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
11,500
2020-06-24 20:23:39
180,094,419,304,907
fraud_Ruecker, Beer and Collier
shopping_net
2.56
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
38c3883089f5fedfd5f7b48e78bce0fb
1,372,105,419
33.379106
-116.676725
0
11,501
2020-06-24 20:24:39
4,536,996,888,716,062,000
fraud_Hagenes, Kohler and Hoppe
food_dining
30.19
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
c16e8987ac042521c86d1ead925e6e08
1,372,105,479
35.294704
-106.997851
0
11,502
2020-06-24 20:24:40
6,011,104,316,292,105
fraud_Terry-Huel
shopping_net
3.22
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
8548451d64bb7d016438fd7f4565bbb0
1,372,105,480
35.990835
-77.731015
0
11,503
2020-06-24 20:25:06
4,428,154,703,770,710
fraud_Reichel Inc
entertainment
23.27
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
bf67bd33c8e55231b0766d16a4112dcd
1,372,105,506
45.618735
-116.216699
0
11,504
2020-06-24 20:25:19
377,993,105,397,617
fraud_Baumbach, Feeney and Morar
shopping_net
316.47
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
e89a0974c1a0d091e05ff6ef8e8e958b
1,372,105,519
45.100988
-88.603529
0
11,505
2020-06-24 20:25:48
6,011,366,578,560,244
fraud_Spencer PLC
entertainment
33.23
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
322df95d213fa37487cfced70110d29c
1,372,105,548
39.808652
-77.121057
0
11,506
2020-06-24 20:26:17
5,540,636,818,935,089
fraud_Ledner, Hartmann and Feest
health_fitness
53.82
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
a2fcc9e329f836aacd1b8a113a7c6910
1,372,105,577
41.853524
-71.109049
0
11,507
2020-06-24 20:26:41
4,810,839,835,482,794,000
fraud_Durgan, Gislason and Spencer
home
2.22
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
65703698f4bd256ee496986575d09deb
1,372,105,601
36.157137
-93.497148
0
11,508
2020-06-24 20:26:42
4,981,132,848,794
fraud_Hoppe, Harris and Bednar
entertainment
100.3
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
1368b058c2cd2796c6fdd4eacb3c4181
1,372,105,602
40.463375
-81.811789
0
11,509
2020-06-24 20:26:42
213,125,815,021,702
fraud_Stark-Koss
home
107.08
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
cd198db3f77982487eb378f599a99594
1,372,105,602
42.249575
-73.73792
0
11,510
2020-06-24 20:27:37
30,234,966,027,947
fraud_McCullough LLC
misc_pos
6.56
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
fca7bbece7230da7dfa1d83412bb3ffa
1,372,105,657
44.494473
-88.178659
0
11,511
2020-06-24 20:28:05
30,407,675,418,785
fraud_Schmidt-Larkin
home
7.15
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
ec8c0f79d3afbe2d30442c9c933a2b99
1,372,105,685
42.955496
-77.718125
0
11,512
2020-06-24 20:28:08
2,288,813,824,604,479
fraud_Kling, Howe and Schneider
home
29.33
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
3661737959f02bc05286a6ab97024920
1,372,105,688
40.888683
-73.978474
0
11,513
2020-06-24 20:28:24
3,517,814,635,263,522
fraud_Cole, Hills and Jewess
home
70.55
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
376d4d88356953840d9e79d9ee11781b
1,372,105,704
36.854089
-80.261014
0
11,514
2020-06-24 20:29:36
180,031,190,491,743
fraud_Hettinger, McCullough and Fay
home
17.2
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
d9d814c57b756a22ecddbecbbcec8173
1,372,105,776
29.809423
-87.717633
0
11,515
2020-06-24 20:29:50
374,497,717,543,058
fraud_Heller PLC
health_fitness
84.74
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
ee859bda778501e556f71a99fc81d9fd
1,372,105,790
47.173729
-100.042826
0
11,516
2020-06-24 20:29:59
4,956,828,990,005,111,000
fraud_Ziemann-Waters
health_fitness
35.53
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
becda34dc9b906a8797ed1e96ae90aa5
1,372,105,799
40.3886
-73.368327
0
11,517
2020-06-24 20:30:13
213,153,151,785,052
fraud_Moore, Dibbert and Koepp
misc_net
550.72
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
46894a0d08da4129eec2db393f89c247
1,372,105,813
45.653483
-90.527482
0
11,518
2020-06-24 20:30:21
3,590,736,522,064,285
fraud_Deckow-Dare
food_dining
13.59
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
7313ddaa26f52808e021150e6ba346b9
1,372,105,821
34.13308
-93.083172
0
11,519
2020-06-24 20:30:42
676,173,792,455
fraud_Hammes-Beatty
kids_pets
11.92
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
80f1f6683fb4eec05161ae26ebc7f691
1,372,105,842
33.843182
-117.891522
0
11,520
2020-06-24 20:30:58
373,905,417,449,658
fraud_Kertzmann LLC
health_fitness
140.3
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
b58c5d467f8d17136ea00fc8e85c69a6
1,372,105,858
31.657038
-96.75882
0
11,521
2020-06-24 20:31:46
4,451,438,912,406,400
fraud_Grimes LLC
entertainment
81.11
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
e0923e9f53ba6aeb186f83b032f3b590
1,372,105,906
34.169043
-93.89443
0
11,522
2020-06-24 20:33:25
4,935,858,973,307,492
fraud_Beier and Sons
home
96.19
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
178eec2290dfa2529c1708d36f80d034
1,372,106,005
32.89305
-82.486153
0
11,523
2020-06-24 20:33:46
3,583,635,130,604,947
fraud_Torp, Muller and Borer
health_fitness
66.34
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
968636d6c101956a9cc40a83fde6fe83
1,372,106,026
40.586407
-75.052326
0
11,524
2020-06-24 20:34:20
6,011,252,220,172,077
fraud_Torp-Lemke
misc_pos
79.69
Melvin
Wright
M
210 Dean Causeway Suite 130
Alton
IA
51,003
42.9782
-96.0173
1,700
Engineer, land
2001-12-19
865ebddea816aa33fdbf7ff1abd1464d
1,372,106,060
43.903253
-95.184618
0
11,525
2020-06-24 20:35:26
4,005,676,619,255,478
fraud_Kuphal-Predovic
misc_net
48.26
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
c9aee6ebabaa43c2c6fcaeb32b89a2bc
1,372,106,126
31.449256
-90.685764
0
11,526
2020-06-24 20:38:31
372,509,258,176,510
fraud_Bins-Tillman
entertainment
39.79
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
3e6adb09e1d23a66b78f56d7f0ada33a
1,372,106,311
43.880468
-82.823962
0
11,527
2020-06-24 20:38:48
4,223,708,906,367,574,000
fraud_Medhurst, Labadie and Gottlieb
travel
506.68
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
60f25e36164a79360b3de0283cf6f14c
1,372,106,328
39.418352
-84.285473
0
11,528
2020-06-24 20:38:51
4,129,767,952,109,660
fraud_Schuppe-Schuppe
food_dining
13.5
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
c3818882decbc7b71fe5cfbb67a195f3
1,372,106,331
47.462489
-96.807352
0
11,529
2020-06-24 20:40:27
374,497,717,543,058
fraud_McDermott, Osinski and Morar
home
88.32
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
3fb6e1da1c8f2185308256056de671ea
1,372,106,427
47.715922
-101.175496
0
11,530
2020-06-24 20:41:56
6,011,329,966,782,895
fraud_Hettinger, McCullough and Fay
home
1.32
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
773419939ec5a2b1796c869b8f945e2c
1,372,106,516
36.268685
-95.378859
0
11,531
2020-06-24 20:42:22
213,191,402,330,021
fraud_Boyer-Reichert
shopping_net
9.62
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
374bc9d9bd5e156f243930a043dc48ea
1,372,106,542
43.676453
-87.9462
0
11,532
2020-06-24 20:42:41
3,591,919,803,438,423
fraud_Cronin, Kshlerin and Weber
health_fitness
34.66
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
feec47c8e8f86113fe93f54cd754d12c
1,372,106,561
27.815525
-80.481432
0
11,533
2020-06-24 20:43:42
4,099,707,841,315,751
fraud_Torp-Lemke
misc_pos
2.34
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
aa917f5e7a2532f7aeb4e5ae53d40322
1,372,106,622
39.100374
-78.57627
0
11,534
2020-06-24 20:44:00
30,501,624,614,310
fraud_Willms, Kris and Bergnaum
shopping_pos
3.19
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
d9360efc046181aecfa667da02048c1f
1,372,106,640
32.270617
-81.451511
0
11,535
2020-06-24 20:44:01
375,974,680,629,816
fraud_Williamson LLC
misc_pos
754.62
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
382d8c1191816a524f8be10f7b9ef746
1,372,106,641
41.864429
-73.381858
0
11,536
2020-06-24 20:45:04
2,235,335,206,132,667
fraud_Hermiston, Pacocha and Smith
health_fitness
54.46
Maria
Rosales
F
6611 Parrish Garden Apt. 428
Waynesfield
OH
45,896
40.6072
-83.9585
2,089
Building control surveyor
1963-06-22
c4b6b54ac21b10ea480e9c8706988691
1,372,106,704
41.129992
-83.487312
0
11,537
2020-06-24 20:45:20
3,554,818,239,968,984
fraud_Stark-Koss
home
83.48
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
62c93ce09e1aa80db20ddcdd5c51d4b4
1,372,106,720
39.352806
-92.060747
0
11,538
2020-06-24 20:46:06
4,658,117,080,136
fraud_Heaney-Marquardt
entertainment
62.24
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
342f12c44350eb71d4911a3d010f79b4
1,372,106,766
35.027926
-107.922686
0
11,539
2020-06-24 20:46:33
3,567,697,931,646,329
fraud_Corwin-Gorczany
misc_net
7.98
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
1e37a1be788a0d118495c2ba4f788965
1,372,106,793
41.910445
-74.05912
0
11,540
2020-06-24 20:47:15
371,284,424,780,634
fraud_Lubowitz-Walter
kids_pets
75.17
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
4bae7c98c0283e3a2020006d183a8dd2
1,372,106,835
32.975199
-101.816372
0
11,541
2020-06-24 20:47:47
4,908,846,471,916,297
fraud_Abbott-Steuber
personal_care
30.59
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
e29609550aa4585312a6711f87586290
1,372,106,867
32.563893
-96.915544
0
11,542
2020-06-24 20:48:12
30,273,037,698,427
fraud_Feil, Hilpert and Koss
food_dining
2.56
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
beb1f1757f92c2fe6b93badda08e8bfd
1,372,106,892
35.143676
-91.894963
0
11,543
2020-06-24 20:48:23
6,538,891,242,532,018
fraud_Lubowitz, Terry and Stracke
personal_care
5.41
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
af646ba51b335f676d4a6586651674d1
1,372,106,903
36.597156
-89.929245
0
11,544
2020-06-24 20:48:32
6,011,329,966,782,895
fraud_Berge, Kautzer and Harris
personal_care
33.99
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
1b450f5997df84983549bd6340bd0f1a
1,372,106,912
35.50922
-95.932171
0
11,545
2020-06-24 20:48:53
4,173,950,183,554,608
fraud_Jakubowski Inc
home
50.24
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
7d92190e45e3175e337ffc047ead7c6e
1,372,106,933
41.210028
-73.224044
0
11,546
2020-06-24 20:49:53
30,360,260,465,747
fraud_Nader-Maggio
personal_care
33.47
Jennifer
Garcia
F
28777 Stewart Plains Apt. 495
Putnam
IL
61,560
41.1949
-89.4409
754
Presenter, broadcasting
1962-05-13
e05e64b2ba1efdcdf9001ad1dc7262a0
1,372,106,993
42.022748
-89.46325
0
11,547
2020-06-24 20:49:56
213,126,662,687,660
fraud_Stiedemann Ltd
food_dining
50.62
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
eb29f2b0f93df9e1330843965800777e
1,372,106,996
26.517349
-100.415536
0
11,548
2020-06-24 20:50:42
3,501,509,250,702,469
fraud_O'Connell-Ullrich
home
15.43
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
02a767ef05d4aad33ccb09b7792e45d0
1,372,107,042
25.73993
-82.560872
0
11,549
2020-06-24 20:50:50
376,445,266,762,684
fraud_Willms, Kris and Bergnaum
shopping_pos
8.37
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
7d7c06ff337c9185d485331afa223c4b
1,372,107,050
41.171893
-101.349614
0
11,550
2020-06-24 20:51:16
4,745,996,322,265
fraud_Runte-Mohr
food_dining
3.11
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
8e69f9e0c64cc8e2e53fed7e206c6ff1
1,372,107,076
41.723097
-86.346989
0
11,551
2020-06-24 20:51:43
639,046,421,587
fraud_Baumbach Ltd
personal_care
73.92
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
02ba2b0bb992ada21e5110feb83e7c89
1,372,107,103
40.74937
-80.894623
0
11,552
2020-06-24 20:52:13
180,056,173,248,083
fraud_Roob, Conn and Tremblay
shopping_pos
4.48
Larry
Warner
M
145 Jeffrey Key Suite 668
Lakeview
MI
48,850
43.4269
-85.2924
4,474
Emergency planning/management officer
1976-01-15
c7e0d41937473f85f95dd0aefe2c1bdd
1,372,107,133
42.530525
-85.709121
0
11,553
2020-06-24 20:52:31
3,520,550,088,202,337
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
152.08
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
2de06107a13c0e968ce788f4874b2484
1,372,107,151
48.459947
-89.936231
0
11,554
2020-06-24 20:52:38
3,573,030,041,201,292
fraud_Swaniawski, Nitzsche and Welch
health_fitness
85.91
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
0c83c7fd597664fabba35a668a72d090
1,372,107,158
39.400758
-110.233147
0
11,555
2020-06-24 20:53:19
30,026,790,933,302
fraud_Streich Ltd
home
85.78
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
14c41e08c1bc7cf4e9829162e088512c
1,372,107,199
33.729767
-90.183612
0
11,556
2020-06-24 20:53:20
213,141,712,584,544
fraud_Baumbach, Strosin and Nicolas
shopping_pos
9.95
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
ebd0ff3ff860ade42eb6e825cbd15132
1,372,107,200
31.40418
-90.960429
0
11,557
2020-06-24 20:53:29
30,131,826,429,364
fraud_Crist, Jakubowski and Littel
home
41.21
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
1586b3ec0e286202034900993a7e1e83
1,372,107,209
36.403667
-83.753942
0
11,558
2020-06-24 20:53:57
36,913,587,729,122
fraud_Mohr Inc
shopping_pos
42.68
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
ee25592064b5ab5b83846ed9ad8e4086
1,372,107,237
44.645291
-117.253753
0
11,559
2020-06-24 20:54:58
375,974,680,629,816
fraud_Ankunding LLC
shopping_net
3.29
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
db07a8f66a22ad6ebfaf6207e8f47a05
1,372,107,298
41.92461
-73.283879
0
11,560
2020-06-24 20:54:59
568,279,015,842
fraud_Mueller, Gerhold and Mueller
health_fitness
73.8
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
ad86fc923be05a0073a9750be786f25e
1,372,107,299
46.770547
-95.976815
0
11,561
2020-06-24 20:56:35
4,178,097,073,221,156
fraud_Kulas Group
health_fitness
77.25
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
ce16b956d32d9791c0e1bf8cd16cb466
1,372,107,395
41.812869
-86.457156
0
11,562
2020-06-24 20:57:17
6,011,504,998,544,485
fraud_Feil, Hilpert and Koss
food_dining
130.89
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
b92675d254a4928e989f2c59163f34ce
1,372,107,437
31.937051
-85.82276
0
11,563
2020-06-24 20:58:28
630,471,368,021
fraud_Quitzon-Goyette
home
60.29
George
Floyd
M
22502 Baker Mount Suite 241
Hazel
KY
42,049
36.5422
-88.3319
1,480
Designer, interior/spatial
1974-09-14
bc18453c0ba71a0f7fb34e18127de456
1,372,107,508
36.825494
-87.90117
0
11,564
2020-06-24 20:59:44
3,553,629,419,254,918
fraud_Skiles LLC
home
22.72
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
96db4141de9c0b5a3f8c4163668b6370
1,372,107,584
48.585543
-122.718643
0
11,565
2020-06-24 21:01:12
3,529,597,930,342,630
fraud_Morissette PLC
shopping_pos
9.7
Melissa
Rodriguez
F
81708 Christopher Plaza
Jordanville
NY
13,361
42.8948
-74.8209
824
Travel agency manager
1985-09-01
9b57a118f4b975afaa4ee8bd19f2c557
1,372,107,672
42.153935
-74.24543
0
11,566
2020-06-24 21:01:30
4,800,395,067,176,717
fraud_Schoen Ltd
kids_pets
9.93
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
c9799ea6108d77ea248366dc7d432b8f
1,372,107,690
41.801285
-96.223844
0
11,567
2020-06-24 21:01:46
2,720,830,304,681,674
fraud_Lesch, D'Amore and Brown
food_dining
42.57
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
accc9656d13c63b5b0b7373a8af30a7b
1,372,107,706
37.281859
-88.251943
0
11,568
2020-06-24 21:02:04
3,566,094,707,272,327
fraud_Dibbert-Green
entertainment
201.35
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
94a6d8ea9c409fb320012d78ffb0f455
1,372,107,724
34.246457
-117.862257
0
11,569
2020-06-24 21:02:17
3,541,160,328,600,277
fraud_Carroll PLC
health_fitness
1.91
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
49ca91ba7d94fb61966efcdeaea6d4fc
1,372,107,737
39.720391
-89.811447
0
11,570
2020-06-24 21:02:43
30,197,398,657,930
fraud_Fadel Inc
health_fitness
115.97
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
66cdb157a7d42a393bafd388a4f13c1b
1,372,107,763
36.434302
-78.984935
0
11,571
2020-06-24 21:03:14
4,861,310,130,652,567,000
fraud_Hoppe, Harris and Bednar
entertainment
241.32
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
207520eaaa8623a85993553387f9c09c
1,372,107,794
30.733023
-91.449155
0
11,572
2020-06-24 21:05:17
4,623,560,839,669
fraud_Walter, Hettinger and Kessler
personal_care
89.52
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
393d88c7bb35b76f496ada1558762e21
1,372,107,917
41.521579
-94.746658
0
11,573
2020-06-24 21:05:40
3,526,826,139,003,047
fraud_Hagenes, Kohler and Hoppe
food_dining
14.08
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
0d4aa7fabf5c570a082908d9e201aae5
1,372,107,940
43.474276
-85.132595
0
11,574
2020-06-24 21:05:43
374,821,819,075,109
fraud_Waelchi-Wolf
kids_pets
110.43
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
50f0bb0579e9a98b31e5bed17f760360
1,372,107,943
43.461085
-77.767701
0
11,575
2020-06-24 21:05:59
6,011,492,816,282,597
fraud_Reichert, Huels and Hoppe
shopping_net
8.95
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
01e7d10a38f4494f54f2f7cb0611d79a
1,372,107,959
33.318915
-91.813887
0
11,576
2020-06-24 21:06:26
4,158,945,090,781,624
fraud_Pfeffer and Sons
shopping_pos
5.47
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
5665d986693224a1dbe50890d6170ed2
1,372,107,986
40.416957
-80.010849
0
11,577
2020-06-24 21:07:14
213,175,487,106,448
fraud_Marvin-Lind
personal_care
22.24
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
e2ff159e9dce81a1433654456c8564bb
1,372,108,034
32.418379
-99.249351
0
11,578
2020-06-24 21:07:19
2,266,735,643,685,262
fraud_Altenwerth, Cartwright and Koss
shopping_net
2.99
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
a8febbb9393170755fd01d322b49c87d
1,372,108,039
33.713622
-85.346537
0
11,579
2020-06-24 21:08:43
3,540,210,836,308,425
fraud_Eichmann, Hayes and Treutel
travel
538.07
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
6fe66e7c5b5bd86f2270b8014d33d886
1,372,108,123
34.53635
-102.486734
0
11,580
2020-06-24 21:09:14
3,533,800,906,065,217
fraud_Gottlieb Group
kids_pets
11.98
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
e6c2941dfb7f4524cb09e0411b6f875f
1,372,108,154
41.020154
-97.902668
0
11,581
2020-06-24 21:10:54
4,502,539,526,809,430,000
fraud_Schmidt-Larkin
home
40.12
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
7ce042b7fb88118cb360ab445249b88f
1,372,108,254
35.583298
-91.946732
0
11,582
2020-06-24 21:11:10
6,534,628,260,579,800
fraud_Barton LLC
kids_pets
53.84
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
6e51699268e8cb7991abf26f85fede2b
1,372,108,270
44.761155
-72.717563
0
11,583
2020-06-24 21:11:10
4,769,426,683,924,059,000
fraud_Hoppe-Parisian
kids_pets
165.49
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
d853b5e0378b625cf5affe56f8add227
1,372,108,270
40.786388
-77.815491
0
11,584
2020-06-24 21:11:35
4,900,628,639,996
fraud_Lubowitz-Walter
kids_pets
66.33
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
28f7b5a48dd0f7e1477acf29fd3aae2c
1,372,108,295
34.212263
-118.36374
0
11,585
2020-06-24 21:12:29
4,777,065,439,639,721
fraud_Hirthe-Beier
health_fitness
76.37
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
8bc84ca31194db52c49aca8bc374a8e5
1,372,108,349
40.384549
-75.177944
0
11,586
2020-06-24 21:12:43
3,511,378,610,369,890
fraud_Cummerata-Hilpert
entertainment
54.91
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
86dfcc146105c6baa57f6a560bbef3d9
1,372,108,363
34.917963
-87.388773
0
11,587
2020-06-24 21:12:54
3,553,629,419,254,918
fraud_Predovic Inc
shopping_net
5.34
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
2077434361996b26c508857939530a7b
1,372,108,374
48.732834
-121.362602
0
11,588
2020-06-24 21:14:26
30,044,330,818,990
fraud_Bins-Tillman
entertainment
139.72
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
e8ebc7cd08ede28ecfcf139fd928aedd
1,372,108,466
26.091804
-80.914208
0
11,589
2020-06-24 21:14:46
5,289,285,402,893,489
fraud_Bins-Howell
personal_care
16.93
Amanda
Adams
F
08580 Jeremy Falls
Bay City
OR
97,107
45.5197
-123.8761
1,530
Colour technologist
1986-11-24
a859420b36a632eebe27d97aaecd730e
1,372,108,486
46.300858
-123.455101
0
11,590
2020-06-24 21:14:55
30,273,037,698,427
fraud_McCullough, Hudson and Schuster
food_dining
7.89
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
0e216bf0479209dd44894f929c87d0da
1,372,108,495
34.872145
-91.03365
0
11,591
2020-06-24 21:15:25
4,092,452,671,396,169,700
fraud_Crooks and Sons
personal_care
109.15
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
12e7a34eaaf7b62c1f08051bd841e23c
1,372,108,525
33.825207
-77.435181
0
11,592
2020-06-24 21:15:37
3,504,178,999,463,051
fraud_Connelly PLC
food_dining
8.88
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
10bb9e551006dffcb82c3710d9e2b233
1,372,108,537
40.787831
-83.322271
0
11,593
2020-06-24 21:16:23
374,930,071,163,758
fraud_Champlin and Sons
home
9.29
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
4a1c45c0a26975e7c3b9254c47e50ffe
1,372,108,583
41.438731
-84.14399
0
11,594
2020-06-24 21:16:38
4,319,584,480,204,989,000
fraud_Schmeler-Howe
personal_care
69.23
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
e2f0994404876082f74470afc3e90942
1,372,108,598
36.541677
-82.078143
0
11,595
2020-06-24 21:17:59
375,974,680,629,816
fraud_Schneider, Hayes and Nikolaus
food_dining
2.54
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
c641605907b2e6bc4261c4bc27e84e9a
1,372,108,679
41.449072
-72.372678
0
11,596
2020-06-24 21:20:43
30,131,826,429,364
fraud_Friesen Inc
shopping_pos
7.48
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
8737bdccc9f273d6a4b1e8897f66955d
1,372,108,843
35.358174
-83.329506
0
11,597
2020-06-24 21:21:44
4,301,028,321,766,222,300
fraud_Stark-Batz
entertainment
81.47
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
db7c72391ecf75d586bdc6c47eb224f7
1,372,108,904
40.828495
-79.411235
0
11,598
2020-06-24 21:22:35
3,589,255,887,819,806
fraud_Little, Gutmann and Lynch
shopping_net
9.23
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
c25648685792588a640581f27ca30d3a
1,372,108,955
39.279022
-78.441269
0
11,599
2020-06-24 21:22:58
375,237,305,371,366
fraud_Carroll PLC
health_fitness
3.91
David
Erickson
M
616 Jimenez Meadow Apt. 701
East Rochester
NY
14,445
43.1128
-77.4906
8,019
Retail buyer
1928-06-26
4d2e720f6dc7c2b71a4866a321c6f90a
1,372,108,978
42.95227
-77.232686
0