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
555,200
2020-12-31 20:59:30
676,195,318,214
fraud_Ankunding LLC
shopping_net
8.91
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
e501a0398c7743de308fc890fba3b4ae
1,388,523,570
29.889152
-97.003361
0
555,201
2020-12-31 20:59:54
3,523,843,138,706,408
fraud_Weber, Thiel and Hammes
kids_pets
2.69
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
6100a06bc05666a3b0e9e81502046b1f
1,388,523,594
33.172271
-87.867572
0
555,202
2020-12-31 21:00:49
38,530,489,946,071
fraud_Haley, Jewess and Bechtelar
shopping_pos
6.27
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
b85da6151f940138a635414fe969816b
1,388,523,649
34.103031
-81.01201
0
555,203
2020-12-31 21:01:02
676,372,984,911
fraud_Little, Gutmann and Lynch
shopping_net
4.44
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
f61a3b2876700c15acdae91ff8777aed
1,388,523,662
39.08287
-97.531536
0
555,204
2020-12-31 21:01:12
36,721,445,180,895
fraud_Feil-Morar
health_fitness
64.8
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
bcc76715324f978e0586a1b682cfea87
1,388,523,672
43.454722
-74.191332
0
555,205
2020-12-31 21:01:12
4,610,050,989,831,291
fraud_Weber, Thiel and Hammes
kids_pets
52.21
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
6f78be6fcb229cd8ac7824bd71691b52
1,388,523,672
40.569868
-79.837219
0
555,206
2020-12-31 21:01:26
577,588,686,219
fraud_Lubowitz, Terry and Stracke
personal_care
32.06
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
8a5db03a6ebeb78a555ebb7ae069039a
1,388,523,686
39.800303
-80.266425
0
555,207
2020-12-31 21:01:52
4,063,094,974,360,571,400
fraud_Walter, Hettinger and Kessler
personal_care
125.79
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
fce7caff8a8c1fbccedac4c49719ca90
1,388,523,712
42.265886
-112.634301
0
555,208
2020-12-31 21:02:06
30,030,380,240,193
fraud_Hyatt, Russel and Gleichner
health_fitness
76.44
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
101e325c6fbb88385142929c3256c999
1,388,523,726
30.315367
-98.888355
0
555,209
2020-12-31 21:03:26
341,542,810,616,333
fraud_Waters-Cruickshank
health_fitness
8.49
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
eb7dab7dd7a47ff6b9cc9cf7b502361a
1,388,523,806
38.452085
-93.057213
0
555,210
2020-12-31 21:03:33
3,540,075,240,003,197
fraud_Zemlak, Tillman and Cremin
personal_care
114.52
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
6cb3d4b19402ba3a57c881a98f058a5f
1,388,523,813
44.732646
-93.030384
0
555,211
2020-12-31 21:03:40
38,588,538,868,506
fraud_Friesen-Ortiz
personal_care
21.28
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
220a79863d2038ab6658e3183b73ed34
1,388,523,820
30.681799
-103.06347
0
555,212
2020-12-31 21:03:50
3,566,875,419,572,867
fraud_Pfeffer and Sons
shopping_pos
140.51
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
ebac06ab09f1923260fcdde0e1dc675d
1,388,523,830
44.851294
-72.606057
0
555,213
2020-12-31 21:04:22
581,293,083,266
fraud_Dooley Inc
shopping_pos
148
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
80fe1fe4c43f2d531391efa647540514
1,388,523,862
35.562961
-98.456514
0
555,214
2020-12-31 21:04:43
6,597,888,193,422,452
fraud_Bernhard-Lesch
food_dining
73.4
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
15c467ead4161e8071c859098ff026bf
1,388,523,883
33.364204
-98.623055
0
555,215
2020-12-31 21:04:52
4,926,376,199,189,801
fraud_Harris Group
food_dining
52.04
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
3076a1f4bd57c124ee0e97988bb8c07b
1,388,523,892
36.873393
-91.665666
0
555,216
2020-12-31 21:05:26
4,169,388,510,116
fraud_Kautzer and Sons
personal_care
102.79
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
1a00eb274d4c2e2c9527c5d28ec22ee4
1,388,523,926
43.92136
-78.124496
0
555,217
2020-12-31 21:05:58
503,874,407,318
fraud_Bahringer, Osinski and Block
food_dining
5.68
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
d3ba0a685113f6774ac9e2e81ac79edc
1,388,523,958
29.896076
-99.462327
0
555,218
2020-12-31 21:06:01
4,191,109,180,926,792
fraud_Kihn, Abernathy and Douglas
shopping_net
6.41
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
1d69629648674cae7ea421079fcec62a
1,388,523,961
40.340281
-82.908047
0
555,219
2020-12-31 21:06:11
675,990,301,623
fraud_Gerhold LLC
home
10.21
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
43bc3c7fdb48bf1177323d82d417ec8c
1,388,523,971
41.275906
-74.157932
0
555,220
2020-12-31 21:06:13
4,653,879,239,169,997
fraud_Gleason and Sons
kids_pets
50.54
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
780a442331d209692684437388c33a32
1,388,523,973
37.502552
-85.69134
0
555,221
2020-12-31 21:06:19
30,230,540,139,182
fraud_Feil, Hilpert and Koss
food_dining
65.34
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
ebdac4468ef79f77bd41cbd2d3151fab
1,388,523,979
40.539098
-77.588747
0
555,222
2020-12-31 21:06:35
36,913,587,729,122
fraud_Cormier LLC
health_fitness
27.71
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
36e97a1aeae9f0f7dca5192b9bc9f18a
1,388,523,995
43.845356
-116.096616
0
555,223
2020-12-31 21:06:44
3,500,165,543,009,955
fraud_Runte-Mohr
food_dining
18.98
Ricky
Dunn
M
97689 Davis Point Apt. 967
Detroit
MI
48,214
42.3669
-82.9938
673,342
Health visitor
1983-09-02
f13653240b212919e6e6e91aba8e93ca
1,388,524,004
42.848803
-82.089453
0
555,224
2020-12-31 21:06:49
180,018,375,329,178
fraud_Stark-Batz
entertainment
68.32
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
482f6e6be2249e86f53f6372f08c8fab
1,388,524,009
42.841496
-83.840769
0
555,225
2020-12-31 21:07:15
30,197,398,657,930
fraud_Nader-Maggio
personal_care
245.38
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
0784d3b0a290eac12327848d4353109a
1,388,524,035
35.85636
-78.401124
0
555,226
2020-12-31 21:07:42
30,344,654,314,976
fraud_Fahey Inc
kids_pets
58.71
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
cbf768a9516536ad6a0b4c9312176520
1,388,524,062
40.669977
-119.705779
0
555,227
2020-12-31 21:07:56
2,356,276,337,669,917
fraud_Kihn Inc
shopping_pos
8.11
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
f52d6f209c76d8212a8508bdc70f3a57
1,388,524,076
39.706169
-76.573588
0
555,228
2020-12-31 21:08:01
180,049,032,966,888
fraud_Quitzon, Green and Bashirian
shopping_pos
129.35
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
35c40db509c66758158a977baf15e43d
1,388,524,081
45.534503
-90.963787
0
555,229
2020-12-31 21:08:01
36,913,587,729,122
fraud_Mayert Group
shopping_pos
1,309.21
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
7a848ec13987751c1b04be6006dc360f
1,388,524,081
42.916524
-115.787654
0
555,230
2020-12-31 21:10:56
3,593,118,134,380,341
fraud_Crona and Sons
kids_pets
2.2
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
fe0d1f7a4159e7f4940f66d470a740bb
1,388,524,256
45.487316
-67.254617
0
555,231
2020-12-31 21:11:30
213,148,039,875,802
fraud_Bartoletti and Sons
personal_care
97.36
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
7c629e708da21b777af323672cee9420
1,388,524,290
28.143144
-82.980315
0
555,232
2020-12-31 21:12:25
213,163,860,545,705
fraud_Jast and Sons
food_dining
62.05
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
27a7cec3f6d25412479f5656cac787ec
1,388,524,345
32.479577
-82.314489
0
555,233
2020-12-31 21:12:42
38,295,635,583,927
fraud_Bernier and Sons
kids_pets
53.63
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
af470424651104cf5c4461c95d50572c
1,388,524,362
33.659685
-99.056352
0
555,234
2020-12-31 21:12:57
2,242,542,703,101,233
fraud_Boyer PLC
shopping_net
1.33
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
0c21af8889fe8fbbaa017ee41da3709d
1,388,524,377
39.278995
-86.15183
0
555,235
2020-12-31 21:13:27
30,518,206,766,474
fraud_Beier and Sons
home
36.47
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
46bdd9544e0ccf1338864e249bfefdab
1,388,524,407
36.639035
-89.85382
0
555,236
2020-12-31 21:13:33
4,476,840,372,112
fraud_Parker-Kunde
personal_care
5.81
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
0a135cbfb7b34af7281c03c04d63ba63
1,388,524,413
34.805323
-86.989096
0
555,237
2020-12-31 21:13:46
342,351,256,941,125
fraud_Torphy-Goyette
shopping_pos
154.27
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
12ac77bffa3ad19e12dba50802a149c3
1,388,524,426
33.545436
-83.975945
0
555,238
2020-12-31 21:13:56
38,588,538,868,506
fraud_Stoltenberg-Beatty
shopping_pos
4.23
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
210dbdd2bc870b62ca7da5edced03fcf
1,388,524,436
29.515019
-103.745465
0
555,239
2020-12-31 21:14:02
4,939,976,756,738,216
fraud_Friesen Inc
shopping_pos
72.47
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
8d90b6eff2300a50fe7ecb6276f7b51d
1,388,524,442
25.423015
-98.643155
0
555,240
2020-12-31 21:14:06
213,161,231,269,724
fraud_Kling, Howe and Schneider
home
8.97
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
773dedefe8daab6402d0aa473b8c4988
1,388,524,446
33.806751
-86.03227
0
555,241
2020-12-31 21:14:07
374,125,201,044,065
fraud_Baumbach Ltd
personal_care
39.57
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
fe22c10ba6182b85fe43878814b46db1
1,388,524,447
39.289605
-77.239414
0
555,242
2020-12-31 21:14:42
340,951,438,290,556
fraud_Koss, McLaughlin and Mayer
food_dining
38.11
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
07f2162f30f0dc91800305b43e3433ba
1,388,524,482
41.602072
-73.814259
0
555,243
2020-12-31 21:14:55
3,533,012,926,413,100
fraud_Breitenberg-Hermiston
kids_pets
6.66
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
a4da21ed792313abece498984adae77f
1,388,524,495
42.989605
-75.553474
0
555,244
2020-12-31 21:15:09
571,365,235,126
fraud_Rau-Grant
kids_pets
28.15
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
d6febc97f4b60bdfcd7f621ec103009b
1,388,524,509
44.468231
-85.39549
0
555,245
2020-12-31 21:15:10
347,073,228,412,010
fraud_Berge-Ullrich
home
84.24
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
68b3c72b57ad19944a8844f4ea6c5bd7
1,388,524,510
44.315831
-104.795872
0
555,246
2020-12-31 21:15:10
30,561,214,688,470
fraud_Fadel Inc
health_fitness
95.76
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
c6d9c4d03076e6db5ac6351995a50ab9
1,388,524,510
41.532664
-76.279271
0
555,247
2020-12-31 21:15:24
676,102,124,465
fraud_Medhurst PLC
shopping_net
20.65
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
5ce0ef5f6a7bee12f0ebcc396912f669
1,388,524,524
37.820395
-122.897169
0
555,248
2020-12-31 21:15:26
4,481,131,401,752
fraud_Wuckert-Goldner
home
35.06
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
228cdf2185f0445b7901f298f7b8ef93
1,388,524,526
41.884206
-70.774232
0
555,249
2020-12-31 21:15:34
375,082,648,741,747
fraud_Mohr-Bayer
shopping_net
2.25
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
11f287f427a76f669259a32780415894
1,388,524,534
47.005893
-96.461922
0
555,250
2020-12-31 21:15:36
30,074,693,890,476
fraud_Reichel Inc
entertainment
82.37
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
3a99964c276bcc0211d67042ff5ab277
1,388,524,536
38.243729
-100.337161
0
555,251
2020-12-31 21:15:38
3,583,635,130,604,947
fraud_Lynch-Mohr
travel
1.46
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
8cbc8dae44cc27c9fe25f2ac50505801
1,388,524,538
41.013016
-74.453623
0
555,252
2020-12-31 21:15:45
3,576,021,480,694,169
fraud_Hahn, Douglas and Schowalter
travel
7.05
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
27e1936c706a540dd71589d2aa2adedc
1,388,524,545
39.998111
-95.452864
0
555,253
2020-12-31 21:16:42
3,565,196,229,855,512
fraud_Hackett Group
travel
5.05
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
23a8f77ebca342c9c4328b0d9f8519d4
1,388,524,602
39.530876
-93.078453
0
555,254
2020-12-31 21:16:46
3,556,613,125,071,656
fraud_Stark-Batz
entertainment
7.34
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
69ce6700ed3a3d9d86167a8079f483a8
1,388,524,606
28.599619
-95.170763
0
555,255
2020-12-31 21:17:07
213,112,402,583,773
fraud_Gutmann, McLaughlin and Wiza
home
37.51
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
363729ba330a3d2824b44f02e4802e01
1,388,524,627
34.001786
-82.713856
0
555,256
2020-12-31 21:17:26
4,005,676,619,255,478
fraud_Simonis-Prohaska
misc_pos
8.23
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
5a2bd0f0727795da1ce3c874a174bdf3
1,388,524,646
30.389589
-91.360709
0
555,257
2020-12-31 21:17:34
6,538,441,737,335,434
fraud_Feil, Hilpert and Koss
food_dining
2.24
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
e19de69be567b09c998a4018cd45c733
1,388,524,654
41.148171
-80.08327
0
555,258
2020-12-31 21:18:26
4,560,395,181,594,436,000
fraud_Bahringer, Bergnaum and Quitzon
home
118.1
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
0b215aa1be09cfc4ebde9efe161b827e
1,388,524,706
39.543279
-122.148761
0
555,259
2020-12-31 21:19:32
676,173,792,455
fraud_Botsford and Sons
home
142.36
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
f099db74e303edd9b68ab2ed62f94044
1,388,524,772
34.233115
-118.0995
0
555,260
2020-12-31 21:20:19
30,328,384,440,870
fraud_Padberg-Sauer
home
44.99
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
0a27ecd8428104ba28565825fdc39705
1,388,524,819
40.464408
-93.666733
0
555,261
2020-12-31 21:20:20
6,011,388,901,471,808
fraud_Medhurst, Cartwright and Ebert
personal_care
50.5
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
e194a00ea4c65b8ac59c5d1f3c3ec21b
1,388,524,820
39.928555
-79.644361
0
555,262
2020-12-31 21:20:21
4,855,853,415,727,305,000
fraud_Friesen-Ortiz
personal_care
81.58
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
9600cb12fba549154abab97cef36cf41
1,388,524,821
43.996702
-88.782505
0
555,263
2020-12-31 21:20:34
6,011,438,889,172,900
fraud_Reichel Inc
entertainment
18.05
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
95ba123ce902b41a671628d71c5deef8
1,388,524,834
33.716694
-92.054926
0
555,264
2020-12-31 21:20:58
4,379,260,813,815,979,500
fraud_Torphy-Goyette
shopping_pos
2.19
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
dc301e55234c9c3f057a053f31dc2877
1,388,524,858
37.160369
-122.21092
0
555,265
2020-12-31 21:21:24
346,273,234,529,002
fraud_O'Hara-Wilderman
food_dining
36.66
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
91b3fe59a16e6b825a27be5d9bc47995
1,388,524,884
37.766406
-79.696789
0
555,266
2020-12-31 21:21:33
6,011,399,591,920,186
fraud_Hagenes, Hermann and Stroman
travel
8.1
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
980733953de6f36ef87fcf4a9120b737
1,388,524,893
42.658179
-73.21527
0
555,267
2020-12-31 21:22:04
581,293,083,266
fraud_Schoen-Quigley
kids_pets
46.09
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
51a541997aee1981a310737f9f4c9c72
1,388,524,924
35.894987
-98.73643
0
555,268
2020-12-31 21:22:05
6,011,603,272,871,604
fraud_Schoen, Nienow and Bauch
personal_care
3.02
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
b8971d70cdc2d3894ddd40964c3eaa5a
1,388,524,925
33.735623
-84.665367
0
555,269
2020-12-31 21:22:43
577,588,686,219
fraud_Zemlak, Tillman and Cremin
personal_care
122.12
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
eb86c638b201ddeae144f645c32004b9
1,388,524,963
40.174925
-80.369113
0
555,270
2020-12-31 21:22:51
375,534,208,663,984
fraud_Wilkinson LLC
personal_care
81.24
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
77aca6041bff7e6259451154b554d1bc
1,388,524,971
37.463535
-79.888318
0
555,271
2020-12-31 21:23:07
6,517,217,825,320,610
fraud_Ernser-Feest
home
38.01
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
b9d65b4f96909ffe9853a2f9089f1740
1,388,524,987
32.528901
-90.133228
0
555,272
2020-12-31 21:23:12
4,789,911,625,179,723
fraud_Hauck, Dietrich and Funk
kids_pets
18.12
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
ff36ab20e11d752a09a8872ab6096199
1,388,524,992
40.91289
-72.905344
0
555,273
2020-12-31 21:23:42
6,538,441,737,335,434
fraud_Klocko LLC
misc_net
64.53
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
63e0acb8b0c0fd31c4b1aedfd18088c0
1,388,525,022
41.505633
-80.014042
0
555,274
2020-12-31 21:23:46
3,563,837,241,599,446
fraud_Berge-Ullrich
home
60.32
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
734bc82fbd35d3818f6be2ecca0b54cb
1,388,525,026
45.137427
-122.341799
0
555,275
2020-12-31 21:23:53
213,114,122,496,591
fraud_Baumbach Ltd
personal_care
64.68
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
62307306ad88616189989d272d7f6045
1,388,525,033
44.406929
-94.20921
0
555,276
2020-12-31 21:24:36
213,124,978,348,176
fraud_Windler, Goodwin and Kovacek
home
7.78
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
3e636351309c60aee0113cf2a1b32cde
1,388,525,076
43.31713
-77.102267
0
555,277
2020-12-31 21:25:20
4,653,178,848,915,023,000
fraud_Kling-Ernser
entertainment
12.97
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
c4708208eba8209032fd3548f24db68d
1,388,525,120
37.123934
-82.631688
0
555,278
2020-12-31 21:25:28
348,379,466,427,142
fraud_Larkin Ltd
kids_pets
184.87
Michael
Rowe
M
7428 Martinez Flats
Melbourne
FL
32,935
28.1384
-80.6524
139,650
Database administrator
1957-01-23
31d84d2cf287f2b153ee88a06005e876
1,388,525,128
27.651998
-80.59513
0
555,279
2020-12-31 21:25:56
30,270,432,095,985
fraud_Bechtelar-Rippin
food_dining
8.95
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
1b7919af12d8b440d7b85137912b21c0
1,388,525,156
40.601385
-91.798617
0
555,280
2020-12-31 21:26:29
377,026,671,291,680
fraud_Runolfsdottir, Mueller and Hand
entertainment
4.03
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
f16ddc62575667d6fd75175b8fc87a90
1,388,525,189
37.515915
-90.306897
0
555,281
2020-12-31 21:26:35
180,056,173,248,083
fraud_Runolfsdottir, Mueller and Hand
entertainment
53.88
Larry
Warner
M
145 Jeffrey Key Suite 668
Lakeview
MI
48,850
43.4269
-85.2924
4,474
Emergency planning/management officer
1976-01-15
839d2988f59b2a9674d6f38330a1b64a
1,388,525,195
44.331085
-85.968296
0
555,282
2020-12-31 21:26:58
374,656,033,243,756
fraud_Connelly PLC
food_dining
7.41
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
f9ed6a4ea3b813e2e0f4cf4baeb7ba56
1,388,525,218
39.87928
-77.270959
0
555,283
2020-12-31 21:27:26
6,550,399,784,335,736
fraud_Emmerich-Rau
personal_care
19.07
Harry
Mckee
M
95351 Sullivan Viaduct Apt. 239
Port Charlotte
FL
33,981
26.9379
-82.2388
79,008
Quantity surveyor
1984-08-31
32da098a0f99c34ea42619224ffbcdaa
1,388,525,246
27.737868
-81.712071
0
555,284
2020-12-31 21:27:27
4,969,856,774,088,583
fraud_Hirthe-Beier
health_fitness
72.84
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
5e38b42a5f7b41e4236a2d97d4b84a01
1,388,525,247
30.87045
-90.860124
0
555,285
2020-12-31 21:27:32
502,038,091,380
fraud_Daugherty LLC
kids_pets
52.97
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
f4bfc2992797403013825cbc553f475b
1,388,525,252
37.345302
-92.218777
0
555,286
2020-12-31 21:27:33
3,567,697,931,646,329
fraud_Rempel Inc
shopping_net
1.64
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
f177a4af293bcee711011b47760a83ad
1,388,525,253
42.395471
-72.88447
0
555,287
2020-12-31 21:28:01
30,263,540,414,123
fraud_Parker-Kunde
personal_care
4.46
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
ffbc3f1b502e6c5c5f0ea9ae27ea2701
1,388,525,281
37.096632
-111.773199
0
555,288
2020-12-31 21:28:12
4,859,525,594,182,537
fraud_Welch, Rath and Koepp
entertainment
18.43
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
e8f9132030371246ec25605406569a48
1,388,525,292
42.54284
-74.118277
0
555,289
2020-12-31 21:28:25
343,668,971,234,893
fraud_Schmidt-Larkin
home
22.17
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
5ff65200c085a85af0263ee8ea033649
1,388,525,305
34.691856
-80.477172
0
555,290
2020-12-31 21:28:36
4,457,732,997,086,323,700
fraud_Haley, Batz and Auer
health_fitness
73.1
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
badfbb786ef5a8b8c7dc8c8e6c8bbac9
1,388,525,316
37.821372
-119.965293
0
555,291
2020-12-31 21:28:37
3,563,837,241,599,446
fraud_Terry Ltd
home
47.38
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
f6aaa904e330ae51725d7b143f798c0c
1,388,525,317
45.072015
-123.031088
0
555,292
2020-12-31 21:29:30
345,389,171,551,808
fraud_Beier LLC
entertainment
16.38
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
3b75353043ddcd65c10b7dfd116708a6
1,388,525,370
34.602717
-89.966886
0
555,293
2020-12-31 21:29:57
346,273,234,529,002
fraud_Goyette-Gerhold
kids_pets
46.16
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
d6d9a8a3b3164d1c6137214cbe5470da
1,388,525,397
37.096087
-80.785664
0
555,294
2020-12-31 21:30:05
343,746,486,082,492
fraud_Barrows PLC
shopping_pos
7.37
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
9a74145598981d6280db460ec32844d7
1,388,525,405
44.132389
-85.109464
0
555,295
2020-12-31 21:30:37
5,456,776,410,929,288
fraud_Zemlak, Tillman and Cremin
personal_care
11.17
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
3b44a6da74aeaaf1c58e5bed3b0cce16
1,388,525,437
40.351438
-78.90312
0
555,296
2020-12-31 21:30:37
60,490,596,305
fraud_Crist, Jakubowski and Littel
home
10.89
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
ddc5ba8024227f9a345c70478d5c5340
1,388,525,437
35.285381
-91.03928
0
555,297
2020-12-31 21:32:04
4,736,845,434,667,908,000
fraud_Berge-Hills
kids_pets
3.28
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
fc4e1a5f41345330aec6a03334b7a7e8
1,388,525,524
45.738585
-73.218854
0
555,298
2020-12-31 21:32:17
4,292,902,571,056,973,300
fraud_Boyer-Reichert
shopping_net
3.22
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
655f3512004e2bf44ad25e6cbd4337f1
1,388,525,537
45.124085
-113.740164
0
555,299
2020-12-31 21:32:31
4,681,601,008,538,160
fraud_Gaylord-Powlowski
home
23.83
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
7317834e683b1f2d18ddd32453dfe22e
1,388,525,551
39.069575
-80.699705
0