Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,281,900
2020-06-15 19:09:31
6,011,693,194,885,790
fraud_Brown-Greenholt
entertainment
10.64
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
c0e479587a93edbbe58ddadc5255bb21
1,371,323,371
46.590954
-93.420962
0
1,281,901
2020-06-15 19:10:03
4,642,255,475,285,942
fraud_Rippin-VonRueden
health_fitness
112.74
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
900ff7d6a7aae50849f3641165c4d9f4
1,371,323,403
39.242944
-108.947682
0
1,281,902
2020-06-15 19:10:09
3,501,942,333,500,073
fraud_Boehm, Predovic and Reinger
misc_pos
8.85
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
e344d85aca95234c86097ed3d4f1b9fc
1,371,323,409
33.165886
-111.249522
0
1,281,903
2020-06-15 19:10:32
4,025,612,008,285,111
fraud_Moore, Williamson and Emmerich
home
104.49
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
14cfecaa3850a8d71aad2939bebed78f
1,371,323,432
41.156309
-79.761415
0
1,281,904
2020-06-15 19:11:00
4,745,996,322,265
fraud_Gaylord-Powlowski
home
2.05
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
5948a60bca1fb9a6fff044b928d739c7
1,371,323,460
42.409648
-85.747256
0
1,281,905
2020-06-15 19:11:10
3,598,215,285,024,754
fraud_Schuppe LLC
entertainment
70.43
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
6ef7992e843175de4e3ba863157fc3be
1,371,323,470
39.788867
-74.063836
0
1,281,906
2020-06-15 19:11:19
3,533,742,182,628,021
fraud_Schumm PLC
shopping_net
5.22
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
735c9d5f820437d5a4e2befc0c3312ae
1,371,323,479
32.95013
-80.074561
0
1,281,907
2020-06-15 19:12:02
6,011,999,606,625,827
fraud_Botsford and Sons
home
54.54
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
7850a2f7266e91c017ef7a823c58868e
1,371,323,522
41.819716
-73.902146
0
1,281,908
2020-06-15 19:12:03
3,533,742,182,628,021
fraud_Langworth, Boehm and Gulgowski
shopping_net
9.99
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
c02e2f1b9aab65cbe12d9164030d0f3d
1,371,323,523
32.359733
-79.907536
0
1,281,909
2020-06-15 19:12:10
4,497,913,965,512,794,000
fraud_Bartoletti and Sons
personal_care
1.42
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
0b2d87df08df4417f9682d96205ff51a
1,371,323,530
34.459173
-78.6647
0
1,281,910
2020-06-15 19:12:20
376,262,134,119,629
fraud_Kozey-Kuhlman
personal_care
34.63
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
970125f1789a039733d247b536f3d2a3
1,371,323,540
28.035694
-82.636429
0
1,281,911
2020-06-15 19:12:40
4,670,613,943,676,271
fraud_Wuckert, Wintheiser and Friesen
home
70.56
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
fc5ea35d98f717926067d02b41687fb6
1,371,323,560
31.793126
-85.085447
0
1,281,912
2020-06-15 19:13:07
584,673,555,952
fraud_Jacobi Inc
health_fitness
4.47
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
a8375032f2a9dfcde37aebe4f193627f
1,371,323,587
48.338487
-101.282471
0
1,281,913
2020-06-15 19:13:18
4,908,846,471,916,297
fraud_Hills, Hegmann and Schaefer
health_fitness
4.68
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
6d320de90bbfcb8c57e1bc82a96ad595
1,371,323,598
32.262884
-97.231865
0
1,281,914
2020-06-15 19:13:59
370,348,764,075,623
fraud_White and Sons
home
10.07
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
28c27265088f35eb7f743e609a77996c
1,371,323,639
30.194158
-90.798167
0
1,281,915
2020-06-15 19:13:59
4,792,627,764,422,478,000
fraud_Kuhn LLC
shopping_pos
1.99
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
891bf8f38e8abdaed7e94cdffab78710
1,371,323,639
39.851821
-94.863082
0
1,281,916
2020-06-15 19:14:00
3,560,318,482,131,952
fraud_Romaguera and Sons
travel
1.23
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
2feca12cb069dc49d3cde43b273320e1
1,371,323,640
34.512855
-87.217653
0
1,281,917
2020-06-15 19:14:03
377,993,105,397,617
fraud_Schulist Ltd
food_dining
13.44
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
bbbd61f106a9a10a5b69ff95993d1bac
1,371,323,643
44.630945
-88.315857
0
1,281,918
2020-06-15 19:14:22
3,582,754,887,089,201
fraud_Terry Ltd
home
4.71
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
62db2a468aeb684052f0cb4e20dc7c89
1,371,323,662
34.059143
-93.087523
0
1,281,919
2020-06-15 19:14:38
4,191,109,180,926,792
fraud_Zboncak Ltd
food_dining
22.39
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
0cee9e34f3039c483b5e6e8aa38e013e
1,371,323,678
40.08603
-81.991468
0
1,281,920
2020-06-15 19:14:39
38,580,485,618,059
fraud_Torp, Muller and Borer
health_fitness
20.21
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
e3568b7c651c69fc0c52ea89bec5b250
1,371,323,679
49.457709
-103.481065
0
1,281,921
2020-06-15 19:14:41
2,269,768,987,945,882
fraud_Altenwerth-Kilback
home
64.27
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
ecddb4977c37faaf6eda03a921f34447
1,371,323,681
42.941856
-78.722503
0
1,281,922
2020-06-15 19:15:00
3,500,969,075,198,072
fraud_Gaylord-Powlowski
home
109.02
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
68488e37b66b3a7682af8eec8d67b302
1,371,323,700
46.573622
-117.00195
0
1,281,923
2020-06-15 19:15:00
345,389,171,551,808
fraud_Skiles LLC
home
16.79
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
df48a72ff2f787c81c7a12c6628a9f5f
1,371,323,700
33.764783
-90.635139
0
1,281,924
2020-06-15 19:15:20
344,709,867,813,900
fraud_Kuhic, Bins and Pfeffer
shopping_net
2.33
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
e5fafb53987ebf5b2a7157558fd37f8c
1,371,323,720
27.886645
-82.39387
0
1,281,925
2020-06-15 19:16:27
3,533,012,926,413,100
fraud_Williamson LLC
misc_pos
5.65
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
35d159ef1a582db2f8ccaffa1363d97b
1,371,323,787
43.254218
-74.228103
0
1,281,926
2020-06-15 19:16:28
4,364,010,865,167,176
fraud_Jakubowski Inc
home
121.31
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
7214130421325246cb4d171bf4cc95de
1,371,323,788
39.25559
-118.828844
0
1,281,927
2020-06-15 19:16:36
38,052,002,992,326
fraud_Kilback LLC
food_dining
8.59
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
79f9dc0b2b72adcd499fc16936616553
1,371,323,796
30.722408
-95.776891
0
1,281,928
2020-06-15 19:16:37
2,288,813,824,604,479
fraud_Morissette-Schaefer
personal_care
38.39
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
f9f7d07a1b8f3af87be3b5147fa781df
1,371,323,797
39.841776
-73.363671
0
1,281,929
2020-06-15 19:16:39
3,597,926,034,019,603
fraud_Schroeder Group
health_fitness
41.67
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
a6a8d8fa0a91515dd4196026f8faf3c6
1,371,323,799
34.492057
-89.826439
0
1,281,930
2020-06-15 19:16:45
372,520,049,757,633
fraud_Swift PLC
kids_pets
105.27
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
c5b56a8ab34cdbc60abfb9cf3f319a14
1,371,323,805
48.038804
-92.319348
0
1,281,931
2020-06-15 19:17:08
372,509,258,176,510
fraud_Langworth, Boehm and Gulgowski
shopping_net
8.01
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
c1608165f8328579b18635566a227420
1,371,323,828
43.56973
-83.271991
0
1,281,932
2020-06-15 19:17:08
38,052,002,992,326
fraud_Conroy-Emard
food_dining
5.96
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
59e7aa1497a1c462f01d356ace5a2030
1,371,323,828
29.947842
-94.10712
0
1,281,933
2020-06-15 19:17:34
3,501,509,250,702,469
fraud_Wiza LLC
misc_pos
20.8
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
9fcc8b334c46f432371b9427fb4c7e57
1,371,323,854
25.499011
-82.318106
0
1,281,934
2020-06-15 19:17:38
213,156,747,557,083
fraud_Weber, Thiel and Hammes
kids_pets
31.47
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
68e43dcc559b1fc5e07e62c488ec99bb
1,371,323,858
34.526176
-118.811854
0
1,281,935
2020-06-15 19:17:43
36,913,587,729,122
fraud_Weber and Sons
food_dining
131.98
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
47c721dedf5e383de3e435981546424d
1,371,323,863
43.903678
-116.861462
0
1,281,936
2020-06-15 19:18:15
4,102,003,771,126,577,700
fraud_Romaguera Ltd
health_fitness
97.58
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
e9be32777b78ce0fde9fa010aa151f8c
1,371,323,895
32.570744
-97.535187
0
1,281,937
2020-06-15 19:18:26
3,561,212,938,177,173
fraud_Larson, Quitzon and Spencer
travel
5.88
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
86f30baf18ac8b1e120698d49bdb2729
1,371,323,906
32.968004
-86.153693
0
1,281,938
2020-06-15 19:18:45
3,566,094,707,272,327
fraud_Hagenes, Kohler and Hoppe
food_dining
78.15
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
b794713c2e8533d651fa4112749283c0
1,371,323,925
35.124007
-118.420436
0
1,281,939
2020-06-15 19:18:54
30,328,384,440,870
fraud_Roberts, Ryan and Smith
personal_care
43.77
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
65c7df024f0c482bf5ac4713e34beaca
1,371,323,934
39.86673
-92.939836
0
1,281,940
2020-06-15 19:19:15
2,720,012,583,106,919
fraud_Jerde-Hermann
travel
440.22
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
99bdcc92c2c78bb96bc829a6257f5bb7
1,371,323,955
44.043437
-102.301805
0
1,281,941
2020-06-15 19:21:05
6,011,542,681,743,618
fraud_Runte-Mohr
food_dining
10.53
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
986fa8d492c4468adab443018e875a7e
1,371,324,065
39.224011
-79.695599
0
1,281,942
2020-06-15 19:21:24
30,266,994,494,236
fraud_Leannon-Ward
food_dining
31.32
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
4a6454c7fb4a754fd53ca74f75faa7e7
1,371,324,084
37.336391
-76.801757
0
1,281,943
2020-06-15 19:21:24
4,874,006,077,381,178
fraud_Ratke and Sons
health_fitness
7.75
Patricia
Russell
F
89297 Wilson Green Suite 601
Moscow
IA
52,760
41.5646
-91.0859
533
Chief Technology Officer
1990-01-13
dfaf579b6a458d7367b10564982554ca
1,371,324,084
41.642534
-90.418536
0
1,281,944
2020-06-15 19:21:30
30,428,204,673,351
fraud_Kling, Howe and Schneider
home
74.53
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
c1d612e57dacbcd7ca2581be892bfae5
1,371,324,090
40.701985
-76.341202
0
1,281,945
2020-06-15 19:21:40
4,879,265,611,163,287
fraud_Upton PLC
entertainment
67.22
Collin
Brown
M
995 Benjamin Bypass
Du Pont
GA
31,630
31
-82.8555
419
Advertising account executive
1990-10-28
1d56db67ace30f1e102347b27b9c1692
1,371,324,100
31.31301
-81.987975
0
1,281,946
2020-06-15 19:22:13
2,242,542,703,101,233
fraud_Welch, Rath and Koepp
entertainment
49.97
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
2aeae14b51faa3e1e2f4c2954b122bca
1,371,324,133
37.619773
-85.739721
0
1,281,947
2020-06-15 19:22:16
38,797,410,705,641
fraud_Welch, Rath and Koepp
entertainment
89.52
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
d79f820cf7771627c1b6835307a1e953
1,371,324,136
42.6657
-74.850508
0
1,281,948
2020-06-15 19:22:23
2,229,378,226,512,508
fraud_Carroll PLC
health_fitness
77.57
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
5615ce2b49343d3fb3842ae6d384b93c
1,371,324,143
42.984938
-90.289352
0
1,281,949
2020-06-15 19:23:18
3,514,865,930,894,695
fraud_Kilback, Nitzsche and Leffler
travel
1.33
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
4f67f4c77e735471a6c4104e9e1ce085
1,371,324,198
32.93393
-105.858766
0
1,281,950
2020-06-15 19:23:35
5,130,484,058,948,421
fraud_Stiedemann Ltd
food_dining
72.42
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
c8ef521d3e2109503f9c9e674a818118
1,371,324,215
39.905975
-84.121433
0
1,281,951
2020-06-15 19:23:35
4,586,810,168,620,942
fraud_Kihn, Brakus and Goyette
personal_care
2.4
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
ed6a5bd515a3f7ae751b4ff62e2f05e3
1,371,324,215
33.465137
-79.725173
0
1,281,952
2020-06-15 19:23:48
371,034,293,500,716
fraud_Baumbach Ltd
personal_care
73.76
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
2479e0537a695f57519bf8ba4fb9eb3e
1,371,324,228
39.144076
-120.772961
0
1,281,953
2020-06-15 19:23:55
30,029,052,116,970
fraud_Nader-Heller
misc_net
4.25
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
f4807179681f46695eb50af54ba9ba54
1,371,324,235
41.687932
-79.632894
0
1,281,954
2020-06-15 19:24:25
3,596,357,274,378,601
fraud_Rempel Inc
shopping_net
67.14
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
baa6341d683543ce83df8164d3e9fa1b
1,371,324,265
40.163384
-79.108518
0
1,281,955
2020-06-15 19:24:31
3,556,613,125,071,656
fraud_Turner, Ziemann and Lehner
food_dining
31.73
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
4ffb74b30af7bca3a873791639508397
1,371,324,271
28.166081
-95.54131
0
1,281,956
2020-06-15 19:24:59
4,066,595,222,529
fraud_Ziemann-Waters
health_fitness
53.6
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
50aac1eeb89660f24516eeae5685f2b5
1,371,324,299
37.501366
-81.88412
0
1,281,957
2020-06-15 19:25:04
4,342,532,437,704,183
fraud_Schroeder, Hauck and Treutel
entertainment
15.23
Kevin
Elliott
M
1852 Vincent Isle Suite 328
Newark Valley
NY
13,811
42.2281
-76.1625
4,354
Further education lecturer
1994-02-16
93c0f21644b755788f9bfd1a3d1c8748
1,371,324,304
41.237104
-76.655534
0
1,281,958
2020-06-15 19:25:13
30,230,540,139,182
fraud_Zulauf LLC
personal_care
79.97
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
6a958b7cea9f9ff31f4c74ada3b9bde5
1,371,324,313
40.313705
-76.301688
0
1,281,959
2020-06-15 19:25:23
180,048,185,037,117
fraud_Yost, Schamberger and Windler
kids_pets
125.91
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
e2f9c51372526ad910da4907f49fda14
1,371,324,323
40.252428
-74.46734
0
1,281,960
2020-06-15 19:26:22
38,797,410,705,641
fraud_Crona and Sons
kids_pets
51.92
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
2abcb7f1c0b66303b29836b59d6db2f5
1,371,324,382
41.611559
-74.347942
0
1,281,961
2020-06-15 19:26:45
4,302,480,582,202,074
fraud_Kovacek Ltd
travel
5.2
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
99ea3405c7f6346b4c93d9c9a0b11680
1,371,324,405
43.139517
-86.603663
0
1,281,962
2020-06-15 19:26:47
2,720,830,304,681,674
fraud_Watsica LLC
personal_care
69.13
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
a6df7e766213bc3b2c3aa800fabebaf4
1,371,324,407
36.346564
-87.670231
0
1,281,963
2020-06-15 19:26:53
2,283,743,876,903,625
fraud_Reilly and Sons
health_fitness
68.59
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
0c2d47ee2d03bdfefcfdb84bea67c73a
1,371,324,413
33.631674
-84.793704
0
1,281,964
2020-06-15 19:26:53
344,709,867,813,900
fraud_Kilback LLC
food_dining
30.4
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
1b9e356640026fda82d7ce0d6a9013e6
1,371,324,413
26.854113
-80.868789
0
1,281,965
2020-06-15 19:26:57
375,082,648,741,747
fraud_Reichel LLC
personal_care
10.31
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
a361a432d2581be5b576c7e90e4c2c12
1,371,324,417
47.985372
-96.274846
0
1,281,966
2020-06-15 19:27:01
3,589,289,942,931,264
fraud_Renner Ltd
home
2.48
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
20dc4e6c6fe4f8f8b4a5b13212a1a43b
1,371,324,421
44.111699
-97.378934
0
1,281,967
2020-06-15 19:27:04
4,099,707,841,315,751
fraud_Bechtelar-Rippin
food_dining
89.57
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
9c5dba4d28bd9039faea745f6611068a
1,371,324,424
37.272607
-78.395326
0
1,281,968
2020-06-15 19:27:30
6,011,492,816,282,597
fraud_Bahringer, Osinski and Block
food_dining
15.96
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
56bdce5c4c31a62b33566a073e56c917
1,371,324,450
33.505821
-91.755536
0
1,281,969
2020-06-15 19:28:16
30,175,986,190,993
fraud_Bahringer, Bergnaum and Quitzon
home
4.16
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
32dab08f2e101d548c593d3e4c135c08
1,371,324,496
48.324985
-95.490212
0
1,281,970
2020-06-15 19:28:36
3,501,942,333,500,073
fraud_McCullough, Hudson and Schuster
food_dining
5.35
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
14cfb22df809b4b3ba6badc5560b75c0
1,371,324,516
33.724676
-111.776843
0
1,281,971
2020-06-15 19:28:46
4,745,996,322,265
fraud_Little Ltd
kids_pets
43.84
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
dbf3f4d92dde1530ce8465123d206609
1,371,324,526
40.917321
-86.007499
0
1,281,972
2020-06-15 19:29:15
4,400,011,257,587,662,000
fraud_Cole, Hills and Jewess
home
2.38
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
51b6c565893114a3161c771899629dad
1,371,324,555
41.31307
-98.228814
0
1,281,973
2020-06-15 19:29:21
213,113,338,379,864
fraud_Kub-Heaney
health_fitness
12.68
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
38e51ca1166af9d0fe0957595fbb2cc8
1,371,324,561
40.265383
-75.92092
0
1,281,974
2020-06-15 19:29:58
4,653,879,239,169,997
fraud_Nader-Maggio
personal_care
45.13
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
6e3b16def3fb43c1c1ba297228b2d34e
1,371,324,598
36.758241
-86.614978
0
1,281,975
2020-06-15 19:30:34
4,292,902,571,056,973,300
fraud_Bernhard-Lesch
food_dining
3.54
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
675c30ff740148833686c5871e1faa86
1,371,324,634
46.160344
-114.725586
0
1,281,976
2020-06-15 19:30:35
3,518,669,219,150,142
fraud_Hilpert-Conroy
kids_pets
3.9
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
b27b70007e493b738de958d812d9049f
1,371,324,635
38.612234
-84.293492
0
1,281,977
2020-06-15 19:30:54
2,222,001,896,600,109
fraud_Stark-Koss
home
144.81
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
76d9bbace8c4b34da911d10db2176ecf
1,371,324,654
38.048769
-89.32889
0
1,281,978
2020-06-15 19:30:55
2,254,917,871,818,484
fraud_Dare-Marvin
entertainment
53.26
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
4ebc67b5f225486778b1b1df1f01d408
1,371,324,655
39.069
-77.044761
0
1,281,979
2020-06-15 19:31:00
36,078,114,201,167
fraud_Pacocha-Weissnat
kids_pets
149.16
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
21fe763f49cd1c3424448785e42a9b44
1,371,324,660
37.430861
-83.576717
0
1,281,980
2020-06-15 19:31:28
3,567,697,931,646,329
fraud_Turcotte-Halvorson
misc_pos
7.09
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
7fe64eec1ebf159f8008bb193c512b95
1,371,324,688
43.204291
-74.471213
0
1,281,981
2020-06-15 19:31:43
630,423,337,322
fraud_Bogisich-Weimann
kids_pets
53.12
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
d08cb431df86d08e0761e7acf6787e1d
1,371,324,703
48.855054
-118.894132
0
1,281,982
2020-06-15 19:31:59
30,270,432,095,985
fraud_Herzog Ltd
misc_pos
4.08
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
e2ccdc16bca38ca59ec2338df1c5900a
1,371,324,719
39.741237
-92.002362
0
1,281,983
2020-06-15 19:32:02
375,534,208,663,984
fraud_Bernier and Sons
kids_pets
44.89
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
a5ac373936340a6228950bb8347eb02c
1,371,324,722
37.453731
-79.505819
0
1,281,984
2020-06-15 19:32:23
30,428,204,673,351
fraud_Veum-Koelpin
travel
446.83
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
c022ce832b58a6309f88ba8b4d50532e
1,371,324,743
40.632622
-76.772096
0
1,281,985
2020-06-15 19:32:32
30,561,214,688,470
fraud_Abbott-Steuber
personal_care
9.88
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
36de046b297224cf045bcf73bcf49faf
1,371,324,752
39.791226
-75.150251
0
1,281,986
2020-06-15 19:33:00
6,573,561,108,825,071
fraud_Yost, Schamberger and Windler
kids_pets
107.41
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
485c40d57edf5c573663069c72c4f79e
1,371,324,780
35.241503
-96.588195
0
1,281,987
2020-06-15 19:33:12
377,264,520,876,399
fraud_Padberg-Sauer
home
129.46
Kara
Miles
F
2076 Thomas Roads Suite 970
Cassatt
SC
29,032
34.3424
-80.5
4,424
Lawyer
1961-07-31
603f3045aa44e0fe780f08da2d2e328b
1,371,324,792
35.171698
-81.157263
0
1,281,988
2020-06-15 19:34:19
4,179,719,215,697,782
fraud_Jakubowski Inc
home
137.31
Belinda
Jimenez
F
6807 Jacob Skyway Apt. 331
Rockwell
IA
50,469
43.0032
-93.2167
1,574
Scientist, audiological
1982-12-27
b532eb4e6a03d5ddcb4bc36ac3010bb0
1,371,324,859
43.646057
-94.120862
0
1,281,989
2020-06-15 19:34:51
6,526,777,409,109,795
fraud_Hammes-Beatty
kids_pets
52.98
Michael
Garner
M
0157 Samuel Mission Suite 379
South Richmond Hill
NY
11,419
40.6868
-73.823
47,211
Site engineer
1937-02-01
97d87a53af7ed1db0dbb94d1ffabfda3
1,371,324,891
41.437728
-74.450389
0
1,281,990
2020-06-15 19:35:04
5,359,543,825,610,251
fraud_Pouros-Conroy
shopping_pos
6.33
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
4c67f77f7bb1c1285052632313861d5b
1,371,324,904
45.920622
-111.822631
0
1,281,991
2020-06-15 19:35:12
377,113,842,678,100
fraud_Denesik, Powlowski and Pouros
home
61.57
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
26fe83e61d40538823077f67b316f000
1,371,324,912
38.450623
-75.103408
0
1,281,992
2020-06-15 19:35:16
3,545,109,339,866,548
fraud_Hagenes, Kohler and Hoppe
food_dining
16.19
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
459b76b7c3d62bbf14927b54fecbb8cf
1,371,324,916
32.602368
-90.939812
0
1,281,993
2020-06-15 19:35:20
38,530,489,946,071
fraud_Collier LLC
home
27.42
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
c5a4f2ebe2251e680773c55ec919bee2
1,371,324,920
34.575633
-81.176519
0
1,281,994
2020-06-15 19:35:31
3,596,217,206,093,829
fraud_Goyette-Herzog
travel
4.7
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
9ada8d650f548d2d410d3d99ccf74fd5
1,371,324,931
39.950886
-91.050403
0
1,281,995
2020-06-15 19:35:45
3,585,052,663,373,890
fraud_Hettinger, McCullough and Fay
home
32.14
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
b22f3a933ff689e34edd896d933356f8
1,371,324,945
41.962327
-75.098671
0
1,281,996
2020-06-15 19:35:52
4,646,845,581,490,336,000
fraud_Kihn, Brakus and Goyette
personal_care
25.65
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
b24f1d4fe292e4b4ddda7d947083c550
1,371,324,952
41.113865
-72.317761
0
1,281,997
2020-06-15 19:36:08
6,595,970,453,799,027
fraud_Graham, Hegmann and Hammes
food_dining
16.33
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
0b194d39f8fba80b5d4b52f0e03a6e3d
1,371,324,968
41.021184
-74.401602
0
1,281,998
2020-06-15 19:36:28
4,745,996,322,265
fraud_Hills-Witting
shopping_net
486.16
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
ab7f80dbda10d54d05f9fb1318d7c5a8
1,371,324,988
41.713306
-85.749706
0
1,281,999
2020-06-15 19:36:53
4,642,894,980,163
fraud_Willms, Kris and Bergnaum
shopping_pos
8.04
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
02e7295747eb8a4f8d22711a484cfb14
1,371,325,013
41.173982
-95.595467
0