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
12,200
2020-06-25 04:54:38
4,292,743,669,224,718,000
fraud_Erdman-Kertzmann
gas_transport
104.42
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
299a90af6177222b5342eb7288a5ca35
1,372,136,078
38.77921
-76.339815
0
12,201
2020-06-25 04:54:45
4,425,161,475,596,168
fraud_Gislason Group
misc_pos
152.92
Brooke
Fisher
F
815 Heather Divide Apt. 965
San Angelo
TX
76,905
31.4647
-100.39
103,927
Drilling engineer
1962-06-27
8399c1382785ae524f5d977853459b71
1,372,136,085
30.552517
-100.5844
0
12,202
2020-06-25 04:56:12
6,528,911,529,051,375
fraud_Schmeler, Bashirian and Price
shopping_net
3.05
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
7a911874bec64829156aeb83a43f4a05
1,372,136,172
46.175878
-90.807535
0
12,203
2020-06-25 04:59:29
374,125,201,044,065
fraud_Christiansen, Goyette and Schamberger
gas_transport
63.69
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
68cad7febacd55429b6dfc55124485b8
1,372,136,369
38.253591
-77.234923
0
12,204
2020-06-25 04:59:35
38,295,635,583,927
fraud_Kuvalis Ltd
gas_transport
76.83
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
f3ff827cb793b2bc78f05c3139cd5bde
1,372,136,375
33.689891
-99.968167
0
12,205
2020-06-25 05:00:14
4,710,826,438,164,848,000
fraud_Bogisich Inc
grocery_pos
106.66
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
524fd3effec99d56bffede0fc7364290
1,372,136,414
49.05402
-107.631575
0
12,206
2020-06-25 05:01:50
4,769,426,683,924,059,000
fraud_Hermann-Gaylord
misc_pos
60.46
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
c59e1a022881af912c0e5b565771270c
1,372,136,510
40.37162
-77.750291
0
12,207
2020-06-25 05:02:04
4,471,568,287,204
fraud_Stoltenberg-Beatty
shopping_pos
9.12
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
fc8133fea4c1bb9d6c93a5c9765ba538
1,372,136,524
37.348255
-79.10993
0
12,208
2020-06-25 05:02:12
4,348,786,085,525,522
fraud_Christiansen, Goyette and Schamberger
gas_transport
69.01
John
Nichols
M
862 Anderson Highway
Bryant
WI
54,418
45.203
-88.9983
1,080
Information systems manager
1979-01-08
94974d6b22df0e2e40866267089ad5f6
1,372,136,532
44.880649
-88.767013
0
12,209
2020-06-25 05:03:32
4,128,730,454,058,057,700
fraud_Olson, Becker and Koch
gas_transport
62.66
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
8df564becd97573847d36ae763c94352
1,372,136,612
31.335806
-95.717575
0
12,210
2020-06-25 05:03:44
4,988,304,376,504
fraud_Eichmann, Bogan and Rodriguez
gas_transport
50.3
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
77e095591b58cc57f18bb92cc963bee6
1,372,136,624
41.830516
-74.10473
0
12,211
2020-06-25 05:04:40
4,334,230,547,694,630
fraud_Eichmann, Bogan and Rodriguez
gas_transport
72.23
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
8e83c1cc596f502d694853cd5d6c3fb7
1,372,136,680
43.770287
-110.283382
0
12,212
2020-06-25 05:06:07
3,547,560,454,237,873
fraud_Predovic Inc
shopping_net
3.24
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
be2f560eaa45eb5b9e964bde18cbd4a4
1,372,136,767
43.702075
-85.836601
0
12,213
2020-06-25 05:07:23
4,855,853,415,727,305,000
fraud_Reinger, Weissnat and Strosin
food_dining
112.16
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
5ac228c40262549f2f42a9e030c8e6f9
1,372,136,843
44.713156
-89.742456
0
12,214
2020-06-25 05:08:20
6,526,955,903,501,879
fraud_Lind, Huel and McClure
gas_transport
75.15
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
75e601f1bebcdb0d54865a7fa138c57e
1,372,136,900
25.560445
-81.33712
0
12,215
2020-06-25 05:08:40
3,590,736,522,064,285
fraud_Miller-Harris
misc_net
4.69
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
b1f9ea9967b02d32500dd133cba5565c
1,372,136,920
34.677681
-92.243883
0
12,216
2020-06-25 05:09:26
4,710,826,438,164,848,000
fraud_Heathcote, Yost and Kertzmann
shopping_net
96.71
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
38148fca3db9415a057e6a1e0d2323df
1,372,136,966
48.5388
-108.006225
0
12,217
2020-06-25 05:10:55
345,060,451,158,891
fraud_Friesen Inc
shopping_pos
9.52
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
3d3b4a654773f86cfd4d1676c7fb53be
1,372,137,055
43.256173
-73.3911
0
12,218
2020-06-25 05:12:31
213,161,231,269,724
fraud_Auer-Mosciski
grocery_pos
75.53
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
1bc8b47b8bcb4b1775ad17c16410af4e
1,372,137,151
34.601831
-86.673093
0
12,219
2020-06-25 05:13:51
4,708,992,452,821,239
fraud_Morissette, Weber and Wiegand
grocery_net
35.11
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
6bc4f949f6d1a86be90340e1aafa54f0
1,372,137,231
36.37463
-91.657398
0
12,220
2020-06-25 05:15:56
377,550,167,323,848
fraud_Stroman, Hudson and Erdman
gas_transport
58.47
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
6c1bc638e62ae56e4ce020e3ee34f042
1,372,137,356
43.247495
-69.815824
0
12,221
2020-06-25 05:17:58
6,011,860,238,257,910
fraud_Bernhard, Grant and Langworth
shopping_pos
1.11
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
bf3a05257fb00818a619400de2921970
1,372,137,478
35.679026
-98.465988
0
12,222
2020-06-25 05:18:37
4,449,530,933,957,323
fraud_Pagac LLC
shopping_pos
4.49
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
59526e00b8057df6ae9a5e9d09ff6309
1,372,137,517
38.695194
-122.181027
0
12,223
2020-06-25 05:19:16
349,612,764,943,496
fraud_Stamm-Witting
shopping_net
87.02
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
7902c5f57e13be25194b84a7c2a046b8
1,372,137,556
38.088214
-84.131611
0
12,224
2020-06-25 05:20:15
2,252,055,259,910,912
fraud_Lynch Ltd
shopping_pos
124.16
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
ae096fe8533c8b66467ef6b4344e79aa
1,372,137,615
43.651451
-91.030372
0
12,225
2020-06-25 05:21:17
4,119,762,878,330,989
fraud_Torphy-Goyette
shopping_pos
9.84
Melinda
Gutierrez
F
1497 West Gateway
Eureka
IL
61,530
40.7152
-89.2706
6,713
Archivist
1945-08-19
5b4a08759e9f0ff271e05d8c9c7e1df7
1,372,137,677
40.436337
-89.439438
0
12,226
2020-06-25 05:21:26
3,547,560,454,237,873
fraud_Schultz, Simonis and Little
grocery_pos
104.62
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
892f01c5b4f934d3e264559397c42008
1,372,137,686
44.805221
-85.303757
0
12,227
2020-06-25 05:21:37
30,026,790,933,302
fraud_Jacobi and Sons
shopping_pos
129.89
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
02dd6bcf5575d2bd225d0479c53edabb
1,372,137,697
32.598202
-90.802562
0
12,228
2020-06-25 05:23:57
372,509,258,176,510
fraud_Emard Inc
gas_transport
98.5
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
279f733f995cb74145bb14514da74422
1,372,137,837
42.315141
-83.390622
0
12,229
2020-06-25 05:25:09
30,546,453,310,167
fraud_Gottlieb, Considine and Schultz
shopping_net
2.89
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
f79720c7215e3a6a630ed3bd1522be40
1,372,137,909
43.874236
-72.221909
0
12,230
2020-06-25 05:26:43
30,030,380,240,193
fraud_Haley, Jewess and Bechtelar
shopping_pos
146.52
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
abb481a1cfa387e7c64f55179b46e1c9
1,372,138,003
31.122464
-99.352676
0
12,231
2020-06-25 05:27:01
630,425,673,344
fraud_Schmidt and Sons
shopping_net
4.5
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
4f7d373ae36807541e96c0821e6a1196
1,372,138,021
38.140278
-80.673635
0
12,232
2020-06-25 05:27:35
30,143,535,920,989
fraud_Hamill-Daugherty
misc_net
21.35
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
f796f2c43faaa81bb455496717264d33
1,372,138,055
39.426756
-74.644859
0
12,233
2020-06-25 05:28:28
4,509,922,033,272,157
fraud_Streich, Hansen and Veum
gas_transport
89.51
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
be430c2f243898ed2d2d8dfc36bc9ab8
1,372,138,108
42.573839
-97.514998
0
12,234
2020-06-25 05:28:34
571,844,099,986
fraud_Heller, Gutmann and Zieme
grocery_pos
84.38
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
4e2c9d37ce1db6488869a5e95bdce1af
1,372,138,114
37.938293
-86.675822
0
12,235
2020-06-25 05:29:41
3,596,357,274,378,601
fraud_Kuvalis Ltd
gas_transport
72.6
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
5138b8990bd56e8bbe0af90391003244
1,372,138,181
40.502874
-78.422765
0
12,236
2020-06-25 05:29:47
371,226,440,126,102
fraud_Padberg-Welch
grocery_pos
116.8
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
b0430ff992d5eee398e8a1170d6c0bfc
1,372,138,187
38.729177
-89.64662
0
12,237
2020-06-25 05:30:08
372,382,441,451,095
fraud_Eichmann, Bogan and Rodriguez
gas_transport
24.88
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
c558df75bcedff313fa0565282a941fb
1,372,138,208
42.777425
-74.313428
0
12,238
2020-06-25 05:31:31
584,673,555,952
fraud_Kiehn-Emmerich
grocery_pos
165.26
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
5fbaf459f1c003500ae40ec3c5edbc6a
1,372,138,291
48.055744
-100.509109
0
12,239
2020-06-25 05:31:42
4,018,105,808,392,773,600
fraud_Price Inc
shopping_net
8.08
Katherine
Love
F
5884 Sandoval Square Apt. 371
Allenhurst
NJ
7,711
40.2367
-74.0067
1,533
Administrator, charities/voluntary organisations
1935-04-15
4c8b128ba1ad5f846ea4acdeccd6b3cc
1,372,138,302
40.437142
-73.328072
0
12,240
2020-06-25 05:33:10
30,029,052,116,970
fraud_McGlynn-Heathcote
misc_net
1.93
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
8c1f11aafa459e3451eb208b35542232
1,372,138,390
41.265908
-79.036434
0
12,241
2020-06-25 05:33:58
30,092,964,733,035
fraud_Harris, Gusikowski and Heaney
grocery_net
40.43
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
336a11cbd872e37a1ec16c4a0d3fd985
1,372,138,438
39.616267
-82.814765
0
12,242
2020-06-25 05:35:38
4,740,713,119,940,984
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
314.78
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
b08d116eece2a4eb02140dc47c05c550
1,372,138,538
40.225546
-73.772452
0
12,243
2020-06-25 05:36:15
4,550,599,031,376,731
fraud_Effertz, Welch and Schowalter
entertainment
50.19
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
44ad27d23842e9748da61c46cee2727e
1,372,138,575
40.579471
-82.020798
0
12,244
2020-06-25 05:37:59
60,422,928,733
fraud_Gleason-Macejkovic
shopping_net
1.26
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
fc8c55ff0a9f317a1b730f11a82a2355
1,372,138,679
33.346257
-82.867619
0
12,245
2020-06-25 05:38:02
213,120,463,918,358
fraud_Lynch Ltd
shopping_pos
9.95
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
c1c6b9846479d980f6ee38f425caa48e
1,372,138,682
32.363526
-91.865269
0
12,246
2020-06-25 05:38:15
30,175,986,190,993
fraud_Friesen-D'Amore
gas_transport
40.05
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
3b47fe68f9d65eb7e8c6a783eda6152a
1,372,138,695
48.195961
-95.073955
0
12,247
2020-06-25 05:38:30
502,012,776,709
fraud_Kerluke, Kertzmann and Wiza
misc_net
1.93
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
80a695a721b6a628d2e5602ee1c1e747
1,372,138,710
42.806244
-74.575496
0
12,248
2020-06-25 05:39:22
3,512,365,128,314,616
fraud_McCullough Group
grocery_net
46.86
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
7dc7c0f0496a055cd34c4684ff8fad46
1,372,138,762
37.431169
-90.060126
0
12,249
2020-06-25 05:41:20
577,588,686,219
fraud_Luettgen PLC
gas_transport
66.4
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
bd63b7984244ec46a7d693ffd60056ad
1,372,138,880
41.562431
-79.968831
0
12,250
2020-06-25 05:42:05
4,149,238,353,975,790
fraud_Boyer-Reichert
shopping_net
87.85
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
0c48fe14bb72831c62077e12690c252b
1,372,138,925
39.479663
-79.876293
0
12,251
2020-06-25 05:42:58
60,422,928,733
fraud_Hermann-Gaylord
misc_pos
11.61
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
aedb4495bf3f6d985f6cfec27d9ac8ae
1,372,138,978
34.558148
-82.212908
0
12,252
2020-06-25 05:43:33
6,011,504,998,544,485
fraud_Kuvalis Ltd
gas_transport
57.71
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
e2ad16516d9af1e603651552d92a6db2
1,372,139,013
32.428726
-86.515821
0
12,253
2020-06-25 05:44:12
4,396,682,467,723
fraud_Jast and Sons
food_dining
213.1
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
41280510c366c6bcaa32170e341cc59e
1,372,139,052
35.501268
-115.446185
0
12,254
2020-06-25 05:47:35
4,939,976,756,738,216
fraud_Auer-Mosciski
grocery_pos
183.29
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
3a6883185183e398b75da556c97f90dd
1,372,139,255
26.389597
-98.02019
0
12,255
2020-06-25 05:48:15
3,531,606,252,458,308
fraud_Lockman, West and Runte
grocery_pos
99.55
Juan
Taylor
M
7911 Campbell Crossing Apt. 725
Stoneham
MA
2,180
42.4828
-71.0978
21,437
Artist
1964-06-25
77b2aefb2f58dcd70d578eb94fa47778
1,372,139,295
43.278444
-71.779732
0
12,256
2020-06-25 05:48:20
4,939,976,756,738,216
fraud_Mante Group
misc_net
136.94
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
00b42c61aea26c88531a0d6f81cf2154
1,372,139,300
26.666594
-98.371107
0
12,257
2020-06-25 05:49:13
4,003,989,662,068,504
fraud_Kuvalis Ltd
gas_transport
58.73
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
7e3463a194ff46c724656e25d93bc491
1,372,139,353
33.618923
-87.907901
0
12,258
2020-06-25 05:50:24
4,586,810,168,620,942
fraud_Marks Inc
gas_transport
49.21
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
34caef9dfc99ed60c523b4eda9641c99
1,372,139,424
33.138654
-80.665732
0
12,259
2020-06-25 05:50:51
4,502,539,526,809,430,000
fraud_Nader-Heller
misc_net
1.45
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
fad0975d67dd801858619f5009a9fb98
1,372,139,451
36.198675
-90.757786
0
12,260
2020-06-25 05:51:10
4,124,536,010,991,657
fraud_Ankunding LLC
shopping_net
6.73
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
09dc621263c99b89f97bd901e552e471
1,372,139,470
29.883028
-88.674532
0
12,261
2020-06-25 05:51:35
371,284,100,299,909
fraud_Deckow-O'Conner
grocery_pos
94.54
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
8f892213acbfd9be8a2b0abef37399cd
1,372,139,495
34.921652
-101.648115
0
12,262
2020-06-25 05:51:38
4,089,096,483,689,733,600
fraud_Spinka Inc
grocery_net
34.23
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
cfafcdd77e6a38b25ae6fbaf057ebf59
1,372,139,498
31.97371
-95.414418
0
12,263
2020-06-25 05:52:12
6,011,109,736,646,996
fraud_Schultz, Simonis and Little
grocery_pos
177.71
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
dbbd99932b6e603bd32b8cebeda92d2d
1,372,139,532
34.405718
-78.566168
0
12,264
2020-06-25 05:52:22
3,541,554,378,551,366
fraud_Conroy-Cruickshank
gas_transport
75.38
Brianna
Wilson
F
257 Victor Stravenue
Hampton
VA
23,666
37.0462
-76.4096
136,895
Accounting technician
1939-09-19
52b4e834589e5a970579783cfb7aa38b
1,372,139,542
36.979519
-76.99787
0
12,265
2020-06-25 05:52:43
4,809,701,904,914
fraud_Wiegand-Lowe
grocery_net
108.45
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
bdb3abce167f208afc706a2b1238d910
1,372,139,563
32.565505
-84.240814
0
12,266
2020-06-25 05:56:03
373,043,435,942,726
fraud_Schmidt and Sons
shopping_net
99.77
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
7941907fc85115f433e6bc87d5b7d7bb
1,372,139,763
29.829084
-95.983927
0
12,267
2020-06-25 05:56:56
4,725,673,654,161,314
fraud_Wisozk and Sons
misc_pos
1.65
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
39c79761cb4b5f0b6ac8f406d3596207
1,372,139,816
42.08436
-72.65264
0
12,268
2020-06-25 05:57:16
6,534,628,260,579,800
fraud_Luettgen PLC
gas_transport
53.81
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
2c7d0482a498072e190795c30e7ecbab
1,372,139,836
44.445127
-72.251871
0
12,269
2020-06-25 05:59:02
30,360,260,465,747
fraud_Kuhic, Bins and Pfeffer
shopping_net
6.88
Jennifer
Garcia
F
28777 Stewart Plains Apt. 495
Putnam
IL
61,560
41.1949
-89.4409
754
Presenter, broadcasting
1962-05-13
613af57a03acd718c387be67bc229b9c
1,372,139,942
41.788533
-89.732333
0
12,270
2020-06-25 06:00:22
3,502,377,050,801,561
fraud_Paucek-Wiza
grocery_net
96.09
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
5d85f8a16b07a7465cd485b9c9ac59c3
1,372,140,022
29.538661
-94.514128
0
12,271
2020-06-25 06:01:47
36,153,880,429,415
fraud_Cole PLC
grocery_pos
112.86
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
fd8d4190e02858455462a4086be2c5fa
1,372,140,107
28.68778
-81.243456
0
12,272
2020-06-25 06:03:14
2,305,336,922,781,618
fraud_Towne LLC
misc_pos
6.13
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
88ec92cc84d9fe9728f3c763153dcb16
1,372,140,194
40.280499
-92.849874
0
12,273
2020-06-25 06:03:33
6,011,860,238,257,910
fraud_Cummings LLC
gas_transport
44.54
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
e30343017103647783db7a8c8b9651f2
1,372,140,213
36.560884
-98.382841
0
12,274
2020-06-25 06:07:36
4,302,475,216,404,898
fraud_Jewess LLC
shopping_pos
6.99
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
e9f5207836598c1c30a73fbb0c389691
1,372,140,456
43.321423
-94.114186
0
12,275
2020-06-25 06:07:57
213,180,742,685,905
fraud_Harber Inc
gas_transport
72.17
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
02d3736967801059f085c89f7428d340
1,372,140,477
39.927808
-123.759815
0
12,276
2020-06-25 06:08:01
213,155,997,615,567
fraud_Turcotte-Halvorson
misc_pos
43.9
James
Yoder
M
83359 Lopez Point
Clune
PA
15,727
40.5503
-79.3237
168
Race relations officer
1978-10-04
292053ddc925f619f1beb1f2a1aeb2c6
1,372,140,481
41.227716
-79.781904
0
12,277
2020-06-25 06:08:22
30,407,675,418,785
fraud_Raynor, Reinger and Hagenes
gas_transport
56.85
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
82ebec3599780dae4aaf414fb6addde2
1,372,140,502
43.021234
-76.065476
0
12,278
2020-06-25 06:08:50
6,564,459,919,350,820
fraud_Goyette Inc
shopping_net
4.1
Douglas
Willis
M
619 Jeremy Garden Apt. 681
Benton
WI
53,803
42.5545
-90.3508
1,306
Public relations officer
1958-09-10
e760aae83b426e528b869a70166a3d45
1,372,140,530
42.134198
-89.965782
0
12,279
2020-06-25 06:09:10
180,067,151,859,700
fraud_Kutch and Sons
grocery_pos
179.87
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
fe36fa86a82ea60d43bbdd0529a4d4ab
1,372,140,550
42.510705
-88.145674
0
12,280
2020-06-25 06:10:37
30,029,052,116,970
fraud_McDermott-Weimann
grocery_pos
50.64
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
c817c48b0774ecfa9832a396347ac6c4
1,372,140,637
42.194053
-79.666577
0
12,281
2020-06-25 06:12:01
30,428,204,673,351
fraud_Kihn, Abernathy and Douglas
shopping_net
83.03
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
c2cf181de53325c7375421f54c782a11
1,372,140,721
40.912763
-75.880791
0
12,282
2020-06-25 06:13:04
375,974,680,629,816
fraud_Bartoletti-Wunsch
gas_transport
46.98
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
6846ad8d244fce209b669f70f409aff8
1,372,140,784
40.968684
-73.291798
0
12,283
2020-06-25 06:13:37
4,836,998,673,805,450
fraud_Rippin, Kub and Mann
misc_net
620.6
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
462952a3aa0c58105e4074621ce5c205
1,372,140,817
46.269578
-86.041026
0
12,284
2020-06-25 06:13:38
4,998,109,455,173,950
fraud_Mosciski, Gislason and Mertz
grocery_pos
189.71
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
68d43fc9ef154f9a2157f6bbe2a2591c
1,372,140,818
39.283843
-94.195559
0
12,285
2020-06-25 06:14:03
180,031,190,491,743
fraud_Smitham-Boehm
grocery_net
26.46
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
b74f0ffa3fefa5ac60deff1f2a405d8a
1,372,140,843
29.847007
-87.507393
0
12,286
2020-06-25 06:14:11
3,541,160,328,600,277
fraud_Christiansen, Goyette and Schamberger
gas_transport
94.61
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
b9aa136aa7ad8a72dcc83a9c98f39f0f
1,372,140,851
39.520747
-90.505182
0
12,287
2020-06-25 06:14:17
4,482,427,013,979,020
fraud_Ruecker, Beer and Collier
shopping_net
195.6
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
6fab6077780a4ea222c7e062292e1aa5
1,372,140,857
38.431007
-81.364916
0
12,288
2020-06-25 06:14:18
4,344,955,088,481,397
fraud_Auer-Mosciski
grocery_pos
100.98
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
55aa3ed98e66ce5e97f5e6443a527ed0
1,372,140,858
41.347915
-79.62207
0
12,289
2020-06-25 06:14:29
4,634,955,908,138,648
fraud_Marks Inc
gas_transport
53.62
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
3f5fda00405a5a0cf7c4f45269e8acbe
1,372,140,869
41.797573
-96.447966
0
12,290
2020-06-25 06:14:59
4,301,028,321,766,222,300
fraud_Hudson-Ratke
grocery_pos
95.02
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
cbebc84cb909d87e58c372fd7cf5e808
1,372,140,899
40.431461
-79.754219
0
12,291
2020-06-25 06:17:07
30,074,693,890,476
fraud_Goodwin-Nitzsche
grocery_pos
201.51
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
d1be67622a06597182bb0cad5deda278
1,372,141,027
38.960054
-100.319415
0
12,292
2020-06-25 06:17:16
4,449,530,933,957,323
fraud_Bauch-Raynor
grocery_pos
114.18
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
1f77d0280462b0bccf0152f20f7c89e3
1,372,141,036
37.520361
-121.986509
0
12,293
2020-06-25 06:17:45
375,082,648,741,747
fraud_Luettgen PLC
gas_transport
46.68
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
d3d5212e744f91142cc34c7a07d5ae91
1,372,141,065
46.237175
-96.154784
0
12,294
2020-06-25 06:18:10
5,388,659,976,630,693
fraud_Pagac LLC
shopping_pos
9.11
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
bdcd4f21383b4b3e472f4fb8dcdec310
1,372,141,090
42.610146
-90.682475
0
12,295
2020-06-25 06:18:18
3,502,088,871,723,054
fraud_Spinka Inc
grocery_net
98.44
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
ba0e6f557004e17ac7ff8136e4488bbf
1,372,141,098
39.170042
-77.042333
0
12,296
2020-06-25 06:19:17
30,551,643,947,183
fraud_Simonis-Prohaska
misc_pos
8.56
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
80cfb2b9d8f6587a3579e75fd82e21e1
1,372,141,157
35.457484
-82.059988
0
12,297
2020-06-25 06:21:49
502,038,091,380
fraud_Kling Inc
gas_transport
78.76
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
4c5c8e442c97daff9a06631f6daf32e6
1,372,141,309
36.635233
-92.497046
0
12,298
2020-06-25 06:22:09
2,248,735,346,244,816
fraud_Streich, Dietrich and Barton
shopping_net
7.35
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
fb02eedd0b17b4e221f818e5cf5a750c
1,372,141,329
39.292705
-99.37847
0
12,299
2020-06-25 06:22:09
378,904,938,837,132
fraud_Goodwin-Nitzsche
grocery_pos
105.04
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
5a3b06f1f96676b03fb2410563d30d87
1,372,141,329
36.08087
-98.93744
0