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
7,300
2020-06-23 09:20:34
3,533,800,906,065,217
fraud_Roob, Conn and Tremblay
shopping_pos
9.96
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
9dab4cd77b1d33d68e2fa122a1150816
1,371,979,234
40.252676
-98.431891
0
7,301
2020-06-23 09:20:39
30,434,173,205,605
fraud_Kilback LLC
grocery_pos
128.61
Kylie
Kirby
F
79816 Jackson Squares
Shedd
OR
97,377
44.453
-123.1065
917
Radio broadcast assistant
1995-07-08
2714304c91bfe371e68047fe0ff4b081
1,371,979,239
45.356695
-122.711978
0
7,302
2020-06-23 09:20:55
3,586,955,669,388,457
fraud_Greenfelder, Bartoletti and Davis
misc_net
147.64
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
ac0ac5e66ecd86068deb819855fca4a1
1,371,979,255
41.242128
-79.436637
0
7,303
2020-06-23 09:23:06
501,802,953,619
fraud_Cummings LLC
gas_transport
70.18
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
9e28c7379f7c538cf36b10f43ab54e9a
1,371,979,386
40.630347
-123.682891
0
7,304
2020-06-23 09:23:21
36,721,445,180,895
fraud_Cummings LLC
gas_transport
74.26
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
f7394a658ba8120ea0f55658c38bcdf8
1,371,979,401
42.553901
-73.720203
0
7,305
2020-06-23 09:24:04
3,591,919,803,438,423
fraud_Connelly, Reichert and Fritsch
gas_transport
74.13
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
0a4ca408fac89576f899a2026f4e673b
1,371,979,444
28.03632
-80.224925
0
7,306
2020-06-23 09:24:05
30,044,330,818,990
fraud_Lehner, Mosciski and King
misc_net
6.6
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
4b74e411d01a33881ed90c4192e5629d
1,371,979,445
26.556247
-81.172525
0
7,307
2020-06-23 09:24:20
5,388,659,976,630,693
fraud_Dooley-Thompson
misc_net
5.18
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
dbfa430b3930b084bf913e53897349e8
1,371,979,460
42.77586
-90.48707
0
7,308
2020-06-23 09:24:22
2,512,312,531,485,080
fraud_Flatley Group
misc_pos
8.3
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
6c1eaf2310ece7a4fb70444a3d7e4de7
1,371,979,462
42.756721
-82.011213
0
7,309
2020-06-23 09:24:33
4,173,950,183,554,608
fraud_Reilly, Heaney and Cole
gas_transport
69.43
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
3e3d06844e3bf8237e3dd8d1090eeebc
1,371,979,473
39.441783
-73.596824
0
7,310
2020-06-23 09:24:36
4,104,312,520,615,374
fraud_Schmitt Inc
gas_transport
66.03
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
bb29a2c2bccb3bc3b6db8e036352503e
1,371,979,476
33.825821
-117.474551
0
7,311
2020-06-23 09:24:41
30,131,826,429,364
fraud_Ferry, Lynch and Kautzer
misc_net
3.24
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
e6dddcf6be12adeded0b33e1ce57884b
1,371,979,481
35.773519
-83.853443
0
7,312
2020-06-23 09:25:22
3,581,130,339,108,561
fraud_Block-Parisian
misc_net
4.91
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
b4842b3cd57e0e46cb77dd7221a6f48a
1,371,979,522
40.171736
-80.861528
0
7,313
2020-06-23 09:27:19
573,860,193,545
fraud_Kuhic Inc
grocery_pos
33.81
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
9acc67d1473c0c4ec3f699c1542fe7fc
1,371,979,639
42.613237
-88.041935
0
7,314
2020-06-23 09:27:36
2,252,055,259,910,912
fraud_Bailey-Morar
grocery_pos
86.88
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
8462c7a15d0dd7e52e255253f4a30b3d
1,371,979,656
43.666894
-90.526398
0
7,315
2020-06-23 09:27:39
3,576,431,665,303,017
fraud_Kohler, Lindgren and Koelpin
grocery_net
36.38
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
5c51ec22f042a5df07fc51d62fdae149
1,371,979,659
33.707851
-112.167354
0
7,316
2020-06-23 09:27:41
6,554,245,334,757,802
fraud_Harris Group
food_dining
31.99
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
66f27789bc7470113928820047d4bedb
1,371,979,661
34.356683
-118.031856
0
7,317
2020-06-23 09:28:22
3,518,758,680,062,249
fraud_Robel, Cummerata and Prosacco
gas_transport
47.08
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
e5f0e8ffdbbe5496c285245d59ca5892
1,371,979,702
39.560989
-108.854913
0
7,318
2020-06-23 09:28:39
630,451,534,402
fraud_Rowe, Batz and Goodwin
grocery_pos
101.55
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
e7498391864ea6e4bb34f0463aafbc5c
1,371,979,719
46.30098
-87.352497
0
7,319
2020-06-23 09:30:17
4,450,831,335,606,294
fraud_Vandervort-Funk
grocery_pos
95.97
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
5394ab3fbfb33747d5e6c9fb580c331c
1,371,979,817
34.96524
-96.014664
0
7,320
2020-06-23 09:30:17
6,592,861,994,408,652
fraud_Klocko LLC
misc_net
1.87
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
461085e3fda5ac6a126eca2826ba75e9
1,371,979,817
42.971835
-78.25953
0
7,321
2020-06-23 09:30:19
36,581,538,659,449
fraud_Brown PLC
misc_net
3.39
Brandon
Bridges
M
957 Miller Falls
Apison
TN
37,302
35.0149
-85.0164
3,730
Occupational therapist
1991-01-28
a61b1f0006bda3e7e5073b8957941d7f
1,371,979,819
35.843203
-84.143579
0
7,322
2020-06-23 09:30:51
4,239,552,724,014,407
fraud_Robel, Cummerata and Prosacco
gas_transport
56.49
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
6f3377a6d71ca4eff0790f0b6d8d50df
1,371,979,851
40.492872
-85.313583
0
7,323
2020-06-23 09:31:25
4,651,007,077,623,147
fraud_Volkman-Predovic
shopping_net
4.2
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
25122503572048dbda4020d90600e2de
1,371,979,885
45.930459
-121.427918
0
7,324
2020-06-23 09:31:34
4,933,461,930,348,832
fraud_Bogisich Inc
grocery_pos
60.07
Richard
Carter
M
5097 Martin Ridges
Minneapolis
MN
55,403
44.9673
-93.2828
1,022,298
Chemical engineer
1976-09-29
eda600f81bc66b1b2f024c39dbd28755
1,371,979,894
45.588837
-93.221684
0
7,325
2020-06-23 09:32:09
4,378,993,458,389,626
fraud_Cummerata-Jones
gas_transport
61.65
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
3be83ca285f7ac998f21dda2e2da5e0b
1,371,979,929
44.94468
-71.959711
0
7,326
2020-06-23 09:32:14
5,104,807,169,438,134
fraud_Schumm, Bauch and Ondricka
grocery_pos
192.96
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
d6500fe912b4a87ddf8bf2118d60ac29
1,371,979,934
40.860164
-73.409518
0
7,327
2020-06-23 09:32:22
4,951,647,200,979,051
fraud_Kling-Grant
grocery_net
32.58
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
a2709630666b5997f34e8c3eb4b973d1
1,371,979,942
37.639183
-88.771502
0
7,328
2020-06-23 09:33:17
30,376,238,035,123
fraud_Dickinson-Rempel
misc_pos
2.1
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
e661cbe18e34a9494488d025135571ac
1,371,979,997
43.401668
-125.349078
0
7,329
2020-06-23 09:33:40
213,156,747,557,083
fraud_Pacocha-O'Reilly
grocery_pos
42.19
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
71dfe2e8ecc47ff5ca04e8eae5c7ed84
1,371,980,020
33.87551
-117.52599
0
7,330
2020-06-23 09:34:10
4,988,304,376,504
fraud_Upton PLC
entertainment
4.72
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
1f74246eb6bb1c1308164a0c9161fe89
1,371,980,050
41.897504
-74.956033
0
7,331
2020-06-23 09:36:21
4,666,314,527,820,883,000
fraud_Maggio-Fahey
misc_pos
37.68
Guy
Thompson
M
5812 Ramos Oval Suite 598
Ravenna
NE
68,869
41.0233
-98.9041
2,202
Solicitor, Scotland
1974-06-21
fef8010d2ac558e6f151e6601e34b855
1,371,980,181
40.978792
-98.282754
0
7,332
2020-06-23 09:36:23
6,592,074,504,369,261
fraud_Rau and Sons
grocery_pos
250.9
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
c391f3ed5fb384225996e08eeebf6f38
1,371,980,183
40.695333
-75.07258
0
7,333
2020-06-23 09:38:05
372,246,459,334,925
fraud_Bins-Rice
gas_transport
37.14
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
304906e284ed88d9f2af823a41214d58
1,371,980,285
43.756669
-104.214608
0
7,334
2020-06-23 09:38:08
345,933,964,507,467
fraud_Bins-Rice
gas_transport
57.69
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
f4a019880659a38b2a2f9a119399cb40
1,371,980,288
37.842701
-75.485529
0
7,335
2020-06-23 09:38:08
3,583,635,130,604,947
fraud_Emard Inc
gas_transport
67.22
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
22fd8d17d2f8844962fbc5368d2ecdba
1,371,980,288
39.417197
-75.8729
0
7,336
2020-06-23 09:38:17
4,503,101,193,493,053,000
fraud_Schaefer, Maggio and Daugherty
gas_transport
56.27
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
c51ed97f7d80c22738cb838d70bf1319
1,371,980,297
27.730801
-82.249744
0
7,337
2020-06-23 09:38:30
4,067,137,330,196,900
fraud_Schmitt Inc
gas_transport
35.68
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
74ff41a38e9eff923efcbf7b5712bf2e
1,371,980,310
34.023329
-88.362876
0
7,338
2020-06-23 09:39:20
676,195,318,214
fraud_Vandervort-Funk
grocery_pos
95.93
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
43b79d4c293c258eabc7ca488d389522
1,371,980,360
29.581865
-95.841925
0
7,339
2020-06-23 09:39:44
5,456,712,664,803,820
fraud_Haley, Jewess and Bechtelar
shopping_pos
87.34
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
08807d8d2395baf2f13e70ccd4e881c5
1,371,980,384
35.973009
-106.088077
0
7,340
2020-06-23 09:40:14
213,157,767,990,030
fraud_Barton Inc
grocery_pos
220.37
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
85332af562a617fbc5158372759389b0
1,371,980,414
41.424357
-109.210726
0
7,341
2020-06-23 09:41:04
4,502,539,526,809,430,000
fraud_Schaefer, Fay and Hilll
entertainment
1.28
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
4da102cee9e6b053e82e19b75849063d
1,371,980,464
36.344992
-90.864575
0
7,342
2020-06-23 09:42:10
6,517,217,825,320,610
fraud_Dooley Inc
shopping_pos
16.67
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
fec6ee41a4f7917e9d73959d4f2847b3
1,371,980,530
31.994314
-90.198787
0
7,343
2020-06-23 09:42:38
213,136,802,746,375
fraud_Miller-Hauck
grocery_pos
106.24
Christine
Davis
F
736 Moss Motorway Suite 549
Humboldt
AZ
86,329
34.5189
-112.2523
1,179
Civil engineer, contracting
1955-01-20
c7990de4711d2ccfab0a05ee4c19bec6
1,371,980,558
34.69569
-113.155421
0
7,344
2020-06-23 09:42:53
2,242,542,703,101,233
fraud_Hills-Olson
grocery_net
11.22
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
fd0b86d6e55f33a12358ddbe85a61ca4
1,371,980,573
39.010324
-85.217936
0
7,345
2020-06-23 09:43:14
5,596,347,693,144,598
fraud_Boyer PLC
shopping_net
4.85
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
39753907d80d2785a1c95f1508ca6a36
1,371,980,594
30.698466
-89.516139
0
7,346
2020-06-23 09:43:21
565,399,283,797
fraud_Reichert, Rowe and Mraz
shopping_net
108.72
Anthony
Allen
M
6993 Carr Lodge Apt. 311
Jordan Valley
OR
97,910
42.8801
-117.281
641
Economist
1993-11-24
85b68612069125738dfa8158311f5c76
1,371,980,601
42.430796
-116.864045
0
7,347
2020-06-23 09:45:10
3,559,160,581,764,413
fraud_Cummerata-Jones
gas_transport
66.82
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
c19449af15c52ab41b9a5fe85fdc9cc8
1,371,980,710
42.109641
-78.165201
0
7,348
2020-06-23 09:45:15
180,046,765,320,457
fraud_Swaniawski, Lowe and Robel
shopping_pos
1.92
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
f116c38ba3bd6229764a50fc2ea8b7f6
1,371,980,715
40.264035
-80.600705
0
7,349
2020-06-23 09:45:17
4,482,427,013,979,020
fraud_Block-Parisian
misc_net
21.96
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
8cf7e36a36d3188639f5e3bb4d8541d7
1,371,980,717
39.664029
-82.951442
0
7,350
2020-06-23 09:45:20
213,141,712,584,544
fraud_McDermott-Rice
misc_pos
14.21
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
7bb8c4bfceb7ab7dc708b9ee61b4ef68
1,371,980,720
32.243151
-90.467448
0
7,351
2020-06-23 09:45:54
344,709,867,813,900
fraud_Murray Ltd
grocery_net
54.81
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
087b253ba1f437faca0914e3f8802e25
1,371,980,754
26.98279
-81.463102
0
7,352
2020-06-23 09:46:12
4,640,395,708,703
fraud_Kilback and Sons
entertainment
20.42
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
91d39f5c4f94a070aa2971715db9abad
1,371,980,772
30.663383
-91.28616
0
7,353
2020-06-23 09:46:29
3,519,232,971,341,141
fraud_Mohr-Bayer
shopping_net
4.79
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
5ef5873b59e187508b44d9973f5ca852
1,371,980,789
40.766012
-80.678966
0
7,354
2020-06-23 09:48:33
2,254,917,871,818,484
fraud_Kemmer-Reinger
grocery_net
33.94
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
b84aa6fcd2858f5c73afc8cb063fc51d
1,371,980,913
38.275417
-75.480382
0
7,355
2020-06-23 09:49:59
30,551,643,947,183
fraud_Kiehn Inc
grocery_pos
227.05
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
0bd20707c7557675da2fb44786821119
1,371,980,999
35.746216
-82.221184
0
7,356
2020-06-23 09:50:07
4,586,810,168,620,942
fraud_Heller, Gutmann and Zieme
grocery_pos
84.68
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
9c396898215c688fd1fc38d1ba34e4cb
1,371,981,007
33.148727
-80.649413
0
7,357
2020-06-23 09:52:03
6,011,360,759,745,864
fraud_Roberts-Beahan
misc_pos
7.64
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
8855862cb3359b2eddc76e9946f420b1
1,371,981,123
37.881727
-78.205176
0
7,358
2020-06-23 09:52:37
4,646,845,581,490,336,000
fraud_Yost, Block and Koepp
misc_pos
1.24
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
0c13fcb3c68ed6ff40a1b80962e9d34c
1,371,981,157
41.401468
-73.107374
0
7,359
2020-06-23 09:53:00
3,523,843,138,706,408
fraud_Wuckert-Walter
grocery_net
34.95
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
382b7e004c6cf302a65a8a4fdaabcd45
1,371,981,180
33.477744
-86.860491
0
7,360
2020-06-23 09:53:26
4,198,470,814,557
fraud_Parisian and Sons
gas_transport
79.57
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
5ca9f58855ac786c53a0887f8fff6d1e
1,371,981,206
42.389039
-94.616181
0
7,361
2020-06-23 09:53:40
30,092,964,733,035
fraud_Nader-Heller
misc_net
208.37
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
aa6c1b1e5c1f0d5c09c84b1913fa3cba
1,371,981,220
39.479162
-84.653017
0
7,362
2020-06-23 09:54:30
4,396,682,467,723
fraud_Nienow PLC
entertainment
20.98
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
a0b5a49dfbb765a6730bbeb15cb46fa5
1,371,981,270
36.325367
-115.505748
0
7,363
2020-06-23 09:54:42
6,547,670,341,037,171
fraud_Streich, Dietrich and Barton
shopping_net
357.77
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
33005ea51b19b753e4f20e75fb5ab5f3
1,371,981,282
39.658074
-75.524187
0
7,364
2020-06-23 09:55:24
348,789,608,637,806
fraud_Wolf Inc
grocery_pos
154.68
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
e67d1214ad61ba4c3cd77ce75c63cbab
1,371,981,324
41.329632
-99.639129
0
7,365
2020-06-23 09:55:45
4,878,364,946,692,291
fraud_Bernhard, Grant and Langworth
shopping_pos
1.49
Tina
Alvarez
F
1976 Tyler Underpass
Early
IA
50,535
42.4483
-95.1726
885
Pilot, airline
1949-08-14
199cb26d0e4ad5a229d284e21bf0ad9d
1,371,981,345
41.868564
-94.724807
0
7,366
2020-06-23 09:55:54
180,011,453,250,192
fraud_Maggio-Fahey
misc_pos
29.09
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
7a80d8f6f291502e8817524fcc056c48
1,371,981,354
41.546109
-91.735391
0
7,367
2020-06-23 09:56:03
3,549,202,406,645,667
fraud_Larson-Moen
entertainment
6.55
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
df0800502aebbddcfffb8a4c9c98138d
1,371,981,363
42.660719
-70.292077
0
7,368
2020-06-23 09:58:02
581,686,439,828
fraud_Goodwin-Nitzsche
grocery_pos
45.14
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
76ce179666a879debfd146de2e2af671
1,371,981,482
41.194471
-79.587576
0
7,369
2020-06-23 09:58:08
348,253,506,557,335
fraud_Kihn-Fritsch
food_dining
19.43
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
20a5359505907eaa136767393f227fea
1,371,981,488
30.87869
-89.107856
0
7,370
2020-06-23 09:58:55
3,517,527,805,128,735
fraud_Emard Inc
gas_transport
94.18
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
d9fe5fb1480df571d33b03ac705a3ba4
1,371,981,535
41.642525
-88.405174
0
7,371
2020-06-23 10:00:20
571,465,035,400
fraud_Towne, Walker and Borer
grocery_net
47.86
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
d16d48c8148ee9327905c0be0d54ba13
1,371,981,620
42.282858
-108.26726
0
7,372
2020-06-23 10:02:04
3,562,679,455,732,797
fraud_Hermann-Gaylord
misc_pos
1.19
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
0fd679a959150746d2882b584429b9ba
1,371,981,724
39.858996
-76.139999
0
7,373
2020-06-23 10:02:12
3,534,093,764,340,240
fraud_Moen, Reinger and Murphy
grocery_pos
154.77
Jeremy
White
M
9443 Cynthia Court Apt. 038
Boulder
MT
59,632
46.2306
-112.1138
1,939
Patent attorney
1967-01-12
829bde7b243bc7e5321b77edebe18c30
1,371,981,732
46.191611
-112.301715
0
7,374
2020-06-23 10:02:17
4,586,260,469,584
fraud_Wiegand-Lowe
grocery_net
94.92
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
db88aaa4277678d80faf1e75c46ae578
1,371,981,737
39.526436
-95.297942
0
7,375
2020-06-23 10:02:18
3,586,955,669,388,457
fraud_Buckridge PLC
misc_pos
26.17
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
700ccd7ca4205d58cfe91749ce4a5465
1,371,981,738
39.832967
-79.058892
0
7,376
2020-06-23 10:02:26
30,082,025,922,891
fraud_Lehner, Reichert and Mills
misc_pos
22.31
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
026f0732b9c5f2f93c33244eb1e77bc1
1,371,981,746
26.376164
-81.118998
0
7,377
2020-06-23 10:02:28
6,011,360,759,745,864
fraud_Lesch Ltd
shopping_pos
4.14
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
9f7d85dfa5cc6b2d330934a70d718a73
1,371,981,748
38.778377
-77.983085
0
7,378
2020-06-23 10:03:43
2,248,735,346,244,816
fraud_Conroy-Cruickshank
gas_transport
67.68
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
7729664f71f4e3d1b7ce928976276790
1,371,981,823
38.694585
-100.270567
0
7,379
2020-06-23 10:04:19
3,513,618,443,244,549
fraud_Huels-Hahn
gas_transport
70.56
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
55bf2d54356f5d1b4d1445e0cd033618
1,371,981,859
44.569075
-97.748466
0
7,380
2020-06-23 10:05:40
3,545,109,339,866,548
fraud_Harris Inc
gas_transport
82.18
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
0004d1cae8804d758714bc3da504e2c1
1,371,981,940
32.800681
-90.93078
0
7,381
2020-06-23 10:06:01
371,034,293,500,716
fraud_Kuvalis Ltd
gas_transport
54.19
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
bc15016331787b3ba7bf86d8f0f6539a
1,371,981,961
40.499091
-120.356963
0
7,382
2020-06-23 10:06:18
213,113,338,379,864
fraud_Powlowski-Weimann
food_dining
19.83
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
120cfeddae0fdb1bc04de44b188d964f
1,371,981,978
39.789921
-76.48574
0
7,383
2020-06-23 10:06:29
6,011,382,886,333,463
fraud_Sporer Inc
gas_transport
68.43
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
74e5ea92e8a88bc678cd2db9d1efa12f
1,371,981,989
45.195917
-84.377549
0
7,384
2020-06-23 10:07:03
3,567,527,758,368,741
fraud_Raynor, Feest and Miller
gas_transport
33.92
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
3dbf3cdf66fc547b4bc75c69ab83972c
1,371,982,023
31.866797
-100.822391
0
7,385
2020-06-23 10:07:20
340,103,199,302,564
fraud_Johnson, Runolfsdottir and Mayer
misc_net
4.99
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
ff451adb01c281849b9893d39a24476f
1,371,982,040
36.706751
-78.836824
0
7,386
2020-06-23 10:07:49
4,908,846,471,916,297
fraud_Gutmann-Upton
misc_pos
209.18
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
07d9973bf833e2944541a969aac0a67b
1,371,982,069
32.798496
-97.29032
0
7,387
2020-06-23 10:09:16
6,011,399,591,920,186
fraud_Torp-Labadie
gas_transport
77.26
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
fe84691c7173b4597e4ce74a3e06ceff
1,371,982,156
41.465387
-73.070949
0
7,388
2020-06-23 10:09:25
5,388,659,976,630,693
fraud_Schmidt and Sons
shopping_net
6
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
2c033522929577f29c246583274588d0
1,371,982,165
42.454821
-91.919605
0
7,389
2020-06-23 10:09:50
4,653,879,239,169,997
fraud_Torp-Labadie
gas_transport
43.6
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
42f8788bf65933128c56ec7d567cabbe
1,371,982,190
36.287095
-87.084233
0
7,390
2020-06-23 10:10:48
345,832,460,465,610
fraud_Buckridge PLC
misc_pos
2.12
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
b205474aa72e55b590c8f0d97cdaff18
1,371,982,248
39.61327
-76.702289
0
7,391
2020-06-23 10:11:00
3,583,793,405,872,580
fraud_Kemmer-Reinger
grocery_net
84.07
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
be0054477dcfd449ac853932ac104bfb
1,371,982,260
34.064985
-99.765315
0
7,392
2020-06-23 10:11:56
4,653,879,239,169,997
fraud_Lind, Huel and McClure
gas_transport
46.58
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
fd73a41e36980e53f8574adf883c4285
1,371,982,316
37.308078
-87.098225
0
7,393
2020-06-23 10:12:07
374,930,071,163,758
fraud_Osinski, Ledner and Leuschke
grocery_pos
58.4
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
f8daf8c4d64a92be31b1eebdf5b484f1
1,371,982,327
41.891405
-82.484306
0
7,394
2020-06-23 10:12:11
571,365,235,126
fraud_Kerluke, Kertzmann and Wiza
misc_net
7.66
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
f7745b1c5c37c343471f2de72c0cf592
1,371,982,331
44.475625
-87.211339
0
7,395
2020-06-23 10:12:57
571,365,235,126
fraud_Jenkins, Hauck and Friesen
gas_transport
35.76
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
e3727fc6901a29a76e573b9c52e96c5b
1,371,982,377
44.858956
-85.715997
0
7,396
2020-06-23 10:13:06
3,501,942,333,500,073
fraud_Ledner-Pfannerstill
gas_transport
53.93
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
0c8a40f5bd12c6f591a6081a7e95a7f8
1,371,982,386
34.294934
-112.385603
0
7,397
2020-06-23 10:13:10
4,377,338,765,909,719
fraud_Heller-Abshire
grocery_net
90.75
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
c5ccaf408c40ae6698543f7982477d1c
1,371,982,390
35.324179
-83.633972
0
7,398
2020-06-23 10:13:19
4,265,776,278,887,457
fraud_Schmitt Inc
gas_transport
95.81
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
ea01b33e09da46f60ff823258f4a9c41
1,371,982,399
34.324292
-92.979711
0
7,399
2020-06-23 10:13:28
6,547,670,341,037,171
fraud_Bahringer, Schoen and Corkery
shopping_pos
77.66
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
f82a1105c91af8d7db13f1f9654ce65e
1,371,982,408
39.695121
-74.669171
0