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
1,277,300
2020-06-14 15:34:57
4,450,831,335,606,294
fraud_Zemlak, Tillman and Cremin
personal_care
58
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
568f5a2cf4d9b55b325af39a2094c227
1,371,224,097
35.276852
-95.07467
0
1,277,301
2020-06-14 15:35:17
372,509,258,176,510
fraud_Greenholt Ltd
health_fitness
79.84
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
802c7b66773e472ded09e302149fbd4a
1,371,224,117
42.854712
-82.969917
0
1,277,302
2020-06-14 15:36:03
4,239,436,242,473
fraud_Pfeffer and Sons
shopping_pos
2.09
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
a407b9ea63728cd9a70a316f2795fb0f
1,371,224,163
37.876621
-78.037489
0
1,277,303
2020-06-14 15:36:13
4,476,840,372,112
fraud_Reichel, Bradtke and Blanda
travel
4.04
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
2f576a2fe846fe0dc4c5d3eeb82778e9
1,371,224,173
34.100566
-85.508372
0
1,277,304
2020-06-14 15:36:22
30,135,235,368,675
fraud_O'Reilly, Mohr and Purdy
home
7.48
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
8843129238ed83e9af745230cf904620
1,371,224,182
39.659784
-93.546928
0
1,277,305
2020-06-14 15:36:22
4,210,078,554,961,359,000
fraud_Sporer-Keebler
personal_care
4.81
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
68e73fd288cdb81a7cbbf1f7128d3f57
1,371,224,182
43.839353
-122.593896
0
1,277,306
2020-06-14 15:36:30
3,576,021,480,694,169
fraud_Dooley Inc
shopping_pos
8.52
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
670224b3f855bd238caeca21c22a39f7
1,371,224,190
38.292896
-95.783951
0
1,277,307
2020-06-14 15:37:30
4,503,101,193,493,053,000
fraud_Kautzer and Sons
personal_care
41.77
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
11f849872f4ecd9d6d2a1d88577d53b1
1,371,224,250
28.348027
-81.699644
0
1,277,308
2020-06-14 15:38:36
377,026,671,291,680
fraud_Roberts, Ryan and Smith
personal_care
138.07
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
4ff9aaee5a237b680ea639e389e548f0
1,371,224,316
36.512047
-91.628378
0
1,277,309
2020-06-14 15:38:39
4,260,128,500,325
fraud_Bechtelar-Rippin
food_dining
202.29
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
763b6754b3f72e402ed1c717ac33361f
1,371,224,319
37.670935
-83.276486
0
1,277,310
2020-06-14 15:38:49
348,789,608,637,806
fraud_Dibbert and Sons
entertainment
39.52
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
33c07ac15af4de6e7ebf2a6ecdd6b515
1,371,224,329
40.475625
-99.484461
0
1,277,311
2020-06-14 15:39:09
343,464,013,864,032
fraud_Reichert-Weissnat
travel
4.74
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
4d3d84ab7fb735acd44e155c9af4b4e4
1,371,224,349
35.446937
-78.197573
0
1,277,312
2020-06-14 15:39:42
4,279,161,831,637
fraud_Ledner, Hartmann and Feest
health_fitness
63.47
Lisa
Hendrix
F
35737 Kirby Fall Suite 409
Vanderbilt
PA
15,486
40.0246
-79.6955
2,303
Physiotherapist
1987-08-16
2667c081c693f40becd2ae342ed3432e
1,371,224,382
39.469905
-78.859789
0
1,277,313
2020-06-14 15:40:00
4,761,403,817,546,679,000
fraud_Hermann and Sons
shopping_pos
4.13
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
ff8579e7445d1fdfaf66bb636cabb33f
1,371,224,400
37.383781
-92.365998
0
1,277,314
2020-06-14 15:40:20
571,465,035,400
fraud_Schoen-Quigley
kids_pets
52.55
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
1ee94c22f8a1d15df017787d413c4062
1,371,224,420
43.684008
-108.155146
0
1,277,315
2020-06-14 15:40:26
4,584,931,703,207,308,300
fraud_Jast-McDermott
shopping_pos
3.05
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
2b0dfa1ec2e4cfb3383a6cd052612131
1,371,224,426
33.659047
-95.794717
0
1,277,316
2020-06-14 15:40:33
180,072,527,505,094
fraud_Hahn, Bahringer and McLaughlin
personal_care
8.64
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
2930274e1f94e4cd97c69dd75c7a8aa5
1,371,224,433
35.68995
-81.774007
0
1,277,317
2020-06-14 15:40:46
213,178,850,083,780
fraud_White and Sons
home
78.24
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
22d3189207a7129b7774847e36686a0f
1,371,224,446
46.006429
-118.346967
0
1,277,318
2020-06-14 15:40:47
3,596,217,206,093,829
fraud_Medhurst Inc
home
33.69
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
cd9c7492318464ffdbc54ce68916b3ea
1,371,224,447
41.575782
-92.379445
0
1,277,319
2020-06-14 15:41:47
4,450,831,335,606,294
fraud_McCullough, Hudson and Schuster
food_dining
6.31
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
8ff3420ebd3f2c9dc0eb5ac6213b243c
1,371,224,507
35.026079
-96.171638
0
1,277,320
2020-06-14 15:42:57
4,181,833,256,558,614,000
fraud_Roberts, Ryan and Smith
personal_care
25.49
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
f7dfb131f0d24809c67c4f32a14aebd3
1,371,224,577
36.542941
-106.346302
0
1,277,321
2020-06-14 15:43:02
4,265,776,278,887,457
fraud_Bednar PLC
kids_pets
96.31
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
72c2fda6270e761b5c3ec8ceb87f2ec4
1,371,224,582
35.98722
-93.048099
0
1,277,322
2020-06-14 15:43:05
4,260,128,500,325
fraud_Koss, McLaughlin and Mayer
food_dining
6.8
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
3e1dd15a90f1b60d4c1fbf416675c5df
1,371,224,585
36.519398
-82.110681
0
1,277,323
2020-06-14 15:43:06
3,513,618,443,244,549
fraud_Tillman LLC
travel
6.01
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
48b41a941c24f4aaccecc2e9173d39dc
1,371,224,586
43.696273
-98.323801
0
1,277,324
2020-06-14 15:43:14
3,575,789,281,659,026
fraud_Cartwright PLC
kids_pets
12.74
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
abd267d5820f6bd5f6832636b9387742
1,371,224,594
39.731669
-93.873448
0
1,277,325
2020-06-14 15:43:15
3,533,177,016,567,295
fraud_Larkin Ltd
kids_pets
16.47
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
0598f0cde7a3d89b0d79997328b2027a
1,371,224,595
40.870421
-96.806878
0
1,277,326
2020-06-14 15:43:30
374,656,033,243,756
fraud_Weber, Thiel and Hammes
kids_pets
57.28
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
62e79f67c9c1885435a1a17cd59f9309
1,371,224,610
38.368146
-77.997211
0
1,277,327
2020-06-14 15:43:43
6,011,367,958,204,270
fraud_Metz, Russel and Metz
kids_pets
31.37
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
f7d677732f7bcad36bdb2d527328a5c9
1,371,224,623
41.074046
-82.12227
0
1,277,328
2020-06-14 15:44:37
4,681,601,008,538,160
fraud_Marvin-Lind
personal_care
16.24
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
622ee489075ca54e396cd757822f0562
1,371,224,677
40.658817
-81.577565
0
1,277,329
2020-06-14 15:44:47
213,163,860,545,705
fraud_Jakubowski Inc
home
75.18
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
003da84347c7428d1875ca6d0a34f14c
1,371,224,687
33.395844
-82.928516
0
1,277,330
2020-06-14 15:44:58
3,583,293,909,206,278
fraud_Kessler Group
travel
4.27
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
950e335a19fe9a1da41498011f9c114a
1,371,224,698
34.73215
-105.848654
0
1,277,331
2020-06-14 15:45:32
6,538,891,242,532,018
fraud_Armstrong, Walter and Gottlieb
food_dining
36.71
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
3d369b5fbea6e648d7c38206241372da
1,371,224,732
36.161072
-91.777421
0
1,277,332
2020-06-14 15:45:35
3,502,088,871,723,054
fraud_Kuhn Group
food_dining
10.11
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
3d2a05970ff794395d610440bad1d1f3
1,371,224,735
39.001639
-76.232584
0
1,277,333
2020-06-14 15:45:36
376,028,110,684,021
fraud_Dickinson Ltd
personal_care
74.2
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
4fc0accadc69e8db31081a2d4e8e9db1
1,371,224,736
40.3237
-92.819457
0
1,277,334
2020-06-14 15:45:39
3,575,789,281,659,026
fraud_Larkin Ltd
kids_pets
83.7
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
45b0d709209460c0c4d0bd3c62877ecd
1,371,224,739
39.299103
-93.836931
0
1,277,335
2020-06-14 15:45:57
3,551,512,895,305,309
fraud_Kulas Group
health_fitness
23.23
Erika
Anderson
F
3786 Hale Corners
Rochester
KY
42,273
37.2048
-86.8592
443
Development worker, international aid
1947-07-15
662268382524e3aaa229a2299f5860f2
1,371,224,757
37.127489
-87.257875
0
1,277,336
2020-06-14 15:46:13
4,481,131,401,752
fraud_Schuppe LLC
entertainment
86.17
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
fdaf79ceb04b2f02adc7d8ce397cd7ff
1,371,224,773
43.011325
-72.416921
0
1,277,337
2020-06-14 15:46:18
639,030,014,711
fraud_Gottlieb Group
kids_pets
41.62
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
fa5947b2b4a0ca712317354769af688f
1,371,224,778
37.960716
-89.422792
0
1,277,338
2020-06-14 15:46:45
676,298,633,337
fraud_Homenick LLC
personal_care
1.47
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
b39b2a3add79f102a487e1a585d95e7f
1,371,224,805
39.392699
-80.842494
0
1,277,339
2020-06-14 15:48:34
3,523,898,249,167,098
fraud_Spencer PLC
entertainment
21.51
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
03eef43d7a84d77b5747ef161ef090a3
1,371,224,914
40.777051
-73.568593
0
1,277,340
2020-06-14 15:48:58
30,230,540,139,182
fraud_Hudson-Grady
shopping_pos
120.34
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
2d73f332218c1ee3bbc00f292242d09c
1,371,224,938
41.014024
-76.518815
0
1,277,341
2020-06-14 15:48:59
4,561,546,772,499
fraud_Bahringer, Bergnaum and Quitzon
home
4.24
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
2d01ad961428047abbe4357017024862
1,371,224,939
35.459639
-106.030228
0
1,277,342
2020-06-14 15:49:10
3,573,386,445,588,324
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
39.93
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
02c64b25100bbeab245148c14e23b1ce
1,371,224,950
44.829677
-98.193484
0
1,277,343
2020-06-14 15:49:20
4,452,366,298,769,043
fraud_Kihn, Abernathy and Douglas
shopping_net
3.57
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
917607503dcecb785b8ae4396a6db74d
1,371,224,960
31.597411
-97.425318
0
1,277,344
2020-06-14 15:49:43
30,561,214,688,470
fraud_Hills-Boyer
personal_care
25.13
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
da8ab08317671c54c14f8c44185452a8
1,371,224,983
40.705029
-75.027587
0
1,277,345
2020-06-14 15:50:39
341,283,058,448,499
fraud_Bednar Inc
travel
4.24
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
8b4558b1c3df792420ab6d259344e441
1,371,225,039
30.180144
-84.1546
0
1,277,346
2020-06-14 15:50:50
4,908,846,471,916,297
fraud_Sawayn PLC
shopping_pos
467.38
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
8569a2f9855608197eaee0bc819a69c9
1,371,225,050
31.300422
-96.245338
0
1,277,347
2020-06-14 15:50:53
676,275,912,597
fraud_Beer-Jast
kids_pets
50.62
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
8d71511e0795fd929f569eec6b164ca1
1,371,225,053
45.60266
-84.630434
0
1,277,348
2020-06-14 15:51:02
4,710,792,708,725,663
fraud_Mosciski, Ziemann and Farrell
shopping_net
2.64
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
1b509a39e80e61f313c58e953fdc9c87
1,371,225,062
41.267465
-84.408221
0
1,277,349
2020-06-14 15:51:48
3,587,960,728,692,500
fraud_Dare-Marvin
entertainment
150.47
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
e54890b1dffc8aa2c5619466d4a6c085
1,371,225,108
43.24696
-94.680007
0
1,277,350
2020-06-14 15:52:08
4,969,856,774,088,583
fraud_Reilly LLC
home
172.23
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
57d4f9d01d04358c345c511daed9c1b1
1,371,225,128
29.722106
-90.173081
0
1,277,351
2020-06-14 15:52:13
38,295,635,583,927
fraud_Langosh, Wintheiser and Hyatt
food_dining
85.79
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
5a0b010d3e1b13b372390965ae496f77
1,371,225,133
34.321502
-99.909766
0
1,277,352
2020-06-14 15:52:22
3,596,357,274,378,601
fraud_Conroy, Balistreri and Gorczany
health_fitness
24.58
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
f3f40cb60a7b6d8deb0ea8cc743e9a3f
1,371,225,142
41.812173
-78.91638
0
1,277,353
2020-06-14 15:52:25
4,996,263,498,048,679
fraud_Botsford Ltd
shopping_pos
6.15
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
e1d77b61af0929041fb05fcb5411450c
1,371,225,145
41.178538
-125.063925
0
1,277,354
2020-06-14 15:52:44
2,269,768,987,945,882
fraud_Kuhn Group
food_dining
90.18
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
84b806038c09396d97bde203565b4ea0
1,371,225,164
42.043069
-78.816302
0
1,277,355
2020-06-14 15:53:31
4,640,395,708,703
fraud_Hoppe, Harris and Bednar
entertainment
8.05
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
ae852078b96764c27fc46d2a353927b0
1,371,225,211
29.700109
-90.928459
0
1,277,356
2020-06-14 15:53:54
3,581,130,339,108,561
fraud_Graham and Sons
health_fitness
27.68
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
85f901c112af6d338a326bc81d84c66a
1,371,225,234
41.148818
-81.018164
0
1,277,357
2020-06-14 15:54:11
676,369,110,710
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
4.46
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
d2f3d95e281abab7f19c45af36435428
1,371,225,251
41.977451
-83.490437
0
1,277,358
2020-06-14 15:54:15
379,897,244,598,068
fraud_Rau-Robel
kids_pets
19.14
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
ddb1451fc37cb3202fabe23107332384
1,371,225,255
37.438817
-85.778153
0
1,277,359
2020-06-14 15:54:26
4,683,520,018,489,354
fraud_Volkman PLC
food_dining
45.26
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
b477ec4ddfec5145991dc8c4b21d1db9
1,371,225,266
33.364292
-117.64185
0
1,277,360
2020-06-14 15:54:49
2,252,055,259,910,912
fraud_Johnston-Casper
travel
528.75
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
a505da162ec255956e2478f9216e7867
1,371,225,289
45.289987
-89.319913
0
1,277,361
2020-06-14 15:55:01
4,587,577,161,160,601
fraud_Ernser-Lynch
food_dining
78.71
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
1979815e4392c58ffcada3bf7a356364
1,371,225,301
44.526941
-69.278927
0
1,277,362
2020-06-14 15:55:25
180,049,032,966,888
fraud_Feil-Morar
health_fitness
75.67
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
592e88684dcaa1d1086a9d37653eb008
1,371,225,325
47.449507
-90.774897
0
1,277,363
2020-06-14 15:55:53
377,113,842,678,100
fraud_Hills-Boyer
personal_care
44.45
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
505c78c1cf86c3c788ceb5f1f6f4b5b4
1,371,225,353
40.278834
-76.031873
0
1,277,364
2020-06-14 15:57:07
4,671,727,014,157,745
fraud_Champlin and Sons
home
15.8
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
97713b0590e2722b354374dc87e2d6ce
1,371,225,427
40.524771
-86.107207
0
1,277,365
2020-06-14 15:57:19
2,268,221,587,779,419
fraud_Hudson-Grady
shopping_pos
3.85
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
ff612e6e17405e5dbbed2d7f1d9e334c
1,371,225,439
46.248364
-123.368952
0
1,277,366
2020-06-14 15:57:27
6,011,552,879,910,390
fraud_Rau-Robel
kids_pets
53.36
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
5171754cd43da5d24311dfdaa29a9cd1
1,371,225,447
41.00753
-110.371683
0
1,277,367
2020-06-14 15:58:03
2,297,447,006,766,555
fraud_Schuppe LLC
entertainment
8.38
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
be101e36cd5cd9dab10535e8513d57db
1,371,225,483
40.712883
-88.65836
0
1,277,368
2020-06-14 15:58:29
6,011,104,316,292,105
fraud_Berge, Kautzer and Harris
personal_care
71.74
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
bd6651af22e8a1bdeb08ff9419a0132e
1,371,225,509
37.148966
-79.272806
0
1,277,369
2020-06-14 15:58:53
503,848,303,379
fraud_Weber, Thiel and Hammes
kids_pets
8.62
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
27dbb1f9a2be0a545e27b95bccb6f713
1,371,225,533
26.326348
-82.068382
0
1,277,370
2020-06-14 15:59:22
503,874,407,318
fraud_Zboncak Ltd
food_dining
4.19
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
637a0836753309c7efacfe19c09a215c
1,371,225,562
30.214725
-99.100547
0
1,277,371
2020-06-14 16:00:27
6,534,628,260,579,800
fraud_Corwin-Gorczany
misc_net
44.41
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
ba0da596ed3c62b5c2fab191196d5e27
1,371,225,627
44.739017
-72.793519
0
1,277,372
2020-06-14 16:00:35
4,302,480,582,202,074
fraud_Fritsch and Sons
health_fitness
142.78
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
bef0fc1724ab05664d199b98aec4b576
1,371,225,635
44.165532
-85.501264
0
1,277,373
2020-06-14 16:00:57
4,425,161,475,596,168
fraud_Mante, Luettgen and Hackett
health_fitness
1.7
Brooke
Fisher
F
815 Heather Divide Apt. 965
San Angelo
TX
76,905
31.4647
-100.39
103,927
Drilling engineer
1962-06-27
1ac1d6a356478249eda4585cf3abd860
1,371,225,657
31.841477
-100.9617
0
1,277,374
2020-06-14 16:01:01
4,400,011,257,587,662,000
fraud_McDermott, Osinski and Morar
home
134.92
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
0188f79a67857fcdc3a75d18fcbc4031
1,371,225,661
42.063236
-97.948808
0
1,277,375
2020-06-14 16:01:35
6,011,552,879,910,390
fraud_Altenwerth-Kilback
home
77.96
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
eb5c7818b8ff1b13f552251d0651cfe2
1,371,225,695
41.216533
-111.010197
0
1,277,376
2020-06-14 16:01:54
180,067,784,565,096
fraud_Prosacco LLC
personal_care
95.59
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
19434bfceeba1ba69f65f50214aa9749
1,371,225,714
42.090935
-87.75819
0
1,277,377
2020-06-14 16:02:00
4,560,395,181,594,436,000
fraud_Langworth LLC
personal_care
34.34
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
57a998be0253c5d38dfdbd17b18af7eb
1,371,225,720
39.968782
-123.071626
0
1,277,378
2020-06-14 16:02:14
213,175,487,106,448
fraud_Hoppe, Harris and Bednar
entertainment
37.76
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
8859297982ba74fb2dbc5542e1346f5b
1,371,225,734
32.22343
-100.894383
0
1,277,379
2020-06-14 16:02:26
2,252,055,259,910,912
fraud_Jakubowski Inc
home
72.05
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
33d899bbbbba12e0fd7dccb4e5f7fee0
1,371,225,746
45.622793
-89.710055
0
1,277,380
2020-06-14 16:02:27
4,302,480,582,202,074
fraud_Brown Inc
kids_pets
24.66
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
e6685f730b809f6c0492eadb16252136
1,371,225,747
43.03452
-85.620757
0
1,277,381
2020-06-14 16:02:36
502,012,776,709
fraud_Dare-Marvin
entertainment
107.58
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
681d96ad8905476209bee53e8fce0214
1,371,225,756
42.906606
-75.193914
0
1,277,382
2020-06-14 16:03:20
376,445,266,762,684
fraud_Feil, Hilpert and Koss
food_dining
72.45
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
28d1d2afa2fe6491c725a76b8991d3c0
1,371,225,800
40.627161
-100.806759
0
1,277,383
2020-06-14 16:03:33
4,586,810,168,620,942
fraud_Tillman LLC
travel
3.63
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
d642a733a2aed8735c07964698aed7f6
1,371,225,813
33.071114
-79.335092
0
1,277,384
2020-06-14 16:03:42
2,720,894,374,956,739
fraud_Crist, Jakubowski and Littel
home
27.11
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
c6c0478e731457ac383b94dc425609a8
1,371,225,822
42.474006
-83.154439
0
1,277,385
2020-06-14 16:03:44
676,309,913,934
fraud_Goyette, Howell and Collier
shopping_pos
8
Robert
Martinez
M
3683 Parrish Circles
Pueblo
CO
81,005
38.2352
-104.66
151,815
Further education lecturer
1988-01-04
0327756ff1f4ff72c674ee8e18cf8273
1,371,225,824
38.82993
-103.667359
0
1,277,386
2020-06-14 16:03:53
4,873,783,502,705,038
fraud_Roberts, Ryan and Smith
personal_care
13.96
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
675f6dbf75bc4c8b51ccba0282c5f1c3
1,371,225,833
48.774238
-123.020135
0
1,277,387
2020-06-14 16:04:22
372,520,049,757,633
fraud_Herman, Treutel and Dickens
misc_net
233.77
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
c22d9d8343ed3e06d17e379f0f7948e8
1,371,225,862
48.845086
-92.456059
0
1,277,388
2020-06-14 16:04:53
213,112,402,583,773
fraud_Cartwright PLC
kids_pets
46.16
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
e193c816e1c1af680c43832d70cc3889
1,371,225,893
33.501668
-82.370387
0
1,277,389
2020-06-14 16:05:03
3,523,898,249,167,098
fraud_Reichel Inc
entertainment
2.05
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
6966c2732389f36f8b7b8952ff5a1244
1,371,225,903
40.688837
-73.53806
0
1,277,390
2020-06-14 16:05:17
4,063,094,974,360,571,400
fraud_Turcotte, McKenzie and Koss
entertainment
33.34
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
f7b94670934aa467c50207db1aad4121
1,371,225,917
42.156148
-112.92945
0
1,277,391
2020-06-14 16:06:46
4,424,338,559,877,976
fraud_Quitzon-Goyette
home
192.5
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
869a951d609fc9ac363a77941d580316
1,371,226,006
40.073862
-82.74801
0
1,277,392
2020-06-14 16:06:57
213,186,551,511,454
fraud_Erdman-Ebert
personal_care
42.98
Cody
Dean
M
737 Thomas Wall Apt. 502
West Bethel
ME
4,286
44.402
-70.8601
47
Chief Operating Officer
1951-03-31
007105b4b842167732e2843eb9d6b3f0
1,371,226,017
44.434988
-71.858274
0
1,277,393
2020-06-14 16:07:18
4,358,137,750,029,945,000
fraud_Terry, Johns and Bins
misc_pos
152.02
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
e3b3445042c7f01c323920e6044a7e23
1,371,226,038
42.73532
-91.207586
0
1,277,394
2020-06-14 16:07:33
6,011,438,889,172,900
fraud_Kub PLC
personal_care
12.39
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
79cd73b6543be4d99f9e1d3886236e70
1,371,226,053
34.912197
-90.594655
0
1,277,395
2020-06-14 16:07:59
4,328,928,491,302,401
fraud_Boyer PLC
shopping_net
10.67
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
406f2819ab51d7d9c70b518e19d3635a
1,371,226,079
43.581005
-87.899739
0
1,277,396
2020-06-14 16:08:36
4,306,630,852,918
fraud_Becker, Harris and Harvey
personal_care
4.04
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
ba9f44b068f920e837a60622a2ded2d4
1,371,226,116
39.262347
-89.755982
0
1,277,397
2020-06-14 16:08:45
4,003,989,662,068,504
fraud_Schaefer Ltd
kids_pets
37.77
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
905c81cc558cae577aed0e8c08c2dcd3
1,371,226,125
32.849337
-86.639905
0
1,277,398
2020-06-14 16:09:14
4,809,701,904,914
fraud_Mayert Group
shopping_pos
5.82
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
2112c70c3a1d27224f307a9ae5cdf749
1,371,226,154
32.432463
-85.159425
0
1,277,399
2020-06-14 16:10:18
2,288,813,824,604,479
fraud_Hirthe-Beier
health_fitness
75.51
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
386e18c8b5c1f52e50e4cf8357bd1b77
1,371,226,218
40.298522
-74.369835
0