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
12,700
2019-01-08 07:56:32
30,082,025,922,891
fraud_Dooley-Thompson
misc_net
59.88
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
859e1ec34857427c3a29fd6f2dad6f1f
1,326,009,392
26.239672
-82.25269
0
12,701
2019-01-08 07:57:29
6,523,180,720,198,790
fraud_Kilback and Sons
entertainment
20.25
Alan
Taylor
M
560 Molina Path
Oakdale
NY
11,769
40.7382
-73.1297
9,506
Biochemist, clinical
1953-04-13
90e6d572bd8e3d23bff8d67228274248
1,326,009,449
41.437541
-74.052786
0
12,702
2019-01-08 07:58:49
180,036,456,789,979
fraud_Vandervort-Funk
grocery_pos
116.48
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
dfb4711bfa48324a72e5a40cb841cda6
1,326,009,529
43.670246
-90.340211
0
12,703
2019-01-08 07:59:41
5,559,857,416,065,248
fraud_Donnelly PLC
misc_net
6.53
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
45cb58f733a8201bf89a1c9126bd011f
1,326,009,581
41.97108
-123.218353
0
12,704
2019-01-08 07:59:45
571,365,235,126
fraud_Goldner, Kovacek and Abbott
grocery_pos
101.49
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
98794be8b81b8ddb6418d30da6e6057a
1,326,009,585
44.005291
-85.809853
0
12,705
2019-01-08 08:01:06
4,060,579,726,528,237
fraud_Deckow-O'Conner
grocery_pos
48.81
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
44a1789a050955724016bb03c1e0b7ba
1,326,009,666
39.92159
-95.887488
0
12,706
2019-01-08 08:01:17
4,586,810,168,620,942
fraud_Bernhard Inc
gas_transport
51.35
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
73d99d28f48b1e337ca972a1c94aa124
1,326,009,677
33.427052
-79.761031
0
12,707
2019-01-08 08:01:33
2,248,735,346,244,816
fraud_Buckridge PLC
misc_pos
8.19
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
f14d3376f8b912b77c5cdd47029891f3
1,326,009,693
37.67878
-100.902836
0
12,708
2019-01-08 08:03:18
4,797,297,220,948,469,000
fraud_Schaefer, Maggio and Daugherty
gas_transport
66.72
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
3c6dae06e2e2e81e3bd8a8b47caf90be
1,326,009,798
39.823154
-86.605291
0
12,709
2019-01-08 08:03:25
4,025,612,008,285,111
fraud_Kuhn LLC
shopping_pos
1.52
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
8f2852a29fc1108850a787b323ee6a73
1,326,009,805
42.168852
-78.230131
0
12,710
2019-01-08 08:03:56
6,597,888,193,422,452
fraud_Little, Gutmann and Lynch
shopping_net
125.08
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
aabde13ebe08947947f2cf349e3d913f
1,326,009,836
34.643268
-99.371561
0
12,711
2019-01-08 08:04:30
2,712,209,726,293,386
fraud_Kerluke Inc
misc_net
5.49
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
844b7830431e4aed1f3e981ee24ccb0f
1,326,009,870
30.828301
-91.415991
0
12,712
2019-01-08 08:04:33
4,306,586,894,261,180
fraud_Dooley Inc
shopping_pos
3.08
Renee
Walls
F
86542 Jessica Fords Apt. 706
Veedersburg
IN
47,987
40.1186
-87.2602
4,049
Development worker, community
1959-10-19
7d63210178a817921c3c6327a045cd7f
1,326,009,873
39.6883
-87.029528
0
12,713
2019-01-08 08:05:19
2,254,799,658,404,120
fraud_Kunze Inc
grocery_pos
180.19
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
2b6b69d984c657f33b569029f9ea627b
1,326,009,919
31.63827
-84.060054
0
12,714
2019-01-08 08:05:23
60,416,207,185
fraud_Conroy-Cruickshank
gas_transport
64.31
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
a87bd17ca004f10060a2856ea41c702f
1,326,009,923
43.44851
-109.760437
0
12,715
2019-01-08 08:05:26
5,501,083,170,975,659
fraud_Brekke and Sons
gas_transport
79.21
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
629382bc861d6e327d057186d29d731c
1,326,009,926
41.516294
-82.063428
0
12,716
2019-01-08 08:05:55
571,365,235,126
fraud_Huel-Langworth
misc_net
324.23
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
70eb50dbd7380658317ee1ea985f18cf
1,326,009,955
45.490258
-86.517265
0
12,717
2019-01-08 08:06:41
3,534,330,126,107,879
fraud_Hermann-Gaylord
misc_pos
35.7
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
61bd8da30034925575af83e3cdb52324
1,326,010,001
46.092555
-108.951093
0
12,718
2019-01-08 08:06:50
2,256,234,701,263,057
fraud_Predovic Inc
shopping_net
75.2
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
ad1b232a5d3670181f9ca12e9cbfbc85
1,326,010,010
43.846293
-72.925565
0
12,719
2019-01-08 08:07:31
180,067,784,565,096
fraud_McDermott-Weimann
grocery_pos
171.24
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
ae022b14ca3db82fa9f4c3602dd2ba7a
1,326,010,051
43.599269
-88.277276
0
12,720
2019-01-08 08:08:39
4,410,582,919,485,061,600
fraud_Ernser-Lynch
food_dining
61.63
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
1890b9cef7ddb920ad9145ee967f0bbe
1,326,010,119
32.86963
-81.37827
0
12,721
2019-01-08 08:09:26
371,284,424,780,634
fraud_Pouros-Conroy
shopping_pos
2.33
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
ae685d4d82cc31aa51621be2d4991b67
1,326,010,166
32.6447
-101.66574
0
12,722
2019-01-08 08:11:19
567,868,110,212
fraud_Kutch-Hegmann
grocery_net
38.75
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
827171acf1f9720de9815a8bd0dda9fe
1,326,010,279
30.57262
-95.189021
0
12,723
2019-01-08 08:11:21
4,186,530,744,674
fraud_Berge LLC
gas_transport
39.57
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
7ee0da2291b21f0a30d5c4a4e6e879d6
1,326,010,281
32.700005
-80.693439
0
12,724
2019-01-08 08:11:29
4,500,002,361,389
fraud_Herman Inc
misc_pos
19.35
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
b2e6a69000cb7a9febd66ff1fa96ce11
1,326,010,289
38.957185
-76.445432
0
12,725
2019-01-08 08:14:28
3,541,554,378,551,366
fraud_Kerluke Inc
misc_net
2.18
Brianna
Wilson
F
257 Victor Stravenue
Hampton
VA
23,666
37.0462
-76.4096
136,895
Accounting technician
1939-09-19
0800d09ec4421462ed80c7e6e3d8104a
1,326,010,468
36.401434
-75.567292
0
12,726
2019-01-08 08:15:04
503,874,407,318
fraud_Klocko LLC
misc_net
6
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
26a94fe1a5b840cfff5d9d3c706201ce
1,326,010,504
30.475191
-98.196499
0
12,727
2019-01-08 08:15:11
4,384,910,379,661,778
fraud_Schroeder, Hauck and Treutel
entertainment
117.16
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
89abc5a0585b156e132eb633f5fad48f
1,326,010,511
46.759131
-96.78503
0
12,728
2019-01-08 08:16:10
213,175,487,106,448
fraud_Donnelly LLC
entertainment
85.07
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
ab320a1e034d0c1cb3b1c1de569b1d3d
1,326,010,570
32.137191
-100.770104
0
12,729
2019-01-08 08:17:18
4,681,601,008,538,160
fraud_Reilly, Heaney and Cole
gas_transport
52.5
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
a651713a3a093e7f05497f3022c98fb5
1,326,010,638
40.652541
-81.602881
0
12,730
2019-01-08 08:17:45
3,575,789,281,659,026
fraud_Spinka Inc
grocery_net
64.19
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
fb321750b4e0ae939b38f7e3f0e3c16f
1,326,010,665
39.204704
-93.195151
0
12,731
2019-01-08 08:18:36
4,900,628,639,996
fraud_Jaskolski-Vandervort
misc_net
98.43
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
f5f81c9579ce14caa1eb7332f0a65764
1,326,010,716
33.032682
-117.657918
0
12,732
2019-01-08 08:19:42
6,573,561,108,825,071
fraud_Gutmann-Upton
misc_pos
3.55
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
2136be563326d74bdae11b8524ee06c9
1,326,010,782
36.609671
-95.12464
0
12,733
2019-01-08 08:20:57
3,568,736,585,751,727
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
103.39
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
46a9f6ccf08456fb3dd368e7e8a31d0e
1,326,010,857
41.474851
-94.022251
0
12,734
2019-01-08 08:22:54
4,384,910,379,661,778
fraud_Barrows PLC
shopping_pos
9.4
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
5131cc1ed1cc2318c50ddaf5d9f7eb65
1,326,010,974
47.421637
-96.576711
0
12,735
2019-01-08 08:23:15
4,048,508,450,704,760
fraud_Parisian, Schiller and Altenwerth
misc_net
6.65
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
a18b302c2e646a821dc26f75fb24579e
1,326,010,995
41.117575
-97.917305
0
12,736
2019-01-08 08:23:32
4,769,426,683,924,059,000
fraud_O'Keefe-Hudson
grocery_pos
131.54
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
7d28e100273fb20137ba8136749f0f08
1,326,011,012
39.693095
-78.022467
0
12,737
2019-01-08 08:24:04
4,294,040,533,480,516
fraud_Herman, Treutel and Dickens
misc_net
1.01
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
5af8da4ff608452c2fce0b85081c7db3
1,326,011,044
32.484874
-81.763821
0
12,738
2019-01-08 08:24:54
213,173,753,804,333
fraud_Christiansen, Goyette and Schamberger
gas_transport
84.42
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
eb287fdd8f00f044ea87a5cd38715205
1,326,011,094
42.013445
-86.865831
0
12,739
2019-01-08 08:24:57
571,465,035,400
fraud_Boyer-Reichert
shopping_net
107.38
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
46110c85a13e34a6c21fd8a2c15edb72
1,326,011,097
43.04337
-109.411536
0
12,740
2019-01-08 08:25:47
38,199,021,865,320
fraud_Bernier, Streich and Jewess
grocery_net
43.03
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
fa3a3a4efe6bda9f47f335348be0f79a
1,326,011,147
43.38178
-72.467258
0
12,741
2019-01-08 08:25:50
30,266,994,494,236
fraud_DuBuque LLC
grocery_pos
106.92
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
d0bd2d363bdb178211343a7c1f604806
1,326,011,150
36.709124
-77.690608
0
12,742
2019-01-08 08:26:00
4,788,103,653,396
fraud_Feil, Hilpert and Koss
food_dining
60.63
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
1715ea11378be7bfc0a756e1ac041f81
1,326,011,160
40.390809
-84.985166
0
12,743
2019-01-08 08:26:41
2,720,012,583,106,919
fraud_Jaskolski-Dibbert
grocery_net
56.76
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
8c91ddc18f9300d514ed87e5922ff076
1,326,011,201
43.121603
-102.78054
0
12,744
2019-01-08 08:26:57
3,533,800,906,065,217
fraud_Little, Gutmann and Lynch
shopping_net
1.3
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
350df628ba4909c30321826b308770a6
1,326,011,217
40.212614
-99.294627
0
12,745
2019-01-08 08:28:01
30,373,802,285,317
fraud_Turcotte-Halvorson
misc_pos
1.38
Nicholas
Osborne
M
7538 Carrie Meadow Suite 574
Claremont
CA
91,711
34.1092
-117.7183
35,705
Wellsite geologist
1956-05-15
6b9d21823638a98c906a90f4f891a65b
1,326,011,281
35.051155
-118.7007
0
12,746
2019-01-08 08:29:08
30,026,790,933,302
fraud_Miller-Hauck
grocery_pos
108.56
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
d5fce650a9d3e0900061962aa0d934a8
1,326,011,348
31.939466
-90.316561
0
12,747
2019-01-08 08:29:12
3,575,540,972,310,993
fraud_Funk Group
grocery_net
16.34
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
76727a29fdaa5f29dab132214c50b470
1,326,011,352
35.294847
-90.483865
0
12,748
2019-01-08 08:29:41
38,580,485,618,059
fraud_Raynor, Reinger and Hagenes
gas_transport
74.04
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
80367853e2a5f4d239c5c23410aa4895
1,326,011,381
48.293318
-103.302792
0
12,749
2019-01-08 08:30:18
630,424,987,505
fraud_Mraz-Herzog
gas_transport
80.58
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
605580e126ddae56e7d0a4495eaea0f0
1,326,011,418
38.797639
-79.394692
0
12,750
2019-01-08 08:30:41
2,297,447,006,766,555
fraud_Heller-Langosh
gas_transport
41.5
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
b44b16ecffce4a80be31572868abecd2
1,326,011,441
39.423768
-87.853175
0
12,751
2019-01-08 08:31:35
3,591,919,803,438,423
fraud_Jenkins, Hauck and Friesen
gas_transport
62.39
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
7656a80aa9cccb38cfb32b6a831b34a6
1,326,011,495
28.177072
-81.779038
0
12,752
2019-01-08 08:32:08
2,475,085,306,462,014
fraud_Boyer-Reichert
shopping_net
97.13
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
3474bf46f10cbfd3567b36a8ec3df609
1,326,011,528
43.664274
-95.63089
0
12,753
2019-01-08 08:32:09
4,561,368,699,336,875
fraud_Pacocha-O'Reilly
grocery_pos
98.11
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
a17f8a64a93786966f38ce5f2c8a309f
1,326,011,529
34.179448
-81.298547
0
12,754
2019-01-08 08:32:55
4,005,676,619,255,478
fraud_Vandervort-Funk
grocery_pos
49.61
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
d69fa2bc429b31ef67de8c63d867ae31
1,326,011,575
31.202326
-90.281134
0
12,755
2019-01-08 08:33:05
213,113,338,379,864
fraud_Heathcote, Yost and Kertzmann
shopping_net
3.68
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
a3bf3015a5f55e3cd4372314a65750c8
1,326,011,585
38.812568
-76.565529
0
12,756
2019-01-08 08:33:07
4,079,773,899,158
fraud_Padberg-Welch
grocery_pos
114.46
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
d71429b67798576e2763231e5ae47ab6
1,326,011,587
43.718333
-116.766302
0
12,757
2019-01-08 08:35:02
4,862,293,128,558
fraud_Kuhn LLC
misc_net
8.41
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
8d39e138fd2d19dc9c311f8b18c7e352
1,326,011,702
40.697622
-78.79676
0
12,758
2019-01-08 08:35:20
4,736,845,434,667,908,000
fraud_Boehm, Block and Jakubowski
misc_pos
6.22
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
be458d1a2d31bbc47dd1f7e4eb33855d
1,326,011,720
45.059737
-74.264258
0
12,759
2019-01-08 08:36:11
30,103,132,002,433
fraud_McCullough LLC
misc_pos
7.68
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
e5d122b31d606667b17980573019209e
1,326,011,771
41.114703
-77.464083
0
12,760
2019-01-08 08:36:20
3,547,574,373,318,979
fraud_Berge LLC
gas_transport
38.51
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
c48d4d4bf61952ed0701c7967cefaf6d
1,326,011,780
38.222653
-87.505159
0
12,761
2019-01-08 08:36:57
3,598,895,972,308,782
fraud_Kuhic, Bins and Pfeffer
shopping_net
5.72
Kenneth
Richards
M
994 Livingston Extensions Suite 918
Norwalk
OH
44,857
41.2403
-82.6078
23,805
Copy
1970-02-22
e8601d9412c832a24fd8570f78789ca3
1,326,011,817
41.072291
-81.840092
0
12,762
2019-01-08 08:37:54
3,590,736,522,064,285
fraud_Murray Ltd
grocery_net
66.08
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
430774ed7e0cabeb654aeb9d91a37877
1,326,011,874
34.919706
-92.86244
0
12,763
2019-01-08 08:38:06
213,125,815,021,702
fraud_Lind, Huel and McClure
gas_transport
46.16
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
611a566eb2a363420aa93bc92d26fa8c
1,326,011,886
42.572881
-74.382562
0
12,764
2019-01-08 08:38:33
213,114,122,496,591
fraud_Spencer-Runolfsson
misc_pos
8.69
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
bdf9be6b184ee4097ca403b85da7d81d
1,326,011,913
44.818182
-94.428062
0
12,765
2019-01-08 08:40:20
375,904,527,651,269
fraud_Stamm-Witting
shopping_net
311.38
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
3b94fd4615fea7f63c2b7d5618580ceb
1,326,012,020
40.74744
-98.123761
0
12,766
2019-01-08 08:41:02
501,882,822,387
fraud_Abshire PLC
entertainment
93.85
Melissa
Phillips
F
5069 Scott Pass Apt. 654
Meadville
MS
39,653
31.4285
-90.8578
2,799
Therapist, horticultural
1961-01-21
0f824c1080ec2fc020f47530a54ed8cd
1,326,012,062
31.477116
-90.085286
0
12,767
2019-01-08 08:43:09
2,713,913,904,780,408
fraud_Barton Inc
grocery_pos
89.3
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
1d2c5dfa07d192b9f9b9a21795965a03
1,326,012,189
32.680438
-92.249609
0
12,768
2019-01-08 08:43:27
36,722,699,017,270
fraud_Cummings Group
grocery_net
94.56
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
3dc97b62a4fce73fc3a2ee9a561e4a56
1,326,012,207
32.889918
-110.220647
0
12,769
2019-01-08 08:43:41
36,078,114,201,167
fraud_Stracke-Lemke
grocery_pos
121.62
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
cbae189ae0236f42fd1e268fa9e7619f
1,326,012,221
36.391081
-83.350901
0
12,770
2019-01-08 08:43:59
3,527,536,963,490,470
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
115.44
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
949a876ddf0a1871796192ebb62b7877
1,326,012,239
33.637959
-81.629451
0
12,771
2019-01-08 08:44:46
6,524,376,634,971,418
fraud_Huels-Nolan
gas_transport
70.13
Jasmine
Foster
F
954 White Alley Apt. 251
Phil Campbell
AL
35,581
34.347
-87.7154
5,778
Engineer, aeronautical
1952-12-05
69e12df7329d04f58584817391496ac8
1,326,012,286
33.857766
-88.143393
0
12,772
2019-01-08 08:45:17
30,234,966,027,947
fraud_Lebsack and Sons
misc_net
4.91
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
6db2ab5044e0d2c3e45f57ff2e215b4d
1,326,012,317
43.787711
-87.579303
0
12,773
2019-01-08 08:45:42
30,560,609,640,617
fraud_Nitzsche, Kessler and Wolff
shopping_pos
12.11
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
5246b384eb41b5a36df60c43c5ad7326
1,326,012,342
39.955881
-91.828984
0
12,774
2019-01-08 08:46:27
3,589,255,887,819,806
fraud_Padberg-Welch
grocery_pos
46
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
415c99f73bc51e724acdf883d3b66c22
1,326,012,387
39.721467
-78.666839
0
12,775
2019-01-08 08:47:15
4,958,589,671,582,727,000
fraud_Wilkinson Ltd
entertainment
58.58
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
4367072400e0d09506c224691a5fbace
1,326,012,435
39.649008
-77.23718
0
12,776
2019-01-08 08:47:47
6,011,679,934,075,347
fraud_Bogisich Inc
grocery_pos
81.91
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
d5c61bea5db9f41318a1f4e9f97b9f94
1,326,012,467
41.709795
-106.408292
0
12,777
2019-01-08 08:48:54
6,597,888,193,422,452
fraud_Zboncak, Rowe and Murazik
shopping_net
391.83
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
2068581ba4ddd18270fca14b4074d997
1,326,012,534
33.555055
-99.16105
0
12,778
2019-01-08 08:49:16
38,199,021,865,320
fraud_Pfeffer and Sons
shopping_pos
133.3
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
612573a3e30f00f5d5c55778efe31ecb
1,326,012,556
43.248257
-73.150729
0
12,779
2019-01-08 08:50:04
348,253,506,557,335
fraud_Dare-Marvin
entertainment
2
Thomas
Gibson
M
32745 Silva Springs Suite 040
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Armed forces logistics/support/administrative officer
1948-03-22
10887fe981c1c40d5761e0c01732b7b6
1,326,012,604
30.719883
-88.121215
0
12,780
2019-01-08 08:50:11
342,319,985,983,023
fraud_Roberts-Beahan
misc_pos
40.35
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
1527ad138d61c7a3f6ed568c2574764a
1,326,012,611
41.8557
-74.992545
0
12,781
2019-01-08 08:50:48
342,319,985,983,023
fraud_Koepp-Witting
grocery_pos
113.84
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
016860228334f5231444daacbbade839
1,326,012,648
41.501351
-73.987603
0
12,782
2019-01-08 08:51:49
4,509,142,395,811,241
fraud_Turner, Ruecker and Parisian
misc_pos
1.45
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
f5eb5444b60c768e2266f3e41b3dbf85
1,326,012,709
31.47643
-81.611311
0
12,783
2019-01-08 08:52:33
2,254,917,871,818,484
fraud_Bailey-Morar
grocery_pos
96.63
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
41d65fd8deca096fa1a0f979c0c5714b
1,326,012,753
37.699666
-75.622874
0
12,784
2019-01-08 08:54:07
3,564,839,259,330,465
fraud_Kling Inc
gas_transport
64.79
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
993270e8624621df79641fd94a631076
1,326,012,847
38.993951
-122.800059
0
12,785
2019-01-08 08:55:23
30,273,037,698,427
fraud_Kiehn Inc
grocery_pos
59.74
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
829506bc0d49f4545dff11d68948a9b5
1,326,012,923
36.521124
-91.54039
0
12,786
2019-01-08 08:55:59
180,011,453,250,192
fraud_Hudson-Ratke
grocery_pos
95.64
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
a281c1e4410ce259f960176c5956753b
1,326,012,959
42.072478
-90.334883
0
12,787
2019-01-08 08:56:20
630,424,987,505
fraud_Cole PLC
grocery_pos
82.47
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
de53fed49736a3197eedd41ca6ab7f90
1,326,012,980
39.780702
-78.561516
0
12,788
2019-01-08 08:58:18
3,526,826,139,003,047
fraud_Eichmann, Bogan and Rodriguez
gas_transport
57.93
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
5cd026a6d7c872f745f4d74e9d8d18ca
1,326,013,098
44.744503
-84.350677
0
12,789
2019-01-08 08:58:56
4,890,424,426,862,857,000
fraud_Lehner, Mosciski and King
misc_net
67.92
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
8bd219fcf22fffd9dc47fc7b0b4fad4f
1,326,013,136
38.059334
-121.763106
0
12,790
2019-01-08 08:59:12
6,011,382,886,333,463
fraud_Christiansen-Gusikowski
misc_pos
3.04
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
026db9c54c745edaa2dad521cef2675c
1,326,013,152
45.04908
-83.337641
0
12,791
2019-01-08 08:59:42
3,541,160,328,600,277
fraud_Kutch LLC
gas_transport
74.86
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
907e2e97d95e88483ae24834b9862d7b
1,326,013,182
40.024027
-91.144252
0
12,792
2019-01-08 08:59:56
4,745,996,322,265
fraud_Cummings Group
grocery_net
66.3
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
95e3475fb9bbe3f771292cca42dbf61e
1,326,013,196
41.679509
-85.972472
0
12,793
2019-01-08 09:00:26
180,069,253,480,336
fraud_Parisian, Schiller and Altenwerth
misc_net
9.82
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
2b7bdd527f0be16264180a3ec958e5c5
1,326,013,226
41.425477
-78.389456
0
12,794
2019-01-08 09:00:55
3,511,378,610,369,890
fraud_Berge LLC
gas_transport
81.51
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
6f7af00e2b51e82d6339a0ce8791cf41
1,326,013,255
34.000593
-86.713188
0
12,795
2019-01-08 09:01:51
180,046,617,132,290
fraud_Morissette LLC
entertainment
1.78
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
c4b9f48dbfb2646f2052559b079e4c4c
1,326,013,311
36.900127
-89.610174
0
12,796
2019-01-08 09:02:52
6,011,388,901,471,808
fraud_Stroman, Hudson and Erdman
gas_transport
53.63
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
fde9c50b39b6a82bc1872e6992962558
1,326,013,372
39.222707
-80.501517
0
12,797
2019-01-08 09:03:24
3,533,800,906,065,217
fraud_Gleason-Macejkovic
shopping_net
1.81
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
bbcabf43cfcdde827dc44dfd94ce5ee2
1,326,013,404
40.105192
-99.179444
0
12,798
2019-01-08 09:03:35
4,102,003,771,126,577,700
fraud_Smitham-Schiller
grocery_net
56.95
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
6c3c14011ef2168bd349285b6b350cf0
1,326,013,415
32.297673
-96.819124
0
12,799
2019-01-08 09:03:47
3,540,017,235,499,519
fraud_Cartwright-Harris
grocery_pos
83.44
Lawrence
Frost
M
82448 Tucker Cliff
Kittery Point
ME
3,905
43.0976
-70.7121
1,780
Broadcast engineer
1983-01-21
2e846d5a1c72599e10bacc7ae084b8df
1,326,013,427
42.990143
-70.7794
0