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
100
2020-06-21 12:45:48
6,592,074,504,369,261
fraud_Greenholt Ltd
health_fitness
242.35
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
39db7261e2dd32311c1e5ff2a52bac79
1,371,818,748
39.151823
-75.035003
0
101
2020-06-21 12:46:08
4,400,011,257,587,662,000
fraud_Bahringer Group
health_fitness
20.66
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
c824dd2d399b50aba31415d2985f97c0
1,371,818,768
41.103974
-98.4845
0
102
2020-06-21 12:46:16
30,570,197,515,105
fraud_Hilpert-Conroy
kids_pets
127.76
Vincent
Cain
M
64851 Cole Turnpike
Hartford
AL
36,344
31.086
-85.7192
5,732
Jewellery designer
1945-12-07
8306d2588665088674d4c93ff87f1748
1,371,818,776
31.361379
-85.084231
0
103
2020-06-21 12:46:23
6,011,652,924,285,713
fraud_Lakin, Ferry and Beatty
food_dining
4.24
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
7c1fc4677c2c3c98b2fa39e7417bb09c
1,371,818,783
38.40991
-92.002267
0
104
2020-06-21 12:46:44
4,561,546,772,499
fraud_Witting, Beer and Ernser
home
28.51
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
a5d7194717ad3c916578a809950d2096
1,371,818,804
35.342658
-106.334921
0
105
2020-06-21 12:46:50
4,119,762,878,330,989
fraud_Breitenberg-Hermiston
kids_pets
29.39
Melinda
Gutierrez
F
1497 West Gateway
Eureka
IL
61,530
40.7152
-89.2706
6,713
Archivist
1945-08-19
4924a7f67664a95acbeaeb377d5e6a83
1,371,818,810
41.415532
-89.517881
0
106
2020-06-21 12:46:54
4,810,839,835,482,794,000
fraud_Friesen Inc
shopping_pos
5.85
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
b847bab5baeb184fccc801ad29558b87
1,371,818,814
37.191244
-94.746417
0
107
2020-06-21 12:47:21
4,191,109,180,926,792
fraud_Gottlieb-Hansen
personal_care
12.64
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
36889cdd6d799ccda86cf3c6509010b1
1,371,818,841
39.66641
-83.562243
0
108
2020-06-21 12:47:35
676,195,318,214
fraud_Baumbach, Strosin and Nicolas
shopping_pos
9.63
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
079d03199dc2ffb7c43dd5eb385a73ce
1,371,818,855
29.472265
-96.14221
0
109
2020-06-21 12:47:36
4,128,730,454,058,057,700
fraud_Rippin-VonRueden
health_fitness
18.02
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
fbc91c22ac16b4b77f1e19395fcbdf95
1,371,818,856
30.950957
-94.108481
0
110
2020-06-21 12:47:48
4,681,699,462,969
fraud_Nienow, Ankunding and Collier
misc_pos
2.54
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
87e1122fde1f3bd876a983771001e1a0
1,371,818,868
36.333062
-86.086992
0
111
2020-06-21 12:47:57
3,523,843,138,706,408
fraud_Schmidt and Sons
shopping_net
9.17
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
cc4cbdd981c4168207c152552049c6c4
1,371,818,877
32.678558
-87.272214
0
112
2020-06-21 12:48:14
4,587,657,402,165,341,700
fraud_Prosacco, Kreiger and Kovacek
home
26.03
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
bfcb7bca0abb957f3bb3aedf0c53a448
1,371,818,894
42.013548
-88.039021
0
113
2020-06-21 12:48:15
6,011,860,238,257,910
fraud_Schumm PLC
health_fitness
46.81
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
d9b78593363eb13e3c9df801ac3eb3cf
1,371,818,895
37.019405
-97.388758
0
114
2020-06-21 12:48:23
3,576,431,665,303,017
fraud_Berge-Ullrich
home
61.44
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
8ff1723f3c170304d75667e0b38340a9
1,371,818,903
33.914314
-111.576584
0
115
2020-06-21 12:48:57
30,199,621,383,748
fraud_Roob, Conn and Tremblay
shopping_pos
68.51
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
bd5f6bdf511756c4bcd0899b4e7ae167
1,371,818,937
32.852509
-95.443675
0
116
2020-06-21 12:49:01
3,540,017,235,499,519
fraud_Kihn-Schuster
food_dining
57.53
Lawrence
Frost
M
82448 Tucker Cliff
Kittery Point
ME
3,905
43.0976
-70.7121
1,780
Broadcast engineer
1983-01-21
5604d2f56dafb70fb50d04097fa5ba43
1,371,818,941
42.526152
-70.524338
0
117
2020-06-21 12:49:42
213,161,869,125,933
fraud_Tillman LLC
travel
2.3
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
4fa5b0675da2c2de8056876f621c0f69
1,371,818,982
43.70784
-71.15595
0
118
2020-06-21 12:50:38
36,913,587,729,122
fraud_Monahan-Morar
personal_care
28.74
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
deacd215ee877a514656c57be9a2b48d
1,371,819,038
43.84533
-116.859776
0
119
2020-06-21 12:51:26
2,720,433,095,629,877
fraud_Powlowski-Weimann
food_dining
1.92
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
91a54264afc003d048c777e4ad5b1afc
1,371,819,086
44.191357
-70.730185
0
120
2020-06-21 12:51:34
4,584,931,703,207,308,300
fraud_Botsford Ltd
shopping_pos
3.37
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
669f6c81e6fe6f99a4bb6c5f2802c1ca
1,371,819,094
32.422918
-96.070476
0
121
2020-06-21 12:51:45
4,536,996,888,716,062,000
fraud_Hamill-D'Amore
health_fitness
22.42
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
5cc15d56b7341ea11cc952e4f6289a2b
1,371,819,105
36.955738
-105.798176
0
122
2020-06-21 12:52:46
3,518,234,918,950,662
fraud_Bradtke, Torp and Bahringer
personal_care
12.33
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
e1d67d1bdbfad574800947945fa80f13
1,371,819,166
34.17475
-96.873112
0
123
2020-06-21 12:53:48
3,546,674,063,249,004
fraud_Corwin-Romaguera
travel
6.85
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
cabf90039e8dad0f7b6627b4f9923008
1,371,819,228
33.268393
-98.42305
0
124
2020-06-21 12:53:58
3,533,177,016,567,295
fraud_Gaylord-Powlowski
home
80.8
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
f6eed8faf9b934c56a52baa4e8cbf7d2
1,371,819,238
41.056503
-96.593249
0
125
2020-06-21 12:54:15
4,900,628,639,996
fraud_Mayert Group
shopping_pos
5.61
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
a7a9c929d59b6e142e703b4b60fc9d75
1,371,819,255
34.154574
-117.853243
0
126
2020-06-21 12:54:28
38,947,654,498,698
fraud_Baumbach, Strosin and Nicolas
shopping_pos
7.47
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
2354372523a6373def295b4b921aa943
1,371,819,268
39.087656
-82.268046
0
127
2020-06-21 12:54:44
3,547,560,454,237,873
fraud_Beier and Sons
home
43.47
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
01e26ef1319fe44bff28751b8e7b0d27
1,371,819,284
43.621152
-85.447931
0
128
2020-06-21 12:54:52
378,278,619,832,195
fraud_Abbott-Steuber
personal_care
8.32
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
5608b93eb3a58c087fc11a809718d9e1
1,371,819,292
43.046296
-122.689361
0
129
2020-06-21 12:54:55
3,513,618,443,244,549
fraud_Sporer-Keebler
personal_care
37
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
0adbb8f5d6b042f32f2391d8d349cd66
1,371,819,295
44.398989
-97.772526
0
130
2020-06-21 12:55:10
2,296,006,538,441,789
fraud_Ernser-Lynch
food_dining
9.76
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
07972757acdafdc949dd42ce5c6cf07d
1,371,819,310
41.402386
-73.167331
0
131
2020-06-21 12:55:14
630,484,879,808
fraud_Reilly LLC
home
75.99
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
8d3e8fd863637cec9c1a3c517d2096ad
1,371,819,314
35.884509
-120.349641
0
132
2020-06-21 12:55:19
376,445,266,762,684
fraud_Little Ltd
kids_pets
26.54
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
01de2fecd50d677ce0a9ce87b760bd49
1,371,819,319
41.1231
-101.207306
0
133
2020-06-21 12:55:19
4,683,638,447,911
fraud_Gislason Group
travel
558.03
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
95427dcec71aa88ad39bf523084d1bca
1,371,819,319
30.87087
-92.873036
0
134
2020-06-21 12:55:21
4,503,101,193,493,053,000
fraud_Stark-Koss
home
5.26
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
b28a70d840dae6c46bec7df6c8340cfd
1,371,819,321
28.642801
-82.701559
0
135
2020-06-21 12:56:06
4,259,996,134,423
fraud_Crist, Jakubowski and Littel
home
46.33
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
51cdc787845ce5aab65a7598e5127553
1,371,819,366
38.908427
-99.275548
0
136
2020-06-21 12:57:44
630,424,987,505
fraud_Kling-Ernser
entertainment
19.3
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
3c16826f4605f06be65c218e14321e10
1,371,819,464
39.097309
-79.398315
0
137
2020-06-21 12:57:52
348,789,608,637,806
fraud_Lubowitz-Walter
kids_pets
49.77
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
afdf2f92eb150d6b7bc274ee6ee1d378
1,371,819,472
39.723854
-98.16341
0
138
2020-06-21 12:57:56
3,587,960,728,692,500
fraud_Cronin, Kshlerin and Weber
health_fitness
109.54
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
97a5689374259165c553e66d3a81d1f8
1,371,819,476
42.079377
-96.459033
0
139
2020-06-21 12:58:07
6,538,441,737,335,434
fraud_Upton PLC
entertainment
48.05
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
abc1f238e28693cfe3728856b2aba429
1,371,819,487
41.928491
-80.004966
0
140
2020-06-21 12:58:42
4,260,128,500,325
fraud_Kilback Group
food_dining
7.25
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
ab7249121f58e23cdfe7073c3e44e751
1,371,819,522
36.578865
-83.087049
0
141
2020-06-21 12:58:49
4,189,814,094,741
fraud_Carroll PLC
health_fitness
145.44
Jason
Farmer
M
33165 Larry Walks Suite 960
Ragland
AL
35,131
33.7367
-86.1619
4,159
Educational psychologist
1998-02-03
4261f223080c243558f1f5f0752e26f4
1,371,819,529
33.315422
-85.538494
0
142
2020-06-21 12:59:36
371,009,169,330,125
fraud_Effertz LLC
entertainment
173.09
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
e558e093053328aba4af71a4b98a9a4e
1,371,819,576
32.024134
-84.370346
0
143
2020-06-21 12:59:43
2,227,671,554,547,514
fraud_Windler LLC
kids_pets
42.21
Angie
Jones
F
6970 Blake Trail
Clearwater
FL
33,760
27.9004
-82.7152
172,247
Geneticist, molecular
1979-10-22
622c606c3699ae063f4ecc8396c1ca23
1,371,819,583
28.51525
-81.9264
0
144
2020-06-21 13:00:07
5,456,776,410,929,288
fraud_Satterfield-Lowe
travel
4.13
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
bf22bf7594e4fde6d8505583a3aa513a
1,371,819,607
42.039551
-80.43667
0
145
2020-06-21 13:00:47
3,556,613,125,071,656
fraud_Schuppe-Schuppe
food_dining
8.57
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
9c157efc6d10cbbe6466a1e22ab1be1c
1,371,819,647
28.984465
-95.201668
0
146
2020-06-21 13:01:05
4,653,879,239,169,997
fraud_Hickle Group
shopping_pos
2.6
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
08e1c67ce4d29fce88699c006b5e1326
1,371,819,665
37.768096
-85.96479
0
147
2020-06-21 13:01:16
4,653,879,239,169,997
fraud_Nader-Heller
misc_net
7.01
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
d538564d5f10e27d085d28a729d2d712
1,371,819,676
37.330453
-86.371893
0
148
2020-06-21 13:01:29
6,593,250,708,747,804
fraud_Auer-West
shopping_net
32.82
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
29e429a9aa6b648608808cf528acce73
1,371,819,689
27.22974
-79.854819
0
149
2020-06-21 13:01:36
4,990,494,243,023
fraud_Lesch, D'Amore and Brown
food_dining
6.96
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
4e356cf545db05d550a7fd6938b9e23d
1,371,819,696
39.373197
-78.936159
0
150
2020-06-21 13:01:57
3,518,669,219,150,142
fraud_Barrows PLC
shopping_pos
1.8
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
6423f3a9873d7b30151eeada5f6017b8
1,371,819,717
39.718638
-83.508406
0
151
2020-06-21 13:01:59
4,710,826,438,164,848,000
fraud_O'Connell, Botsford and Hand
home
63.92
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
8f5909f09ba243baf2e2a7fe35b04d62
1,371,819,719
48.593996
-109.34164
0
152
2020-06-21 13:02:34
639,023,984,367
fraud_Kihn Inc
shopping_pos
3.93
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
040b4662b0dd06a0e5f7eb81d0959721
1,371,819,754
44.838244
-73.999716
0
153
2020-06-21 13:03:11
3,517,814,635,263,522
fraud_Bode-Schuster
kids_pets
49.07
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
1b3c6309a57bf4c278909a3e443a69be
1,371,819,791
37.234253
-80.919841
0
154
2020-06-21 13:04:11
3,567,527,758,368,741
fraud_O'Keefe-Wisoky
food_dining
9.44
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
4fd98a1d5c20d491f465396a2fa7b7cf
1,371,819,851
31.58089
-100.124515
0
155
2020-06-21 13:05:19
5,580,563,567,307,107
fraud_Thiel-Thiel
entertainment
67.9
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
dae3acfdc809114694a329092fa7a4ab
1,371,819,919
39.405308
-80.276368
0
156
2020-06-21 13:05:20
4,302,480,582,202,074
fraud_Conroy-Emard
food_dining
2.89
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
696499e736d236354eb923e84bee46d0
1,371,819,920
42.771404
-86.007649
0
157
2020-06-21 13:05:42
60,416,207,185
fraud_Kutch-Ferry
home
124.66
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
f21e1a09f59c50a66735409308285b1d
1,371,819,942
42.945526
-108.530901
0
158
2020-06-21 13:05:55
4,044,436,772,018,844,700
fraud_Donnelly LLC
entertainment
147.98
Amy
Abbott
F
01505 Amy Stravenue
Dayton
OH
45,415
39.8355
-84.2613
479,994
Environmental manager
1970-11-09
f98bb52a6572081f4f36c75e1e17419a
1,371,819,955
39.990538
-83.772467
0
159
2020-06-21 13:06:10
3,577,663,406,369,449
fraud_Swaniawski, Nitzsche and Welch
health_fitness
12.32
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
e425481e14107e857910b3112ffd09c2
1,371,819,970
36.366507
-89.559427
0
160
2020-06-21 13:06:31
4,119,762,878,330,989
fraud_Weimann-Lockman
kids_pets
96.19
Melinda
Gutierrez
F
1497 West Gateway
Eureka
IL
61,530
40.7152
-89.2706
6,713
Archivist
1945-08-19
e5b8b489e92f287af65bda03af02f030
1,371,819,991
41.264839
-89.537983
0
161
2020-06-21 13:07:39
180,094,419,304,907
fraud_Runte-Mohr
food_dining
74.93
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
32d09af0255fb72c82da7191246d8205
1,371,820,059
32.811948
-117.597983
0
162
2020-06-21 13:07:39
4,906,628,655,840,914,000
fraud_Dare, Fritsch and Zboncak
health_fitness
133.84
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
3d9306d075b6b52268ba7c890be3b74a
1,371,820,059
24.630585
-80.806677
0
163
2020-06-21 13:07:45
4,671,727,014,157,745
fraud_Kihn, Brakus and Goyette
personal_care
68.79
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
afaa281ba58cf4c3a58b440d6106fb46
1,371,820,065
40.754358
-84.74907
0
164
2020-06-21 13:07:55
6,011,104,316,292,105
fraud_Medhurst PLC
shopping_net
118.21
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
0a4e8eb858470184696ba2026a105361
1,371,820,075
36.46674
-78.785534
0
165
2020-06-21 13:08:25
3,582,402,971,899,057
fraud_Waelchi Inc
kids_pets
64.36
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
c847bb58c601f2f452b25635b706131b
1,371,820,105
47.57809
-117.293211
0
166
2020-06-21 13:08:41
4,099,707,841,315,751
fraud_Quitzon-Goyette
home
16.02
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
95b28c98c518e783969e6faeef2817d2
1,371,820,121
38.897742
-79.366165
0
167
2020-06-21 13:08:46
6,011,109,736,646,996
fraud_Schumm PLC
shopping_net
1,199.45
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
249ecb7b44d6d42a8eb155833fe23c53
1,371,820,126
34.622777
-77.827863
0
168
2020-06-21 13:08:55
4,482,427,013,979,020
fraud_O'Keefe-Wisoky
food_dining
7.44
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
6a6950d57d0392520d9c6cef99cb5139
1,371,820,135
39.656974
-81.869361
0
169
2020-06-21 13:09:16
30,518,196,150,127
fraud_Dickinson Ltd
personal_care
30.09
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
5b1d22a101d05ab7604228edb383afbb
1,371,820,156
40.875589
-87.326088
0
170
2020-06-21 13:09:39
6,538,441,737,335,434
fraud_Little, Gutmann and Lynch
shopping_net
28.94
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
88c4b3f91b1381005e54ecf64d47074c
1,371,820,179
41.990632
-79.263948
0
171
2020-06-21 13:10:11
4,736,845,434,667,908,000
fraud_Schaefer Ltd
kids_pets
185.27
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
2567ddb79772901c49f33ce71c1725cc
1,371,820,211
44.94133
-72.776396
0
172
2020-06-21 13:10:12
2,296,006,538,441,789
fraud_Ankunding LLC
shopping_net
4.74
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
e1766317e6eb58ae76cdc01a47c63584
1,371,820,212
41.054447
-73.397034
0
173
2020-06-21 13:10:51
4,861,310,130,652,567,000
fraud_Schoen-Quigley
kids_pets
85.39
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
a8480e70abddf42a38235d99bead2e94
1,371,820,251
30.294573
-91.095702
0
174
2020-06-21 13:11:58
2,358,122,155,477,959
fraud_Leffler-Goldner
personal_care
8.04
Mike
Tran
M
17355 Mendoza Bypass Suite 059
Linthicum Heights
MD
21,090
39.2092
-76.6681
9,784
Conservator, furniture
1924-10-30
80238f7c0f608c0acdbae0606c1d50c4
1,371,820,318
38.822123
-76.630036
0
175
2020-06-21 13:12:03
2,285,066,385,084,291
fraud_Towne LLC
misc_pos
3.27
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
3e07083b31a9f4ec8572c8bdf404aa45
1,371,820,323
30.913891
-89.899434
0
176
2020-06-21 13:12:42
4,810,839,835,482,794,000
fraud_Schaefer Ltd
kids_pets
95.67
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
b73444bf97ae00beee417c486c72037a
1,371,820,362
37.587316
-93.356223
0
177
2020-06-21 13:13:13
4,294,040,533,480,516
fraud_O'Connell, Botsford and Hand
home
69.86
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
9403d07997aa1f0bd127cb0fefc9d246
1,371,820,393
34.071619
-81.220208
0
178
2020-06-21 13:14:37
370,348,764,075,623
fraud_Schoen-Quigley
kids_pets
38.88
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
994d71674f1338f94f9d6e45c2d22993
1,371,820,477
29.903396
-90.938375
0
179
2020-06-21 13:15:08
2,296,006,538,441,789
fraud_Hills, Hegmann and Schaefer
health_fitness
30.13
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
8ff2dc53da0c292fc7effce265fa2019
1,371,820,508
39.757225
-74.168759
0
180
2020-06-21 13:15:33
4,301,028,321,766,222,300
fraud_Durgan, Gislason and Spencer
home
72.11
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
cf8f797d5cecd6da34bd695e94f38d24
1,371,820,533
40.748806
-80.020684
0
181
2020-06-21 13:15:40
4,063,094,974,360,571,400
fraud_Hauck, Dietrich and Funk
kids_pets
70.54
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
f446cd7512da7d551e93c5039313f5c5
1,371,820,540
42.491626
-112.511975
0
182
2020-06-21 13:15:51
213,157,767,990,030
fraud_Lubowitz, Terry and Stracke
personal_care
23.23
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
c6fe3189d929456a779d341498fb177b
1,371,820,551
42.096035
-109.177709
0
183
2020-06-21 13:15:53
345,060,451,158,891
fraud_Erdman-Ebert
personal_care
51.05
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
2ad013f65673cfecae9888a03ea01f34
1,371,820,553
41.642272
-72.961369
0
184
2020-06-21 13:15:58
6,011,893,664,860,915
fraud_Kub PLC
personal_care
97.73
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
72acc3171b3d508b453db1b030a4697d
1,371,820,558
40.399461
-104.893892
0
185
2020-06-21 13:16:07
30,118,423,745,458
fraud_Lehner, Reichert and Mills
misc_pos
2.13
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
30c448bc4d6f4cc7b506c863259aeae3
1,371,820,567
41.326093
-74.999578
0
186
2020-06-21 13:16:41
4,492,491,748,959,010
fraud_Schiller, Blanda and Johnson
home
80.71
Jonathan
Byrd
M
5554 Mack Meadows
Premier
WV
24,878
37.3752
-81.6539
337
Advice worker
1986-10-17
86891e13759b4ddf02d7236ea1ef305e
1,371,820,601
38.08284
-81.851367
0
187
2020-06-21 13:16:50
377,113,842,678,100
fraud_Bins-Howell
personal_care
31.94
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
043c07bbb352d71d2c45565ea710e859
1,371,820,610
39.746745
-75.181483
0
188
2020-06-21 13:17:11
343,472,729,187,663
fraud_Kautzer and Sons
personal_care
4.5
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
a04f0adf6fe71acac0fcc1b9d398bc25
1,371,820,631
43.602776
-71.193631
0
189
2020-06-21 13:17:31
3,540,210,836,308,425
fraud_Turcotte, Batz and Buckridge
health_fitness
74.12
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
cffd08fc41f597eadfe47b42d50e2f13
1,371,820,651
33.937535
-101.727485
0
190
2020-06-21 13:17:40
343,746,486,082,492
fraud_Will Ltd
food_dining
45.95
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
94fb6a21fa403b383ff67b50b10b9ad6
1,371,820,660
45.528331
-85.948783
0
191
2020-06-21 13:18:43
30,044,330,818,990
fraud_Gibson-Deckow
entertainment
187.1
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
c02d314735d9077b7d9c77ec21261cfa
1,371,820,723
26.197333
-81.976019
0
192
2020-06-21 13:18:52
3,575,540,972,310,993
fraud_Kihn Inc
shopping_pos
9.15
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
925ac4268c05cdddde79f97574621117
1,371,820,732
34.050515
-89.005628
0
193
2020-06-21 13:19:19
30,175,986,190,993
fraud_Treutel-King
travel
1.29
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
a9c7b779653f3016dc02688d40753e9c
1,371,820,759
48.472897
-96.572501
0
194
2020-06-21 13:19:48
180,058,696,935,600
fraud_Romaguera Ltd
health_fitness
77.33
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
6945efccedc4673f5e3ea97ae7494bfb
1,371,820,788
41.79335
-74.149107
0
195
2020-06-21 13:19:51
4,904,681,492,230,012
fraud_Kihn Inc
shopping_pos
5.53
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
3f3f4b3fd1cd14f870726cd741a0b819
1,371,820,791
41.346225
-75.015359
0
196
2020-06-21 13:20:20
2,264,937,662,466,770
fraud_Schmidt-Larkin
home
51.89
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
b2d30bc0ca473971ef0596ff8646dd0b
1,371,820,820
29.444963
-98.571075
0
197
2020-06-21 13:20:22
180,072,527,505,094
fraud_Windler, Goodwin and Kovacek
home
49.78
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
dbc1f8f279eb6d8a427226e47a3bbb48
1,371,820,822
35.013372
-81.23403
0
198
2020-06-21 13:20:48
2,286,236,465,059,468
fraud_Medhurst Inc
home
21.81
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
1dfb39918a5b8c7954335d2958c59db5
1,371,820,848
38.876506
-94.460586
0
199
2020-06-21 13:21:16
4,220,345,354,880
fraud_Breitenberg LLC
travel
8.54
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
3f21f4179b16adf504771d5ce3963db7
1,371,820,876
42.299024
-83.435877
0