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
555,300
2020-12-31 21:32:41
4,798,937,978,667,560,000
fraud_Fisher Inc
shopping_net
8.03
Robert
Williams
M
09419 Lewis Rapids
Bay City
MI
48,706
43.6088
-83.953
67,858
Water quality scientist
1995-03-13
27d39513f285107a2367d16db2ca3de8
1,388,525,561
43.537211
-83.518622
0
555,301
2020-12-31 21:32:58
213,163,860,545,705
fraud_Hilpert-Conroy
kids_pets
46.92
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
4d24d45d46ee99fd6140743e6c2477db
1,388,525,578
32.656955
-83.456763
0
555,302
2020-12-31 21:33:12
213,174,467,670,432
fraud_Streich, Rolfson and Wilderman
kids_pets
51.79
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
352b0f544ad4a388a71f4a6ca49775c9
1,388,525,592
39.29604
-76.368333
0
555,303
2020-12-31 21:33:30
30,033,162,392,091
fraud_Dibbert and Sons
entertainment
63.84
Kevin
Summers
M
7302 Samantha Mission
Carroll
NE
68,723
42.277
-97.1926
566
Metallurgist
1975-01-26
94f2ce800c89862ead0ebf6ab426790c
1,388,525,610
42.063437
-97.864746
0
555,304
2020-12-31 21:33:51
4,769,426,683,924,059,000
fraud_Kozey-McDermott
travel
6.86
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
8381fce0e1e6d1a4af524debebc7a109
1,388,525,631
40.974854
-77.357943
0
555,305
2020-12-31 21:34:06
6,538,441,737,335,434
fraud_Dibbert-Green
entertainment
89.44
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
92f2f079220735636c51cf5df02ec8dc
1,388,525,646
41.520679
-79.503018
0
555,306
2020-12-31 21:34:29
676,102,124,465
fraud_Howe Ltd
misc_pos
2.72
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
c924b9cbbc53ad280503d9a33688d152
1,388,525,669
39.064588
-122.478498
0
555,307
2020-12-31 21:34:29
4,980,323,467,523,544,000
fraud_Walter, Hettinger and Kessler
personal_care
18.63
Patrick
Massey
M
7812 Shane Shoals Apt. 607
North Haverhill
NH
3,774
44.0978
-72.0191
1,966
Structural engineer
1947-10-27
c0dcadc3c297f4555692ad178b217a2f
1,388,525,669
43.501165
-72.238519
0
555,308
2020-12-31 21:34:33
3,534,093,764,340,240
fraud_Feil, Hilpert and Koss
food_dining
5.69
Jeremy
White
M
9443 Cynthia Court Apt. 038
Boulder
MT
59,632
46.2306
-112.1138
1,939
Patent attorney
1967-01-12
ddcceb8a831e7ec0dc8814e7bc52ed63
1,388,525,673
46.045678
-112.744725
0
555,309
2020-12-31 21:34:40
180,067,151,859,700
fraud_Pacocha-Weissnat
kids_pets
64.99
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
52c567eb4340c76db45830d29d8bc8e3
1,388,525,680
41.154629
-88.576133
0
555,310
2020-12-31 21:35:20
3,543,591,270,174,051
fraud_Schoen-Quigley
kids_pets
6.66
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
88b19c43b9a4f7ec40c9b0fec17ec4bd
1,388,525,720
41.217284
-78.558702
0
555,311
2020-12-31 21:35:58
4,099,707,841,315,751
fraud_Roberts, Ryan and Smith
personal_care
66.16
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
c3eb7c0a6643bdf9c11c5b822ba11fec
1,388,525,758
38.105107
-78.662204
0
555,312
2020-12-31 21:37:22
3,582,754,887,089,201
fraud_Thompson-Gleason
health_fitness
67.88
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
b600af1dc22513b8e4028367cb100ff2
1,388,525,842
34.164231
-92.942029
0
555,313
2020-12-31 21:37:31
30,501,624,614,310
fraud_Daugherty LLC
kids_pets
6.54
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
ef8329bac15d6fb80ef017096093b724
1,388,525,851
33.428429
-80.444122
0
555,314
2020-12-31 21:38:08
4,018,105,808,392,773,600
fraud_Ledner, Hartmann and Feest
health_fitness
7.85
Katherine
Love
F
5884 Sandoval Square Apt. 371
Allenhurst
NJ
7,711
40.2367
-74.0067
1,533
Administrator, charities/voluntary organisations
1935-04-15
2fc60b60f4c6bfc828bc9349a11eef69
1,388,525,888
39.285045
-74.341683
0
555,315
2020-12-31 21:38:13
30,143,535,920,989
fraud_Moore, Williamson and Emmerich
home
27.74
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
4589da80c064a5762a6ecb6d470d9b05
1,388,525,893
38.958661
-74.626112
0
555,316
2020-12-31 21:38:24
6,538,441,737,335,434
fraud_Labadie, Treutel and Bode
shopping_net
235.85
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
3fe2e83214acd81060e50aaff2bf68d5
1,388,525,904
41.918887
-79.978521
0
555,317
2020-12-31 21:38:28
4,642,894,980,163
fraud_Douglas, DuBuque and McKenzie
travel
454.44
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
ebb5e566b7f61e0f63e55b42a743db9e
1,388,525,908
40.953463
-95.364155
0
555,318
2020-12-31 21:38:31
4,862,293,128,558
fraud_Dibbert-Green
entertainment
129.39
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
d2af6f5d70e38f55af3bc935c5708beb
1,388,525,911
41.852787
-77.857553
0
555,319
2020-12-31 21:38:34
4,292,902,571,056,973,300
fraud_Frami Group
entertainment
87.04
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
fe5899779fd51e1b3d8ba482dce8301c
1,388,525,914
45.897693
-114.239686
0
555,320
2020-12-31 21:39:39
3,595,192,916,105,588
fraud_Morissette LLC
entertainment
154.93
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
45d8489cce8b543b3aa9f118e825e8ff
1,388,525,979
35.886323
-79.176846
0
555,321
2020-12-31 21:39:53
3,540,075,240,003,197
fraud_Pfeffer and Sons
shopping_pos
1.73
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
dae1652fa98f72a55b7289a9fd8e2909
1,388,525,993
45.336934
-93.272961
0
555,322
2020-12-31 21:39:59
30,561,214,688,470
fraud_Hermiston, Russel and Price
food_dining
1.05
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
c1778a9f8108d1f9d1b151154a027029
1,388,525,999
40.190774
-74.593495
0
555,323
2020-12-31 21:40:07
30,541,100,351,706
fraud_Pfeffer and Sons
shopping_pos
7.44
Derrick
George
M
575 Chapman Union
Spring
TX
77,379
30.0377
-95.5326
316,665
Education officer, museum
1990-09-12
6016bb11cb35c21abf17cc197e5682d5
1,388,526,007
30.278586
-95.533971
0
555,324
2020-12-31 21:40:08
3,576,021,480,694,169
fraud_Schmitt Ltd
misc_net
2.91
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
21b9e6020f6eda23f0c013b8a4d9715a
1,388,526,008
38.519571
-96.429821
0
555,325
2020-12-31 21:40:21
2,283,743,876,903,625
fraud_Hills-Witting
shopping_net
7.69
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
44972a78e2c8e7cbfc1e12ef3bddf897
1,388,526,021
33.582274
-85.165983
0
555,326
2020-12-31 21:40:30
4,147,608,975,828,480
fraud_Bechtelar-Rippin
food_dining
7.7
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
d31065119ac37a82232c248fa1ba19fb
1,388,526,030
43.409652
-95.125821
0
555,327
2020-12-31 21:40:38
3,583,635,130,604,947
fraud_Bahringer, Schoen and Corkery
shopping_pos
1.31
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
119cca33dd3e2389b65b2e7f58a295ac
1,388,526,038
39.145221
-75.296485
0
555,328
2020-12-31 21:41:06
3,577,663,406,369,449
fraud_Daugherty LLC
kids_pets
131.98
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
921e0bfef83a7ebcdf12d02963340afc
1,388,526,066
34.887687
-90.903793
0
555,329
2020-12-31 21:41:08
501,828,204,849
fraud_Torp, Muller and Borer
health_fitness
11.02
Sandra
Davies
F
31954 Eugene Lane Suite 572
Dexter
KS
67,038
37.1641
-96.6917
602
Buyer, industrial
1958-10-26
0986299e50970b7027ad926ac0fc0e8e
1,388,526,068
37.344761
-97.052947
0
555,330
2020-12-31 21:41:12
372,520,049,757,633
fraud_Hills-Boyer
personal_care
36.5
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
915e07e00672cb0f9b7b0f9e0e1af56f
1,388,526,072
48.968927
-93.689955
0
555,331
2020-12-31 21:41:57
60,487,002,085
fraud_Baumbach, Strosin and Nicolas
shopping_pos
3.57
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
1080d698a495bbc957305e44fe3840a9
1,388,526,117
31.564564
-90.108493
0
555,332
2020-12-31 21:42:20
4,859,525,594,182,537
fraud_Goyette-Gerhold
kids_pets
10.56
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
98c391c1d67512be9dad0af4c7532b8e
1,388,526,140
42.085459
-74.618491
0
555,333
2020-12-31 21:42:22
30,273,037,698,427
fraud_Marvin-Lind
personal_care
4.67
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
11afa08e7c675ae72a02a370624636f9
1,388,526,142
35.966794
-91.947805
0
555,334
2020-12-31 21:42:37
4,587,577,161,160,601
fraud_Zboncak LLC
food_dining
3.69
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
05f2ba0dcd4455fd248266b5d2ac3d11
1,388,526,157
44.609183
-70.109004
0
555,335
2020-12-31 21:43:21
213,112,402,583,773
fraud_Kovacek Ltd
travel
1.46
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
7bd46cdf55eaf8b5fa127518867c2d1c
1,388,526,201
33.572731
-82.246918
0
555,336
2020-12-31 21:43:27
30,501,624,614,310
fraud_Renner Ltd
home
63.57
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
fc815f20bf40fb39d0911480a467f377
1,388,526,207
32.850651
-81.135322
0
555,337
2020-12-31 21:43:41
180,018,375,329,178
fraud_Altenwerth, Cartwright and Koss
shopping_net
3.12
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
0d9d2c40919dd4f87a81149b9ac8c03d
1,388,526,221
41.553997
-84.479009
0
555,338
2020-12-31 21:44:58
6,011,581,063,717,667
fraud_Botsford and Sons
home
14.9
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
6a6d648d5d1fc1334d4276990e8965a5
1,388,526,298
41.186898
-91.749299
0
555,339
2020-12-31 21:45:19
4,452,366,298,769,043
fraud_Brown-Greenholt
entertainment
31.42
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
398ef22dfc75990a79a0207a03742cee
1,388,526,319
31.334971
-97.492429
0
555,340
2020-12-31 21:45:29
4,509,922,033,272,157
fraud_Lynch Ltd
shopping_pos
6.43
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
9af60bf057926c9ef2f239d40939550f
1,388,526,329
42.980044
-96.816432
0
555,341
2020-12-31 21:45:33
38,199,021,865,320
fraud_Mante, Luettgen and Hackett
health_fitness
73.51
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
cdc6d328e149467dcb08b992687afcb1
1,388,526,333
43.987017
-72.092346
0
555,342
2020-12-31 21:46:28
180,072,527,505,094
fraud_Schiller Ltd
personal_care
3.26
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
06e4bf8d5cc2797150f444ba23ed90f2
1,388,526,388
35.106308
-81.240101
0
555,343
2020-12-31 21:46:46
4,147,608,975,828,480
fraud_Johns Inc
entertainment
84.95
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
cf9d4f9e9a167f00964038fb3027ec70
1,388,526,406
43.180475
-94.237649
0
555,344
2020-12-31 21:47:05
374,238,209,524,200
fraud_Reichert-Weissnat
travel
4.4
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
728d9b9fdddf7c8929729e2a2b9a002f
1,388,526,425
45.871355
-119.820226
0
555,345
2020-12-31 21:47:45
377,993,105,397,617
fraud_Welch, Rath and Koepp
entertainment
14.97
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
f11432c3984137372bdd02940d908fd2
1,388,526,465
44.631541
-88.935913
0
555,346
2020-12-31 21:47:58
3,583,635,130,604,947
fraud_Stanton, Jakubowski and Baumbach
shopping_net
8.86
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
2a6969d27c0b6198fe2c6cf65c838247
1,388,526,478
40.04476
-74.162095
0
555,347
2020-12-31 21:47:59
372,382,441,451,095
fraud_Crona and Sons
kids_pets
62.9
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
98f68418dc0c6b49d527b4e519601419
1,388,526,479
41.08777
-74.765756
0
555,348
2020-12-31 21:48:10
374,930,071,163,758
fraud_Ruecker-Mayert
kids_pets
45.23
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
330e0087fb0df0bffc65cfed03926a9d
1,388,526,490
42.013115
-83.856952
0
555,349
2020-12-31 21:48:37
4,900,628,639,996
fraud_Howe PLC
entertainment
25.73
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
d1d5bbe0b17c102393a0d853da0faef3
1,388,526,517
32.927755
-118.967363
0
555,350
2020-12-31 21:48:54
4,512,828,414,983,802,000
fraud_Mueller, Gerhold and Mueller
health_fitness
35.36
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
4815ec529de21caf70c053d3f33bb76a
1,388,526,534
40.363138
-79.958011
0
555,351
2020-12-31 21:49:49
4,681,601,008,538,160
fraud_Bode-Schuster
kids_pets
66.82
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
eeed6c6baba2045ffa7f82eeed7d88db
1,388,526,589
39.827156
-80.259255
0
555,352
2020-12-31 21:49:55
4,509,142,395,811,241
fraud_Abbott-Steuber
personal_care
128.76
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
d0c7af331d4b6df57cbd3dc5eade1ce7
1,388,526,595
31.218339
-81.606691
0
555,353
2020-12-31 21:49:56
375,082,648,741,747
fraud_Hamill-D'Amore
health_fitness
37.53
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
2e1e8115b286f7cb9953cca775c1d23e
1,388,526,596
47.99541
-97.24421
0
555,354
2020-12-31 21:50:28
501,802,953,619
fraud_Turcotte, Batz and Buckridge
health_fitness
12.48
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
5c386b89e0444ac707f821b5e46ab808
1,388,526,628
42.38853
-122.08646
0
555,355
2020-12-31 21:50:28
36,485,887,555,770
fraud_Erdman-Schaden
personal_care
33.4
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
7bbd334027c45963fc2c27d961b6bfb6
1,388,526,628
39.876849
-82.093219
0
555,356
2020-12-31 21:50:38
377,550,167,323,848
fraud_Pollich LLC
home
111.32
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
08d0c89b2d92170af8e533b5b60ac6e8
1,388,526,638
43.417405
-70.146815
0
555,357
2020-12-31 21:51:05
4,277,232,699,798,846
fraud_Roberts, Ryan and Smith
personal_care
77.6
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
a8fdd703e3d111329129dba8f6dfc980
1,388,526,665
45.581315
-103.12585
0
555,358
2020-12-31 21:51:16
4,266,200,684,857,219
fraud_Medhurst, Cartwright and Ebert
personal_care
5.59
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
69057394e4bf007d4d612bea0c501c8b
1,388,526,676
39.744301
-97.274619
0
555,359
2020-12-31 21:51:22
30,518,206,766,474
fraud_Hauck, Dietrich and Funk
kids_pets
41.66
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
090926b94d198e43d7f428bcb58bf981
1,388,526,682
37.212174
-90.292133
0
555,360
2020-12-31 21:51:33
2,712,209,726,293,386
fraud_Metz-Boehm
shopping_pos
28.92
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
c7b297e62823b349e75e004e44b70988
1,388,526,693
29.621283
-91.313717
0
555,361
2020-12-31 21:51:47
4,509,142,395,811,241
fraud_Armstrong, Walter and Gottlieb
food_dining
81.87
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
abd77d2f641bf0916d1e81a4c91c8eb3
1,388,526,707
31.955999
-82.092778
0
555,362
2020-12-31 21:52:25
372,520,049,757,633
fraud_Graham and Sons
health_fitness
3.25
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
06208d0e121b4c9dfd08b1a001df7837
1,388,526,745
49.331145
-94.150952
0
555,363
2020-12-31 21:52:44
4,302,480,582,202,074
fraud_Haley, Jewess and Bechtelar
shopping_pos
9.91
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
af9ddf77831106d5624483648481ce6d
1,388,526,764
43.522602
-85.641909
0
555,364
2020-12-31 21:53:16
180,048,185,037,117
fraud_Thiel-Thiel
entertainment
84.72
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
d902183cab7041544820e97aa9fe5d43
1,388,526,796
40.785712
-73.590531
0
555,365
2020-12-31 21:53:19
6,011,652,924,285,713
fraud_Brown-Greenholt
entertainment
34.59
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
c67093d64eb2646ce666747692160b17
1,388,526,799
38.223946
-92.362138
0
555,366
2020-12-31 21:54:51
30,143,713,661,454
fraud_Lesch, D'Amore and Brown
food_dining
5.85
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
98c56219873152695e2d056b7bf8d436
1,388,526,891
48.642143
-97.190287
0
555,367
2020-12-31 21:55:17
639,030,014,711
fraud_Moore, Williamson and Emmerich
home
75.5
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
1bdee4e9ced6e90f46125478c90f1b9a
1,388,526,917
37.989623
-88.78749
0
555,368
2020-12-31 21:56:51
3,567,697,931,646,329
fraud_Kling-Ernser
entertainment
10.77
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
0a9a3639da263fed9c672557a0335edc
1,388,527,011
42.244586
-72.765339
0
555,369
2020-12-31 21:57:07
3,558,881,852,140,592
fraud_Yost-Rogahn
personal_care
108.91
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
7324101e0fe2ff67bd67ed118d296e5f
1,388,527,027
35.066539
-111.834679
0
555,370
2020-12-31 21:57:17
3,567,879,740,649,740
fraud_Schumm PLC
health_fitness
3.48
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
f981352bff972af3d1ca053f0c94282f
1,388,527,037
43.676699
-75.368811
0
555,371
2020-12-31 21:57:40
30,235,268,718,158
fraud_Terry Ltd
home
162.01
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
c067b20c08123727a3bbd25a051154ec
1,388,527,060
41.31151
-73.641236
0
555,372
2020-12-31 21:57:45
675,990,301,623
fraud_Swaniawski, Lowe and Robel
shopping_pos
4.6
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
2b5e0e70339f48c27eb4ac310d77fac1
1,388,527,065
41.01692
-73.97691
0
555,373
2020-12-31 21:57:46
567,868,110,212
fraud_Schaefer Ltd
kids_pets
13.93
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
2c3e79e35b8532dd457325cdd2dea468
1,388,527,066
29.192846
-94.61974
0
555,374
2020-12-31 21:58:06
4,229,733,778,084,049
fraud_McGlynn-Jaskolski
misc_pos
3
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
d427a4b02f53d865a8a381d8dcc53f47
1,388,527,086
37.032396
-85.113388
0
555,375
2020-12-31 21:58:12
3,598,215,285,024,754
fraud_Gottlieb, Considine and Schultz
shopping_net
1.38
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
149cf9e9a4923b717754c1e765587534
1,388,527,092
41.613607
-73.71399
0
555,376
2020-12-31 21:58:14
3,514,897,282,719,543
fraud_Eichmann, Hayes and Treutel
travel
3.92
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
a5f63dcfa4864738898857d813be57ea
1,388,527,094
42.930561
-77.855688
0
555,377
2020-12-31 21:58:23
581,686,439,828
fraud_Koelpin and Sons
misc_net
8.49
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
921c48ae3bd2c3b1313e8febfea1f44f
1,388,527,103
40.885792
-80.050125
0
555,378
2020-12-31 21:58:59
3,595,192,916,105,588
fraud_Lynch Ltd
shopping_pos
7.93
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
073e6dee952c8147e16a0a5604cc298c
1,388,527,139
35.558523
-79.49287
0
555,379
2020-12-31 21:59:20
6,011,504,998,544,485
fraud_Boyer PLC
shopping_net
9.71
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
d3ec80b8c7886b220637fc99e48c2d76
1,388,527,160
32.149517
-86.70086
0
555,380
2020-12-31 21:59:30
30,026,790,933,302
fraud_Hettinger, McCullough and Fay
home
79.53
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
4d97fdffc7c743a2ba1f7da98b955802
1,388,527,170
33.276628
-90.257605
0
555,381
2020-12-31 21:59:43
30,371,006,069,917
fraud_Schulist Ltd
food_dining
39.56
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
10e589ddf91e73c40c0d2a962a1ad498
1,388,527,183
37.93285
-89.571202
0
555,382
2020-12-31 22:00:05
5,456,776,410,929,288
fraud_O'Reilly, Mohr and Purdy
home
19.92
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
5ff62442a691ab755fe78f6d6bec06e9
1,388,527,205
40.48276
-80.69691
0
555,383
2020-12-31 22:00:06
6,011,693,194,885,790
fraud_Halvorson Group
misc_pos
2.49
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
940b52f9904517eed2073153979bef7b
1,388,527,206
44.993657
-92.807945
0
555,384
2020-12-31 22:00:07
4,906,628,655,840,914,000
fraud_Kutch-Ferry
home
11.78
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
0c3e0b9f00914a019621dc8c17ba4aba
1,388,527,207
25.252903
-81.670823
0
555,385
2020-12-31 22:00:15
4,990,494,243,023
fraud_Dibbert-Green
entertainment
22.08
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
c61aabf72ada57fceb9931e94c01b8d2
1,388,527,215
38.926869
-78.099375
0
555,386
2020-12-31 22:00:19
4,509,142,395,811,241
fraud_Cole, Hills and Jewess
home
1.36
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
da085bbbe888e1d6c4f78f4521075364
1,388,527,219
30.824558
-82.236634
0
555,387
2020-12-31 22:00:32
4,687,263,141,103
fraud_Roberts, Ryan and Smith
personal_care
4.49
Sarah
Cross
F
273 Phillip Throughway
Bigelow
MN
56,117
43.5336
-95.6515
399
Economist
1977-04-28
ac82536b409c14e363c6c6125aa10d8a
1,388,527,232
43.060118
-95.694606
0
555,388
2020-12-31 22:00:38
4,170,689,372,027,579
fraud_Kuhn LLC
shopping_pos
7.29
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
06cf4a721c0ba8d26f2fe6dc9d4b4ed4
1,388,527,238
35.358399
-96.720178
0
555,389
2020-12-31 22:00:42
3,545,109,339,866,548
fraud_Lehner, Mosciski and King
misc_net
5.51
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
f0bc1f89222e2138deb16c4c5d394dd0
1,388,527,242
33.292643
-91.429621
0
555,390
2020-12-31 22:00:45
213,161,231,269,724
fraud_Graham, Hegmann and Hammes
food_dining
127.08
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
e0ac4a622c7add6b87410e3abff84653
1,388,527,245
33.939626
-86.414752
0
555,391
2020-12-31 22:01:13
180,036,456,789,979
fraud_Thiel Ltd
travel
1.23
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
8e73ed8e7a50be4d438179b607b2769c
1,388,527,273
42.098562
-90.839963
0
555,392
2020-12-31 22:01:24
345,060,451,158,891
fraud_Pouros, Walker and Spencer
kids_pets
3.82
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
9f9f37619e65968d7177e81dea9d19cf
1,388,527,284
41.875211
-73.707388
0
555,393
2020-12-31 22:01:52
3,518,669,219,150,142
fraud_Morissette PLC
shopping_pos
8.33
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
be7451eb6103e3f88c7d2aabe1ad9f05
1,388,527,312
39.356464
-84.215823
0
555,394
2020-12-31 22:02:06
4,561,546,772,499
fraud_Zboncak LLC
food_dining
10.83
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
c53fbf6754dc313f7be4ca3af513021f
1,388,527,326
34.489196
-106.619226
0
555,395
2020-12-31 22:02:30
3,531,129,874,770,000
fraud_Gibson-Deckow
entertainment
165.34
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
422e69b05b82ab0ad08d9ed501a60c6a
1,388,527,350
43.915098
-72.214479
0
555,396
2020-12-31 22:02:51
3,511,378,610,369,890
fraud_Nienow PLC
entertainment
4.31
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
2058d59caa0ceaaebb76ffbeb3ee8c24
1,388,527,371
35.130309
-87.057669
0
555,397
2020-12-31 22:03:14
4,069,975,342,931,683
fraud_Jast Ltd
shopping_net
3.17
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
0608360fc691cef90dbaf30a88346a35
1,388,527,394
37.963992
-82.926133
0
555,398
2020-12-31 22:03:27
2,712,209,726,293,386
fraud_Hamill-D'Amore
health_fitness
96.47
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
2f6c8a28e79ecee6ef1b051986cb43dc
1,388,527,407
29.960362
-90.712786
0
555,399
2020-12-31 22:03:28
6,011,231,546,538,393
fraud_Kertzmann LLC
health_fitness
188.38
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
0ecae0f4c319471b87de3cf5457c4af0
1,388,527,408
41.65712
-73.890918
0