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
4,000
2020-06-22 14:00:26
676,102,124,465
fraud_Larson-Moen
entertainment
213.31
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
222351ab29b3652aa0bea6b206698f65
1,371,909,626
38.211019
-122.531051
0
4,001
2020-06-22 14:00:26
6,540,981,358,631,302
fraud_Gutmann, McLaughlin and Wiza
home
58.29
Bryan
Torres
M
152 James Centers Apt. 768
Detroit
MI
48,221
42.426
-83.15
673,342
Retail manager
1967-06-19
da0fa2d3b15c6e43e9d5c254ea8b4fac
1,371,909,626
42.206337
-84.069305
0
4,002
2020-06-22 14:00:31
3,573,030,041,201,292
fraud_Turcotte, McKenzie and Koss
entertainment
3.48
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
c0af9a8d0c115619a4db6c03104f2c5d
1,371,909,631
40.4908
-110.845896
0
4,003
2020-06-22 14:00:33
213,174,467,670,432
fraud_Kertzmann LLC
health_fitness
69.33
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
b6a795648b75bce39eb7380e3fbcb20c
1,371,909,633
38.487361
-75.289557
0
4,004
2020-06-22 14:00:47
30,074,693,890,476
fraud_Dickinson Ltd
misc_pos
204.49
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
b1dc42e2184e253f7aeee7d39b9c03f4
1,371,909,647
37.531013
-101.035345
0
4,005
2020-06-22 14:00:53
4,089,096,483,689,733,600
fraud_Denesik, Powlowski and Pouros
home
149.33
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
d1ed85c402e5cf86620ae4cc096555fd
1,371,909,653
33.316502
-93.966674
0
4,006
2020-06-22 14:00:55
630,451,534,402
fraud_Graham, Hegmann and Hammes
food_dining
2.44
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
22e4900230416fe2dd649ae88658d60b
1,371,909,655
45.879267
-86.834186
0
4,007
2020-06-22 14:01:44
30,131,826,429,364
fraud_Mohr Inc
shopping_pos
1,170.57
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
aefca624f7c0423c2e19780c1b1840e8
1,371,909,704
35.621603
-84.626794
0
4,008
2020-06-22 14:02:14
3,560,797,065,840,735
fraud_Prosacco LLC
personal_care
39.97
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
0d957893593cf3b1394375b1dbd84053
1,371,909,734
45.939564
-100.804874
0
4,009
2020-06-22 14:02:16
4,128,730,454,058,057,700
fraud_Kuhn Group
food_dining
1.1
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
42ffc4de470b66015d55a90775b48e11
1,371,909,736
30.630275
-94.75009
0
4,010
2020-06-22 14:02:34
4,173,950,183,554,608
fraud_Hodkiewicz, Prohaska and Paucek
travel
7.79
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
c10ed8c1af724c3057c3150b9cdee950
1,371,909,754
40.141924
-74.651662
0
4,011
2020-06-22 14:02:44
30,561,214,688,470
fraud_Jacobi and Sons
shopping_pos
2.3
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
466cf24f3d7035c85c9b9bce3eb89a83
1,371,909,764
40.326768
-76.432154
0
4,012
2020-06-22 14:02:56
4,147,608,975,828,480
fraud_Nicolas, Hills and McGlynn
entertainment
24.14
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
db7ea0a01bf726451403939d072cd3b9
1,371,909,776
45.037673
-95.695905
0
4,013
2020-06-22 14:02:58
38,530,489,946,071
fraud_Volkman-Predovic
shopping_net
2.02
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
37ed37e1f5b310d55bd3a1b3b485fae9
1,371,909,778
35.295977
-81.050168
0
4,014
2020-06-22 14:03:25
3,541,160,328,600,277
fraud_Friesen Inc
shopping_pos
176.44
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
20280f1008a1211b5b27a471a7c8068d
1,371,909,805
40.241738
-90.505906
0
4,015
2020-06-22 14:03:32
30,092,964,733,035
fraud_Monahan-Morar
personal_care
86.51
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
e1e7920f9e70897b2a08c183eb59408e
1,371,909,812
38.248576
-83.328421
0
4,016
2020-06-22 14:04:05
4,599,285,557,366,057
fraud_Fadel Inc
health_fitness
4.58
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
d455f64554638e1f8da49e75cf30344f
1,371,909,845
37.452013
-98.383812
0
4,017
2020-06-22 14:04:08
3,556,613,125,071,656
fraud_Nader-Maggio
personal_care
162.91
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
b06ccb37df92d5f97de34a2c76c94b25
1,371,909,848
28.995705
-96.302283
0
4,018
2020-06-22 14:04:14
213,153,151,785,052
fraud_Hyatt, Russel and Gleichner
health_fitness
14.65
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
5291f5e465f4c39201fb12b740fe22d4
1,371,909,854
45.290155
-89.783844
0
4,019
2020-06-22 14:04:16
2,450,829,271,795,901
fraud_Dickinson-Rempel
misc_pos
1,134.7
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
1d580ba6884aa1f68d0189fe5236ad8d
1,371,909,856
45.801637
-94.417357
0
4,020
2020-06-22 14:04:29
4,586,810,168,620,942
fraud_Ferry, Lynch and Kautzer
misc_net
68.03
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
64682f745a8ebaa49a685a99800ee5fb
1,371,909,869
32.826012
-80.669189
0
4,021
2020-06-22 14:04:49
4,302,475,216,404,898
fraud_Watsica LLC
personal_care
23.49
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
477b12f5009c0eab62ff4e42e8709dc2
1,371,909,889
43.33453
-93.051188
0
4,022
2020-06-22 14:04:53
4,239,436,242,473
fraud_Moore, Williamson and Emmerich
home
54.21
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
39371abe3bcb05b63963d75532d6747a
1,371,909,893
38.68226
-77.374105
0
4,023
2020-06-22 14:04:57
349,612,764,943,496
fraud_McDermott, Osinski and Morar
home
81.44
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
e85f65322b4a611abcdaaceb794b903c
1,371,909,897
37.62587
-82.96888
0
4,024
2020-06-22 14:05:06
374,930,071,163,758
fraud_Schiller Ltd
personal_care
23.16
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
72f4018d473c49747ca355a68ecde05e
1,371,909,906
43.142137
-84.158361
0
4,025
2020-06-22 14:05:56
6,011,148,190,095,209
fraud_Sporer-Keebler
personal_care
53.49
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
e337bcfd9612a721eadecfde3899f7e0
1,371,909,956
38.045398
-122.888789
0
4,026
2020-06-22 14:06:09
676,372,984,911
fraud_Kertzmann LLC
health_fitness
34.15
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
ef1b6fb0709ec8a87690107a57605ecd
1,371,909,969
40.410831
-99.299451
0
4,027
2020-06-22 14:06:11
4,755,696,071,492
fraud_Block-Hauck
travel
3.21
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
46d83d3002bc36c6916aee31b25ea6f9
1,371,909,971
32.164741
-96.133055
0
4,028
2020-06-22 14:06:11
3,595,192,916,105,588
fraud_Medhurst PLC
shopping_net
8.19
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
c9ef65c37deb0821a9af9079ec0b56ff
1,371,909,971
35.606988
-79.348644
0
4,029
2020-06-22 14:06:58
4,890,424,426,862,857,000
fraud_Brown-Greenholt
entertainment
39.12
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
e888d2f791c5ab5c0c6093e57a59cd82
1,371,910,018
39.11782
-121.247097
0
4,030
2020-06-22 14:07:01
3,559,679,414,981,506
fraud_Kautzer and Sons
personal_care
200.62
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
fd549ffeef04944ada74d43baa4f1290
1,371,910,021
44.55431
-74.861566
0
4,031
2020-06-22 14:07:15
6,511,349,151,405,438
fraud_Jacobi Inc
health_fitness
24.81
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
d469e3a69ac9a6260401f223aa3509c2
1,371,910,035
39.791926
-113.950833
0
4,032
2020-06-22 14:07:29
3,529,597,810,116,815
fraud_Boyer PLC
shopping_net
3.5
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
13a6748dd8f6060ccbf3f192efe81d14
1,371,910,049
39.695963
-78.397342
0
4,033
2020-06-22 14:07:39
30,026,790,933,302
fraud_McDermott, Osinski and Morar
home
73.7
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
d265b7d9ab956910c6cb2c56a872d34a
1,371,910,059
32.875114
-90.74581
0
4,034
2020-06-22 14:07:51
30,518,196,150,127
fraud_Schuppe, Nolan and Hoeger
shopping_pos
1.61
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
7aa69714eb937234dfc3d5d00451a8c2
1,371,910,071
41.258522
-86.837938
0
4,035
2020-06-22 14:07:59
3,502,088,871,723,054
fraud_Crooks and Sons
personal_care
12.43
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
a33dddb918a0df54410a70ff773734d3
1,371,910,079
38.421657
-76.635842
0
4,036
2020-06-22 14:08:18
30,234,966,027,947
fraud_Gottlieb, Considine and Schultz
shopping_net
5.35
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
340432e76a5e0f1a99ba158a8394d9b3
1,371,910,098
44.636611
-87.702072
0
4,037
2020-06-22 14:08:24
4,708,992,452,821,239
fraud_Ziemann-Waters
health_fitness
31.11
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
47544e274972baf892c662211b8b2afc
1,371,910,104
35.343996
-90.4832
0
4,038
2020-06-22 14:08:52
6,011,504,998,544,485
fraud_Kutch-Wilderman
home
20.22
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
a50488a6c5842d3f525ee6ea252a2f63
1,371,910,132
33.145013
-87.465553
0
4,039
2020-06-22 14:10:14
371,985,236,239,474
fraud_Bode-Rempel
kids_pets
5.72
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
232ef524f9ecbaafe7bc853a30cc6d34
1,371,910,214
42.399383
-74.804666
0
4,040
2020-06-22 14:10:27
370,612,217,861,404
fraud_McDermott, Osinski and Morar
home
113.43
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
2dbfd0d98dc7ff4552a3c30b5799d217
1,371,910,227
40.88577
-75.139809
0
4,041
2020-06-22 14:10:30
4,384,910,379,661,778
fraud_Rau-Robel
kids_pets
60.72
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
194388245f068896d1e55cea4000e4f5
1,371,910,230
46.901251
-96.983742
0
4,042
2020-06-22 14:11:45
6,011,477,612,335,392
fraud_O'Connell-Ullrich
home
40.44
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
11ae7a8c96ebd4af43e95d440f53b60a
1,371,910,305
39.447606
-85.422513
0
4,043
2020-06-22 14:11:49
3,577,663,406,369,449
fraud_Prosacco LLC
personal_care
66.97
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
3fa5d6d4241c289765ab391e13f355e4
1,371,910,309
35.715564
-89.777678
0
4,044
2020-06-22 14:11:59
3,540,075,240,003,197
fraud_Boyer PLC
misc_pos
1.49
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
006e4c6e0699dca98ccd3068c916b193
1,371,910,319
44.821075
-92.684341
0
4,045
2020-06-22 14:12:02
4,040,099,974,063,068,700
fraud_Beier LLC
entertainment
78.4
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
dece95ede7c2b654164829782b61bce4
1,371,910,322
47.408454
-102.533235
0
4,046
2020-06-22 14:12:40
4,861,310,130,652,567,000
fraud_Sawayn PLC
shopping_pos
8.32
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
2a9b2ca22ff1d8335ffc28bf5e9f08e3
1,371,910,360
29.735221
-91.370223
0
4,047
2020-06-22 14:12:41
4,467,456,915,153,312,300
fraud_Beer-Jast
kids_pets
45.08
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
d7f71282974696db301bfb8404dfee8c
1,371,910,361
28.206088
-82.744888
0
4,048
2020-06-22 14:12:43
372,509,258,176,510
fraud_Bernhard, Grant and Langworth
shopping_pos
81.8
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
557ca621fe2ab8cb10b750756e6343e0
1,371,910,363
42.157895
-83.44614
0
4,049
2020-06-22 14:12:43
2,297,447,006,766,555
fraud_Erdman-Schaden
personal_care
244.45
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
365a3450be7f382fe925d8909edeefb6
1,371,910,363
40.796695
-89.482525
0
4,050
2020-06-22 14:13:41
4,635,330,563,105,903
fraud_Sawayn PLC
shopping_pos
24.64
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
0afcd09af9c2733602fa88a069cf1496
1,371,910,421
39.677525
-76.713837
0
4,051
2020-06-22 14:14:11
676,248,282,243
fraud_Weber, Thiel and Hammes
kids_pets
216.69
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
356073220380c2fbb780ed061890e261
1,371,910,451
27.285687
-82.041779
0
4,052
2020-06-22 14:14:19
213,126,662,687,660
fraud_Turner, Ruecker and Parisian
misc_pos
190.84
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
872299339219ce60d1234db121d97dbe
1,371,910,459
27.327663
-98.599692
0
4,053
2020-06-22 14:14:49
180,036,456,789,979
fraud_Hilpert-Conroy
kids_pets
70.55
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
511b8339892f6ce9a0978639a3127611
1,371,910,489
42.276818
-90.81885
0
4,054
2020-06-22 14:15:13
3,501,942,333,500,073
fraud_Hilpert-Conroy
kids_pets
167.41
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
a88a94d92761062e3430247368f632bb
1,371,910,513
33.529315
-111.234445
0
4,055
2020-06-22 14:15:20
676,195,318,214
fraud_Roberts-Beahan
misc_pos
6.39
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
7968052c4743f177c4b4152835bc7a69
1,371,910,520
28.971809
-96.354716
0
4,056
2020-06-22 14:15:29
6,595,970,453,799,027
fraud_Schroeder, Hauck and Treutel
entertainment
88.17
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
915965abeaa8a28e9fb23003362f94af
1,371,910,529
40.205821
-75.293968
0
4,057
2020-06-22 14:15:49
4,989,847,570,577,635,000
fraud_Parker, Nolan and Trantow
entertainment
51.87
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
cab1db2c8e9131e8d0776baeb0774e58
1,371,910,549
33.362736
-82.433772
0
4,058
2020-06-22 14:15:52
3,598,014,571,045,296
fraud_Berge, Kautzer and Harris
personal_care
16.07
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
5fdc0117296f1fb7a885080278230584
1,371,910,552
35.984407
-76.41254
0
4,059
2020-06-22 14:15:55
2,720,830,304,681,674
fraud_Kilback LLC
food_dining
46.17
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
71e4b58c2497aae64acda15932943e95
1,371,910,555
37.499879
-86.557719
0
4,060
2020-06-22 14:16:01
213,112,402,583,773
fraud_Crist, Jakubowski and Littel
home
10.77
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
c4eda7930ff5179b05c720a156ce9cd5
1,371,910,561
33.280945
-82.469265
0
4,061
2020-06-22 14:16:04
180,094,419,304,907
fraud_Kilback LLC
food_dining
51
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
df2cbd1c802ea13bedf355758a6b57a6
1,371,910,564
33.451495
-117.16981
0
4,062
2020-06-22 14:16:05
4,861,310,130,652,567,000
fraud_Kihn-Schuster
food_dining
40.9
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
611f2cdb895b3e36909901160e3bcff5
1,371,910,565
29.442482
-90.591911
0
4,063
2020-06-22 14:16:18
4,158,945,090,781,624
fraud_Brown Inc
kids_pets
90.34
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
d7a64b221729d1f50e327a879144495d
1,371,910,578
41.320994
-80.814465
0
4,064
2020-06-22 14:16:18
375,904,527,651,269
fraud_Windler, Goodwin and Kovacek
home
104.5
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
5613ca5f1e54c56ba6843ea19eaadb0a
1,371,910,578
39.522194
-98.591633
0
4,065
2020-06-22 14:16:32
30,407,675,418,785
fraud_Hettinger, McCullough and Fay
home
10.04
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
dd5928d852e9ba4462ef01f9a9f0b74c
1,371,910,592
41.927631
-76.769159
0
4,066
2020-06-22 14:17:00
4,904,681,492,230,012
fraud_Block-Parisian
misc_net
9.81
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
98b099cb042d36e6e0b76a0285c30bcf
1,371,910,620
42.391729
-73.312548
0
4,067
2020-06-22 14:17:02
378,006,354,724,784
fraud_McKenzie-Huels
food_dining
74.25
Christopher
Matthews
M
433 John Heights Apt. 849
Etlan
VA
22,719
38.5095
-78.2638
395
Senior tax professional/tax inspector
1982-01-07
2da950e4bf7315894f579b22114baf3e
1,371,910,622
38.623514
-79.199587
0
4,068
2020-06-22 14:17:14
3,525,668,150,756,629
fraud_Daugherty LLC
kids_pets
50.57
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
2b496f9c178ed24f98e9331dc028fdff
1,371,910,634
47.032412
-87.946748
0
4,069
2020-06-22 14:17:20
4,653,879,239,169,997
fraud_Stamm-Witting
shopping_net
3.37
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
a4397f225ecaa21a524a47b91f077d96
1,371,910,640
37.75748
-86.943019
0
4,070
2020-06-22 14:17:34
372,382,441,451,095
fraud_Erdman-Ebert
personal_care
59.3
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
1bef6d07e90cfee798ebaa1df83d6e24
1,371,910,654
42.446035
-73.59185
0
4,071
2020-06-22 14:17:43
374,238,209,524,200
fraud_Hoppe, Harris and Bednar
entertainment
235.54
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
ed8e8d482640af1206a082c0a29b36a5
1,371,910,663
45.332741
-120.842357
0
4,072
2020-06-22 14:17:58
4,809,701,904,914
fraud_Erdman-Ebert
personal_care
32.62
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
dd5903743c16b00301f225cc37f1187d
1,371,910,678
32.940062
-85.226395
0
4,073
2020-06-22 14:18:00
4,223,708,906,367,574,000
fraud_Greenholt Ltd
health_fitness
77.29
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
338a2b9882e7cc4ad66fadc5d5b455f7
1,371,910,680
38.849026
-84.053679
0
4,074
2020-06-22 14:18:17
4,383,521,454,815
fraud_Denesik, Powlowski and Pouros
home
6.09
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
c2c747ad8a78d5ee14126e50c37b509d
1,371,910,697
39.920355
-86.629941
0
4,075
2020-06-22 14:18:36
4,890,424,426,862,857,000
fraud_Simonis-Prohaska
misc_pos
2.59
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
d52d4c3a287149c195e4c59a6cbc7003
1,371,910,716
38.041721
-122.008582
0
4,076
2020-06-22 14:18:36
6,011,438,889,172,900
fraud_Sporer-Keebler
personal_care
105.19
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
15d7f2680a0a7a84d005fb3f10ffaf10
1,371,910,716
33.507552
-92.050814
0
4,077
2020-06-22 14:18:59
4,859,525,594,182,537
fraud_Torphy-Goyette
shopping_pos
3.83
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
59bb1563ba86985f9083871e6517e3c7
1,371,910,739
42.99036
-75.006196
0
4,078
2020-06-22 14:19:00
30,518,206,766,474
fraud_Ankunding-Carroll
travel
7.62
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
e5383b3c0dd35d035f606e617cccd712
1,371,910,740
36.529183
-89.452697
0
4,079
2020-06-22 14:19:26
4,482,427,013,979,020
fraud_Schiller, Blanda and Johnson
home
31.41
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
95257303ba629924e646cd4531e0ab75
1,371,910,766
39.084914
-82.526624
0
4,080
2020-06-22 14:19:29
4,069,975,342,931,683
fraud_Barrows PLC
shopping_pos
6.89
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
146dc887a860fd7f680eb830c4a822f2
1,371,910,769
37.520672
-82.012965
0
4,081
2020-06-22 14:19:32
4,060,579,726,528,237
fraud_Gulgowski LLC
home
26.24
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
c2f4c796e731f979de44ae654a5f4cb8
1,371,910,772
39.382206
-94.807159
0
4,082
2020-06-22 14:19:51
3,511,378,610,369,890
fraud_Bahringer, Osinski and Block
food_dining
4.87
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
bfae7065181f6b22ad3b8d170077bc96
1,371,910,791
35.101906
-87.26951
0
4,083
2020-06-22 14:20:03
4,587,657,402,165,341,700
fraud_Langosh, Wintheiser and Hyatt
food_dining
11
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
22df3b2157d882f33d9e8d07e5fe17cb
1,371,910,803
40.779766
-87.278627
0
4,084
2020-06-22 14:20:05
377,026,671,291,680
fraud_Ernser-Lynch
food_dining
18.67
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
fdd2da28488c351bddd701000021ce96
1,371,910,805
36.866744
-90.467517
0
4,085
2020-06-22 14:20:15
2,266,735,643,685,262
fraud_Zboncak Ltd
food_dining
20.03
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
1b54ca5385d7d2bd9bacf085a7ff34e6
1,371,910,815
34.168038
-87.221244
0
4,086
2020-06-22 14:20:21
3,589,255,887,819,806
fraud_Donnelly LLC
entertainment
62.04
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
63724fe4644c9a815626270b9bf20b4f
1,371,910,821
40.507304
-78.68805
0
4,087
2020-06-22 14:20:32
375,974,680,629,816
fraud_Runte, Green and Emard
health_fitness
76.06
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
6a777004b3f1159334712f102fb9ff5e
1,371,910,832
42.408858
-73.997976
0
4,088
2020-06-22 14:20:57
4,855,488,158,131,690,000
fraud_Graham, Hegmann and Hammes
food_dining
62.65
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
491e1068b21d36df36b1a8eea94ac454
1,371,910,857
43.163583
-72.452176
0
4,089
2020-06-22 14:21:10
4,839,043,708,100,390
fraud_Runte-Mohr
food_dining
7.99
Meredith
Campbell
F
043 Hanson Turnpike
Hedrick
IA
52,563
41.1826
-92.3097
1,583
Geochemist
1999-06-28
d0f1584b71b478a2a19889d0c0a3dfd6
1,371,910,870
41.885994
-91.513086
0
4,090
2020-06-22 14:21:14
639,095,706,599
fraud_McLaughlin, Armstrong and Koepp
travel
1.56
Kyle
Wilkinson
M
93970 Trujillo Causeway
Curlew
IA
50,527
42.9633
-94.7975
223
Estate manager/land agent
1939-04-14
89f6576b9177350d32e937dce5f4960c
1,371,910,874
42.51103
-95.713797
0
4,091
2020-06-22 14:21:18
4,536,996,888,716,062,000
fraud_Jacobi Inc
health_fitness
19.82
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
b9d90d119e81761b5f3cd83c4418e8be
1,371,910,878
35.693446
-106.877681
0
4,092
2020-06-22 14:22:57
4,060,579,726,528,237
fraud_Durgan, Gislason and Spencer
home
23
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
630110c6bc8882a49348f09750b96f11
1,371,910,977
39.015507
-95.302499
0
4,093
2020-06-22 14:23:03
374,930,071,163,758
fraud_Armstrong, Walter and Gottlieb
food_dining
15.24
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
949f14473161c447dce72ef501846f9e
1,371,910,983
41.815937
-83.516309
0
4,094
2020-06-22 14:23:32
6,592,861,994,408,652
fraud_Cronin, Kshlerin and Weber
health_fitness
11.83
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
85d11d956456b716e40ec22f2e89538a
1,371,911,012
42.184235
-78.955071
0
4,095
2020-06-22 14:23:43
4,560,395,181,594,436,000
fraud_Ziemann-Waters
health_fitness
89.05
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
b00ebded8c2a2c3b77a74ee554c64b9d
1,371,911,023
39.186031
-123.700626
0
4,096
2020-06-22 14:24:08
30,364,087,349,027
fraud_Hagenes, Kohler and Hoppe
food_dining
34.89
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
289cb6fd62634b53c59dac3363904f56
1,371,911,048
36.580743
-96.299609
0
4,097
2020-06-22 14:24:09
377,895,991,033,232
fraud_Wuckert, Wintheiser and Friesen
home
40.53
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
d6ef997e14c8768e8d89ba912c2fa769
1,371,911,049
42.380756
-73.023005
0
4,098
2020-06-22 14:24:13
4,810,839,835,482,794,000
fraud_Botsford PLC
home
18.53
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
64cc51d60cce3e4b92fb426a3656917f
1,371,911,053
37.192906
-93.79902
0
4,099
2020-06-22 14:25:00
378,858,024,506,425
fraud_Bogisich-Weimann
kids_pets
58.88
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
e2572230ad68b3133c7310328f2c17c3
1,371,911,100
33.985075
-111.708399
0