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
14,700
2020-06-26 09:47:07
4,149,238,353,975,790
fraud_Stokes, Christiansen and Sipes
grocery_net
56.69
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
bda8e631ca075e12ce40fc9b7bb4db0f
1,372,240,027
39.257956
-79.77913
0
14,701
2020-06-26 09:47:17
2,222,001,896,600,109
fraud_Huels-Nolan
gas_transport
68.33
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
81cbf217f9d635e2ef1f526a29e292ed
1,372,240,037
39.183583
-90.908294
0
14,702
2020-06-26 09:50:30
2,224,100,459,250,597
fraud_Zieme, Bode and Dooley
gas_transport
59.47
Sheri
Thomas
F
019 Kimberly Light Apt. 039
Kings Bay
GA
31,547
30.7906
-81.5607
1,293
Naval architect
1963-09-11
b2f4ce398a5274afd20608def4b16f74
1,372,240,230
30.137137
-80.989676
0
14,703
2020-06-26 09:50:31
4,710,826,438,164,848,000
fraud_Goyette, Howell and Collier
shopping_pos
6.28
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
a28eca0fcba4c9b1e4267fef2ae3281b
1,372,240,231
48.627875
-108.22704
0
14,704
2020-06-26 09:52:04
2,248,735,346,244,816
fraud_Deckow-O'Conner
grocery_pos
75.65
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
3ce2a416a391a9b9ddf5e3a8e333b259
1,372,240,324
37.916507
-99.247909
0
14,705
2020-06-26 09:53:34
180,067,151,859,700
fraud_Flatley Group
misc_pos
606.38
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
bf3006057114e9b76e9c86401f3b13a9
1,372,240,414
41.856638
-87.578134
0
14,706
2020-06-26 09:53:51
4,223,708,906,367,574,000
fraud_Roob, Conn and Tremblay
shopping_pos
128.49
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
083d8cffe714dcb6293dc2d6bc9fe64e
1,372,240,431
38.997992
-83.704699
0
14,707
2020-06-26 09:54:27
371,226,440,126,102
fraud_DuBuque LLC
grocery_pos
102.18
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
b062aff18b7e88302c9b667705bac715
1,372,240,467
39.39196
-90.144649
0
14,708
2020-06-26 09:54:56
343,746,486,082,492
fraud_Lind, Huel and McClure
gas_transport
71.37
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
684581b9c5f4ef89de14c5dcdbd9022e
1,372,240,496
45.501779
-85.111577
0
14,709
2020-06-26 09:55:14
676,234,256,292
fraud_Moore, Dibbert and Koepp
misc_net
100.28
David
Vasquez
M
06539 Gregory Mountains Suite 029
Parker Dam
CA
92,267
34.298
-114.156
126
Marketing executive
1992-10-07
8ac642c88429ff2662ccca717ea63c72
1,372,240,514
34.721075
-114.023057
0
14,710
2020-06-26 09:55:24
30,103,132,002,433
fraud_Bins-Rice
gas_transport
54.21
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
b4cebdb7d978b682a8b8ffd2a64f14eb
1,372,240,524
40.88403
-78.794922
0
14,711
2020-06-26 09:55:41
4,319,584,480,204,989,000
fraud_Bartoletti-Wunsch
gas_transport
75.56
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
9dd21ee9cab3efb9da0b6f5b43ab20a6
1,372,240,541
36.774349
-82.172931
0
14,712
2020-06-26 09:56:30
376,012,912,828,093
fraud_Volkman-Predovic
shopping_net
1.73
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
62c6661952f234897de8c40528aa11da
1,372,240,590
42.020601
-87.696553
0
14,713
2020-06-26 09:57:41
180,040,027,502,291
fraud_McCullough LLC
misc_pos
2.27
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
b43a5e53def9091715e6fe672ed43c77
1,372,240,661
40.169914
-73.675057
0
14,714
2020-06-26 09:57:51
3,537,797,820,923,602
fraud_Brown PLC
misc_net
6.07
Christie
Mendoza
F
53142 Katrina Roads Suite 889
Monitor
WA
98,836
47.4852
-120.4158
584
Medical technical officer
1969-03-20
1580577f93caae4312db267de65e3622
1,372,240,671
47.310042
-119.637989
0
14,715
2020-06-26 09:57:53
4,716,561,796,955,522
fraud_Bradtke PLC
grocery_pos
106.37
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
4657d2b1454b1b6d84610109323fc2f6
1,372,240,673
48.26262
-113.021243
0
14,716
2020-06-26 09:58:08
3,533,177,016,567,295
fraud_Roob, Conn and Tremblay
shopping_pos
5.28
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
1cd781308065c583de24ea17394dbef3
1,372,240,688
40.130678
-96.395248
0
14,717
2020-06-26 09:58:42
3,567,879,740,649,740
fraud_Stroman, Hudson and Erdman
gas_transport
69.1
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
9d5ede4fcba1471754cf9620e4b7ea3d
1,372,240,722
43.631179
-76.789427
0
14,718
2020-06-26 09:58:46
345,832,460,465,610
fraud_Pacocha-Bauch
shopping_pos
5.11
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
6284f586c7bffbacfb4c399cb50a604b
1,372,240,726
38.587663
-77.069741
0
14,719
2020-06-26 10:01:44
4,933,461,930,348,832
fraud_Kutch and Sons
grocery_pos
91.99
Richard
Carter
M
5097 Martin Ridges
Minneapolis
MN
55,403
44.9673
-93.2828
1,022,298
Chemical engineer
1976-09-29
12c701dea1f009c04a468ed3b53b9518
1,372,240,904
45.291286
-92.866138
0
14,720
2020-06-26 10:02:20
3,589,289,942,931,264
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
74.23
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
35b52618168c8af061b5e277d4b4c90a
1,372,240,940
43.265561
-98.181815
0
14,721
2020-06-26 10:02:41
4,260,128,500,325
fraud_Cummings LLC
gas_transport
53.2
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
6e643518a97078844f1bf267e23881bb
1,372,240,961
36.412176
-83.111057
0
14,722
2020-06-26 10:04:30
4,997,733,566,924,489
fraud_Stroman, Hudson and Erdman
gas_transport
76.78
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
75056f0269c2ab41da96b48ee9ccc06c
1,372,241,070
44.577911
-92.11204
0
14,723
2020-06-26 10:04:31
630,441,765,090
fraud_McDermott-Rice
misc_pos
105.45
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
b4a1b1e613f3c0b24559b30f93f044c5
1,372,241,071
31.441602
-98.614966
0
14,724
2020-06-26 10:05:14
3,567,879,740,649,740
fraud_Cummings LLC
gas_transport
46.64
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
198b570494417fe5986d7aeab6739003
1,372,241,114
45.045803
-75.906469
0
14,725
2020-06-26 10:05:31
343,668,971,234,893
fraud_Zieme, Bode and Dooley
gas_transport
67.55
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
07f51a0a8ad6518e5dfc4ee535e6feef
1,372,241,131
33.063962
-80.289021
0
14,726
2020-06-26 10:06:15
213,173,753,804,333
fraud_Douglas, Schneider and Turner
shopping_pos
8.39
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
537d7054f7eae723295fdce83040cb4f
1,372,241,175
40.508939
-87.308997
0
14,727
2020-06-26 10:07:46
3,537,797,820,923,602
fraud_Torp-Labadie
gas_transport
61.09
Christie
Mendoza
F
53142 Katrina Roads Suite 889
Monitor
WA
98,836
47.4852
-120.4158
584
Medical technical officer
1969-03-20
1e3528ee17e518bfeb1e64fbd227e211
1,372,241,266
47.319494
-120.112761
0
14,728
2020-06-26 10:08:28
180,048,185,037,117
fraud_Cole PLC
grocery_pos
175.59
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
422cb7f00088e14caecc7ada4fde9fed
1,372,241,308
41.349928
-74.630111
0
14,729
2020-06-26 10:11:22
676,195,318,214
fraud_Schaefer, McGlynn and Bosco
gas_transport
60.13
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
359f90ce42bd4c3e0ec491a509b58da8
1,372,241,482
29.481145
-97.428884
0
14,730
2020-06-26 10:14:29
2,720,012,583,106,919
fraud_Boyer-Reichert
shopping_net
95.69
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
b4f3cc1a354ef40c3fed6f1ba28f799a
1,372,241,669
43.086134
-102.744386
0
14,731
2020-06-26 10:15:42
3,575,789,281,659,026
fraud_Sporer Inc
gas_transport
62.84
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
eb4e0365a35322dbc3ad99147e9e8bfc
1,372,241,742
39.399653
-94.427711
0
14,732
2020-06-26 10:16:00
4,208,110,975,550,360,000
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
105.58
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
857c1a7afbc4677da8fb5e2fb9db3f3b
1,372,241,760
30.741103
-83.68387
0
14,733
2020-06-26 10:17:23
4,147,608,975,828,480
fraud_Ledner-Pfannerstill
gas_transport
56.94
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
e2ddaac2891093aef8194652277fbf4e
1,372,241,843
44.563425
-95.178084
0
14,734
2020-06-26 10:17:26
630,451,534,402
fraud_Brekke and Sons
gas_transport
47.28
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
e31ccb3a9389e7753764c268f0045e53
1,372,241,846
46.80461
-86.971824
0
14,735
2020-06-26 10:18:32
4,128,730,454,058,057,700
fraud_Vandervort-Funk
grocery_pos
150.36
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
438b777db13a10abbe4165ee96a233b1
1,372,241,912
32.324298
-94.9043
0
14,736
2020-06-26 10:18:47
3,546,897,637,165,774
fraud_Jaskolski-Vandervort
misc_net
1.34
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
21bf10c3e047efac1a2f4bbc0ebb1d16
1,372,241,927
30.91557
-97.693841
0
14,737
2020-06-26 10:19:01
4,255,397,449,664,186,000
fraud_Padberg-Rogahn
entertainment
2.11
George
Smith
M
7377 Walton Extensions Apt. 979
Dallas
TX
75,236
32.69
-96.9177
1,263,321
Designer, interior/spatial
1952-09-27
987858a886fb1631d481b3f7c19531fa
1,372,241,941
32.813202
-96.646804
0
14,738
2020-06-26 10:19:23
2,512,312,531,485,080
fraud_Will Ltd
food_dining
17.98
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
a38d161a4384dbc57a979c8e7293f842
1,372,241,963
42.901608
-83.937288
0
14,739
2020-06-26 10:20:21
343,464,013,864,032
fraud_Raynor, Feest and Miller
gas_transport
84.6
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
73bc4df289c2514b7e908cafe9751db5
1,372,242,021
35.862509
-78.35706
0
14,740
2020-06-26 10:21:00
30,407,675,418,785
fraud_Friesen-D'Amore
gas_transport
59.28
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
1a920491241490ca6e97fbbba5919043
1,372,242,060
42.225783
-77.562589
0
14,741
2020-06-26 10:21:19
38,859,492,057,661
fraud_Dibbert-Green
entertainment
23.15
Edward
Sanchez
M
594 White Dale Suite 530
Malad City
ID
83,252
42.1808
-112.262
4,154
Nature conservation officer
1962-01-19
4081c07ab932b1bf9b15cb605180e0f0
1,372,242,079
43.026355
-111.26568
0
14,742
2020-06-26 10:21:41
630,469,040,731
fraud_Little, Gutmann and Lynch
shopping_net
1.32
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
85db85e85cb3206a8933997569555c45
1,372,242,101
45.021173
-122.293311
0
14,743
2020-06-26 10:21:51
372,520,049,757,633
fraud_Bins-Rice
gas_transport
44.09
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
4e93d134bbde5fdbfd338870fd5561d3
1,372,242,111
48.029053
-93.178131
0
14,744
2020-06-26 10:22:19
3,598,215,285,024,754
fraud_Block-Parisian
misc_net
3.19
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
b88f05b280d151112f6e6889976f5d06
1,372,242,139
41.401205
-74.370671
0
14,745
2020-06-26 10:22:39
676,102,124,465
fraud_Kling Inc
gas_transport
52.33
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
bfdb16b24d30eb5f3e917f0dcd063b92
1,372,242,159
38.229163
-122.703988
0
14,746
2020-06-26 10:23:17
6,011,724,471,098,086
fraud_Thiel PLC
misc_pos
119.6
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
0bc9cdb1063aa972e02d679859b4fafd
1,372,242,197
46.596026
-118.766609
0
14,747
2020-06-26 10:23:54
30,026,790,933,302
fraud_Huels-Nolan
gas_transport
67.41
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
b18162ff821b1ef2459e44dd5404ec87
1,372,242,234
33.390838
-91.882005
0
14,748
2020-06-26 10:25:32
180,036,456,789,979
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
85.63
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
0267c80cccacc08439860090c883a234
1,372,242,332
42.930011
-90.53036
0
14,749
2020-06-26 10:25:37
630,424,987,505
fraud_Jenkins, Hauck and Friesen
gas_transport
58.69
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
d7df9255865999be23cf87f7cd085ba9
1,372,242,337
38.594477
-79.610127
0
14,750
2020-06-26 10:30:56
4,003,989,662,068,504
fraud_Harber Inc
gas_transport
48.71
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
03a1180c8dda3c33b797f5e39f8dbaae
1,372,242,656
33.660444
-87.038473
0
14,751
2020-06-26 10:31:26
343,746,486,082,492
fraud_Deckow-O'Conner
grocery_pos
31.75
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
3e9bca56b711214164a7fae19b79dc7c
1,372,242,686
43.994521
-85.097575
0
14,752
2020-06-26 10:31:57
30,238,755,902,988
fraud_Koss and Sons
gas_transport
68.05
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
cfb3362c82402139f3c847e554981f8a
1,372,242,717
29.828527
-97.625426
0
14,753
2020-06-26 10:32:35
2,269,768,987,945,882
fraud_Doyle Ltd
grocery_pos
95.09
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
1f118672934ae366865cd60427fafe79
1,372,242,755
42.563245
-78.062668
0
14,754
2020-06-26 10:33:04
6,593,250,708,747,804
fraud_Keeling-Crist
misc_pos
131.87
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
72f58dd51e1e04218f3bf6c3198fa805
1,372,242,784
27.503681
-80.227779
0
14,755
2020-06-26 10:33:33
4,635,330,563,105,903
fraud_Cummerata-Jones
gas_transport
71.71
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
34022f537c6828f48ad3d86deec25264
1,372,242,813
39.457621
-76.661519
0
14,756
2020-06-26 10:34:00
180,065,479,077,096
fraud_Stamm-Rodriguez
misc_pos
4.34
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
a23c928e100b43becf070ef2cf07a124
1,372,242,840
40.524941
-75.96001
0
14,757
2020-06-26 10:35:11
6,011,652,924,285,713
fraud_Sporer Inc
gas_transport
58.1
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
41c2c077a0497dc0dc3e96d073c24d1c
1,372,242,911
39.059172
-92.475869
0
14,758
2020-06-26 10:35:41
3,589,255,887,819,806
fraud_Cartwright-Harris
grocery_pos
50.12
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
5925b625f75ed87673e7b850adaf3da5
1,372,242,941
39.603245
-77.735669
0
14,759
2020-06-26 10:36:30
3,560,725,013,359,375
fraud_Schaefer, McGlynn and Bosco
gas_transport
65.45
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
409677e45b0876b175a50254c1b84b49
1,372,242,990
31.623162
-101.770477
0
14,760
2020-06-26 10:37:44
30,230,540,139,182
fraud_Pagac LLC
shopping_pos
174
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
98dc0f67bad8fb950a67f6c0dfa1ec2e
1,372,243,064
41.706841
-76.785281
0
14,761
2020-06-26 10:38:26
2,475,085,306,462,014
fraud_Predovic Inc
shopping_net
89.7
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
e4808ef69d4030e052ad268abc7b8f9d
1,372,243,106
43.388507
-95.091253
0
14,762
2020-06-26 10:39:20
3,506,040,590,383,211
fraud_Hills-Witting
shopping_net
96.42
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
b8ef4c41454f20dae05cb4628eeeecb0
1,372,243,160
44.740663
-112.531326
0
14,763
2020-06-26 10:40:14
4,550,599,031,376,731
fraud_Goodwin-Nitzsche
grocery_pos
61.97
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
55b75bfdea6b746a51d1245f82d9fd93
1,372,243,214
40.493089
-82.831846
0
14,764
2020-06-26 10:41:04
180,049,032,966,888
fraud_Goodwin-Nitzsche
grocery_pos
111.8
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
9de385a7aa2b55ee1a56cbbb8b962468
1,372,243,264
45.808054
-91.330504
0
14,765
2020-06-26 10:41:57
4,640,395,708,703
fraud_Haley, Jewess and Bechtelar
shopping_pos
8.51
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
cfcc516ab3cc46b9dab05cfed4f7f751
1,372,243,317
30.521806
-91.259734
0
14,766
2020-06-26 10:42:13
3,521,815,216,091,574
fraud_Kutch-Hegmann
grocery_net
45.7
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
97093864e2fb27845271fa73c9600077
1,372,243,333
40.593172
-105.240469
0
14,767
2020-06-26 10:42:13
4,671,727,014,157,745
fraud_Kutch and Sons
grocery_pos
139.7
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
404b1d2016cb5a07c58c45015cfcac59
1,372,243,333
41.460863
-85.117517
0
14,768
2020-06-26 10:43:08
3,554,849,923,339,851
fraud_Lehner, Reichert and Mills
misc_pos
8.36
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
5da14fab191ad81c4374a41d83c1a536
1,372,243,388
35.406664
-97.246114
0
14,769
2020-06-26 10:43:49
60,490,596,305
fraud_Hudson-Ratke
grocery_pos
134.69
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
49ed12eba621c6dc8015e0b9aaad477d
1,372,243,429
35.872792
-91.232598
0
14,770
2020-06-26 10:44:21
371,284,100,299,909
fraud_Schamberger-O'Keefe
grocery_pos
63.45
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
7bb3b8c516509eab19136d057f115b49
1,372,243,461
34.720119
-100.194219
0
14,771
2020-06-26 10:45:55
3,561,963,695,236,764
fraud_Strosin-Cruickshank
grocery_pos
90.56
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
831766b7c5a15827f54ffaf976d28d36
1,372,243,555
41.750677
-72.05171
0
14,772
2020-06-26 10:46:57
4,599,735,407,877,245,000
fraud_Dibbert-Green
entertainment
4.13
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
d09ec019638c16bd2ba68df5a0024950
1,372,243,617
37.004708
-88.85002
0
14,773
2020-06-26 10:47:29
345,060,451,158,891
fraud_Kuvalis Ltd
gas_transport
45.86
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
b260f5623279b4bc44ab790fb531bf64
1,372,243,649
41.720026
-72.841047
0
14,774
2020-06-26 10:48:20
3,597,337,756,918,966
fraud_Cummings Group
grocery_net
103.57
Linda
Gonzalez
F
17667 Price Spur Apt. 366
Glen Rock
PA
17,327
39.7813
-76.7477
7,565
Insurance claims handler
1952-03-08
784d29cc87d967cfda6a1efe188729ba
1,372,243,700
40.370742
-75.773119
0
14,775
2020-06-26 10:50:16
6,011,366,578,560,244
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
79.6
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
a2de406babfaba9a0fe939d5cbcba62e
1,372,243,816
39.50984
-78.277805
0
14,776
2020-06-26 10:50:35
4,503,101,193,493,053,000
fraud_Bradtke PLC
grocery_pos
216.73
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
77ce464e62624f02db8e77a900aea068
1,372,243,835
28.032235
-82.056359
0
14,777
2020-06-26 10:50:44
213,125,815,021,702
fraud_Barrows PLC
shopping_pos
5.98
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
d297a569974b5b2e38a7d2867b8bdfe3
1,372,243,844
41.645404
-74.053176
0
14,778
2020-06-26 10:50:53
4,956,828,990,005,111,000
fraud_Murray Ltd
grocery_net
47.32
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
33cb9c5c012d55862b5449ed7114cda2
1,372,243,853
40.162112
-74.052622
0
14,779
2020-06-26 10:51:40
374,930,071,163,758
fraud_Durgan-Auer
misc_net
43.05
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
3c3457d2047631425524ea3b0e3edc85
1,372,243,900
42.081252
-83.604087
0
14,780
2020-06-26 10:52:22
2,280,870,154,157,385
fraud_Bailey-Morar
grocery_pos
147.72
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
89da8e652f852b5b7c8aab551a7a0c8a
1,372,243,942
39.409623
-89.917233
0
14,781
2020-06-26 10:53:42
6,535,328,428,560,433
fraud_Thiel PLC
misc_pos
1,010.23
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
34e23918991ea24c41cfedbd0421b1f9
1,372,244,022
45.432638
-93.716975
0
14,782
2020-06-26 10:54:23
343,464,013,864,032
fraud_Effertz, Welch and Schowalter
entertainment
93.46
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
9437245e357767a11aa9bd007c83a74d
1,372,244,063
35.56615
-77.217933
0
14,783
2020-06-26 10:54:26
342,319,985,983,023
fraud_Bins, Balistreri and Beatty
shopping_pos
128.04
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
66857ab2b2cb022f1a48de6e87c5d56c
1,372,244,066
42.929108
-74.234648
0
14,784
2020-06-26 10:54:28
4,092,452,671,396,169,700
fraud_Mraz-Herzog
gas_transport
42.51
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
17078fb24e14bf55cd20955c2fc3c0f0
1,372,244,068
35.077827
-77.908202
0
14,785
2020-06-26 10:55:10
3,514,897,282,719,543
fraud_Pfeffer and Sons
shopping_pos
3.3
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
9b025366a863c0463ee195bccb958d08
1,372,244,110
42.380605
-77.514289
0
14,786
2020-06-26 10:55:19
213,195,754,007,681
fraud_Jenkins, Hauck and Friesen
gas_transport
77.75
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
669c7772b6bba9d4ec4aeb810f5107bf
1,372,244,119
40.467311
-92.933025
0
14,787
2020-06-26 10:58:25
60,416,207,185
fraud_Mosciski, Gislason and Mertz
grocery_pos
107.92
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
cddf1448fd6fe72a1798c64535f2f66c
1,372,244,305
42.703092
-108.318176
0
14,788
2020-06-26 10:58:28
5,152,054,598,359,927
fraud_Vandervort-Funk
grocery_pos
58.6
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
74d6462d7fa22406a6184d18cd585cb4
1,372,244,308
28.956554
-90.901576
0
14,789
2020-06-26 10:59:35
4,424,338,559,877,976
fraud_Moore, Dibbert and Koepp
misc_net
2.67
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
3612420f6d3320d30c496b56690fc062
1,372,244,375
40.825762
-83.209663
0
14,790
2020-06-26 11:00:01
3,576,431,665,303,017
fraud_Huel-Langworth
misc_net
9.1
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
e7180d21f8c1c290f155ef1258249114
1,372,244,401
34.183982
-111.264903
0
14,791
2020-06-26 11:00:10
343,464,013,864,032
fraud_Haley Group
misc_pos
28.01
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
60019c47a47be7f63c17efa9b44de1f0
1,372,244,410
36.329298
-78.993486
0
14,792
2020-06-26 11:02:02
5,501,083,170,975,659
fraud_Parker, Nolan and Trantow
entertainment
63.44
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
4f4abbc3f7ad371f0a87863f6d12fcd4
1,372,244,522
41.427857
-81.222078
0
14,793
2020-06-26 11:02:15
4,277,232,699,798,846
fraud_Jenkins, Hauck and Friesen
gas_transport
72.58
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
309294c260f98a9579f6a7733042a191
1,372,244,535
46.623657
-102.827162
0
14,794
2020-06-26 11:05:25
6,592,074,504,369,261
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
193.73
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
19184066b10292e4efe5be013ddb45a5
1,372,244,725
39.155997
-74.745287
0
14,795
2020-06-26 11:05:42
4,707,867,759,656,333
fraud_Howe Ltd
misc_pos
3.03
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
cb7d941475b3eaeb3ca38796c88f20e0
1,372,244,742
36.910593
-83.06796
0
14,796
2020-06-26 11:07:00
6,534,628,260,579,800
fraud_Wiegand-Lowe
grocery_net
17.61
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
34c0979e6eaf48be25ed556726e23951
1,372,244,820
45.322089
-72.831106
0
14,797
2020-06-26 11:08:09
213,156,747,557,083
fraud_Nader-Heller
misc_net
626.59
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
858b17eb3745649729fcf068c2c31d8b
1,372,244,889
34.063687
-118.384984
0
14,798
2020-06-26 11:08:48
341,546,199,006,537
fraud_Kerluke Inc
misc_net
1.97
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
2449e47b0964d49e6b2eea6d3466f17a
1,372,244,928
65.634541
-165.114199
0
14,799
2020-06-26 11:09:41
4,334,230,547,694,630
fraud_Harris Inc
gas_transport
50.18
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
5e357cb72c4d685bd249163478551d91
1,372,244,981
43.884816
-111.794464
0