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
1,266,500
2020-06-09 22:43:54
3,589,255,887,819,806
fraud_Langosh, Wintheiser and Hyatt
food_dining
6.58
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
39a306aebde28349b84563b8fca895e1
1,370,817,834
40.552089
-78.911048
0
1,266,501
2020-06-09 22:44:19
4,587,577,161,160,601
fraud_Hills-Boyer
personal_care
57.88
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
14aa9f62605ddee289559c87f9e86e86
1,370,817,859
44.568468
-68.745982
0
1,266,502
2020-06-09 22:44:25
676,326,610,042
fraud_Stark-Koss
home
123.74
Jacqueline
Caldwell
F
54220 April Union Suite 403
Riverview
MI
48,193
42.1782
-83.2461
15,623
Writer
1993-11-02
17302c0b13cd9c7b431f5912ed0b3813
1,370,817,865
41.289853
-83.655674
0
1,266,503
2020-06-09 22:44:31
3,562,264,947,797,243
fraud_Feil, Hilpert and Koss
food_dining
36.85
Anthony
Velasquez
M
609 Hunt Grove
Saint Francis
KY
40,062
37.6047
-85.4251
301
Research officer, political party
1967-03-17
6da7c1e43f6a971b6fa8e530c65d641c
1,370,817,871
38.231777
-86.405117
0
1,266,504
2020-06-09 22:45:19
30,273,037,698,427
fraud_Lemke-Gutmann
shopping_net
89.94
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
e6924198bf43ad27b840fefb32657f0f
1,370,817,919
35.849954
-90.798852
0
1,266,505
2020-06-09 22:46:02
3,595,192,916,105,588
fraud_Kling-Ernser
entertainment
22.5
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
71c57e5e92b0769317ebb5c299d82827
1,370,817,962
35.921749
-78.21529
0
1,266,506
2020-06-09 22:46:09
3,598,304,579,370,089
fraud_Witting, Beer and Ernser
home
61.88
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
2c8a3bbfc97aa365f6b83b7fb8ed2b38
1,370,817,969
38.179776
-97.767082
0
1,266,507
2020-06-09 22:47:01
3,559,679,414,981,506
fraud_Ratke and Sons
health_fitness
117.13
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
56d30bab1621054a489f9fc4f59730ec
1,370,818,021
43.071046
-75.523388
0
1,266,508
2020-06-09 22:47:15
6,011,367,958,204,270
fraud_Labadie, Treutel and Bode
shopping_net
396.1
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
33e0ef0ce31b44e2b0f0d6c18e8e413c
1,370,818,035
40.839345
-82.436334
0
1,266,509
2020-06-09 22:47:22
4,319,584,480,204,989,000
fraud_Effertz, Welch and Schowalter
entertainment
26.4
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
ef60e957d2e7f7ae1c2d69861413d45e
1,370,818,042
36.457849
-83.686069
0
1,266,510
2020-06-09 22:47:33
577,588,686,219
fraud_Dibbert-Green
entertainment
44.86
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
e66f0c99787e8aa7ff9a1b73af962779
1,370,818,053
40.811215
-79.020501
0
1,266,511
2020-06-09 22:48:35
2,256,234,701,263,057
fraud_Pouros, Walker and Spencer
kids_pets
99.66
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
ff3e8a6798aa627eb3ee02dbeb9c43bf
1,370,818,115
42.93824
-72.686934
0
1,266,512
2020-06-09 22:49:03
4,917,226,033,950
fraud_Schumm, McLaughlin and Carter
food_dining
19.29
Adam
Keller
M
32600 Cobb Curve
Sardis
AL
36,775
32.2844
-86.992
800
Learning disability nurse
1932-09-17
804982b85e84c731b59dad065174e5ee
1,370,818,143
31.295607
-86.459933
0
1,266,513
2020-06-09 22:49:09
4,792,627,764,422,478,000
fraud_Ruecker, Beer and Collier
shopping_net
627.41
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
170ea3a6912625d6a2f939e1d1cd8b50
1,370,818,149
38.997831
-94.996834
0
1,266,514
2020-06-09 22:49:11
4,587,657,402,165,341,700
fraud_Torphy-Kertzmann
health_fitness
25.63
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
b9d791e29da7f3240f44077577f4ac3a
1,370,818,151
40.298449
-87.786541
0
1,266,515
2020-06-09 22:49:16
4,344,955,088,481,397
fraud_Kihn-Fritsch
food_dining
56.6
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
fd451cbcabaadae32e8c2a4360edbcaa
1,370,818,156
41.540067
-80.635334
0
1,266,516
2020-06-09 22:49:31
4,957,924,165,498
fraud_Nienow PLC
entertainment
69.81
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
4c1b7da9927aeda8cc50fde22a541590
1,370,818,171
38.900471
-103.229319
0
1,266,517
2020-06-09 22:49:37
4,997,733,566,924,489
fraud_Terry-Huel
shopping_net
45.64
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
b16b31310c8008825bd4fdd7f2fff362
1,370,818,177
44.695058
-93.035689
0
1,266,518
2020-06-09 22:50:06
3,553,629,419,254,918
fraud_Willms, Kris and Bergnaum
shopping_pos
6.45
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
2b65ca9a5c5c90165cdeba9834fbb75b
1,370,818,206
49.052185
-121.826231
0
1,266,519
2020-06-09 22:50:38
4,561,892,980,175
fraud_Medhurst Inc
home
22.1
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
88a9e1ffa5cac94c6a7853cd37aae797
1,370,818,238
39.399657
-86.385276
0
1,266,520
2020-06-09 22:50:39
4,969,856,774,088,583
fraud_Yost, Schamberger and Windler
kids_pets
143.92
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
ec03764b762cf2636d52575fec208f46
1,370,818,239
30.386963
-89.824151
0
1,266,521
2020-06-09 22:50:46
3,512,365,128,314,616
fraud_Wiza, Schaden and Stark
misc_pos
115.07
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
77cc2665f30773c41272186580a9264e
1,370,818,246
38.935953
-90.266874
0
1,266,522
2020-06-09 22:50:50
4,169,759,661,243,568
fraud_Lubowitz, Terry and Stracke
personal_care
34.76
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
03d5524ae4183122f3280bb9f11839e5
1,370,818,250
39.916482
-77.473498
0
1,266,523
2020-06-09 22:51:00
36,722,699,017,270
fraud_Kutch-Wilderman
home
120.36
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
390d39d9f6111ee84074eece6d35769c
1,370,818,260
32.846189
-110.420818
0
1,266,524
2020-06-09 22:51:00
4,683,520,018,489,354
fraud_Marvin-Lind
personal_care
44.1
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
1b7488b072d32abc114d549adcf90d16
1,370,818,260
34.813316
-117.600264
0
1,266,525
2020-06-09 22:51:56
345,933,964,507,467
fraud_Stiedemann Ltd
food_dining
21.13
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
ecf34949ba759fecd01145621d4cb5a5
1,370,818,316
38.335674
-74.89106
0
1,266,526
2020-06-09 22:51:57
4,683,638,447,911
fraud_Schimmel-Olson
kids_pets
56.93
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
5129be0ac4af5bbf1f58fb01b7edb0e2
1,370,818,317
30.032613
-92.707812
0
1,266,527
2020-06-09 22:52:40
377,234,009,633,447
fraud_Kunze, Larkin and Mayert
travel
3.78
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
30c4cc96b593c45c885e260caf0b72ff
1,370,818,360
40.339348
-77.728233
0
1,266,528
2020-06-09 22:52:55
38,588,538,868,506
fraud_Quitzon, Green and Bashirian
shopping_pos
8.11
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
b508f3d0769c1b6d87e16c76692bd6fa
1,370,818,375
30.667215
-102.573966
0
1,266,529
2020-06-09 22:53:13
4,497,451,418,073,897,000
fraud_Streich Ltd
home
41.22
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
098ca044c8bc71e14b34e4021ae37459
1,370,818,393
33.074734
-91.689996
0
1,266,530
2020-06-09 22:53:24
4,736,845,434,667,908,000
fraud_Zemlak, Tillman and Cremin
personal_care
47.51
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
4cd5321b3d5a35fbe7b30ccb38294647
1,370,818,404
44.558741
-74.101608
0
1,266,531
2020-06-09 22:53:56
3,583,635,130,604,947
fraud_Jast Ltd
shopping_net
8.95
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
63d68f12f8bff1f2b9da4c541c22f326
1,370,818,436
40.71988
-75.740284
0
1,266,532
2020-06-09 22:54:14
6,011,893,664,860,915
fraud_Douglas, Schneider and Turner
shopping_pos
165.28
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
0e10deb0e0e4dec843174cd29e5fb52f
1,370,818,454
39.462309
-105.026283
0
1,266,533
2020-06-09 22:54:26
4,079,773,899,158
fraud_Schiller Ltd
personal_care
95.98
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
088ed6c5ae242e6ba095ec17e9fe9d38
1,370,818,466
45.335451
-115.732105
0
1,266,534
2020-06-09 22:54:50
3,556,613,125,071,656
fraud_Balistreri-Nader
misc_pos
63.73
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
a8f5f855b0092e036679390a1ee9d141
1,370,818,490
29.420495
-95.63714
0
1,266,535
2020-06-09 22:55:24
6,011,679,934,075,347
fraud_Weimann, Kuhic and Beahan
shopping_pos
5.79
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
243d446aebe843d2a4fae61e0596c2ed
1,370,818,524
41.605466
-106.658879
0
1,266,536
2020-06-09 22:55:32
342,351,256,941,125
fraud_Weimann, Kuhic and Beahan
shopping_pos
1.26
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
0a309a45f794107e82dafe0ddf7ef429
1,370,818,532
32.755432
-83.697446
0
1,266,537
2020-06-09 22:55:39
30,541,100,351,706
fraud_Will Ltd
food_dining
3.32
Derrick
George
M
575 Chapman Union
Spring
TX
77,379
30.0377
-95.5326
316,665
Education officer, museum
1990-09-12
73bfb1660adfda04fad50afc4309c813
1,370,818,539
30.718266
-94.831688
0
1,266,538
2020-06-09 22:55:54
3,596,217,206,093,829
fraud_Nienow, Ankunding and Collier
misc_pos
2.92
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
b974c5b2525fb9e7a43901ffbe3688f7
1,370,818,554
39.958463
-91.978999
0
1,266,539
2020-06-09 22:56:16
344,709,867,813,900
fraud_Kassulke PLC
shopping_net
67.41
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
0a1313fe38e3286b6d00c561e43aee3a
1,370,818,576
26.931055
-82.308964
0
1,266,540
2020-06-09 22:57:46
4,635,330,563,105,903
fraud_Greenholt Ltd
health_fitness
123.67
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
6c656142b01aa768ec6bd83c37c2f47d
1,370,818,666
39.272234
-76.736172
0
1,266,541
2020-06-09 22:57:55
2,297,447,006,766,555
fraud_Brown-Greenholt
entertainment
2.04
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
70798d4cc427012884d755238e1ca5a8
1,370,818,675
39.771717
-88.193583
0
1,266,542
2020-06-09 22:58:06
343,464,013,864,032
fraud_Rolfson-Kunde
personal_care
99.49
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
0fe0063b9b2af07992793eaefc68c7a1
1,370,818,686
35.352324
-77.977532
0
1,266,543
2020-06-09 22:59:04
4,900,628,639,996
fraud_Koss, Hansen and Lueilwitz
home
75.15
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
dc26aff4697e7fc5a8c34e62f37af561
1,370,818,744
34.404212
-118.718802
0
1,266,544
2020-06-09 22:59:11
4,092,452,671,396,169,700
fraud_Walter, Hettinger and Kessler
personal_care
12.83
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
2406588de76ec8480f378337ef1d9694
1,370,818,751
34.594251
-77.341585
0
1,266,545
2020-06-09 22:59:21
6,011,652,924,285,713
fraud_Padberg-Rogahn
entertainment
123.94
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
28bb65223b6d93e7ac8af7958cc8fcfa
1,370,818,761
38.890082
-93.473878
0
1,266,546
2020-06-09 22:59:28
343,819,048,608,995
fraud_O'Connell, Botsford and Hand
home
67.66
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
abc36f634adcf1113136d455eaee218c
1,370,818,768
41.741539
-94.12774
0
1,266,547
2020-06-09 22:59:40
503,874,407,318
fraud_Daugherty LLC
kids_pets
27.32
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
22daada91548c3f366d62da01ccb4b45
1,370,818,780
30.425908
-97.558147
0
1,266,548
2020-06-09 22:59:49
213,113,338,379,864
fraud_Morissette-Schaefer
personal_care
52.56
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
53df067e908cd0a996cdbf043f789b34
1,370,818,789
38.990038
-77.028393
0
1,266,549
2020-06-09 23:00:02
4,810,839,835,482,794,000
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.19
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
3f3bdd7beba1a6b946882dc2dd4e8dcf
1,370,818,802
37.516785
-94.491475
0
1,266,550
2020-06-09 23:00:47
3,597,926,034,019,603
fraud_Abbott-Rogahn
entertainment
41.04
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
791bd75a53ed45494e9ec6f10a35e5a5
1,370,818,847
35.795122
-88.769543
0
1,266,551
2020-06-09 23:01:05
4,917,187,576,956,394
fraud_O'Connell, Botsford and Hand
home
5.3
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
b8b3a66703f4fd4e812a9834ff519237
1,370,818,865
35.12779
-96.649245
0
1,266,552
2020-06-09 23:01:16
4,736,845,434,667,908,000
fraud_Gibson-Deckow
entertainment
36.89
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
b36fd151141ed575fa35fb59e39ea207
1,370,818,876
45.313413
-73.97902
0
1,266,553
2020-06-09 23:01:36
375,248,307,838,179
fraud_Romaguera, Wehner and Tromp
kids_pets
6.38
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
882f8b759b099574dcf8c91b9af3b0b1
1,370,818,896
39.536259
-79.664137
0
1,266,554
2020-06-09 23:01:47
3,540,862,542,587,229
fraud_Langworth LLC
personal_care
13.48
Nancy
Roach
F
376 Brown Courts
Yellowstone National Park
WY
82,190
44.7957
-110.6137
369
Materials engineer
1941-11-16
752d4703f4aaf67bb5751c7c0b3ff719
1,370,818,907
44.168774
-110.299894
0
1,266,555
2020-06-09 23:01:54
180,048,185,037,117
fraud_Johnston-Casper
travel
8.17
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
e97a9719b545d03872c8c65c83193b92
1,370,818,914
40.750168
-74.62327
0
1,266,556
2020-06-09 23:02:08
3,589,289,942,931,264
fraud_Schuppe LLC
entertainment
13.83
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
c6f55a994bcba0910b469edebce3923d
1,370,818,928
43.114745
-97.609969
0
1,266,557
2020-06-09 23:03:07
6,011,492,816,282,597
fraud_Jast-McDermott
shopping_pos
4.6
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
f26a07d6c02dc7b3d3129cb3fb2c4518
1,370,818,987
33.408306
-92.210246
0
1,266,558
2020-06-09 23:03:38
2,229,824,890,647,120
fraud_Leffler-Goldner
personal_care
7.14
Walter
Blair
M
44951 Williams Brooks
Pearlington
MS
39,572
30.2508
-89.6011
1,414
Therapist, occupational
1958-02-17
e793d6d4f2e26b2c1c0078e2f2be7772
1,370,819,018
30.60453
-89.977283
0
1,266,559
2020-06-09 23:03:59
345,933,964,507,467
fraud_Weber, Thiel and Hammes
kids_pets
76.56
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
4f943da4f63df812baaf88b3a92befd8
1,370,819,039
38.358681
-75.456838
0
1,266,560
2020-06-09 23:04:05
2,712,209,726,293,386
fraud_Friesen Inc
shopping_pos
53.58
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
d47d534d32f8fc8ba093239c1900316a
1,370,819,045
31.054168
-90.331055
0
1,266,561
2020-06-09 23:04:20
3,513,285,035,244,624
fraud_Kub-Heaney
health_fitness
7.85
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
b1683990c9aecf0d73e22b2196162b0d
1,370,819,060
37.847414
-80.740058
0
1,266,562
2020-06-09 23:04:56
38,052,002,992,326
fraud_Johns Inc
entertainment
54.7
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
f5ac2fd4005a59e26d60f1923de2a39b
1,370,819,096
30.389638
-95.644347
0
1,266,563
2020-06-09 23:04:57
3,587,960,728,692,500
fraud_Auer LLC
personal_care
103.48
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
dd4cff1ef2db6fa5bb8e34042fd496cc
1,370,819,097
42.588359
-94.92944
0
1,266,564
2020-06-09 23:05:09
30,273,037,698,427
fraud_Rempel Inc
shopping_net
264.71
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
c93b39f828e50b76f918eada284963b9
1,370,819,109
35.989574
-91.994135
0
1,266,565
2020-06-09 23:05:25
3,598,304,579,370,089
fraud_Turner, Ruecker and Parisian
misc_pos
8.31
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
6b2bcf765ea4e7c6cc0ad04e18c81b73
1,370,819,125
36.759518
-97.965157
0
1,266,566
2020-06-09 23:05:31
3,553,629,419,254,918
fraud_Bins-Howell
personal_care
146.76
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
e68ec8376820630d2a0cbaa5f343ca5c
1,370,819,131
47.989533
-121.490959
0
1,266,567
2020-06-09 23:05:31
3,586,008,444,788,268
fraud_Boyer PLC
shopping_net
4.55
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
f58fa08021594baba421cda290e840c1
1,370,819,131
48.174163
-122.276529
0
1,266,568
2020-06-09 23:06:10
38,199,021,865,320
fraud_Kutch-Wilderman
home
83.42
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
ba8d2c570209cc4d625b4a58f40311f1
1,370,819,170
42.504192
-72.521832
0
1,266,569
2020-06-09 23:06:21
38,947,654,498,698
fraud_Terry, Johns and Bins
misc_pos
1.59
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
1a38ee8aaeb2d5e9067581d3006a6ba2
1,370,819,181
39.453918
-83.118008
0
1,266,570
2020-06-09 23:06:31
3,546,897,637,165,774
fraud_Kilback and Sons
entertainment
12.32
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
b9c28bcb7fbffc19bcea69c309f654de
1,370,819,191
31.202649
-97.203166
0
1,266,571
2020-06-09 23:07:23
4,926,376,199,189,801
fraud_Goyette, Howell and Collier
shopping_pos
8.63
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
8b335d468ec84f2286329804abd6eb5c
1,370,819,243
37.293885
-90.985261
0
1,266,572
2020-06-09 23:07:27
3,560,797,065,840,735
fraud_Turner and Sons
shopping_pos
8.06
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
660820627bb3b9961b596df1e847e40b
1,370,819,247
46.838886
-101.573914
0
1,266,573
2020-06-09 23:07:32
4,658,117,080,136
fraud_Schuppe LLC
entertainment
192.76
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
9051f7c83b3757c45af622fdf4a8c1f1
1,370,819,252
35.989394
-108.564203
0
1,266,574
2020-06-09 23:07:36
6,506,116,513,503,136
fraud_Abbott-Rogahn
entertainment
121.72
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
def7a349185bb7eda63f16959d2c5133
1,370,819,256
32.966167
-95.095768
0
1,266,575
2020-06-09 23:08:10
4,170,689,372,027,579
fraud_Becker, Harris and Harvey
personal_care
22.35
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
bb0b836687a612848a13e77891b16915
1,370,819,290
36.13524
-97.568057
0
1,266,576
2020-06-09 23:09:15
180,014,262,259,255
fraud_Watsica LLC
personal_care
8.63
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
04dc14e4629716289e390599487ea292
1,370,819,355
32.044765
-85.571664
0
1,266,577
2020-06-09 23:09:46
4,195,740,185,974
fraud_Emmerich-Rau
personal_care
74.79
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
051067c968f8478dc1006a3c70b6ca1b
1,370,819,386
45.988186
-122.055689
0
1,266,578
2020-06-09 23:09:55
3,512,365,128,314,616
fraud_Cruickshank-Mills
entertainment
69.82
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
1e4cc54ba38c6f1d1648a32022804597
1,370,819,395
38.396326
-91.033339
0
1,266,579
2020-06-09 23:11:04
30,546,453,310,167
fraud_Schoen Ltd
kids_pets
152.62
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
b39c4d895f580a3126489cbed2709d99
1,370,819,464
44.252825
-72.047942
0
1,266,580
2020-06-09 23:11:10
30,029,052,116,970
fraud_Hermann-Gaylord
misc_pos
772.49
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
e8078b37f106c556ecd0375db055afe1
1,370,819,470
42.213233
-78.666895
0
1,266,581
2020-06-09 23:11:15
6,011,477,612,335,392
fraud_Ziemann-Waters
health_fitness
62.49
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
3f63e778cb885ac539d4a1faa60a3dc8
1,370,819,475
41.236013
-84.198584
0
1,266,582
2020-06-09 23:11:23
4,003,989,662,068,504
fraud_Kris-Padberg
shopping_pos
82.87
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
7d42c00eba62e3ff2a2e82039d7087cc
1,370,819,483
32.641504
-86.623171
0
1,266,583
2020-06-09 23:11:25
3,560,725,013,359,375
fraud_Witting, Beer and Ernser
home
100.41
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
11904a776562966da37d90855eb92bbc
1,370,819,485
31.256013
-103.058255
0
1,266,584
2020-06-09 23:11:37
370,612,217,861,404
fraud_Yost, Schamberger and Windler
kids_pets
60.27
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
9325c6b7bf0897bc5aac2c80e073ff5a
1,370,819,497
39.341583
-73.882714
0
1,266,585
2020-06-09 23:12:12
6,011,438,889,172,900
fraud_Auer-West
shopping_net
10.64
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
ffd47bc576f0493974ca075869ac4e1f
1,370,819,532
33.512799
-91.037896
0
1,266,586
2020-06-09 23:12:26
5,104,807,169,438,134
fraud_Leffler-Goldner
personal_care
37.29
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
857f798bd795199332fe85c19d50b676
1,370,819,546
40.431965
-72.893191
0
1,266,587
2020-06-09 23:12:32
4,806,443,445,305
fraud_Zemlak, Tillman and Cremin
personal_care
1.55
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
3c15b9e4652643f2dcede6f12923d1ff
1,370,819,552
38.849458
-83.363641
0
1,266,588
2020-06-09 23:12:40
213,125,815,021,702
fraud_Brown-Greenholt
entertainment
37.69
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
87effbf196216a29d627ba068b993bcf
1,370,819,560
42.660735
-74.50186
0
1,266,589
2020-06-09 23:12:50
374,238,209,524,200
fraud_Feil-Morar
health_fitness
58.36
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
93a362f45c19f067bc2d0acf7dd619c8
1,370,819,570
45.346012
-120.247188
0
1,266,590
2020-06-09 23:13:24
4,292,902,571,056,973,300
fraud_Kilback and Sons
entertainment
43.07
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
811a1455ff0bc54aeea04c5a644395fa
1,370,819,604
45.350807
-114.769097
0
1,266,591
2020-06-09 23:13:36
6,593,939,509,150,446
fraud_Prosacco, Kreiger and Kovacek
home
65.72
Margaret
Ward
F
244 Jeffery Rapids
Azusa
CA
91,702
34.1248
-117.9031
59,705
Civil Service fast streamer
1983-06-23
3d1eebcf58f2d85b58ad251b0c491f40
1,370,819,616
34.342163
-117.159197
0
1,266,592
2020-06-09 23:13:54
213,154,573,301,411
fraud_Champlin and Sons
home
86.13
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
d739353b42ea037faaf50d4a34bd754c
1,370,819,634
37.518756
-85.864323
0
1,266,593
2020-06-09 23:14:11
4,681,699,462,969
fraud_Berge-Ullrich
home
108.48
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
8cb159b3011ef5f192a82095c032840d
1,370,819,651
35.046831
-86.867139
0
1,266,594
2020-06-09 23:14:49
30,263,540,414,123
fraud_Beier and Sons
home
69.91
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
543b39570661cf00c296c45b584f6469
1,370,819,689
36.790955
-111.733103
0
1,266,595
2020-06-09 23:15:05
4,914,700,582,394,237
fraud_Heathcote LLC
shopping_net
828.2
John
Williams
M
8929 Phillips Corners Suite 259
Harmony
PA
16,037
40.8496
-80.1381
4,589
Bookseller
1956-05-01
765e55fe99e3cd6324f8ae374e1f416b
1,370,819,705
40.424919
-80.600619
1
1,266,596
2020-06-09 23:15:06
30,364,087,349,027
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
5.52
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
a4418f95daf01656749fcec45dd73b92
1,370,819,706
36.753844
-97.044709
0
1,266,597
2020-06-09 23:15:07
340,951,438,290,556
fraud_Hickle Group
shopping_pos
981.99
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
effb0a0788ad6d746aa468c9eae4ee44
1,370,819,707
40.505337
-74.44539
0
1,266,598
2020-06-09 23:15:22
4,428,780,983,793,657,300
fraud_Breitenberg-Hermiston
kids_pets
101.21
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
8e621e2e1a03918a28c9920c41f453e6
1,370,819,722
43.170733
-88.508242
0
1,266,599
2020-06-09 23:15:40
373,905,417,449,658
fraud_Ullrich Ltd
kids_pets
27.18
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
c063e65486f896ee79ece27d7ded6c3a
1,370,819,740
32.267256
-98.591354
0