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
1,272,900
2020-06-12 22:31:17
4,220,345,354,880
fraud_Berge-Ullrich
home
132.41
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
dd71e71da0261392afd23c84e569d9c3
1,371,076,277
43.817328
-83.205724
0
1,272,901
2020-06-12 22:31:22
4,561,546,772,499
fraud_Mayert Group
shopping_pos
6.84
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
0cbd764e32b06ed3bb6212609e25abc5
1,371,076,282
34.044641
-105.748779
0
1,272,902
2020-06-12 22:31:51
38,530,489,946,071
fraud_Hermiston, Pacocha and Smith
health_fitness
32.04
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
ff8f2fb3cca92892a81aa7b0829846d9
1,371,076,311
35.07197
-82.062167
0
1,272,903
2020-06-12 22:32:54
565,399,283,797
fraud_Zulauf LLC
personal_care
70.79
Anthony
Allen
M
6993 Carr Lodge Apt. 311
Jordan Valley
OR
97,910
42.8801
-117.281
641
Economist
1993-11-24
59973d722a499befb050fb15f1841d73
1,371,076,374
42.105546
-117.629184
0
1,272,904
2020-06-12 22:33:33
4,294,930,380,592
fraud_Dickinson Ltd
personal_care
37.67
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
24638ab9576b6b88fdb84bcaee1a085a
1,371,076,413
38.36371
-80.14153
0
1,272,905
2020-06-12 22:33:47
3,556,613,125,071,656
fraud_Heathcote LLC
shopping_net
103.39
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
aec47dd043c937987a801e300462de83
1,371,076,427
28.610352
-95.67917
0
1,272,906
2020-06-12 22:34:47
3,589,255,887,819,806
fraud_Wiza, Schaden and Stark
misc_pos
124.28
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
62260f055652da0259a499453abc4b61
1,371,076,487
38.957548
-78.455989
0
1,272,907
2020-06-12 22:34:58
213,175,487,106,448
fraud_Becker, Harris and Harvey
personal_care
2.4
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
cfa61d3e9979eabd041f36b19425806d
1,371,076,498
33.919889
-99.538501
0
1,272,908
2020-06-12 22:35:15
377,113,842,678,100
fraud_Fadel Inc
health_fitness
70.22
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
0f4c4525fc00f90dcf305ebc9a4a3974
1,371,076,515
39.244982
-74.605508
0
1,272,909
2020-06-12 22:35:16
3,526,826,139,003,047
fraud_Reilly LLC
home
90.37
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
bc2e2a63ab2a3f662d702fa8f1222263
1,371,076,516
45.171712
-85.340879
0
1,272,910
2020-06-12 22:35:49
3,531,129,874,770,000
fraud_Goyette-Gerhold
kids_pets
43.5
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
1ba8c7d9409e33883498c9e2563e1df6
1,371,076,549
43.140472
-74.067626
0
1,272,911
2020-06-12 22:36:00
372,509,258,176,510
fraud_Lakin, Ferry and Beatty
food_dining
109.71
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
877b8e6afdd2267f7503c491d0e51d26
1,371,076,560
42.401787
-82.599528
0
1,272,912
2020-06-12 22:36:14
4,761,403,817,546,679,000
fraud_Shanahan-Lehner
personal_care
18.63
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
a82def147a826ae9a3d93dec162d5911
1,371,076,574
35.929984
-92.175741
0
1,272,913
2020-06-12 22:36:28
36,913,587,729,122
fraud_Larkin, Stracke and Greenfelder
entertainment
146.97
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
b8e3cf9b75c279695a57d5de05f63ad0
1,371,076,588
44.270091
-115.946059
0
1,272,914
2020-06-12 22:36:40
3,518,669,219,150,142
fraud_Lind-Buckridge
entertainment
48.74
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
00719cb1ba863ec7957522e63a54903e
1,371,076,600
38.957072
-84.194454
0
1,272,915
2020-06-12 22:37:03
4,990,494,243,023
fraud_Berge-Ullrich
home
48.32
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
8f242d6dfd8414ffedaf70418fa94258
1,371,076,623
40.682994
-78.436027
0
1,272,916
2020-06-12 22:37:28
2,254,799,658,404,120
fraud_Jakubowski Inc
home
66.12
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
d62b6db683be1027a577604af4798434
1,371,076,648
30.006799
-82.436899
0
1,272,917
2020-06-12 22:37:51
4,208,110,975,550,360,000
fraud_Hyatt, Russel and Gleichner
health_fitness
76.75
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
d741d66551294ffe1d16b1a8e59fe250
1,371,076,671
31.486671
-82.566554
0
1,272,918
2020-06-12 22:39:17
4,514,242,065,619,750
fraud_Jewess LLC
shopping_pos
36.51
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
fb62f4aea3e6f47a6101f594150727b6
1,371,076,757
41.026356
-104.881032
0
1,272,919
2020-06-12 22:39:31
4,988,304,376,504
fraud_Champlin, Rolfson and Connelly
travel
4.12
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
b1b0e902f55f847e329d0636ec8ae1c7
1,371,076,771
40.981962
-73.889646
0
1,272,920
2020-06-12 22:40:36
2,720,012,583,106,919
fraud_Beier and Sons
home
81.71
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
a3c264c9398e65ec73cc61166eeb1ccb
1,371,076,836
43.21962
-101.889546
0
1,272,921
2020-06-12 22:40:36
2,252,055,259,910,912
fraud_Hettinger, McCullough and Fay
home
92.25
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
63508047249aad182cef2c6645f59184
1,371,076,836
45.071383
-91.061327
0
1,272,922
2020-06-12 22:41:00
3,566,373,869,538,620
fraud_Nienow PLC
entertainment
2.46
Steven
Castaneda
M
46809 Toni Flat Suite 216
Lamy
NM
87,540
35.4311
-105.9409
923
Public relations account executive
1964-06-22
5e6dd894f1eacda63adb0425a8511f0a
1,371,076,860
35.107753
-104.942494
0
1,272,923
2020-06-12 22:41:39
4,440,581,794,652
fraud_Osinski Inc
personal_care
22.44
Karen
Cooper
F
425 Caleb Point Apt. 050
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Pharmacist, hospital
1960-03-01
7c22cf4b97bd6c481595b7315c127f41
1,371,076,899
33.40941
-116.379624
0
1,272,924
2020-06-12 22:42:37
4,806,443,445,305
fraud_Brown, Homenick and Lesch
health_fitness
3.59
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
43af157260f0f8e22804746b8bbcb5d2
1,371,076,957
38.366864
-82.191612
0
1,272,925
2020-06-12 22:42:51
30,407,675,418,785
fraud_Larkin, Stracke and Greenfelder
entertainment
64.98
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
f332de0bdc1dc8b1cf963a41233d384f
1,371,076,971
42.273195
-76.774121
0
1,272,926
2020-06-12 22:43:08
6,596,735,789,587,928
fraud_Cartwright PLC
kids_pets
73.07
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
586fd2c5cf6b39c9745cecc9ff5b63a7
1,371,076,988
44.419124
-93.410815
0
1,272,927
2020-06-12 22:44:21
30,242,921,189,660
fraud_Roberts, Ryan and Smith
personal_care
78.01
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
554b0cdd7556540b4da1fffbdd74aa89
1,371,077,061
46.117876
-84.521817
0
1,272,928
2020-06-12 22:45:21
4,452,366,298,769,043
fraud_Fahey Inc
kids_pets
91.51
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
61c6fab3e03c989e96742e1f3dd51ed9
1,371,077,121
32.106704
-96.298411
0
1,272,929
2020-06-12 22:45:52
30,570,197,515,105
fraud_Hagenes, Hermann and Stroman
travel
3.71
Vincent
Cain
M
64851 Cole Turnpike
Hartford
AL
36,344
31.086
-85.7192
5,732
Jewellery designer
1945-12-07
b6b362b800f0a5c7f88dfe0cb9bfda94
1,371,077,152
31.513306
-86.135702
0
1,272,930
2020-06-12 22:46:03
4,935,858,973,307,492
fraud_Rau-Grant
kids_pets
48.37
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
838c6dbc16105de04bb633fb912eb1d3
1,371,077,163
33.28423
-83.968684
0
1,272,931
2020-06-12 22:46:21
3,559,160,581,764,413
fraud_Lynch-Mohr
travel
409.15
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
d274cc690d801751a38704e0175361f5
1,371,077,181
41.663063
-79.208846
0
1,272,932
2020-06-12 22:46:58
4,378,993,458,389,626
fraud_Medhurst PLC
shopping_net
52.98
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
b7bfa4cbebcb4621afafecef43037cfa
1,371,077,218
44.481653
-71.002721
0
1,272,933
2020-06-12 22:47:17
3,567,697,931,646,329
fraud_Hamill-D'Amore
health_fitness
69.82
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
eb9e16948950bd22519a1de51672655a
1,371,077,237
42.699866
-74.394778
0
1,272,934
2020-06-12 22:47:22
3,586,008,444,788,268
fraud_Jerde-Hermann
travel
5.21
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
9c9926b890c2d2af431d27714b348d79
1,371,077,242
47.789603
-122.634508
0
1,272,935
2020-06-12 22:47:59
180,036,456,789,979
fraud_Mohr Inc
shopping_pos
3.21
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
931af48b22f4cec7dc732dc687c7c0bd
1,371,077,279
42.453599
-90.8871
0
1,272,936
2020-06-12 22:48:03
213,178,765,398,315
fraud_Yost-Rogahn
personal_care
13.34
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
6f42bc9258066b67412fdb58294ae5b1
1,371,077,283
42.335269
-108.655733
0
1,272,937
2020-06-12 22:48:04
2,720,894,374,956,739
fraud_Jakubowski Group
food_dining
76.39
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
fd7deaa3d3e0c5f429e30ce3b386dbaa
1,371,077,284
42.17575
-82.002393
0
1,272,938
2020-06-12 22:48:22
4,158,945,090,781,624
fraud_Eichmann-Russel
misc_pos
764.68
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
4b91af0a26bb58ae70b1c12a40623a44
1,371,077,302
40.656129
-80.266362
0
1,272,939
2020-06-12 22:48:35
4,469,777,115,158,235,000
fraud_Kessler Group
travel
1.64
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
cc7de7d617a8d15238087768c099a95b
1,371,077,315
41.900982
-72.133933
0
1,272,940
2020-06-12 22:48:41
6,538,441,737,335,434
fraud_Jakubowski Group
food_dining
2.23
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
78e3af39e45902124028e9a908e2f8f4
1,371,077,321
42.02264
-80.622302
0
1,272,941
2020-06-12 22:49:01
4,149,635,823,017
fraud_Volkman PLC
food_dining
2.28
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
f84754f767e56ee862d46260f772e751
1,371,077,341
34.837932
-86.407823
0
1,272,942
2020-06-12 22:49:25
213,178,850,083,780
fraud_Kertzmann LLC
health_fitness
74
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
26ae6ce7eb4a016decc15c49e9a74a8b
1,371,077,365
45.417316
-118.636338
0
1,272,943
2020-06-12 22:49:32
4,292,743,669,224,718,000
fraud_Fritsch and Sons
health_fitness
33.01
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
e4ea94b695cb7d7f92e3d0dbb0e0fa01
1,371,077,372
38.28366
-76.69191
0
1,272,944
2020-06-12 22:50:33
502,012,776,709
fraud_Roberts, Daniel and Macejkovic
kids_pets
4
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
9b1864c431e0139812ec04353a99e35a
1,371,077,433
42.060684
-75.322779
0
1,272,945
2020-06-12 22:51:00
4,294,040,533,480,516
fraud_Auer-West
shopping_net
9.37
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
41ed8812bce4a66203a9039d72446fff
1,371,077,460
33.680214
-82.457299
0
1,272,946
2020-06-12 22:51:38
30,596,478,689,301
fraud_Beier and Sons
home
32.94
Daniel
Graham
M
28223 Ward Summit Apt. 664
Arvada
CO
80,005
39.8422
-105.1097
122,111
Hotel manager
1987-05-23
0ee68033772cb6c925f94740cac9f6e2
1,371,077,498
39.738288
-105.091123
0
1,272,947
2020-06-12 22:51:53
6,011,504,998,544,485
fraud_Waelchi Inc
kids_pets
17.51
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
4e96fcf0e6fea26c6d9a0a8b272a2d20
1,371,077,513
31.608506
-86.390105
0
1,272,948
2020-06-12 22:53:22
2,235,613,922,823,698
fraud_Bins-Howell
personal_care
11.19
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
a2fa4b99c694530850a7c4a9901e6b2d
1,371,077,602
42.648499
-103.894539
0
1,272,949
2020-06-12 22:53:29
4,099,707,841,315,751
fraud_Medhurst, Labadie and Gottlieb
travel
3.01
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
0ad6e1fffff1ff51d33026e2d8327a38
1,371,077,609
37.427052
-78.482004
0
1,272,950
2020-06-12 22:54:07
4,755,696,071,492
fraud_O'Hara-Wilderman
food_dining
2.19
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
edbe4f6d2d88818c695595224d8673b2
1,371,077,647
33.655898
-97.439808
0
1,272,951
2020-06-12 22:55:01
5,596,347,693,144,598
fraud_Barton LLC
kids_pets
133.47
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
aa8cfb06a06b1ffa01dc164aa371b2e8
1,371,077,701
29.140901
-91.202555
0
1,272,952
2020-06-12 22:55:48
213,178,765,398,315
fraud_Metz, Russel and Metz
kids_pets
20.1
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
f68cfda9dfc62a00abc437c6f6edc2f8
1,371,077,748
43.783513
-109.177788
0
1,272,953
2020-06-12 22:55:51
4,025,612,008,285,111
fraud_Douglas, DuBuque and McKenzie
travel
8.22
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
358cf950b4dbc8cbb52cbd97c1d28db5
1,371,077,751
41.910236
-78.815783
0
1,272,954
2020-06-12 22:56:06
580,954,173,374
fraud_Monahan, Hermann and Johns
travel
4.18
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
9f89a9d661caaca5de7e7fbcdf6d5258
1,371,077,766
41.94335
-72.99504
0
1,272,955
2020-06-12 22:56:12
4,379,260,813,815,979,500
fraud_Daugherty, Pouros and Beahan
shopping_pos
5.93
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
37d5f4e855b30cf5f6cb8e6109914865
1,371,077,772
38.72114
-121.342471
0
1,272,956
2020-06-12 22:56:54
3,523,843,138,706,408
fraud_Jacobi and Sons
shopping_pos
8.44
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
2ad25d96f2d98a2e8fb2073c8c5fabc1
1,371,077,814
32.337721
-86.935105
0
1,272,957
2020-06-12 22:56:54
4,048,508,450,704,760
fraud_Harris Group
food_dining
8.81
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
8fe54c1d7b191fe148a4dfe14beb489a
1,371,077,814
42.24453
-97.678356
0
1,272,958
2020-06-12 22:57:21
6,011,367,958,204,270
fraud_Treutel-King
travel
1.84
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
ae7e14a61a71277b37544796832d4f53
1,371,077,841
40.627774
-80.819846
0
1,272,959
2020-06-12 22:57:29
3,538,520,143,479,972
fraud_Crist, Jakubowski and Littel
home
2.4
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
8a75f45f15486b9257fdee9216ea99d0
1,371,077,849
40.915562
-83.850348
0
1,272,960
2020-06-12 22:58:25
180,067,151,859,700
fraud_Will Ltd
food_dining
32.76
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
b77ec567d6a65c8a7e9f355042ece8cc
1,371,077,905
41.651987
-87.843624
0
1,272,961
2020-06-12 22:58:44
30,561,214,688,470
fraud_Bins-Tillman
entertainment
65.22
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
5e210e41b20e9ce26cb725bf27faa865
1,371,077,924
41.234966
-75.3906
0
1,272,962
2020-06-12 22:59:27
3,523,843,138,706,408
fraud_Lynch-Mohr
travel
6.55
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
bf9a9fb333baea9473caf2d0fc4a6b7f
1,371,077,967
33.234912
-87.605078
0
1,272,963
2020-06-12 23:00:08
341,542,810,616,333
fraud_Kihn, Brakus and Goyette
personal_care
45.4
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
5ac658edc869b40b666e8198fa10728c
1,371,078,008
39.425415
-93.285114
0
1,272,964
2020-06-12 23:00:45
4,247,921,790,666
fraud_Dare, Casper and Bartoletti
kids_pets
31.51
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
4b8d385f8c8ce1ec7025519e254bd226
1,371,078,045
40.320429
-83.402471
0
1,272,965
2020-06-12 23:01:13
341,546,199,006,537
fraud_Bahringer, Bergnaum and Quitzon
home
76.99
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
7f211b3bb2b2d165ed4327ad1b187184
1,371,078,073
64.650616
-166.613174
0
1,272,966
2020-06-12 23:01:44
6,534,628,260,579,800
fraud_O'Hara-Wilderman
food_dining
13.41
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
5a6c8a2b1174b4297534bdf22ecb51f7
1,371,078,104
44.952322
-72.419814
0
1,272,967
2020-06-12 23:02:03
675,990,301,623
fraud_Kuhn Group
food_dining
6.25
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
5d41e4bf3bc2c663f004e9e99e5c3748
1,371,078,123
41.121022
-75.091611
0
1,272,968
2020-06-12 23:02:05
676,102,124,465
fraud_Weber and Sons
food_dining
66.61
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
08afd9b8921beb07a942436c744a0cfc
1,371,078,125
38.372827
-121.397517
0
1,272,969
2020-06-12 23:02:22
3,566,094,707,272,327
fraud_Altenwerth-Kilback
home
69.75
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
248fece4167cee89b38821b46fd869ff
1,371,078,142
33.925146
-117.794585
0
1,272,970
2020-06-12 23:02:47
676,308,307,625
fraud_Stark-Koss
home
62.9
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
ca445bc2a930ce50282ae17d7cc62971
1,371,078,167
38.540798
-120.404242
0
1,272,971
2020-06-12 23:02:52
3,520,550,088,202,337
fraud_Keeling-Crist
misc_pos
105.6
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
2bb0611abd21b516a4d0f152f6a70c2f
1,371,078,172
48.467479
-89.619723
0
1,272,972
2020-06-12 23:03:02
30,546,453,310,167
fraud_Medhurst Inc
home
13.58
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
475c9ca7dc81a6a6fd85294802a932a1
1,371,078,182
43.263154
-71.757185
0
1,272,973
2020-06-12 23:03:55
340,103,199,302,564
fraud_Kilback, Nitzsche and Leffler
travel
3.46
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
556a1a300046874f510dea01e2d81208
1,371,078,235
36.283625
-78.993354
0
1,272,974
2020-06-12 23:04:08
4,003,989,662,068,504
fraud_Haley, Batz and Auer
health_fitness
49.15
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
42259655bc62d069a5e157e6ee81a0a3
1,371,078,248
32.324564
-87.24466
0
1,272,975
2020-06-12 23:04:16
4,897,067,971,111,210,000
fraud_Berge-Ullrich
home
28.67
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
f9b2ca5c203d01a76949e77af1e03526
1,371,078,256
29.187867
-83.338581
0
1,272,976
2020-06-12 23:04:35
30,235,268,718,158
fraud_Waelchi Inc
kids_pets
66.04
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
4a33c69bcc620ef9451ce2f35350c592
1,371,078,275
40.266996
-73.494263
0
1,272,977
2020-06-12 23:04:41
4,873,783,502,705,038
fraud_Streich Ltd
home
44.89
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
3b1382ecc929d686a055d96828735e8e
1,371,078,281
48.533525
-122.899428
0
1,272,978
2020-06-12 23:04:53
4,377,338,765,909,719
fraud_Kling, Howe and Schneider
home
73.25
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
0bf8b26064ec45d7ead6bfc853759d10
1,371,078,293
36.203215
-85.028201
0
1,272,979
2020-06-12 23:06:11
3,533,800,906,065,217
fraud_Crooks and Sons
personal_care
130.99
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
14594986dd9b4946f768f711e26bb21f
1,371,078,371
39.881192
-98.813854
0
1,272,980
2020-06-12 23:06:13
30,131,826,429,364
fraud_Brown-Greenholt
entertainment
116.44
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
02cbc2b4025c40879cae9b2a4f96a9ce
1,371,078,373
35.025892
-84.716857
0
1,272,981
2020-06-12 23:06:17
4,005,676,619,255,478
fraud_Reichel LLC
personal_care
4.93
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
481d2ce004753c6f1669c250f515e4da
1,371,078,377
29.496937
-90.416927
0
1,272,982
2020-06-12 23:06:28
38,052,002,992,326
fraud_Hoppe-Parisian
kids_pets
3.9
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
a336f90b703a27aa6180bc1c5921ef8a
1,371,078,388
29.782484
-95.836788
0
1,272,983
2020-06-12 23:06:58
675,945,690,716
fraud_Wuckert-Goldner
home
82.31
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
5243950e29ed30387a35bbb5068b5bda
1,371,078,418
40.981449
-80.430461
0
1,272,984
2020-06-12 23:08:14
30,263,540,414,123
fraud_Shields-Wunsch
health_fitness
25.74
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
7b91dc9006627a9e0329e8d6b032c2f7
1,371,078,494
38.23075
-112.176524
0
1,272,985
2020-06-12 23:08:16
4,822,367,783,500,458
fraud_Terry Ltd
home
70.21
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
b6cb45e354b79ec8ed199bfa239f7fe3
1,371,078,496
28.73847
-81.649544
0
1,272,986
2020-06-12 23:08:24
3,545,109,339,866,548
fraud_Rau-Robel
kids_pets
69.68
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
8c864c029b152867d96c780ec84a704c
1,371,078,504
32.610815
-90.228663
0
1,272,987
2020-06-12 23:08:32
377,550,167,323,848
fraud_Pollich LLC
home
18.92
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
d2a03cc2727a1c3b1a4b9f67e6942d14
1,371,078,512
44.723471
-69.84876
0
1,272,988
2020-06-12 23:08:41
676,102,124,465
fraud_Upton PLC
entertainment
39.46
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
27a9dcc748f2dac88a05b7d2b79f0abb
1,371,078,521
38.013353
-121.358633
0
1,272,989
2020-06-12 23:08:52
2,720,433,095,629,877
fraud_Beier LLC
entertainment
64.11
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
57fa0e139b2bd874c05d990d91a38bfd
1,371,078,532
43.090875
-70.350942
0
1,272,990
2020-06-12 23:10:00
3,586,008,444,788,268
fraud_Kassulke Inc
entertainment
9.21
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
fc2d51f1b391705b1e6fdb144dab7115
1,371,078,600
46.753178
-121.594522
0
1,272,991
2020-06-12 23:11:51
5,501,083,170,975,659
fraud_McLaughlin, Armstrong and Koepp
travel
1.24
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
9d79e9bed3113ac448e1b5ca726b1a3b
1,371,078,711
40.98806
-82.132654
0
1,272,992
2020-06-12 23:12:40
36,153,880,429,415
fraud_Jakubowski Inc
home
40.64
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
d2e3d5b4c9269cdff7c586608a83311f
1,371,078,760
28.816142
-80.975111
0
1,272,993
2020-06-12 23:12:59
213,154,573,301,411
fraud_O'Connell, Botsford and Hand
home
84.86
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
6d72460adc4a7e8133641c094ade04cd
1,371,078,779
37.289691
-85.854343
0
1,272,994
2020-06-12 23:16:21
5,501,083,170,975,659
fraud_Medhurst, Cartwright and Ebert
personal_care
91.98
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
cd630f503934f67fc09f2be67c75b229
1,371,078,981
40.154049
-82.300321
0
1,272,995
2020-06-12 23:16:38
6,011,388,901,471,808
fraud_Fadel, Mertz and Rippin
entertainment
7.97
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
4ddd8970b330f7eebdb8d77a2d0fbc98
1,371,078,998
40.769344
-79.385268
0
1,272,996
2020-06-12 23:17:08
30,561,214,688,470
fraud_Mohr-Bayer
shopping_net
6.14
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
386f38678fb024ca34c91b55c77f063f
1,371,079,028
41.033326
-75.134773
0
1,272,997
2020-06-12 23:17:18
6,011,652,924,285,713
fraud_Keeling-Crist
misc_pos
6.8
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
07a824e2a33034f3fbef7e3a0c01fa52
1,371,079,038
38.736422
-92.3844
0
1,272,998
2020-06-12 23:18:47
4,302,480,582,202,074
fraud_Barrows PLC
shopping_pos
8.15
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
4c4227117bb04d514110b1a44347cea0
1,371,079,127
42.507567
-86.863687
0
1,272,999
2020-06-12 23:19:11
4,430,881,574,719,618
fraud_Kozey-McDermott
travel
6.09
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
affb8802df6daab056cc3931e8560f08
1,371,079,151
39.106855
-107.134214
0