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
4,200
2020-06-22 14:50:02
4,646,845,581,490,336,000
fraud_Larkin Ltd
kids_pets
74.16
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
5ddd9f9b69e67de5f35037c5418ce30b
1,371,912,602
40.843299
-74.009453
0
4,201
2020-06-22 14:50:08
371,226,440,126,102
fraud_Rolfson-Kunde
personal_care
2.47
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
46a0786d799de87b6113504dfc815941
1,371,912,608
39.672654
-89.872056
0
4,202
2020-06-22 14:50:41
6,011,367,958,204,270
fraud_Gottlieb-Hansen
personal_care
4.11
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
881b3789ca3831c734a17f01dc12cc9d
1,371,912,641
41.787471
-80.814439
0
4,203
2020-06-22 14:50:46
4,658,117,080,136
fraud_Reilly LLC
home
31.89
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
2d2122ed8a5453471e025c7a54ef8bf6
1,371,912,646
36.248943
-107.176664
0
4,204
2020-06-22 14:50:48
342,952,484,382,519
fraud_O'Reilly, Mohr and Purdy
home
5.31
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
26c1545f33f7ebb7ecab77770453f876
1,371,912,648
42.380652
-73.32293
0
4,205
2020-06-22 14:51:09
561,942,763,351
fraud_Kuhic LLC
shopping_net
8.98
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
93a841498d3c1261df38bc59648a8852
1,371,912,669
38.069314
-77.052169
0
4,206
2020-06-22 14:51:44
3,535,808,924,394,848
fraud_Konopelski, Schneider and Hartmann
food_dining
62.21
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
fd1654859245d5dc23dc0d4421dea0a8
1,371,912,704
39.733657
-88.225026
0
4,207
2020-06-22 14:51:46
4,208,110,975,550,360,000
fraud_Bradtke, Torp and Bahringer
personal_care
67.49
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
6e1491edd7490befcb74c639933941a9
1,371,912,706
32.072536
-82.626031
0
4,208
2020-06-22 14:52:22
503,848,303,379
fraud_Schoen Ltd
kids_pets
16.02
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
b488fddccebea34ca17091561fef4cdb
1,371,912,742
26.016513
-82.175062
0
4,209
2020-06-22 14:52:23
6,538,441,737,335,434
fraud_Schneider, Hayes and Nikolaus
food_dining
3.71
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
fa1276f62b522244cf902b25406fb37b
1,371,912,743
41.488198
-80.461624
0
4,210
2020-06-22 14:52:27
2,283,743,876,903,625
fraud_Durgan-Auer
misc_net
8.12
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
6b1901b4b1c61eb47b1d1db071b91079
1,371,912,747
33.293621
-85.197564
0
4,211
2020-06-22 14:52:44
4,128,730,454,058,057,700
fraud_Cruickshank-Mills
entertainment
12.03
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
be8370c1d2dee7ce74350bbcb042bec4
1,371,912,764
32.183468
-94.638217
0
4,212
2020-06-22 14:53:15
501,802,953,619
fraud_Jast and Sons
food_dining
23.84
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
a676c820c2ae0d8d4518965508e9649f
1,371,912,795
41.152373
-122.226867
0
4,213
2020-06-22 14:53:27
38,052,002,992,326
fraud_Beier-Hyatt
shopping_pos
8.91
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
b574b4a33e43156201d40f30e0970422
1,371,912,807
30.237319
-94.427529
0
4,214
2020-06-22 14:53:44
4,481,131,401,752
fraud_Barton LLC
kids_pets
59.94
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
68387d8bbef4eece84d0dace999d0906
1,371,912,824
42.546116
-72.633287
0
4,215
2020-06-22 14:54:16
213,112,402,583,773
fraud_Wiza, Schaden and Stark
misc_pos
1.95
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
57cbc39e3d103a2e55d4afe0d15b02f6
1,371,912,856
34.203018
-83.120027
0
4,216
2020-06-22 14:54:21
6,534,628,260,579,800
fraud_Parker-Kunde
personal_care
9.69
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
3d2797f27478dc28e51babf545dd5d44
1,371,912,861
43.860569
-73.893795
0
4,217
2020-06-22 14:54:36
38,947,654,498,698
fraud_Weber and Sons
food_dining
75.8
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
5046b29123ddffabf314b479b8b859d9
1,371,912,876
40.155468
-82.46074
0
4,218
2020-06-22 14:54:58
4,587,577,161,160,601
fraud_Wuckert, Wintheiser and Friesen
home
4.43
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
00890ad65aa1a81cd436505f5a556cbe
1,371,912,898
43.151591
-69.661287
0
4,219
2020-06-22 14:55:05
375,082,648,741,747
fraud_Konopelski, Schneider and Hartmann
food_dining
91.87
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
961ff7d6176d03f61f9694cc2e634297
1,371,912,905
47.270801
-96.491342
0
4,220
2020-06-22 14:55:13
4,629,451,965,224,809
fraud_Monahan, Hermann and Johns
travel
3.27
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
714f9f33c94cfdf43e437159e360a30e
1,371,912,913
30.372902
-83.224806
0
4,221
2020-06-22 14:55:27
30,266,994,494,236
fraud_Hoppe-Parisian
kids_pets
154.57
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
a8dcf7fc95c69859d91fc83b6fc9d766
1,371,912,927
37.720679
-77.847295
0
4,222
2020-06-22 14:55:54
4,560,395,181,594,436,000
fraud_Hagenes, Kohler and Hoppe
food_dining
164.58
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
33b53afd34b7d4bfe594359be3c52b60
1,371,912,954
39.731075
-123.532122
0
4,223
2020-06-22 14:55:55
374,930,071,163,758
fraud_Turcotte-Halvorson
misc_pos
6.04
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
4b0fd29d4f83ff6d2e738f3ce8bc5fca
1,371,912,955
42.3623
-83.05006
0
4,224
2020-06-22 14:56:02
6,011,231,546,538,393
fraud_Nienow PLC
entertainment
19.77
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
254705bc23ac9b4959831410115e2f44
1,371,912,962
40.807567
-74.916595
0
4,225
2020-06-22 14:56:50
5,104,807,169,438,134
fraud_Rempel Inc
shopping_net
71.87
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
f28b1f0993362ff960f4a0e4f8f7145b
1,371,913,010
40.297908
-72.459748
0
4,226
2020-06-22 14:57:00
5,359,543,825,610,251
fraud_Friesen-Ortiz
personal_care
15.42
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
ff5cb4e3b110197becb0f612dd2b656c
1,371,913,020
45.364122
-112.034909
0
4,227
2020-06-22 14:57:29
581,686,439,828
fraud_Dooley Inc
shopping_pos
347.66
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
8b218cff523a056afbf741083ae75171
1,371,913,049
41.069888
-80.334163
0
4,228
2020-06-22 14:57:37
4,890,424,426,862,857,000
fraud_Herzog Ltd
misc_pos
3.77
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
28ca55c44b3273723db5ed421a873f1e
1,371,913,057
38.685627
-120.417759
0
4,229
2020-06-22 14:57:54
4,607,072,969,078,276
fraud_Runte, Green and Emard
health_fitness
24.97
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
bd10d59e1ee79120f6ba3a839ebbd70d
1,371,913,074
36.425149
-98.025079
0
4,230
2020-06-22 14:58:09
3,511,378,610,369,890
fraud_Waelchi Inc
kids_pets
5.44
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
a1d0b21c019530f309feaa138b00c2ca
1,371,913,089
34.182186
-87.296536
0
4,231
2020-06-22 14:58:36
4,989,847,570,577,635,000
fraud_Nader-Maggio
personal_care
107.89
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
510da7f7d4f67472b477fdff4362174e
1,371,913,116
34.907833
-80.894394
0
4,232
2020-06-22 14:58:51
4,988,304,376,504
fraud_Homenick LLC
personal_care
36.04
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
dd735501bf256f65ef51cdced80ffcd6
1,371,913,131
41.938609
-74.101571
0
4,233
2020-06-22 15:00:08
213,191,402,330,021
fraud_Rippin, Kub and Mann
misc_net
162.51
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
03afea941a11b40103aa765ac2a72da1
1,371,913,208
42.769495
-88.923733
0
4,234
2020-06-22 15:00:28
30,044,330,818,990
fraud_Kutch-Wilderman
home
19.44
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
543c7f10fea068753a9d3435818e370a
1,371,913,228
27.083313
-81.925447
0
4,235
2020-06-22 15:00:29
4,610,064,888,664,703
fraud_Langosh, Wintheiser and Hyatt
food_dining
3.34
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
a9a48d8f12a3b87f7f05087de7fa9249
1,371,913,229
43.661027
-74.764917
0
4,236
2020-06-22 15:00:29
6,011,693,194,885,790
fraud_Beier and Sons
home
36.31
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
aa7712f8bd87f8ea72c9292f19ceeb12
1,371,913,229
45.125355
-92.520031
0
4,237
2020-06-22 15:00:33
2,712,209,726,293,386
fraud_Lemke-Gutmann
shopping_net
19.73
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
9621f29e36354cd538df54aaed422683
1,371,913,233
29.868964
-90.737589
0
4,238
2020-06-22 15:00:33
6,011,860,238,257,910
fraud_Shanahan-Lehner
personal_care
4.5
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
525c95494b034ac1b615e4f2c487eb6e
1,371,913,233
36.18048
-97.648129
0
4,239
2020-06-22 15:00:44
3,595,192,916,105,588
fraud_Deckow-Dare
food_dining
6.26
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
a0b26fb29b8f60c595b8518231deb142
1,371,913,244
35.000448
-78.078329
0
4,240
2020-06-22 15:00:47
30,596,478,689,301
fraud_Gleason-Macejkovic
shopping_net
4.29
Daniel
Graham
M
28223 Ward Summit Apt. 664
Arvada
CO
80,005
39.8422
-105.1097
122,111
Hotel manager
1987-05-23
635fb853432f848a93efd833a786e240
1,371,913,247
39.819039
-104.199872
0
4,241
2020-06-22 15:01:13
376,656,886,990,758
fraud_Kuhn Group
food_dining
2.18
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
3d6bfb5af7df02d808bc7ec5654149be
1,371,913,273
31.434254
-93.965216
0
4,242
2020-06-22 15:01:18
639,023,984,367
fraud_Wiza, Schaden and Stark
misc_pos
7.59
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
ddfca4617fddddd1cb9e169208a13f4b
1,371,913,278
44.494496
-75.008459
0
4,243
2020-06-22 15:01:20
4,003,989,662,068,504
fraud_Graham, Hegmann and Hammes
food_dining
88.78
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
4aa789bfd2164ec10321157772a218f5
1,371,913,280
33.867128
-87.409606
0
4,244
2020-06-22 15:01:31
3,533,742,182,628,021
fraud_Windler LLC
kids_pets
38.99
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
7db86eca991e86bbec15c3340c3ccf5a
1,371,913,291
32.880748
-80.503255
0
4,245
2020-06-22 15:02:18
371,009,169,330,125
fraud_Cormier, Stracke and Thiel
entertainment
15.04
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
d5784c5681a8b2d3f70fa8c3f5cf25e6
1,371,913,338
30.333131
-83.558847
0
4,246
2020-06-22 15:02:36
2,296,006,538,441,789
fraud_Torphy-Goyette
shopping_pos
1.79
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
a6712832e7c1bcb8fb57cf4fd264c259
1,371,913,356
40.385852
-74.195754
0
4,247
2020-06-22 15:02:59
3,545,109,339,866,548
fraud_Kuhn Group
food_dining
123.02
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
d53ffbe5063aab96ac0014c1fe00c42e
1,371,913,379
32.909923
-90.216277
0
4,248
2020-06-22 15:03:00
4,789,911,625,179,723
fraud_White and Sons
home
30.4
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
e31ccebd1a7d9e1e12e2c2ac9fcd38cd
1,371,913,380
41.698671
-72.758329
0
4,249
2020-06-22 15:03:14
2,703,186,189,652,095
fraud_White and Sons
home
14.48
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
51564ad353348cc5f6cf00b3c27c4c08
1,371,913,394
36.370855
-81.467077
0
4,250
2020-06-22 15:03:34
30,434,173,205,605
fraud_Collier LLC
home
22.35
Kylie
Kirby
F
79816 Jackson Squares
Shedd
OR
97,377
44.453
-123.1065
917
Radio broadcast assistant
1995-07-08
4eaa2efcfc97b5c9f8efc28f8bbfe934
1,371,913,414
44.406125
-122.66268
0
4,251
2020-06-22 15:04:13
571,314,334,723
fraud_Frami Group
entertainment
8.04
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
daf39538613cec034792159103a7a58a
1,371,913,453
39.125489
-80.579681
0
4,252
2020-06-22 15:04:47
4,992,346,398,065,154,000
fraud_Gleason and Sons
kids_pets
2.39
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
7024587446d5ea265962553c8f51941d
1,371,913,487
40.189618
-88.340787
0
4,253
2020-06-22 15:04:47
213,156,747,557,083
fraud_Nader-Maggio
personal_care
17.58
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
f1857f33843bde8146b8ca8529fb093e
1,371,913,487
34.571814
-119.043435
0
4,254
2020-06-22 15:04:55
3,567,879,740,649,740
fraud_Greenholt Ltd
health_fitness
29.58
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
536e7e1a80274c15ca20e2dd9c906bfa
1,371,913,495
44.764027
-75.703156
0
4,255
2020-06-22 15:05:02
6,538,891,242,532,018
fraud_Daugherty, Pouros and Beahan
shopping_pos
6.12
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
cccef48ce064874ec90983bc7da7b439
1,371,913,502
35.961114
-91.853955
0
4,256
2020-06-22 15:05:42
3,553,629,419,254,918
fraud_Quitzon, Green and Bashirian
shopping_pos
222.84
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
591c17b85c806d662ef22996aeadf658
1,371,913,542
48.151588
-122.29872
0
4,257
2020-06-22 15:06:00
3,593,118,134,380,341
fraud_Monahan-Morar
personal_care
40.29
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
8e7bdefb4e35f54cda900243e3b301e4
1,371,913,560
45.024363
-68.074885
0
4,258
2020-06-22 15:06:11
6,538,441,737,335,434
fraud_Bahringer, Schoen and Corkery
shopping_pos
117.2
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
df8f1c461ad024b270d05fac9a5e6c25
1,371,913,571
41.24491
-80.399459
0
4,259
2020-06-22 15:06:57
4,610,064,888,664,703
fraud_Hermann and Sons
shopping_pos
110.8
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
a5fb3573be8beb1e08820ded9fd731a0
1,371,913,617
44.005045
-75.934603
0
4,260
2020-06-22 15:07:31
4,067,137,330,196,900
fraud_Morissette LLC
entertainment
1.11
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
75ec8e5377c87a53ebba1f8ba2e9ff3e
1,371,913,651
33.952095
-87.885787
0
4,261
2020-06-22 15:07:37
4,149,635,823,017
fraud_Rempel Inc
shopping_net
1.66
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
22b4b0141a079f873444a264b9152a8a
1,371,913,657
33.152341
-86.858899
0
4,262
2020-06-22 15:08:10
3,576,431,665,303,017
fraud_Bernier and Sons
kids_pets
36.29
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
b78df5e8f7d82096ebae50dd33e8c967
1,371,913,690
34.084648
-111.861858
0
4,263
2020-06-22 15:08:21
3,566,875,419,572,867
fraud_Lesch, D'Amore and Brown
food_dining
55.74
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
676341d4473acd1787f4f7d738345c97
1,371,913,701
44.448549
-74.009439
0
4,264
2020-06-22 15:08:33
6,011,492,816,282,597
fraud_Thiel Ltd
travel
5.46
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
e6492bab7b1362ebfa8030d2863d22a6
1,371,913,713
33.54805
-92.053718
0
4,265
2020-06-22 15:08:48
4,906,628,655,840,914,000
fraud_Dickinson-Rempel
misc_pos
8.1
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
39567c8e75665e151bae64ce8bfd9374
1,371,913,728
23.914057
-80.946347
0
4,266
2020-06-22 15:09:42
4,642,894,980,163
fraud_Hauck, Dietrich and Funk
kids_pets
171.8
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
874f586d2d700ff216b0e67ac5f3c60e
1,371,913,782
41.041211
-94.165963
0
4,267
2020-06-22 15:10:02
6,011,367,958,204,270
fraud_Fisher-Schowalter
shopping_net
7.79
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
c134d2a50804e0e13412a8d8672a80c7
1,371,913,802
41.012206
-82.380686
0
4,268
2020-06-22 15:10:02
4,254,074,738,931,278
fraud_Dare-Gibson
health_fitness
6.17
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
82821ff698bbaf67290c60e8b67d1176
1,371,913,802
42.18073
-77.780051
0
4,269
2020-06-22 15:10:03
4,355,790,796,238,265,000
fraud_Johns Inc
entertainment
12.75
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
a89868b8ffb73a90ea9a68fad7286b78
1,371,913,803
40.74571
-91.532883
0
4,270
2020-06-22 15:10:13
4,452,366,298,769,043
fraud_Schoen-Quigley
kids_pets
57.6
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
bb6f84efdaf352416f3dfeeb5c1bc7ad
1,371,913,813
32.530309
-97.304111
0
4,271
2020-06-22 15:10:23
4,661,996,144,291,812,000
fraud_Fahey Inc
kids_pets
14.93
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
e0a97bb129495ea137f710145a30b42d
1,371,913,823
40.059527
-78.953244
0
4,272
2020-06-22 15:10:25
38,295,635,583,927
fraud_Pouros-Haag
shopping_pos
3.6
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
4cfe816e784a3ce590273780ef339ac0
1,371,913,825
33.395626
-99.84824
0
4,273
2020-06-22 15:10:27
3,546,897,637,165,774
fraud_Kub-Heaney
health_fitness
13.72
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
dd0521becdcf0c1945e27228b454048e
1,371,913,827
30.995974
-96.18914
0
4,274
2020-06-22 15:10:30
4,464,457,352,619
fraud_Kilback Group
food_dining
1.6
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
48096dd7df14a6b95f301ae727659bb6
1,371,913,830
29.36792
-84.317542
0
4,275
2020-06-22 15:10:40
4,788,103,653,396
fraud_Hettinger, McCullough and Fay
home
7.64
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
ea9c3350953a73eafde5292f5ab8442c
1,371,913,840
39.489298
-84.720289
0
4,276
2020-06-22 15:10:58
4,302,480,582,202,074
fraud_Weimann, Kuhic and Beahan
shopping_pos
105.75
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
a02f407c0cd91f92b10af066c8407cc0
1,371,913,858
42.439462
-86.021607
0
4,277
2020-06-22 15:11:13
6,011,999,606,625,827
fraud_Stark-Koss
home
14.61
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
12373c25a086a58508547349767e4a10
1,371,913,873
41.934497
-74.324425
0
4,278
2020-06-22 15:11:38
3,533,742,182,628,021
fraud_O'Connell, Botsford and Hand
home
62.91
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
a73274d6c44e043e3b1b4d33ce7009f8
1,371,913,898
32.764445
-79.115512
0
4,279
2020-06-22 15:12:12
4,826,655,832,045,236
fraud_Mueller, Gerhold and Mueller
health_fitness
44.65
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
a7495872fdd1eb83a00cd054670fe587
1,371,913,932
41.146133
-70.931171
0
4,280
2020-06-22 15:12:19
30,371,006,069,917
fraud_Bode-Schuster
kids_pets
67.86
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
09a376a5770909d6d8a494640d13848c
1,371,913,939
37.650981
-89.321262
0
4,281
2020-06-22 15:12:21
30,029,052,116,970
fraud_Ledner, Hartmann and Feest
health_fitness
8.12
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
b8ffa0f166149bf10265ba00c3d8e301
1,371,913,941
42.662142
-80.183127
0
4,282
2020-06-22 15:12:29
3,553,629,419,254,918
fraud_Jakubowski Inc
home
34.42
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
5311c63c3429c1dd5a7918d7ce591775
1,371,913,949
47.452976
-121.941981
0
4,283
2020-06-22 15:12:43
630,424,987,505
fraud_Konopelski, Schneider and Hartmann
food_dining
2.08
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
d83791053abe09b569f40dde8569c37f
1,371,913,963
38.530405
-78.713073
0
4,284
2020-06-22 15:12:53
4,373,370,572,092,720,600
fraud_Schumm PLC
health_fitness
193.52
Hailey
Rhodes
F
337 Michael Harbors Suite 722
Michigan
ND
58,259
48.0204
-98.1186
454
Producer, television/film/video
1972-07-29
2589c7f14794624b3fe2b36fe7194e0b
1,371,913,973
47.647537
-97.899864
0
4,285
2020-06-22 15:13:22
577,588,686,219
fraud_Thiel-Thiel
entertainment
105.36
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
a761d7fe417e8a90eb53e8706b982a3c
1,371,914,002
39.87512
-79.505419
0
4,286
2020-06-22 15:13:50
213,141,712,584,544
fraud_Reilly and Sons
health_fitness
65.79
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
61d77a7027cd7235d47b92fd51aae35f
1,371,914,030
31.580231
-90.683272
0
4,287
2020-06-22 15:14:15
4,379,260,813,815,979,500
fraud_Moore, Williamson and Emmerich
home
65.94
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
738cd8133dd81c2bc38096641f7c6c3e
1,371,914,055
38.433389
-122.258799
0
4,288
2020-06-22 15:14:23
571,365,235,126
fraud_Abshire PLC
entertainment
214.7
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
85d822765084237950c799287b2b7236
1,371,914,063
44.908185
-87.065712
0
4,289
2020-06-22 15:14:37
180,048,185,037,117
fraud_Witting, Beer and Ernser
home
5.32
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
de60e6974d4b94897a7bd5812177a351
1,371,914,077
40.003809
-73.453828
0
4,290
2020-06-22 15:15:15
36,913,587,729,122
fraud_Conroy Ltd
shopping_pos
8.08
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
c9b8bfbf547d317731e18c78085e6a9d
1,371,914,115
43.224316
-115.693201
0
4,291
2020-06-22 15:15:23
2,296,006,538,441,789
fraud_Kiehn-Emmerich
grocery_pos
100.5
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
21ecfceed66106c38e8ca8e032779162
1,371,914,123
41.043643
-74.059374
0
4,292
2020-06-22 15:16:40
4,474,324,669,797,121
fraud_Emmerich-Rau
personal_care
115.42
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
342d334157866019acd6846c11b4b493
1,371,914,200
37.143908
-118.191895
0
4,293
2020-06-22 15:16:42
180,058,696,935,600
fraud_Greenholt Ltd
health_fitness
9.24
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
778453eb206bb5cb428b2d4ada46dc18
1,371,914,202
42.40072
-73.993194
0
4,294
2020-06-22 15:17:02
3,527,536,963,490,470
fraud_Botsford and Sons
home
6.68
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
5f137df9ce19d81ba2fd8cff65d9419f
1,371,914,222
33.778714
-81.591268
0
4,295
2020-06-22 15:17:17
4,423,489,490,781,412
fraud_Torphy-Kertzmann
health_fitness
82.35
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
4b320aeeb06dd36475fae3b00711ee2e
1,371,914,237
40.965842
-90.786787
0
4,296
2020-06-22 15:18:45
213,141,712,584,544
fraud_Kuhic, Bins and Pfeffer
shopping_net
437.79
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
1f03a16f40e3f1f6d9dd7ce72ce6b0ae
1,371,914,325
32.908245
-90.703113
0
4,297
2020-06-22 15:19:14
4,247,921,790,666
fraud_Abbott-Steuber
personal_care
6.97
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
ccf770e4e1b3f4cb5f196398f34be740
1,371,914,354
40.21536
-83.546061
0
4,298
2020-06-22 15:19:27
676,195,318,214
fraud_Rolfson-Kunde
personal_care
49.46
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
205ad9f1588db0e6d526900fd9abf9c9
1,371,914,367
29.56838
-97.232562
0
4,299
2020-06-22 15:19:28
6,011,329,966,782,895
fraud_Swaniawski, Nitzsche and Welch
health_fitness
129.5
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
8f8c677b7cd7c43fcba1ef27308ad80e
1,371,914,368
36.969655
-96.951323
0