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
553,300
2020-12-31 08:52:51
3,551,217,896,304,745
fraud_Padberg-Welch
grocery_pos
203.29
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
4ab0d68f707fe21848e0b7b6cd76ce59
1,388,479,971
43.548256
-75.427476
0
553,301
2020-12-31 08:52:58
4,855,488,158,131,690,000
fraud_Block Group
misc_pos
33.03
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
91e0bfba3dd4b18273ed988dd5c4e4be
1,388,479,978
44.581975
-72.526905
0
553,302
2020-12-31 08:53:24
4,839,615,922,685,395
fraud_Brown PLC
misc_net
2.88
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
72203d42025e4fd0a55526e12d74c082
1,388,480,004
38.812486
-87.438781
0
553,303
2020-12-31 08:53:30
371,284,424,780,634
fraud_Armstrong, Walter and Gottlieb
food_dining
106.09
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
ac9bb61bfa75be86cc82d05b31fdd304
1,388,480,010
33.685783
-101.324031
0
553,304
2020-12-31 08:54:29
2,252,055,259,910,912
fraud_Eichmann, Bogan and Rodriguez
gas_transport
67.35
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
9da0c144b88b734f1b6bf8ea6e3d5437
1,388,480,069
45.191623
-89.813933
0
553,305
2020-12-31 08:54:30
4,613,314,721,966
fraud_Balistreri-Nader
misc_pos
37.28
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
332ec7553edd4ed50266fb085545893c
1,388,480,070
36.840731
-80.838253
0
553,306
2020-12-31 08:55:08
3,597,926,034,019,603
fraud_Auer-Mosciski
grocery_pos
93.46
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
8b761bed72d951981601ce4b00e397d1
1,388,480,108
35.10828
-90.182129
0
553,307
2020-12-31 08:55:27
4,147,608,975,828,480
fraud_Kuhn LLC
misc_net
26.55
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
0455aca6e5b6b848accdca39e6c362cd
1,388,480,127
44.641256
-94.801699
0
553,308
2020-12-31 08:55:58
4,777,065,439,639,721
fraud_Vandervort-Funk
grocery_pos
113.97
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
f6270b2d5a966aa31db00379cfd79da8
1,388,480,158
39.90719
-75.781892
0
553,309
2020-12-31 08:57:39
377,834,944,388,609
fraud_Prohaska-Murray
gas_transport
61.85
Michael
Jackson
M
539 Underwood Divide
Pea Ridge
AR
72,751
36.4539
-94.118
6,434
Product designer
1967-08-28
8fa00ea53a0dc359e8d32ca337953b98
1,388,480,259
36.152388
-93.944539
0
553,310
2020-12-31 08:57:43
3,573,030,041,201,292
fraud_Emard Inc
gas_transport
46.11
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
3ed80692b889b778b5ddfd6e21b09237
1,388,480,263
40.35936
-109.588759
0
553,311
2020-12-31 08:57:44
36,722,699,017,270
fraud_O'Keefe-Hudson
grocery_pos
186.38
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
03ab006e0da9cf9664d1e1f39681080d
1,388,480,264
33.24618
-111.152451
0
553,312
2020-12-31 08:58:23
3,541,160,328,600,277
fraud_Connelly, Reichert and Fritsch
gas_transport
42.97
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
b59d1ae6c3126eba2adb056d157244d1
1,388,480,303
39.905585
-89.951575
0
553,313
2020-12-31 08:59:23
6,011,542,681,743,618
fraud_Stroman, Hudson and Erdman
gas_transport
53.45
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
0b9f468d5d1c144c82227415be976c5d
1,388,480,363
39.036945
-78.05217
0
553,314
2020-12-31 09:00:16
4,862,293,128,558
fraud_Morar Inc
grocery_net
48.39
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
4d91457dd93eca39b0a622efe8329944
1,388,480,416
40.191326
-78.378513
0
553,315
2020-12-31 09:00:51
4,311,368,326,621,416,000
fraud_Kiehn Inc
grocery_pos
151.15
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
5e5a51778a154994c7e46acaaadb48a1
1,388,480,451
41.225535
-103.728103
0
553,316
2020-12-31 09:01:02
6,011,681,934,117,244
fraud_Hayes, Marquardt and Dibbert
misc_net
222.38
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
507ecc41de8b8fbabfdd921b9349d6ad
1,388,480,462
35.882397
-87.139008
0
553,317
2020-12-31 09:01:12
6,011,917,798,331,152
fraud_Schaefer, McGlynn and Bosco
gas_transport
45.44
William
Johnson
M
50843 Vincent Mission
South Londonderry
VT
5,155
43.1699
-72.8515
828
Scientific laboratory technician
1957-08-30
3b765320ff06d83c4c3b6a73fc21631f
1,388,480,472
43.076585
-71.975017
0
553,318
2020-12-31 09:01:57
375,767,678,113,375
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
78.38
Christopher
Patterson
M
16744 Campbell Wall Apt. 372
Timberville
VA
22,853
38.6476
-78.7717
4,367
Waste management officer
1962-04-12
c2dffda754bed95ff8e3de2c942129af
1,388,480,517
38.053443
-78.435399
0
553,319
2020-12-31 09:02:20
3,575,789,281,659,026
fraud_Kuphal-Bartoletti
misc_net
451.6
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
73bc3c48a39a1c7720e1a3652ff9cbbe
1,388,480,540
39.656746
-93.092383
0
553,320
2020-12-31 09:03:20
4,671,727,014,157,745
fraud_Macejkovic-Lesch
shopping_pos
483.7
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
8a6420dd36c300c4d413b716855e2f26
1,388,480,600
40.030506
-84.957138
0
553,321
2020-12-31 09:04:05
6,526,955,903,501,879
fraud_Bartoletti-Wunsch
gas_transport
65.87
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
9b842be08f94db3ffccb4d6499944bee
1,388,480,645
25.808389
-82.536293
0
553,322
2020-12-31 09:05:33
4,862,293,128,558
fraud_Miller-Hauck
grocery_pos
136.84
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
18d9b6d13cfc99b98a2e470e5e8ab80f
1,388,480,733
41.019387
-79.03217
0
553,323
2020-12-31 09:05:52
4,973,530,368,125,489,000
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
99.18
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
bf6a41d2790796e97b33fc47c6511453
1,388,480,752
36.495653
-94.583514
0
553,324
2020-12-31 09:06:08
4,239,436,242,473
fraud_Harris Inc
gas_transport
62.3
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
5c04cc7a34c260ffaaefffdfd4ed8356
1,388,480,768
38.779003
-76.680797
0
553,325
2020-12-31 09:06:08
2,297,447,006,766,555
fraud_Fisher-Schowalter
shopping_net
7
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
52132b4e326e2c454ced89fde8b226d7
1,388,480,768
39.02089
-88.958551
0
553,326
2020-12-31 09:07:20
180,011,453,250,192
fraud_Kuhic Inc
grocery_pos
92.62
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
c4f8876fd89f650888836cbf823db39c
1,388,480,840
41.399413
-90.047145
0
553,327
2020-12-31 09:07:40
4,223,708,906,367,574,000
fraud_Boehm, Block and Jakubowski
misc_pos
36.51
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
90738057ffa656ee6401452eae07c3a3
1,388,480,860
39.844565
-84.410258
0
553,328
2020-12-31 09:08:59
4,301,028,321,766,222,300
fraud_Padberg-Welch
grocery_pos
115.94
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
5219ca6d4a82af19ded3dc3867ba05d5
1,388,480,939
40.5712
-80.372328
0
553,329
2020-12-31 09:09:39
4,874,017,206,859,125
fraud_Bahringer-Larson
grocery_net
101.26
Lauren
Williams
F
065 Jones Stravenue
Lake Oswego
OR
97,034
45.4093
-122.6847
42,817
Planning and development surveyor
1982-05-28
54110bfe3aa91583abc80ff33f30e140
1,388,480,979
44.726346
-122.845808
0
553,330
2020-12-31 09:09:44
4,457,732,997,086,323,700
fraud_Emard Inc
gas_transport
74.72
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
a1f4c75f392c81d974b2ca21c9c51f50
1,388,480,984
38.912967
-120.479192
0
553,331
2020-12-31 09:10:00
3,560,725,013,359,375
fraud_Cormier LLC
shopping_net
32.53
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
a2cf77e0cbef38d05f0670e91bd9d53c
1,388,481,000
32.537339
-103.461725
0
553,332
2020-12-31 09:11:21
4,862,293,128,558
fraud_Bins-Rice
gas_transport
54.21
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
3834b2b53d80d370aebcbb897be5e9b3
1,388,481,081
41.569195
-77.285917
0
553,333
2020-12-31 09:12:51
370,877,495,212,014
fraud_Brown PLC
misc_net
88.1
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
234dd85e55c73422c2faa9136f290922
1,388,481,171
37.161027
-80.479789
0
553,334
2020-12-31 09:13:34
3,540,075,240,003,197
fraud_Rodriguez, Yost and Jenkins
misc_net
2.78
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
236857f317689fc0600036fe929a6166
1,388,481,214
44.303324
-93.316676
0
553,335
2020-12-31 09:13:41
213,157,767,990,030
fraud_Terry, Johns and Bins
misc_pos
3.33
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
7d3c57219c22ecc2c95af00e17e9d233
1,388,481,221
40.834861
-108.669285
0
553,336
2020-12-31 09:14:08
3,543,591,270,174,051
fraud_Kuvalis Ltd
gas_transport
54.63
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
9485d30938626bab0a4d7c7a4af2d932
1,388,481,248
41.247926
-78.199935
0
553,337
2020-12-31 09:14:20
30,487,648,872,433
fraud_Osinski, Ledner and Leuschke
grocery_pos
123.49
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
a7a7f12f73ccb0b89cd5e0d1d5a9834e
1,388,481,260
37.543178
-86.450157
0
553,338
2020-12-31 09:14:50
376,262,134,119,629
fraud_Swaniawski, Bahringer and Ledner
grocery_net
81.06
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
aa0dbc9c7028e514484c3791e13a5f12
1,388,481,290
26.986244
-81.577179
0
553,339
2020-12-31 09:15:07
6,544,734,391,390,261
fraud_Kerluke, Kertzmann and Wiza
misc_net
9.47
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
2da5de8609a0c38fc1dc718a445487f0
1,388,481,307
40.914011
-87.558958
0
553,340
2020-12-31 09:15:45
4,069,975,342,931,683
fraud_Spinka-Welch
grocery_net
39.12
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
69af63e225e2a233f9141f2d473e22da
1,388,481,345
38.186485
-81.717183
0
553,341
2020-12-31 09:17:22
5,152,054,598,359,927
fraud_Kutch and Sons
grocery_pos
55.16
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
2aebfd44203ab612c3b145e92db7ca41
1,388,481,442
30.255357
-89.763115
0
553,342
2020-12-31 09:17:29
4,259,996,134,423
fraud_Gerlach Inc
shopping_net
7.31
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
08433fa6aefa1ab39130e2f022a4e3cd
1,388,481,449
37.763546
-99.359485
0
553,343
2020-12-31 09:18:24
3,563,837,241,599,446
fraud_Stokes, Christiansen and Sipes
grocery_net
57.2
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
3adbfd69f93895898aa57633b7318821
1,388,481,504
45.900792
-122.861214
0
553,344
2020-12-31 09:18:51
2,252,055,259,910,912
fraud_Schmeler, Bashirian and Price
shopping_net
118.11
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
02ae3912eb54e4ea51ef40d4cbb71880
1,388,481,531
45.186345
-90.491532
0
553,345
2020-12-31 09:19:06
6,011,652,924,285,713
fraud_Raynor, Reinger and Hagenes
gas_transport
51.85
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
de2e6d4f22b223dc72f8aa7f9916d075
1,388,481,546
38.685093
-93.452541
0
553,346
2020-12-31 09:19:30
4,239,552,724,014,407
fraud_Rutherford, Homenick and Bergstrom
grocery_net
60.64
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
9b9a623fd4f61a1550d246f0cc13510d
1,388,481,570
42.016412
-84.987995
0
553,347
2020-12-31 09:19:44
568,279,015,842
fraud_Reichert, Huels and Hoppe
shopping_net
80.08
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
0f895c6503cdbd78e9497e212b201aff
1,388,481,584
45.998913
-97.302391
0
553,348
2020-12-31 09:22:36
3,560,318,482,131,952
fraud_Tillman, Fritsch and Schmitt
misc_net
16.08
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
03ad269c704b22113c15d42a5232611e
1,388,481,756
34.547054
-88.244391
0
553,349
2020-12-31 09:23:03
3,560,725,013,359,375
fraud_Barrows PLC
shopping_pos
7.51
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
24b856678cfbd56b9f6910fa48c6e95a
1,388,481,783
31.916965
-103.624136
0
553,350
2020-12-31 09:23:06
571,844,099,986
fraud_Abbott-Rogahn
entertainment
51.65
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
e742bea5746fe508f30bba74a8841501
1,388,481,786
38.905314
-86.382797
0
553,351
2020-12-31 09:24:30
6,539,653,032,686,894
fraud_Padberg-Welch
grocery_pos
71.9
Samuel
Short
M
23383 Denise Pine Apt. 099
Sacramento
CA
95,842
38.6865
-121.3494
757,530
Soil scientist
1966-09-19
ee66f102120f0ae3314b964793017f27
1,388,481,870
38.153241
-120.662439
0
553,352
2020-12-31 09:25:00
3,525,590,521,269,779
fraud_Raynor, Feest and Miller
gas_transport
55.1
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
ee0b9e3d2640b6f8005905d9e951b63f
1,388,481,900
35.56573
-79.602402
0
553,353
2020-12-31 09:25:12
639,030,014,711
fraud_Schuppe, Nolan and Hoeger
shopping_pos
125.88
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
cafebf4b07c80d443ad9e55161a4a692
1,388,481,912
36.982603
-88.830231
0
553,354
2020-12-31 09:25:23
30,026,790,933,302
fraud_Heller, Gutmann and Zieme
grocery_pos
107.6
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
211adfc2273e3f260f094af394bfa42e
1,388,481,923
32.411742
-90.474519
0
553,355
2020-12-31 09:25:36
4,092,452,671,396,169,700
fraud_Cummings LLC
gas_transport
79.45
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
1838c21f7ca343086c801e3b730ef674
1,388,481,936
35.079311
-78.288963
0
553,356
2020-12-31 09:27:48
343,668,971,234,893
fraud_Hermann-Gaylord
misc_pos
167.72
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
de2f51b6ed240e40dc26528a359eaed2
1,388,482,068
33.018052
-81.286808
0
553,357
2020-12-31 09:27:49
347,073,228,412,010
fraud_Jenkins, Hauck and Friesen
gas_transport
73.81
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
2d3cc802b64cd5d6246cafd983abf84e
1,388,482,069
44.97787
-104.220594
0
553,358
2020-12-31 09:28:03
2,383,461,948,823,908
fraud_Dooley Inc
shopping_pos
64
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
bd0650526fa158fad9d5fa54a85d5ab4
1,388,482,083
43.558966
-71.585007
0
553,359
2020-12-31 09:28:12
4,308,156,300,921,054
fraud_Heathcote LLC
shopping_net
104.36
William
Marshall
M
454 Sawyer Forks Apt. 231
Collegeville
MN
56,321
45.5783
-94.4199
1,536
Farm manager
1981-02-18
b96506f0d3edab7ee7d48c1e267ff78c
1,388,482,092
44.75272
-95.331379
0
553,360
2020-12-31 09:28:16
2,256,234,701,263,057
fraud_Huels-Hahn
gas_transport
68.59
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
f210fbacb3b8ee8f8f020e23bc5639f0
1,388,482,096
43.672159
-71.173137
0
553,361
2020-12-31 09:28:45
3,575,789,281,659,026
fraud_Greenholt, Jacobi and Gleason
gas_transport
88.16
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
80a9752f4f556b81ec89f1fbff5fbb27
1,388,482,125
38.160759
-94.765503
0
553,362
2020-12-31 09:29:11
6,596,735,789,587,928
fraud_Torphy-Goyette
shopping_pos
1.31
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
d247338977604b7006863ee9f92a6a44
1,388,482,151
44.304411
-94.425056
0
553,363
2020-12-31 09:29:27
4,481,131,401,752
fraud_Roob LLC
grocery_net
63.07
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
4c840c91b2361c19ea25635d642e451a
1,388,482,167
41.884127
-71.049433
0
553,364
2020-12-31 09:29:43
4,223,708,906,367,574,000
fraud_Boehm, Predovic and Reinger
misc_pos
29.01
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
469a7ae2cfa7d9be3fd2e165aaed4f51
1,388,482,183
38.953717
-83.92187
0
553,365
2020-12-31 09:29:59
580,954,173,374
fraud_Boehm, Predovic and Reinger
misc_pos
183.73
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
a4a1b8bad48e5e38f0367fa4ec3aa0c5
1,388,482,199
41.338691
-74.935346
0
553,366
2020-12-31 09:30:42
4,410,582,919,485,061,600
fraud_Cormier, Stracke and Thiel
entertainment
119.67
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
de009902d2d2fb5c0199b915a6a82098
1,388,482,242
33.154911
-82.213963
0
553,367
2020-12-31 09:31:20
4,457,732,997,086,323,700
fraud_Kiehn-Emmerich
grocery_pos
106.2
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
2cde617fa7defd8c4c9feec6873681a8
1,388,482,280
39.110727
-119.986632
0
553,368
2020-12-31 09:31:56
3,521,815,216,091,574
fraud_Spencer-Runolfsson
misc_pos
32.03
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
e291a3071b9a34dba0fe18167aaafa05
1,388,482,316
40.186824
-105.040833
0
553,369
2020-12-31 09:32:25
213,157,767,990,030
fraud_Hayes, Marquardt and Dibbert
misc_net
244.32
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
e7e81aef1ad1a64076636c3c32c3eb40
1,388,482,345
42.231788
-110.082055
0
553,370
2020-12-31 09:33:25
3,598,304,579,370,089
fraud_Dicki Ltd
grocery_net
61.83
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
7693e276bff5c650077aa8b78fd539cc
1,388,482,405
36.859367
-96.381401
0
553,371
2020-12-31 09:34:37
3,566,373,869,538,620
fraud_Sporer Inc
gas_transport
64.29
Steven
Castaneda
M
46809 Toni Flat Suite 216
Lamy
NM
87,540
35.4311
-105.9409
923
Public relations account executive
1964-06-22
ec21f5a6751d49b65861e2ad8d1fd9f2
1,388,482,477
35.527682
-106.376101
0
553,372
2020-12-31 09:35:09
30,428,204,673,351
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
106.93
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
74593a8eea47012bf458bf940a11d478
1,388,482,509
40.699182
-76.979585
0
553,373
2020-12-31 09:36:01
3,583,635,130,604,947
fraud_Buckridge PLC
misc_pos
5.51
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
36ebc5269cee37f854d63d0f8c9f880e
1,388,482,561
40.436533
-74.287307
0
553,374
2020-12-31 09:36:26
503,874,407,318
fraud_Wuckert-Walter
grocery_net
60.92
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
86ce292b8dc48c780d3af1f1602bff62
1,388,482,586
29.367029
-97.564286
0
553,375
2020-12-31 09:37:09
180,094,419,304,907
fraud_Heller-Abshire
grocery_net
65.54
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
99976113a1bb9dc6ceaaa10b7423cabe
1,388,482,629
34.536598
-116.614202
0
553,376
2020-12-31 09:37:21
3,560,797,065,840,735
fraud_Reilly, Heaney and Cole
gas_transport
67.17
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
1f0b508f285692ee11d02588d3eb176d
1,388,482,641
46.61966
-101.036196
0
553,377
2020-12-31 09:37:21
374,125,201,044,065
fraud_Schuppe LLC
entertainment
22.22
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
a3e0f2430b27653660f3bda187bf55a4
1,388,482,641
39.370325
-77.448493
0
553,378
2020-12-31 09:37:45
3,525,668,150,756,629
fraud_Lind, Huel and McClure
gas_transport
65.9
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
843c0db57f24272c887d2eb5090f8089
1,388,482,665
45.706529
-86.475745
0
553,379
2020-12-31 09:37:53
3,583,635,130,604,947
fraud_Barton Inc
grocery_pos
185.1
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
20c462a32a45c4808be243e413ab535c
1,388,482,673
40.608149
-75.548662
0
553,380
2020-12-31 09:37:56
3,565,196,229,855,512
fraud_Kutch, Hermiston and Farrell
gas_transport
62.04
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
03bfda4547441190c4832871ec8c818b
1,388,482,676
39.896963
-93.13652
0
553,381
2020-12-31 09:39:16
4,226,219,726,886,853,000
fraud_Stehr, Jewess and Schimmel
misc_net
213.69
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
a97b2eb749720f386808379370233c29
1,388,482,756
39.878869
-84.616996
0
553,382
2020-12-31 09:40:55
4,155,021,259,183,870
fraud_Heidenreich PLC
grocery_pos
88.51
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
da64343e7992527f007eebd226a8ecde
1,388,482,855
34.989372
-98.177339
0
553,383
2020-12-31 09:41:29
4,254,074,738,931,278
fraud_Jenkins, Hauck and Friesen
gas_transport
66.04
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
a0ab6103fb2672fab83ba48c97abe661
1,388,482,889
42.075072
-78.297524
0
553,384
2020-12-31 09:43:04
3,589,255,887,819,806
fraud_Jones, Sawayn and Romaguera
misc_net
47.05
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
dec55aa47ba87dcaa7ea4a5cbf770f99
1,388,482,984
40.006364
-77.401498
0
553,385
2020-12-31 09:43:27
4,658,117,080,136
fraud_Bauch-Raynor
grocery_pos
72.83
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
d644df8da8ffcd58c486703b52273fca
1,388,483,007
35.214428
-108.143912
0
553,386
2020-12-31 09:43:45
3,598,304,579,370,089
fraud_Lind, Huel and McClure
gas_transport
53.24
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
34f4ca36e46a60ec7be75794c3c840db
1,388,483,025
37.297884
-96.457576
0
553,387
2020-12-31 09:44:18
213,157,767,990,030
fraud_Runolfsson and Sons
grocery_net
64.69
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
aee85772ac642ca171f63ecd2d9048bd
1,388,483,058
41.916219
-109.493796
0
553,388
2020-12-31 09:44:33
213,157,767,990,030
fraud_Lehner, Mosciski and King
misc_net
28.13
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
544ac0ca1bd90037e61994442ad3e1c3
1,388,483,073
41.988448
-109.381488
0
553,389
2020-12-31 09:44:39
580,954,173,374
fraud_Marks Inc
gas_transport
65.79
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
80dc9c32a6bfa9fa4492db7751025017
1,388,483,079
40.327771
-74.216938
0
553,390
2020-12-31 09:47:04
4,102,003,771,126,577,700
fraud_Tillman, Dickinson and Labadie
gas_transport
61.87
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
8ed06cf57533b822c7f654906a379ebc
1,388,483,224
32.819448
-96.424242
0
553,391
2020-12-31 09:47:31
3,534,330,126,107,879
fraud_Torp-Lemke
misc_pos
28.14
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
167bf631c5486a78978e98405e5359a9
1,388,483,251
46.068793
-107.933845
0
553,392
2020-12-31 09:47:34
5,152,054,598,359,927
fraud_Rempel PLC
grocery_net
39.14
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
6403ed2db1ad1fa05409d44bf98d079e
1,388,483,254
30.355861
-89.266113
0
553,393
2020-12-31 09:47:41
5,456,776,410,929,288
fraud_O'Keefe-Hudson
grocery_pos
141.31
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
791008badc116aa03b24d934f88b9c8d
1,388,483,261
40.495066
-79.655027
0
553,394
2020-12-31 09:48:15
3,586,955,669,388,457
fraud_Kuhic Inc
grocery_pos
106.85
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
d2e24b9c265a1a0a75d8ec737573f7ce
1,388,483,295
39.367849
-78.506955
0
553,395
2020-12-31 09:48:17
676,148,621,961
fraud_Kihn, Abernathy and Douglas
shopping_net
230.26
Jennifer
Vega
F
91644 Crystal Drives
Eagarville
IL
62,023
39.1118
-89.7855
91
Materials engineer
1962-11-18
871e10653ac1a935dd0e57fc447130eb
1,388,483,297
38.51191
-89.831063
0
553,396
2020-12-31 09:48:40
375,534,208,663,984
fraud_Gutmann Ltd
grocery_net
41.24
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
c48de4011e0932d4b847f519fac12235
1,388,483,320
38.629923
-80.181425
0
553,397
2020-12-31 09:48:45
4,319,584,480,204,989,000
fraud_Kutch, Hermiston and Farrell
gas_transport
68.28
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
31460e82819919fb6d2a83bb66165d7a
1,388,483,325
37.472526
-82.086701
0
553,398
2020-12-31 09:48:48
38,580,485,618,059
fraud_Schmitt Inc
gas_transport
51.64
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
03860a90f8e6512e6a39fceeeaee62ed
1,388,483,328
49.438199
-102.528364
0
553,399
2020-12-31 09:48:54
4,745,996,322,265
fraud_Kuhic Inc
grocery_pos
92.67
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
b2e3582292c3c1c77abe02b11b9c4af3
1,388,483,334
41.780404
-85.816728
0