-01-06 15:08:39
4,996,263,498,048,679
fraud_Skiles LLC
home
183.74
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
b953757af30ec60b6d6ea561ade88fc0
1,325,862,519
41.282227
-123.658284
0
8,762
2019-01-06 15:09:05
6,544,734,391,390,261
fraud_Willms, Kris and Bergnaum
shopping_pos
5.96
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
774eb745122022ca04216c5457e9fff1
1,325,862,545
41.787828
-86.84229
0
8,763
2019-01-06 15:09:15
3,518,234,918,950,662
fraud_Roob-Okuneva
health_fitness
52.68
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
c930601c2e25d4d482901530c6e5f542
1,325,862,555
33.290696
-96.100996
0
8,764
2019-01-06 15:09:57
375,974,680,629,816
fraud_Hirthe-Beier
health_fitness
17.05
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
7dd8abaaa345f2b75bb8e29c333b93b3
1,325,862,597
41.121136
-73.263535
0
8,765
2019-01-06 15:11:07
213,178,765,398,315
fraud_Yost, Block and Koepp
misc_pos
11.56
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
aecba26136996d1707eb76f5cbf80e30
1,325,862,667
43.030556
-109.105741
0
8,766
2019-01-06 15:11:16
3,586,008,444,788,268
fraud_Abbott-Steuber
personal_care
44.88
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
a8e560f9e83bbe468eca2f32dc3dc075
1,325,862,676
47.463356
-122.583257
0
8,767
2019-01-06 15:11:16
374,821,819,075,109
fraud_Pouros, Walker and Spencer
kids_pets
59.54
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
3205beb96b58cde5bde37bb257f8d304
1,325,862,676
43.877499
-78.175411
0
8,768
2019-01-06 15:11:19
3,590,736,522,064,285
fraud_Schroeder Group
health_fitness
74.08
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
be0a44bba3dbe23d4496f90f8269f3e4
1,325,862,679
34.303738
-91.58882
0
8,769
2019-01-06 15:12:34
6,011,652,924,285,713
fraud_Okuneva, Schneider and Rau
shopping_pos
5.64
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
f97d4e3eb8557a3eab72ea353dc457d9
1,325,862,754
38.350279
-93.531798
0
8,770
2019-01-06 15:12:44
3,542,162,746,848,552
fraud_Hauck, Dietrich and Funk
kids_pets
14.17
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
3cc82c5275e39808ae89a08e8e0e6567
1,325,862,764
44.46175
-92.718189
0
8,771
2019-01-06 15:14:28
639,046,421,587
fraud_Macejkovic-Lesch
shopping_pos
124.29
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
02e37bfefdaac4a381e739800fbd05ba
1,325,862,868
40.818715
-80.069045
0
8,772
2019-01-06 15:14:54
4,089,096,483,689,733,600
fraud_Schmeler-Howe
personal_care
1.94
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
6447f8c138a0d19a6309442d6a3faad7
1,325,862,894
33.185294
-95.083272
0
8,773
2019-01-06 15:15:01
2,252,055,259,910,912
fraud_Effertz, Welch and Schowalter
entertainment
82.88
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
45984e18ac4bb7d9a98651f346c742ad
1,325,862,901
44.498813
-90.214788
0
8,774
2019-01-06 15:15:01
4,099,707,841,315,751
fraud_Daugherty LLC
kids_pets
87.88
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
ba514271c52f30ac150a5fed81bbe306
1,325,862,901
37.796864
-77.507343
0
8,775
2019-01-06 15:15:16
3,595,192,916,105,588
fraud_Beier-Hyatt
shopping_pos
2.28
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
78dbb1819a1faa3bc42105ad3926c2e2
1,325,862,916
35.240957
-79.479257
0
8,776
2019-01-06 15:15:18
377,993,105,397,617
fraud_Dare, Fritsch and Zboncak
health_fitness
78.16
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
23c600e6c313f35c337a797b5cc90e7b
1,325,862,918
43.981247
-88.976336
0
8,777
2019-01-06 15:15:51
4,178,097,073,221,156
fraud_Kuhic LLC
shopping_net
831.3
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
c9b38744e8efa448ab53334cbe5df81b
1,325,862,951
42.165761
-86.827786
0
8,778
2019-01-06 15:16:42
4,710,792,708,725,663
fraud_Ebert-Daugherty
travel
1.89
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
c46bac7355c0bf6785248ac74ff2489b
1,325,863,002
41.237984
-86.119335
0
8,779
2019-01-06 15:17:52
30,118,423,745,458
fraud_Torp-Lemke
misc_pos
5.39
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
bb68ab3221c685c1f9a6428180b4fde4
1,325,863,072
41.015676
-74.900347
0
8,780
2019-01-06 15:19:51
4,855,488,158,131,690,000
fraud_Kirlin and Sons
personal_care
72.98
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
7d1aceb5dc64699a4780649b4b6fa0ea
1,325,863,191
43.433132
-73.254656
0
8,781
2019-01-06 15:21:17
30,150,717,898,388
fraud_Langworth LLC
personal_care
64.05
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
0558a6d43d81d411d4149a03f8188f28
1,325,863,277
34.168372
-87.103759
0
8,782
2019-01-06 15:22:00
3,575,789,281,659,026
fraud_Conroy-Emard
food_dining
8.91
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
844ee9ed5ef2fcd2309838590f54066c
1,325,863,320
39.124233
-94.306533
0
8,783
2019-01-06 15:22:10
4,922,710,831,011,201
fraud_Stark-Batz
entertainment
16.58
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
7e8c6ea5c6dca7861efa400edcae883d
1,325,863,330
39.999078
-78.744523
0
8,784
2019-01-06 15:22:12
4,512,828,414,983,802,000
fraud_Herman Inc
misc_pos
6.01
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
a0685700a0f98ef8197f01dc95ca6061
1,325,863,332
39.312678
-78.90162
0
8,785
2019-01-06 15:22:47
676,195,318,214
fraud_Veum-Koelpin
travel
2.07
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
cb36f8ee3a11d1d2d5879e9cdbd27f7c
1,325,863,367
29.378859
-96.925133
0
8,786
2019-01-06 15:23:28
4,239,436,242,473
fraud_Jakubowski Inc
home
85.83
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
611d6dd7ebd03fda283911a699b0929e
1,325,863,408
39.250498
-76.744559
0
8,787
2019-01-06 15:24:28
3,501,942,333,500,073
fraud_Turner and Sons
shopping_pos
7.84
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
9dfd5b81892ec209fccb55367876cf8b
1,325,863,468
33.748997
-112.153414
0
8,788
2019-01-06 15:25:15
4,681,601,008,538,160
fraud_Kris-Kertzmann
travel
9.03
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
41875310d1649f839d20806af626008b
1,325,863,515
39.016339
-80.961068
0
8,789
2019-01-06 15:25:29
3,520,550,088,202,337
fraud_Hagenes, Kohler and Hoppe
food_dining
1.93
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
fb373b76f05670ce23402ace28650dfb
1,325,863,529
46.835966
-89.251001
0
8,790
2019-01-06 15:25:54
4,560,395,181,594,436,000
fraud_Auer LLC
personal_care
8.34
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
df5317040fcd6bb9ef05a193a33b0771
1,325,863,554
39.010617
-123.192826
0
8,791
2019-01-06 15:25:55
4,646,845,581,490,336,000
fraud_Hudson-Grady
shopping_pos
273.57
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
88545b18884ed65af4ede06e7a0fd891
1,325,863,555
40.388011
-72.5982
0
8,792
2019-01-06 15:26:06
4,855,488,158,131,690,000
fraud_Watsica LLC
personal_care
70.19
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
91eb06f162daf3875ec1817692d22fc8
1,325,863,566
44.585347
-73.004393
0
8,793
2019-01-06 15:26:13
343,464,013,864,032
fraud_Waelchi Inc
kids_pets
37.32
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
e2044e0e775d20f456a8fcf87bb3127a
1,325,863,573
35.607785
-78.432196
0
8,794
2019-01-06 15:27:23
2,720,433,095,629,877
fraud_Shanahan-Lehner
personal_care
41.93
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
26836fbbaed8abef866bcd898119faf4
1,325,863,643
43.327834
-69.153825
0
8,795
2019-01-06 15:27:36
4,079,773,899,158
fraud_Bahringer Group
health_fitness
66.73
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
883503735a95e79b153e6f49fb60cfb7
1,325,863,656
44.60804
-116.69129
0
8,796
2019-01-06 15:27:42
3,564,182,536,169,293
fraud_Berge-Ullrich
home
2.95
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
415b61d97866a09b4cee63b27b92acec
1,325,863,662
40.938988
-81.049888
0
8,797
2019-01-06 15:28:44
30,150,717,898,388
fraud_Koss, McLaughlin and Mayer
food_dining
122.43
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
e4c51299a608f4c773d3c6fb4b931e82
1,325,863,724
35.147546
-86.127533
0
8,798
2019-01-06 15:29:27
180,046,617,132,290
fraud_Bahringer Group
health_fitness
83.54
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
ea5ed486ca0fa00d4d7e3bbb78c6ae70
1,325,863,767
38.280988
-88.81703
0
8,799
2019-01-06 15:29:35
3,596,217,206,093,829
fraud_Quitzon-Goyette
home
9.05
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
0908174495a405a3d228bbc087cdf810
1,325,863,775
41.836281
-91.024155
0