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
9,800
2020-06-23 22:52:30
3,533,742,182,628,021
fraud_Watsica, Haag and Considine
shopping_pos
2.91
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
9c64cdbd58c1c29d0858b3c0ae233e21
1,372,027,950
33.390448
-79.629254
0
9,801
2020-06-23 22:52:30
4,939,976,756,738,216
fraud_Kilback LLC
food_dining
20.25
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
06e07fc2117b6f5d1a306e9d0ec3c2b4
1,372,027,950
25.566664
-99.069069
0
9,802
2020-06-23 22:52:37
3,589,255,887,819,806
fraud_Parker, Nolan and Trantow
entertainment
8.93
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
f2bf7573c1ffa8cee4e511a6e751e1f1
1,372,027,957
39.186695
-79.145599
0
9,803
2020-06-23 22:53:21
2,254,917,871,818,484
fraud_Kerluke-Abshire
shopping_net
1.45
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
19d520ee72630edd5ab75c93bb1dc806
1,372,028,001
38.862331
-75.514371
0
9,804
2020-06-23 22:53:24
4,740,713,119,940,984
fraud_Breitenberg LLC
travel
3.18
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
790e7f3becb4950ad753d3e9a622918d
1,372,028,004
40.748852
-73.309581
0
9,805
2020-06-23 22:53:36
3,511,378,610,369,890
fraud_Botsford and Sons
home
185.68
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
eac7f303ee02c799c8b8ec1c08bd9d32
1,372,028,016
34.969377
-86.551954
0
9,806
2020-06-23 22:53:39
4,939,976,756,738,216
fraud_Reichert, Shanahan and Hayes
shopping_net
2.73
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
e1b703c57a9c57ae628f97836c1962e8
1,372,028,019
25.531361
-98.953594
0
9,807
2020-06-23 22:53:53
3,589,255,887,819,806
fraud_Donnelly LLC
entertainment
146.9
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
0240fda57e76189976593be43d8dbca0
1,372,028,033
39.924438
-78.455333
0
9,808
2020-06-23 22:55:09
3,540,075,240,003,197
fraud_Goyette Inc
shopping_net
1.36
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
1b04628c8ac729c061a1038613e5818d
1,372,028,109
44.415089
-92.88659
0
9,809
2020-06-23 22:56:20
30,560,609,640,617
fraud_Turner LLC
travel
3.4
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
1cbb8decf7d03181b7049fab6a7c98c1
1,372,028,180
40.256142
-91.19431
0
9,810
2020-06-23 22:56:29
3,504,178,999,463,051
fraud_Kilback and Sons
entertainment
321.07
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
6cbc8f66c79975852560d2d558fa962b
1,372,028,189
40.434465
-83.940422
0
9,811
2020-06-23 22:56:38
676,308,307,625
fraud_Rolfson-Kunde
personal_care
3.04
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
16f9dbdce872253c3e4acd940789d8dc
1,372,028,198
39.544408
-118.881487
0
9,812
2020-06-23 22:57:11
3,598,215,285,024,754
fraud_McDermott, Osinski and Morar
home
1.14
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
14e63510b8216c86ba04534d09173931
1,372,028,231
40.438224
-72.938922
0
9,813
2020-06-23 22:57:53
375,248,307,838,179
fraud_Schoen-Quigley
kids_pets
36.4
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
486f7e44c2e4e771055e6c688a37a247
1,372,028,273
38.368821
-80.483777
0
9,814
2020-06-23 22:58:00
3,533,012,926,413,100
fraud_Schaefer, Fay and Hilll
entertainment
1.15
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
46fec2c9b09ea745477acedcc6cdce4d
1,372,028,280
44.029735
-74.607225
0
9,815
2020-06-23 22:58:44
340,953,839,692,349
fraud_Wilkinson LLC
personal_care
38.84
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
e87e84187e40a8149dc91a40f3ac7078
1,372,028,324
42.851648
-83.071842
0
9,816
2020-06-23 22:58:51
4,890,424,426,862,857,000
fraud_O'Connell-Ullrich
home
13.37
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
8666f2ffe57b2c5e61947e68f6ed09c6
1,372,028,331
38.405587
-120.36419
0
9,817
2020-06-23 22:59:12
4,170,689,372,027,579
fraud_Torphy-Goyette
shopping_pos
7.27
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
6c628b90a049796f6ce5ef12fedaf6f3
1,372,028,352
35.283943
-97.33723
0
9,818
2020-06-23 22:59:21
4,681,699,462,969
fraud_Champlin, Rolfson and Connelly
travel
2.29
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
59ca7a4dc9ad71b04a60bfc4c82a5ed6
1,372,028,361
35.997709
-85.840637
0
9,819
2020-06-23 22:59:23
6,011,893,664,860,915
fraud_Breitenberg-Hermiston
kids_pets
91.9
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
67cc1dee1c24e3d6400a383547af40ea
1,372,028,363
38.977227
-105.361155
0
9,820
2020-06-23 22:59:36
3,576,511,691,045,060
fraud_Reichert, Huels and Hoppe
shopping_net
3.55
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
5d07a532eba13c94007e0d4ebcfddc08
1,372,028,376
32.350248
-80.20979
0
9,821
2020-06-23 22:59:55
3,595,192,916,105,588
fraud_Effertz LLC
entertainment
71.09
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
752707b915d75cf5a0e805d634bf4f36
1,372,028,395
34.685083
-78.925966
0
9,822
2020-06-23 22:59:55
5,456,776,410,929,288
fraud_Moore, Williamson and Emmerich
home
112.53
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
fbaad590bab18043a1586c11a7b228cb
1,372,028,395
41.190478
-80.199826
0
9,823
2020-06-23 23:00:03
374,238,209,524,200
fraud_Schroeder, Hauck and Treutel
entertainment
20
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
f44817d1348ee4442d9da4341ba57f3d
1,372,028,403
45.66018
-121.260321
0
9,824
2020-06-23 23:00:10
370,818,583,810,103
fraud_Simonis-Prohaska
misc_pos
18.97
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
fcbf61f5494b18647f447c57837d2205
1,372,028,410
39.714153
-80.098997
0
9,825
2020-06-23 23:00:16
3,508,104,404,056,005
fraud_Turcotte, McKenzie and Koss
entertainment
163.6
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
5cf5b3f48a6230e25d3cadc3a33c169d
1,372,028,416
43.410489
-88.067419
0
9,826
2020-06-23 23:00:21
3,560,797,065,840,735
fraud_Waters-Cruickshank
health_fitness
15.43
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
6c8c1af174cb49ce6e0a1f46295981af
1,372,028,421
45.896086
-101.003888
0
9,827
2020-06-23 23:00:22
4,585,132,874,641
fraud_Haley, Jewess and Bechtelar
shopping_pos
3
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
ac4e65d403c297eafcfdd272bcd50644
1,372,028,422
40.390653
-94.437119
0
9,828
2020-06-23 23:00:25
377,234,009,633,447
fraud_Crooks and Sons
personal_care
8.24
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
ac521e8a10a64c102c58f55438e08943
1,372,028,425
38.650293
-77.723325
0
9,829
2020-06-23 23:00:26
180,058,696,935,600
fraud_Gaylord-Powlowski
home
19.36
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
9fcead56af2968adcc675808f39e852a
1,372,028,426
41.926207
-74.058933
0
9,830
2020-06-23 23:01:38
4,063,094,974,360,571,400
fraud_Ernser-Feest
home
100.46
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
a31485ea3e26f2493372602ec35d6b88
1,372,028,498
42.084877
-111.879217
0
9,831
2020-06-23 23:01:40
3,583,635,130,604,947
fraud_Schmeler, Bashirian and Price
shopping_net
8.55
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
bf81b3f84b87595af41c5048c7262913
1,372,028,500
39.863335
-74.286274
0
9,832
2020-06-23 23:02:08
36,485,887,555,770
fraud_Reichel LLC
personal_care
9.25
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
ee8c025593f2c86afcdc34ef16a2e974
1,372,028,528
40.501617
-83.689212
0
9,833
2020-06-23 23:02:23
4,561,368,699,336,875
fraud_Hermann and Sons
shopping_pos
8.85
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
4c81cf2b6c4f8d54bc3bafa4b83fc6c8
1,372,028,543
34.936042
-81.647796
0
9,834
2020-06-23 23:02:50
376,445,266,762,684
fraud_Hermiston, Pacocha and Smith
health_fitness
86.51
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
8f25f455553d4b6a17ea303cecc4b16f
1,372,028,570
41.322417
-100.694007
0
9,835
2020-06-23 23:02:51
376,445,266,762,684
fraud_Mueller, Gerhold and Mueller
health_fitness
3.72
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
5d4df0a4e6215524d182ea42b05c6493
1,372,028,571
40.929464
-102.042109
0
9,836
2020-06-23 23:03:02
4,756,039,869,079,882,000
fraud_Ernser-Feest
home
33.31
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
09fbaf23966145ea318c75e66a99f543
1,372,028,582
34.63314
-97.681739
0
9,837
2020-06-23 23:03:15
3,566,094,707,272,327
fraud_Turcotte-Halvorson
misc_pos
368.42
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
057118d668ed4e35b6a7a1d167c321a1
1,372,028,595
33.936479
-119.040496
0
9,838
2020-06-23 23:03:24
3,553,629,419,254,918
fraud_Emmerich-Rau
personal_care
43.9
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
fd4823566b4fd89770958c4d5737b062
1,372,028,604
48.400824
-122.575384
0
9,839
2020-06-23 23:03:28
3,573,030,041,201,292
fraud_Erdman-Ebert
personal_care
9.62
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
4a3db79be7149280067a7c099af2de3a
1,372,028,608
39.532282
-110.788574
0
9,840
2020-06-23 23:03:52
2,610,529,083,834,453
fraud_Morissette-Schaefer
personal_care
162.12
Tanya
Dickerson
F
053 Kim Valley Suite 928
Old Hickory
TN
37,138
36.2416
-86.6117
22,191
Prison officer
1994-07-27
db05ca41c65bede59be5a4f4abeada3e
1,372,028,632
37.005093
-86.331159
0
9,841
2020-06-23 23:04:01
4,452,366,298,769,043
fraud_Bernhard-Lesch
food_dining
7.84
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
b7181af057c936ba35b5d6ba102b9043
1,372,028,641
32.37456
-96.283265
0
9,842
2020-06-23 23:04:10
3,595,192,916,105,588
fraud_Jast and Sons
food_dining
53.77
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
3ecc97b404d5d9cabaaf8717b33cc21d
1,372,028,650
34.248078
-78.780785
0
9,843
2020-06-23 23:04:41
30,427,035,050,508
fraud_Bednar PLC
kids_pets
152.21
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
2ef4c88fa56bcc9650b7e878b5356ecb
1,372,028,681
42.355731
-82.583487
0
9,844
2020-06-23 23:04:54
630,451,534,402
fraud_Kassulke PLC
shopping_net
2.01
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
026b3ad06629428fe64d388817abbae7
1,372,028,694
46.670126
-87.351657
0
9,845
2020-06-23 23:04:54
4,104,312,520,615,374
fraud_Volkman PLC
food_dining
72.22
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
fbf2e0d8e06dfb0884505df9b0c89085
1,372,028,694
34.377857
-117.487975
0
9,846
2020-06-23 23:06:00
3,547,574,373,318,979
fraud_Roberts, Ryan and Smith
personal_care
27.7
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
789ebd64548f1a7664bd3c043ad4fbfb
1,372,028,760
39.094997
-89.062906
0
9,847
2020-06-23 23:06:10
4,379,260,813,815,979,500
fraud_Nienow, Barrows and Romaguera
personal_care
4.69
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
788e795d54ccc15f3b8c5328d7fc2ef5
1,372,028,770
38.247957
-121.45735
0
9,848
2020-06-23 23:06:25
30,044,330,818,990
fraud_Douglas, Schneider and Turner
shopping_pos
3.57
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
22f745e8eab126cf6048da707f77fa83
1,372,028,785
26.100975
-81.537046
0
9,849
2020-06-23 23:06:31
213,153,151,785,052
fraud_Bartoletti and Sons
personal_care
13.88
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
e2986e0117179e62aff03a5b40f7012b
1,372,028,791
46.307197
-89.510831
0
9,850
2020-06-23 23:06:33
4,634,955,908,138,648
fraud_Kuhn Group
food_dining
47.4
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
d59242bfd16797b49c108b55a9299b0b
1,372,028,793
41.984856
-95.579198
0
9,851
2020-06-23 23:06:48
377,654,590,313,960
fraud_Roberts, Daniel and Macejkovic
kids_pets
34.05
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
f92db8fe664659e50d16aa87420424b1
1,372,028,808
35.330723
-83.281211
0
9,852
2020-06-23 23:07:07
4,715,741,951,931,169,000
fraud_Fadel-Hilpert
health_fitness
16.98
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
974fe4151d0473ec2f2f4733996a5aa0
1,372,028,827
36.573832
-97.435218
0
9,853
2020-06-23 23:07:22
30,235,438,713,303
fraud_Graham and Sons
health_fitness
69.87
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
7a7a99b1c4d622cde1b910f9fd060286
1,372,028,842
38.528728
-81.802358
0
9,854
2020-06-23 23:07:44
6,011,438,889,172,900
fraud_Reichel LLC
personal_care
49.36
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
5e93f7beee29a462feaf2399fc7dc1f6
1,372,028,864
33.939542
-91.78417
0
9,855
2020-06-23 23:08:29
4,312,133,045,694,601,000
fraud_Frami Group
entertainment
121.32
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
b8bc13f9cab7f1115b887521d20961c2
1,372,028,909
38.916636
-75.919248
0
9,856
2020-06-23 23:08:49
2,222,001,896,600,109
fraud_Morissette LLC
entertainment
225.38
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
cbc880854cc2ce8e6e941163fd024373
1,372,028,929
38.517307
-89.321791
0
9,857
2020-06-23 23:09:05
3,573,386,445,588,324
fraud_Denesik, Powlowski and Pouros
home
103.36
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
d24ebfe44729a9ccb558ce2c5ea0e968
1,372,028,945
46.269691
-98.405429
0
9,858
2020-06-23 23:09:13
580,954,173,374
fraud_Streich, Rolfson and Wilderman
kids_pets
45.97
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
68812214675142edd87bb1dea5086f33
1,372,028,953
42.184491
-74.597611
0
9,859
2020-06-23 23:09:16
213,191,402,330,021
fraud_Schmeler Inc
misc_pos
12.98
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
70feb2edcb83f93551c79b38fb09a1ba
1,372,028,956
43.603155
-87.982099
0
9,860
2020-06-23 23:09:19
377,993,105,397,617
fraud_Dare-Gibson
health_fitness
6.08
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
0fccf228b02a854c6f0c5cdc0f09b8fa
1,372,028,959
44.836128
-87.55675
0
9,861
2020-06-23 23:09:31
676,195,318,214
fraud_Windler, Goodwin and Kovacek
home
17.09
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
16e0c73c40aaa0ba0d27899de4fc9593
1,372,028,971
30.352482
-96.428152
0
9,862
2020-06-23 23:09:42
3,541,160,328,600,277
fraud_Haag-Blanda
food_dining
4.93
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
a86b349ff5cdc3f7e147d5a9cca22f33
1,372,028,982
38.844937
-89.34708
0
9,863
2020-06-23 23:09:52
4,116,554,952,971,686
fraud_Durgan, Gislason and Spencer
home
4.96
Bridget
Bowen
F
49120 Regina Island Apt. 170
Port Saint Lucie
FL
34,953
27.2625
-80.3793
181,438
Primary school teacher
1934-03-19
35a9a31801c4a196c3f2089a7013d767
1,372,028,992
28.139619
-80.332601
0
9,864
2020-06-23 23:11:02
6,593,939,509,150,446
fraud_Collier LLC
home
25.75
Margaret
Ward
F
244 Jeffery Rapids
Azusa
CA
91,702
34.1248
-117.9031
59,705
Civil Service fast streamer
1983-06-23
18ceea43e31c8db947d2075bfe370867
1,372,029,062
33.409891
-117.513128
0
9,865
2020-06-23 23:11:10
4,980,323,467,523,544,000
fraud_Ebert-Daugherty
travel
1.18
Patrick
Massey
M
7812 Shane Shoals Apt. 607
North Haverhill
NH
3,774
44.0978
-72.0191
1,966
Structural engineer
1947-10-27
2f3cb8f355aa7780cdfac03af350ec49
1,372,029,070
44.388136
-72.018077
0
9,866
2020-06-23 23:11:38
3,597,926,034,019,603
fraud_Mosciski Group
travel
2.42
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
4a24da2d0c103a23c7ef3d9f20649764
1,372,029,098
34.484395
-88.916443
0
9,867
2020-06-23 23:11:53
4,509,142,395,811,241
fraud_Yost-Rogahn
personal_care
90.55
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
74a3174118b53f10ef5c194378b03342
1,372,029,113
30.694461
-82.573264
0
9,868
2020-06-23 23:12:16
3,534,330,126,107,879
fraud_Waelchi-Wolf
kids_pets
49.84
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
f29aaeb4aec90d6ea9dba0afbcc76115
1,372,029,136
45.754152
-108.325854
0
9,869
2020-06-23 23:12:47
3,559,679,414,981,506
fraud_Morissette PLC
shopping_pos
18.94
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
0360938d7c73213f1c6a2be6ad0189c3
1,372,029,167
43.246468
-76.364785
0
9,870
2020-06-23 23:12:52
3,528,231,451,607,350
fraud_Schmidt-Larkin
home
63.53
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
03850e6386c3fbde3160e19ee4ea23d3
1,372,029,172
39.58919
-74.257209
0
9,871
2020-06-23 23:13:22
4,713,464,490,314,802
fraud_Kovacek Ltd
travel
554.97
Wesley
Parker
M
7452 Browning Port
Mc Intosh
SD
57,641
45.7084
-101.1546
295
Designer, industrial/product
1981-01-26
0650732feb6825beae049b3b22e0514f
1,372,029,202
45.945086
-101.661238
0
9,872
2020-06-23 23:13:30
3,511,058,278,399,773
fraud_Heaney-Marquardt
entertainment
70.82
Briana
Santos
F
702 Tabitha Drive
New Goshen
IN
47,863
39.5803
-87.4616
205
Engineer, mining
1960-01-06
c192b8c4e8475ec23f43988a79a69a3b
1,372,029,210
39.436099
-86.718642
0
9,873
2020-06-23 23:13:39
571,365,235,126
fraud_Weimann, Kuhic and Beahan
shopping_pos
7.59
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
00e5d613270514a68ab9637e6ece08e1
1,372,029,219
44.979282
-87.15621
0
9,874
2020-06-23 23:13:46
3,534,330,126,107,879
fraud_Hoppe, Harris and Bednar
entertainment
82.54
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
ab94093d79c823d3d9dff7633cc6f869
1,372,029,226
44.375508
-109.867901
0
9,875
2020-06-23 23:14:09
4,646,845,581,490,336,000
fraud_Botsford PLC
home
15.28
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
846db50476b623d9274819a6cf7bf4d2
1,372,029,249
41.218047
-72.945515
0
9,876
2020-06-23 23:14:23
3,519,607,465,576,254
fraud_Daugherty LLC
kids_pets
10.17
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
fd0a70628f5f54f5bcc1e1f8d3c39a80
1,372,029,263
40.774126
-123.727949
0
9,877
2020-06-23 23:14:30
5,130,484,058,948,421
fraud_Powlowski-Weimann
food_dining
49.29
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
325ac467bdd08231db9f7e2e09d2dc8d
1,372,029,270
41.509243
-83.182157
0
9,878
2020-06-23 23:14:53
4,424,338,559,877,976
fraud_Kutch, Steuber and Gerhold
food_dining
4.95
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
ed98a15cd998ef669e6ddc7809b1f932
1,372,029,293
40.199609
-83.985138
0
9,879
2020-06-23 23:15:18
30,561,214,688,470
fraud_Klocko LLC
misc_net
9.44
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
07df108511f865179c8945c1d11c4da6
1,372,029,318
40.252745
-74.96818
0
9,880
2020-06-23 23:16:18
2,229,378,226,512,508
fraud_McDermott, Osinski and Morar
home
77.37
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
b77ac863a0968f45e6a2216cd84a44a4
1,372,029,378
44.492957
-89.836221
0
9,881
2020-06-23 23:16:46
30,561,214,688,470
fraud_Ferry, Lynch and Kautzer
misc_net
28.31
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
c26685f11a2a2773dd8288fd98fb7c59
1,372,029,406
39.926072
-74.626044
0
9,882
2020-06-23 23:16:52
4,247,921,790,666
fraud_Hills-Boyer
personal_care
76.41
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
66c937c5f8149afd9dc70722977ddb9d
1,372,029,412
39.13629
-83.442799
0
9,883
2020-06-23 23:17:15
4,060,579,726,528,237
fraud_Ledner, Hartmann and Feest
health_fitness
4.41
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
31b9cc0e74a7923e01841fde932d569b
1,372,029,435
38.505937
-96.068688
0
9,884
2020-06-23 23:17:59
4,906,628,655,840,914,000
fraud_Watsica LLC
personal_care
67.8
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
0f596e4617d15cc64e202eef11fd39e6
1,372,029,479
24.082381
-82.27261
0
9,885
2020-06-23 23:19:44
60,490,596,305
fraud_Kling, Howe and Schneider
home
12.18
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
13ef1b88fbf217d619734c0c76c32aef
1,372,029,584
34.56591
-90.240211
0
9,886
2020-06-23 23:19:55
3,559,723,917,628,303
fraud_Metz, Russel and Metz
kids_pets
50.27
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
2a91dbb07a96849e808b1b66abd8a199
1,372,029,595
41.822821
-87.718069
0
9,887
2020-06-23 23:20:12
4,536,996,888,716,062,000
fraud_Daugherty LLC
kids_pets
23.79
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
1eaa8421323f95bdff98b4cd8fc0bacf
1,372,029,612
36.43488
-105.10445
0
9,888
2020-06-23 23:21:17
377,895,991,033,232
fraud_Gaylord-Powlowski
home
35.33
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
dfb7f75e23ed2081ac5c3cec33284420
1,372,029,677
41.925936
-73.536393
0
9,889
2020-06-23 23:21:24
4,128,027,264,554,082
fraud_Koss, Hansen and Lueilwitz
home
61.78
Kyle
Park
M
7507 Larry Passage Suite 859
Mount Perry
OH
43,760
39.8788
-82.188
1,831
Barrister's clerk
1953-10-18
ba7aeb54a7cd769afed13746143672ae
1,372,029,684
39.414924
-81.994154
0
9,890
2020-06-23 23:21:40
371,226,440,126,102
fraud_Stamm-Witting
shopping_net
2,721.97
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
6da8e87b6db4d3b29bfb0230de42a0a4
1,372,029,700
39.585384
-88.574231
0
9,891
2020-06-23 23:22:00
2,610,529,083,834,453
fraud_Pacocha-Bauch
shopping_pos
90.29
Tanya
Dickerson
F
053 Kim Valley Suite 928
Old Hickory
TN
37,138
36.2416
-86.6117
22,191
Prison officer
1994-07-27
2c5fa02127e14bf278f5ceef34966866
1,372,029,720
36.872284
-86.868817
0
9,892
2020-06-23 23:22:48
2,274,911,989,136,158
fraud_Skiles LLC
home
11.74
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
5d9502f3daca6b71cc1b7676383a99e3
1,372,029,768
38.904243
-104.629933
0
9,893
2020-06-23 23:22:54
4,610,064,888,664,703
fraud_Bauch-Blanda
entertainment
62.78
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
febefd2b10d7e833d65b001a2aabc807
1,372,029,774
42.512984
-74.435745
0
9,894
2020-06-23 23:23:13
4,839,615,922,685,395
fraud_Prosacco, Kreiger and Kovacek
home
75.67
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
008eee07054fd1627d71bb75a89014cd
1,372,029,793
38.216832
-87.091782
0
9,895
2020-06-23 23:23:33
376,028,110,684,021
fraud_Gleason and Sons
kids_pets
49.34
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
72089474cccbf6a62c30e9b8a625f364
1,372,029,813
40.699309
-93.684583
0
9,896
2020-06-23 23:23:35
571,844,099,986
fraud_Schmeler-Howe
personal_care
6.9
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
35d27257e930e8db5c6918abde8150b7
1,372,029,815
37.73474
-86.04424
0
9,897
2020-06-23 23:23:42
3,513,506,355,699,497
fraud_Jakubowski Inc
home
5.88
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
b663fd375f1dc0fd518ec64de2711067
1,372,029,822
33.076291
-90.319935
0
9,898
2020-06-23 23:24:22
4,265,776,278,887,457
fraud_Heaney-Marquardt
entertainment
15.39
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
7f15f782a609419fe978f61d81517b35
1,372,029,862
34.332658
-92.890414
0
9,899
2020-06-23 23:24:31
6,011,893,664,860,915
fraud_Baumbach, Feeney and Morar
shopping_net
118.13
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
b10db04b87cc1b0a5c693ada02c5f7e2
1,372,029,871
39.460513
-104.761018
0