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
1,282,900
2020-06-16 00:01:23
501,899,453,424
fraud_Turner, Ruecker and Parisian
misc_pos
105.17
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
8912450904e948d7887983f2912ae249
1,371,340,883
33.502007
-85.135082
0
1,282,901
2020-06-16 00:02:05
4,099,707,841,315,751
fraud_Paucek-Wiza
grocery_net
66.83
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
befb445dce9943389ffad49746c7b9b8
1,371,340,925
38.915705
-79.156068
0
1,282,902
2020-06-16 00:02:18
2,706,977,570,537,524
fraud_Goodwin-Nitzsche
grocery_pos
85.64
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
a32bcb0d7f58e58a00baf66a64cc091b
1,371,340,938
39.982062
-83.277293
0
1,282,903
2020-06-16 00:02:56
341,283,058,448,499
fraud_Friesen-D'Amore
gas_transport
49.68
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
558a9972d4723356fc0c0a2a88f5bad7
1,371,340,976
31.185199
-83.812446
0
1,282,904
2020-06-16 00:03:05
583,699,482,621
fraud_DuBuque LLC
grocery_pos
73.75
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
8afbf7ce63a7606b94be60298b58daa4
1,371,340,985
43.483537
-89.502181
0
1,282,905
2020-06-16 00:03:07
180,094,419,304,907
fraud_Kutch and Sons
grocery_pos
193.53
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
49e6417f300b635ec5cd4c6eaef9ed02
1,371,340,987
33.953752
-117.198252
0
1,282,906
2020-06-16 00:03:34
5,456,712,664,803,820
fraud_Zieme, Bode and Dooley
gas_transport
60.02
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
63a81a3c22a682611f8db2c7590ffe46
1,371,341,014
36.050007
-105.300362
0
1,282,907
2020-06-16 00:03:41
180,031,190,491,743
fraud_Heller, Gutmann and Zieme
grocery_pos
165.56
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
6a2406c09849ded17e14d177ddc82a09
1,371,341,021
30.488162
-88.689891
0
1,282,908
2020-06-16 00:03:56
30,270,432,095,985
fraud_Friesen-D'Amore
gas_transport
54.59
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
82a7fb9927000e72ca79614da99c2935
1,371,341,036
40.238901
-91.186781
0
1,282,909
2020-06-16 00:04:26
5,456,776,410,929,288
fraud_Dooley-Thompson
misc_net
1.37
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
f995bb32dd6435bd98671144e81434eb
1,371,341,066
40.592832
-79.771014
0
1,282,910
2020-06-16 00:04:53
3,523,843,138,706,408
fraud_Huels-Hahn
gas_transport
49.72
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
05bfb14d054a4a14e0d92db7a7ae8303
1,371,341,093
32.68071
-87.590765
0
1,282,911
2020-06-16 00:05:07
6,564,459,919,350,820
fraud_Reilly, Heaney and Cole
gas_transport
35.13
Douglas
Willis
M
619 Jeremy Garden Apt. 681
Benton
WI
53,803
42.5545
-90.3508
1,306
Public relations officer
1958-09-10
dfe96f72ad2bf98b2a4438d1db5051b2
1,371,341,107
42.411942
-91.309084
0
1,282,912
2020-06-16 00:05:09
375,248,307,838,179
fraud_Schmeler, Bashirian and Price
shopping_net
2.21
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
5fbcdae50d293ec18cfdd35fcac9f120
1,371,341,109
38.794749
-80.543429
0
1,282,913
2020-06-16 00:05:24
4,383,521,454,815
fraud_Kutch Group
grocery_net
66.3
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
7e63dd74adfaabff192bb23e18094bb4
1,371,341,124
39.314485
-86.565056
0
1,282,914
2020-06-16 00:05:27
2,713,913,904,780,408
fraud_Deckow-O'Conner
grocery_pos
65.75
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
864a2fc36ea4bb0032c3aecafa03cdb2
1,371,341,127
31.97069
-91.832045
0
1,282,915
2020-06-16 00:06:54
3,502,088,871,723,054
fraud_Rodriguez Group
gas_transport
54.9
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
5cff80fa8f45fc5b92af43e121e9a75a
1,371,341,214
38.14981
-77.322796
0
1,282,916
2020-06-16 00:07:52
4,377,338,765,909,719
fraud_Koss and Sons
gas_transport
77.24
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
39dc0adb57b650db5e231001b7f99e30
1,371,341,272
35.637982
-84.664385
0
1,282,917
2020-06-16 00:09:43
30,343,344,410,970
fraud_Willms, Kris and Bergnaum
shopping_pos
3.69
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
3a6e9b2c2a0ae22ed82e2e8e001f09ea
1,371,341,383
41.227657
-79.061016
0
1,282,918
2020-06-16 00:11:42
3,568,736,585,751,727
fraud_Torp-Labadie
gas_transport
69.25
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
fe439f7099164be970f2e122bcc09a60
1,371,341,502
41.369295
-93.855373
0
1,282,919
2020-06-16 00:12:29
4,855,853,415,727,305,000
fraud_Mayert Group
shopping_pos
74.8
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
fd6fb390367a2a1327e7f9eac56a4a34
1,371,341,549
44.919509
-88.306366
0
1,282,920
2020-06-16 00:12:37
4,904,681,492,230,012
fraud_Kling Inc
gas_transport
61.33
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
d0a594b4dd1aa9e667870056dc0b0db5
1,371,341,557
42.665341
-74.204701
0
1,282,921
2020-06-16 00:13:28
6,534,628,260,579,800
fraud_Rutherford-Mertz
grocery_pos
58.12
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
2c7476214ce15dad8c91ab9767ca9fb3
1,371,341,608
44.691774
-73.998276
0
1,282,922
2020-06-16 00:13:31
4,169,759,661,243,568
fraud_Huels-Nolan
gas_transport
60.17
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
b5011ebf8c4bf7cf7208e136ab38f1cc
1,371,341,611
40.039089
-76.757604
0
1,282,923
2020-06-16 00:13:34
6,011,724,471,098,086
fraud_Rutherford-Mertz
grocery_pos
215.91
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
d0dc85b0a2d41cd6660a38897bd39ef3
1,371,341,614
45.869741
-118.674637
0
1,282,924
2020-06-16 00:14:24
3,528,407,217,576,457
fraud_Howe Ltd
misc_pos
38.59
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
b272fcb3a6bfc2999066f1fa921a6c14
1,371,341,664
35.757158
-82.11113
0
1,282,925
2020-06-16 00:14:41
675,961,917,837
fraud_Harber Inc
gas_transport
35.29
Christopher
Cummings
M
478 George Course Apt. 056
Sprague
NE
68,438
40.6267
-96.7456
142
Chiropodist
1967-08-24
57730968987a0e70fcd7395c798e8171
1,371,341,681
40.976806
-95.759566
0
1,282,926
2020-06-16 00:15:01
4,623,560,839,669
fraud_Willms, Kris and Bergnaum
shopping_pos
4.24
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
79cb93621e9f3f7295029f969d28bd9d
1,371,341,701
43.154852
-95.024793
0
1,282,927
2020-06-16 00:16:15
374,238,209,524,200
fraud_Cummings LLC
gas_transport
63.69
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
bff65691d6e1b3d4b34ae5fc7711f79a
1,371,341,775
44.255247
-119.702657
0
1,282,928
2020-06-16 00:16:28
3,518,758,680,062,249
fraud_Miller-Hauck
grocery_pos
95.37
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
7d269f0e84a8435ba412d3c8ab297df0
1,371,341,788
38.956052
-110.234704
0
1,282,929
2020-06-16 00:16:44
4,605,902,936,394
fraud_Dooley-Thompson
misc_net
36.86
Vincent
Mueller
M
79019 Taylor Cliffs
Dallas
TX
75,238
32.877
-96.708
1,263,321
Drilling engineer
1959-06-28
b95b04177f8af43e4fbb5e13bad3a0fb
1,371,341,804
33.555085
-97.276868
0
1,282,930
2020-06-16 00:17:12
4,861,310,130,652,567,000
fraud_Brekke and Sons
gas_transport
59.97
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
b3e5ebcc15fd2763fffff7acff220a49
1,371,341,832
29.479538
-90.850166
0
1,282,931
2020-06-16 00:18:05
581,293,083,266
fraud_Pfeffer and Sons
shopping_pos
143.84
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
45dd7a6da3b293e09160fdfcb0003af2
1,371,341,885
35.789743
-97.919106
0
1,282,932
2020-06-16 00:18:31
3,502,377,050,801,561
fraud_Schumm PLC
shopping_net
9.7
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
5feed3e0de5ddc7147de44ab72dd4783
1,371,341,911
29.65607
-94.540164
0
1,282,933
2020-06-16 00:18:35
30,442,439,074,871
fraud_Swift, Bradtke and Marquardt
grocery_net
41.73
Linda
Sanchez
F
6574 William Hill Apt. 375
Jermyn
PA
18,433
41.5744
-75.5881
6,508
Training and development officer
1981-06-22
88b55f614f0f93a9cfd0541c4eb4ff30
1,371,341,915
41.374454
-76.195361
0
1,282,934
2020-06-16 00:18:42
6,011,860,238,257,910
fraud_Rodriguez Group
gas_transport
71.32
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
d64110eebeab5b15b086f7458cd61d5c
1,371,341,922
36.119546
-97.617175
0
1,282,935
2020-06-16 00:19:46
4,725,837,176,265,196,000
fraud_Donnelly PLC
misc_net
2.08
Elizabeth
Mckee
F
358 Pruitt Square
Jay
FL
32,565
30.8985
-87.1332
5,719
Higher education careers adviser
1994-11-05
0a2e5637fc26abab94470df3b8aaf961
1,371,341,986
30.707582
-86.991953
0
1,282,936
2020-06-16 00:20:37
568,279,015,842
fraud_Thiel PLC
misc_pos
38.33
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
1c32b4a801dcfce47298b01e9addeda1
1,371,342,037
46.077712
-97.223331
0
1,282,937
2020-06-16 00:20:58
6,524,376,634,971,418
fraud_Mraz-Herzog
gas_transport
56.74
Jasmine
Foster
F
954 White Alley Apt. 251
Phil Campbell
AL
35,581
34.347
-87.7154
5,778
Engineer, aeronautical
1952-12-05
d750a4ac6c11579731aa1c3610c2f321
1,371,342,058
34.172526
-88.095362
0
1,282,938
2020-06-16 00:21:11
2,712,209,726,293,386
fraud_Swift, Bradtke and Marquardt
grocery_net
68.43
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
302ea35faca41437498a50e8806dbc57
1,371,342,071
29.52032
-90.671853
0
1,282,939
2020-06-16 00:23:19
4,855,488,158,131,690,000
fraud_Swift, Bradtke and Marquardt
grocery_net
58.79
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
58e206f3ef9274110d33a9ca7dc64a4d
1,371,342,199
44.782788
-71.923252
0
1,282,940
2020-06-16 00:24:00
38,588,538,868,506
fraud_Jenkins, Hauck and Friesen
gas_transport
50.96
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
8f795ece7f761e5c5d94797a11e39705
1,371,342,240
29.449619
-103.835606
0
1,282,941
2020-06-16 00:24:21
377,113,842,678,100
fraud_Kilback LLC
grocery_pos
111.04
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
725345584c97dca82214221b023cbd7e
1,371,342,261
39.046489
-75.69742
0
1,282,942
2020-06-16 00:24:24
4,260,128,500,325
fraud_Paucek-Wiza
grocery_net
8.91
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
43d5113e97cff8c1b0278f967faf97d1
1,371,342,264
37.959309
-82.746056
0
1,282,943
2020-06-16 00:25:28
3,598,215,285,024,754
fraud_Herman, Treutel and Dickens
misc_net
76.24
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
a34500b44f1642de48a5016bb4279b53
1,371,342,328
40.077974
-73.807883
0
1,282,944
2020-06-16 00:25:31
375,904,527,651,269
fraud_Spencer-Runolfsson
misc_pos
17.9
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
fe7aed512da2fd06040f46468b08d320
1,371,342,331
40.617771
-99.375634
0
1,282,945
2020-06-16 00:25:33
377,234,009,633,447
fraud_Stroman, Hudson and Erdman
gas_transport
49.67
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
f74432407765e37f69392510028b4629
1,371,342,333
38.812035
-77.307372
0
1,282,946
2020-06-16 00:26:10
36,078,114,201,167
fraud_Boyer PLC
misc_pos
7.48
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
3897d4cb719110f190a6bb05ebae3e0e
1,371,342,370
36.288231
-82.910586
0
1,282,947
2020-06-16 00:27:13
3,596,217,206,093,829
fraud_Runolfsson and Sons
grocery_net
83.44
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
966b715d9df868cb6cc3d62a8adf3dbc
1,371,342,433
41.56901
-91.986272
0
1,282,948
2020-06-16 00:27:35
4,657,269,323,674,365
fraud_Effertz, Welch and Schowalter
entertainment
27.47
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
61662d989a067378153f9073190a65d3
1,371,342,455
29.873342
-85.69224
0
1,282,949
2020-06-16 00:27:44
2,254,917,871,818,484
fraud_Ortiz Group
grocery_net
39.41
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
4c91b7d86854e25b2f2f6790d332ca30
1,371,342,464
38.28484
-75.451872
0
1,282,950
2020-06-16 00:29:40
4,226,219,726,886,853,000
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
143.75
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
8caa4c0413dcd8872063a1b3c0ffda9f
1,371,342,580
38.386296
-83.634255
0
1,282,951
2020-06-16 00:30:13
180,064,817,343,047
fraud_Dooley-Thompson
misc_net
6.62
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
7ad5785778db7d2d1e4361731c6a9659
1,371,342,613
37.943617
-86.706661
0
1,282,952
2020-06-16 00:30:16
4,992,346,398,065,154,000
fraud_Zieme, Bode and Dooley
gas_transport
78.51
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
66d8104d7b685890b5fe5082153d4f0e
1,371,342,616
40.65108
-89.482626
0
1,282,953
2020-06-16 00:30:22
4,681,601,008,538,160
fraud_Barton Inc
grocery_pos
213.93
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
c85e3101422769a027c64e30392192e4
1,371,342,622
40.520527
-80.297643
0
1,282,954
2020-06-16 00:31:05
4,502,539,526,809,430,000
fraud_Deckow-Dare
food_dining
104.03
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
0213d31054559182d211463b9928143a
1,371,342,665
36.187892
-92.192451
0
1,282,955
2020-06-16 00:31:08
3,590,736,522,064,285
fraud_Eichmann-Russel
misc_pos
6.62
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
ecf014d0a8329edaede292619972bc12
1,371,342,668
33.916258
-92.443206
0
1,282,956
2020-06-16 00:31:17
378,858,024,506,425
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
2.42
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
3ee61d9bcd740f9f8954b73e8e270c0c
1,371,342,677
33.315769
-112.650191
0
1,282,957
2020-06-16 00:31:31
342,952,484,382,519
fraud_Lehner, Mosciski and King
misc_net
3.61
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
554000d2852b2fcbcc0e97bb526b85d1
1,371,342,691
42.149916
-74.146995
0
1,282,958
2020-06-16 00:31:35
6,573,561,108,825,071
fraud_Rau and Sons
grocery_pos
128.79
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
d317f8c2a86c05010f7fafff4c68f0de
1,371,342,695
36.720937
-96.517668
0
1,282,959
2020-06-16 00:32:30
630,424,987,505
fraud_Rutherford-Mertz
grocery_pos
72.77
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
dd7002821af4aa2bfe61679b297032de
1,371,342,750
39.332427
-80.40187
0
1,282,960
2020-06-16 00:32:47
30,343,344,410,970
fraud_Wuckert-Walter
grocery_net
84.73
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
3c486a88c29cbf922e927bf69573a591
1,371,342,767
41.313843
-79.912468
0
1,282,961
2020-06-16 00:32:51
180,094,419,304,907
fraud_Bogisich-Homenick
misc_net
2.26
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
f96c4dedd1104e7f702ae1de7ca153fc
1,371,342,771
34.136737
-117.473795
0
1,282,962
2020-06-16 00:33:26
676,372,984,911
fraud_Bartoletti-Wunsch
gas_transport
47.48
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
77eb365af99619373c963491c4089ce7
1,371,342,806
40.070599
-98.418303
0
1,282,963
2020-06-16 00:33:28
4,873,783,502,705,038
fraud_Goldner, Kovacek and Abbott
grocery_pos
368.45
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
eb2193d1de8d1aad43a2c8616cbd5538
1,371,342,808
47.882096
-123.191171
1
1,282,964
2020-06-16 00:33:35
4,476,840,372,112
fraud_DuBuque LLC
grocery_pos
52.69
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
32817614a9ebf4668ac6c321556ec6ee
1,371,342,815
34.565405
-86.188085
0
1,282,965
2020-06-16 00:34:21
6,534,628,260,579,800
fraud_Prohaska-Murray
gas_transport
54.82
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
fa3a7f750a6453bbb7294c434ddd2d76
1,371,342,861
44.857655
-72.611061
0
1,282,966
2020-06-16 00:34:21
4,809,701,904,914
fraud_Stamm-Rodriguez
misc_pos
39.94
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
7248f7cabf256809b3e160bc734dd57f
1,371,342,861
32.102832
-85.384164
0
1,282,967
2020-06-16 00:35:56
3,592,931,352,252,641
fraud_Conroy-Cruickshank
gas_transport
60.55
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
3d380f9daf7cabfb4fce5501c6e12b39
1,371,342,956
44.508119
-93.444877
0
1,282,968
2020-06-16 00:36:25
4,149,238,353,975,790
fraud_Smith-Stokes
misc_pos
32.51
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
b54c562a9623a645b78790184e399ee3
1,371,342,985
39.28241
-79.580461
0
1,282,969
2020-06-16 00:37:15
3,582,754,887,089,201
fraud_Miller-Harris
misc_net
79.44
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
1b9387f16dfef4c2a07e33e23e6fbe0d
1,371,343,035
34.322494
-93.122008
0
1,282,970
2020-06-16 00:37:35
4,745,996,322,265
fraud_Pacocha-O'Reilly
grocery_pos
53.11
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
e8246ff3079b4e8dd6838903d0604e27
1,371,343,055
41.802497
-86.82629
0
1,282,971
2020-06-16 00:38:08
4,428,780,983,793,657,300
fraud_Schumm, McLaughlin and Carter
food_dining
16.09
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
c632e7ce6248d5312fe2124cc6183b29
1,371,343,088
43.37356
-87.904892
0
1,282,972
2020-06-16 00:38:33
4,890,424,426,862,857,000
fraud_Bogisich-Homenick
misc_net
3.27
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
017bb66cb8ed07199e2251ef082a0259
1,371,343,113
38.442215
-121.027807
0
1,282,973
2020-06-16 00:38:45
372,509,258,176,510
fraud_Huels-Nolan
gas_transport
52.12
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
f2b850a2c32fd4922c7c5afa0effd641
1,371,343,125
43.862554
-83.948738
0
1,282,974
2020-06-16 00:39:17
374,238,209,524,200
fraud_Schamberger-O'Keefe
grocery_pos
134.42
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
4b6ac41df10e7d46e6116f1801aa01ae
1,371,343,157
44.514085
-120.486456
0
1,282,975
2020-06-16 00:39:32
4,755,696,071,492
fraud_Kuphal-Bartoletti
misc_net
17
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
a76edfcc2c3842a1d5b61fcd2e5a251a
1,371,343,172
33.815028
-95.70351
0
1,282,976
2020-06-16 00:39:53
213,199,865,312,311
fraud_Koepp-Witting
grocery_pos
171.83
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
07626c36ea26cd211dc64dbe19c9cd05
1,371,343,193
34.994014
-84.803083
0
1,282,977
2020-06-16 00:41:12
375,237,305,371,366
fraud_Kris-Padberg
shopping_pos
8.43
David
Erickson
M
616 Jimenez Meadow Apt. 701
East Rochester
NY
14,445
43.1128
-77.4906
8,019
Retail buyer
1928-06-26
9deef74cb0ffe33b434632370bfa3673
1,371,343,272
43.990522
-76.841934
0
1,282,978
2020-06-16 00:41:25
30,030,380,240,193
fraud_Donnelly PLC
misc_net
75.25
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
1d9a789ea3bdbf0ed147c868e1930e1e
1,371,343,285
30.452268
-98.343854
0
1,282,979
2020-06-16 00:41:39
4,935,858,973,307,492
fraud_Hudson-Ratke
grocery_pos
86.47
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
76ac6d96748b82ae861d038b7dcb6faf
1,371,343,299
33.492881
-83.838609
0
1,282,980
2020-06-16 00:41:48
676,314,217,768
fraud_Auer-Mosciski
grocery_pos
194.55
Ellen
Carrillo
F
9431 Amanda Mills
Odessa
MO
64,076
38.9829
-93.9757
9,512
Clinical research associate
1972-12-31
8770bfb6d27289c2143a268c1ca78e1f
1,371,343,308
38.389132
-93.8783
0
1,282,981
2020-06-16 00:41:55
3,565,423,334,076,143
fraud_Huel, Hammes and Witting
grocery_pos
138.01
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
327639a7a3e52a2ce2f1d0e4a9a26f8c
1,371,343,315
38.345538
-87.053802
0
1,282,982
2020-06-16 00:42:27
583,699,482,621
fraud_Beier-Hyatt
shopping_pos
9.24
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
819b30a05f7af06fc772f9cb96fdc285
1,371,343,347
44.31196
-89.118269
0
1,282,983
2020-06-16 00:42:34
3,597,337,756,918,966
fraud_Greenholt, Jacobi and Gleason
gas_transport
61.74
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
a60b2ce984579dd297ae0589f6df1986
1,371,343,354
38.882131
-76.854811
0
1,282,984
2020-06-16 00:42:41
3,561,212,938,177,173
fraud_Rutherford, Homenick and Bergstrom
grocery_net
50.32
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
1411f7457befe3fdeb330a3b41ee6074
1,371,343,361
32.708115
-86.013436
0
1,282,985
2020-06-16 00:43:33
571,314,334,723
fraud_Bartoletti-Wunsch
gas_transport
66.39
Lori
Mclean
F
4548 Werner Wells Apt. 441
Mc Clellandtown
PA
15,458
39.8882
-79.8694
2,379
Sales professional, IT
1971-01-19
55ffab2ec04aa46d9035d98ebbe110d4
1,371,343,413
39.239551
-79.915372
0
1,282,986
2020-06-16 00:43:51
213,113,028,819,344
fraud_Haley Group
misc_pos
128.65
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
4b4c6018d8807bf5029c6a8e59117013
1,371,343,431
43.221003
-76.575651
0
1,282,987
2020-06-16 00:44:29
3,589,289,942,931,264
fraud_Sporer Inc
gas_transport
46.31
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
1285f9fd25c00bd533dee3f27ea02e37
1,371,343,469
42.949786
-96.772283
0
1,282,988
2020-06-16 00:44:40
2,286,236,465,059,468
fraud_Doyle Ltd
grocery_pos
117.18
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
b3f0bd25a86a3a6a574ca0508a8741dd
1,371,343,480
37.544265
-94.466408
0
1,282,989
2020-06-16 00:44:59
345,832,460,465,610
fraud_Auer-West
shopping_net
7.91
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
2064db39c9e16c8c4988a5f3588ab36c
1,371,343,499
39.355769
-77.785481
0
1,282,990
2020-06-16 00:45:29
3,545,109,339,866,548
fraud_Heller-Abshire
grocery_net
34.73
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
4899e1945d62baa8f8761e33bcbd8e71
1,371,343,529
33.178237
-90.031922
0
1,282,991
2020-06-16 00:45:42
4,599,735,407,877,245,000
fraud_Towne, Greenholt and Koepp
shopping_net
151.48
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
965e025f886b45a04b273722526a1b63
1,371,343,542
37.273849
-89.105102
0
1,282,992
2020-06-16 00:46:00
4,613,314,721,966
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
45.76
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
3d719b1e6c41260fb8ba54f23367c980
1,371,343,560
36.934663
-81.50454
0
1,282,993
2020-06-16 00:46:09
30,328,384,440,870
fraud_Conroy Ltd
shopping_pos
110.75
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
f5ca181dd7eee2003ee58af6971c00da
1,371,343,569
39.838926
-92.963717
0
1,282,994
2020-06-16 00:46:52
4,745,996,322,265
fraud_Friesen-Stamm
gas_transport
47.61
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
a5f7dc981986d3797efe2c0486ed6ac2
1,371,343,612
42.30989
-85.783415
0
1,282,995
2020-06-16 00:47:11
3,598,895,972,308,782
fraud_Kassulke PLC
shopping_net
33.62
Kenneth
Richards
M
994 Livingston Extensions Suite 918
Norwalk
OH
44,857
41.2403
-82.6078
23,805
Copy
1970-02-22
15086e0014c1e819edf37638a583a067
1,371,343,631
40.279607
-82.06368
0
1,282,996
2020-06-16 00:47:14
6,573,561,108,825,071
fraud_Nienow PLC
entertainment
113.73
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
6773fff3d08a8beac90dda4af2d7118e
1,371,343,634
36.666916
-95.215216
0
1,282,997
2020-06-16 00:47:34
4,010,002,218,955,876
fraud_Murray-Smitham
grocery_pos
176.76
Jennifer
Bishop
F
589 Matthew Brooks
Houston
TX
77,026
29.7972
-95.3288
2,906,700
Animator
1983-08-24
c44d0173b17a6c3c0cef02c666e0a01b
1,371,343,654
29.129115
-94.717594
0
1,282,998
2020-06-16 00:48:22
4,440,581,794,652
fraud_Strosin-Cruickshank
grocery_pos
69.32
Karen
Cooper
F
425 Caleb Point Apt. 050
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Pharmacist, hospital
1960-03-01
990c094c8858e345c59e63887d0b96d1
1,371,343,702
32.714627
-116.870459
0
1,282,999
2020-06-16 00:48:34
30,103,132,002,433
fraud_Heidenreich PLC
grocery_pos
204.64
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
ffebf7ab810c081bf27c5b518a094910
1,371,343,714
40.543567
-78.130724
0