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
554,000
2020-12-31 14:01:24
30,290,551,782,700
fraud_Kertzmann LLC
health_fitness
49.28
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
a90b44d53f1e5a43400ef53a36d8f7cd
1,388,498,484
37.737477
-88.715762
0
554,001
2020-12-31 14:01:26
4,788,103,653,396
fraud_Weber, Thiel and Hammes
kids_pets
55.19
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
619192a11f74ae36982d6e6bfafba09e
1,388,498,486
39.450243
-83.439409
0
554,002
2020-12-31 14:02:34
2,296,006,538,441,789
fraud_Lemke-Gutmann
shopping_net
8.24
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
a86fa56297bffc45055c2979421ae0f0
1,388,498,554
41.294436
-74.716131
0
554,003
2020-12-31 14:03:15
2,222,157,926,772,399
fraud_Okuneva, Schneider and Rau
shopping_pos
4.23
Amy
Garrett
F
6014 Thomas Throughway
Trenton
TX
75,490
33.4235
-96.3398
2,211
Investment banker, operational
1987-02-26
410819f438a0402ab4e7ce9e16b0e429
1,388,498,595
33.212274
-95.847839
0
554,004
2020-12-31 14:03:15
38,014,427,445,058
fraud_Gaylord-Powlowski
home
37.67
Sonya
Jensen
F
4470 Jillian Courts
Adams
WI
53,910
43.8967
-89.8219
3,508
Sport and exercise psychologist
1946-08-11
f1054ee4b844171ecc184bd410a1354b
1,388,498,595
44.072333
-90.330456
0
554,005
2020-12-31 14:03:44
4,536,996,888,716,062,000
fraud_Schmeler, Bashirian and Price
shopping_net
5.71
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
c7f532a39743880afef62d2d4fffb49c
1,388,498,624
35.99269
-106.20248
0
554,006
2020-12-31 14:04:29
3,517,527,805,128,735
fraud_Stamm-Witting
shopping_net
6.29
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
77db8090e242df62dbb040fca73611ba
1,388,498,669
40.271985
-87.720249
0
554,007
2020-12-31 14:04:34
2,268,221,587,779,419
fraud_Pouros-Haag
shopping_pos
43.7
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
e038fe2481ea2f6870236c7f27bc1c9e
1,388,498,674
45.67044
-122.145352
0
554,008
2020-12-31 14:05:09
3,587,960,728,692,500
fraud_Nienow PLC
entertainment
63.74
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
dba8da93fa6a066d599eab8ae42ad0dc
1,388,498,709
41.359716
-95.86874
0
554,009
2020-12-31 14:05:28
3,585,740,823,295,298
fraud_Kiehn-Emmerich
grocery_pos
86.85
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
ca8137872d0df7344100f73a42115a12
1,388,498,728
33.858735
-99.58837
0
554,010
2020-12-31 14:05:37
4,198,470,814,557
fraud_Bradtke, Torp and Bahringer
personal_care
16.24
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
7f7e568807197725f9d7f4872128d026
1,388,498,737
42.053638
-95.372501
0
554,011
2020-12-31 14:06:08
4,342,532,437,704,183
fraud_Beier LLC
entertainment
244.43
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
d32de024ff18205c90d744b8615c579e
1,388,498,768
41.857217
-76.323919
0
554,012
2020-12-31 14:07:12
346,273,234,529,002
fraud_Hills-Witting
shopping_net
27.1
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
8a352d5197e372ad239252697de57f0a
1,388,498,832
37.517818
-80.858725
0
554,013
2020-12-31 14:07:22
4,570,636,521,433,188
fraud_Ernser-Feest
home
174.77
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
76a2dd8a75ec2dbb50915b2d2d90d6a6
1,388,498,842
29.541997
-81.70032
0
554,014
2020-12-31 14:07:47
6,011,109,736,646,996
fraud_Daugherty LLC
kids_pets
51.82
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
ad8baad41c4602acf62f148b5c796e03
1,388,498,867
33.324113
-77.200231
0
554,015
2020-12-31 14:08:05
3,504,178,999,463,051
fraud_Erdman-Ebert
personal_care
45.23
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
65d25fca739f63d947d71eb2234b7bd4
1,388,498,885
41.621856
-84.142817
0
554,016
2020-12-31 14:08:35
38,588,538,868,506
fraud_Daugherty LLC
kids_pets
86.04
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
fe31431f4318e624d832cdb116fab7a8
1,388,498,915
29.659543
-102.511576
0
554,017
2020-12-31 14:08:50
4,755,696,071,492
fraud_Connelly-Carter
home
52.19
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
9e6b1eaaed444f3916b127c5df871039
1,388,498,930
33.79495
-96.872338
0
554,018
2020-12-31 14:08:54
38,797,410,705,641
fraud_Ziemann-Waters
health_fitness
74.61
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
fcc367f546a3137048c4744ce8be3324
1,388,498,934
41.464028
-73.680184
0
554,019
2020-12-31 14:09:54
3,520,550,088,202,337
fraud_O'Hara-Wilderman
food_dining
219.32
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
da6611555b798b8822278ac9bd77d914
1,388,498,994
47.197992
-89.282606
0
554,020
2020-12-31 14:11:12
676,369,110,710
fraud_Baumbach Ltd
personal_care
1.96
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
25ee8ff7e7c6b4faa7f3e2be54a476d2
1,388,499,072
43.480772
-82.517345
0
554,021
2020-12-31 14:11:28
30,407,675,418,785
fraud_Thiel Ltd
travel
4.28
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
b414ea938f5c5056642c23170b418002
1,388,499,088
41.210125
-77.383586
0
554,022
2020-12-31 14:11:31
38,530,489,946,071
fraud_Harris Group
food_dining
6.59
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
ae20856053ec5fb353119c0558b5df69
1,388,499,091
35.402419
-81.227726
0
554,023
2020-12-31 14:11:43
4,178,097,073,221,156
fraud_Morissette PLC
shopping_pos
172.07
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
bc0cc3f2f0830c4ae129ee4505542d93
1,388,499,103
41.442902
-87.057312
0
554,024
2020-12-31 14:12:34
3,523,843,138,706,408
fraud_Kling-Ernser
entertainment
131.87
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
8734d4328e5759215c56be7164c00eb3
1,388,499,154
32.764157
-87.8136
0
554,025
2020-12-31 14:12:42
4,562,827,002,127
fraud_Eichmann-Russel
misc_pos
5.72
Christopher
Johnson
M
28711 Kristine Junction Suite 309
Greenville
OH
45,331
40.0987
-84.6342
22,930
Media planner
1971-11-26
4d04b4f9e2a0638d5e390a7b4d4d0409
1,388,499,162
39.728094
-84.823596
0
554,026
2020-12-31 14:12:42
4,428,780,983,793,657,300
fraud_Windler, Goodwin and Kovacek
home
5.63
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
c67214ae6590d9e7f423bee915b5c6b2
1,388,499,162
42.378681
-88.041737
0
554,027
2020-12-31 14:12:56
567,868,110,212
fraud_Thompson-Gleason
health_fitness
35.94
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
dffd42cb4bc78abee9220e6d92ec8d8e
1,388,499,176
29.275928
-94.952394
0
554,028
2020-12-31 14:13:29
180,094,419,304,907
fraud_Jacobi and Sons
shopping_pos
72.78
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
bf07fb121c4050f31c812dd81afd6523
1,388,499,209
34.124186
-117.183881
0
554,029
2020-12-31 14:13:36
4,476,840,372,112
fraud_Labadie LLC
personal_care
68.92
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
737c99709014bba0ca6ff45b5a23c0c2
1,388,499,216
34.745744
-86.487413
0
554,030
2020-12-31 14:14:05
30,199,621,383,748
fraud_Jakubowski Inc
home
56.87
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
f0acd85de8b3954ec495688af80b9ebc
1,388,499,245
33.341265
-96.962768
0
554,031
2020-12-31 14:14:19
3,597,926,034,019,603
fraud_Champlin-Casper
home
91.26
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
7dbfede23fea07935aa03fda78e33a54
1,388,499,259
35.030351
-90.214226
0
554,032
2020-12-31 14:14:27
4,570,636,521,433,188
fraud_Roberts, Ryan and Smith
personal_care
52.91
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
9eb5b68a38df0a70d2705995059eff70
1,388,499,267
29.629573
-81.243196
0
554,033
2020-12-31 14:14:29
3,535,808,924,394,848
fraud_Fadel Inc
health_fitness
75.95
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
b2681dc4e8a616a5247ac0fafc2206b2
1,388,499,269
38.569564
-88.043674
0
554,034
2020-12-31 14:14:58
4,764,202,053,279,782
fraud_Little Ltd
kids_pets
9.26
Derek
Jones
M
198 Candace Plaza
Diamond
OH
44,412
41.0935
-81.0425
2,644
Air cabin crew
1981-01-06
5ee91e9f60ffa66f423ae7b24a670aa3
1,388,499,298
40.490928
-80.175113
0
554,035
2020-12-31 14:15:23
3,529,597,810,116,815
fraud_Medhurst Inc
home
22.2
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
b80f382e3c8189c06237b08ac638c31c
1,388,499,323
40.775218
-78.475469
0
554,036
2020-12-31 14:15:26
3,577,794,103,155,425
fraud_Reichert, Huels and Hoppe
shopping_net
8.05
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
3fcd1e552e7071db5dedad0992915c10
1,388,499,326
47.336249
-98.120323
0
554,037
2020-12-31 14:15:28
4,981,132,848,794
fraud_Bradtke, Torp and Bahringer
personal_care
9.3
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
da0b9c12caec8210919d0eb14f836e3b
1,388,499,328
40.432411
-80.015361
0
554,038
2020-12-31 14:15:33
3,583,793,405,872,580
fraud_Hermiston, Pacocha and Smith
health_fitness
10.02
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
16479d5e48068be1a32d3866d068b764
1,388,499,333
35.695603
-98.500033
0
554,039
2020-12-31 14:16:08
3,541,160,328,600,277
fraud_Ernser-Feest
home
21.84
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
8a5c663da014e29ca308a4238076be7f
1,388,499,368
39.970948
-90.387981
0
554,040
2020-12-31 14:16:45
6,011,693,194,885,790
fraud_Feil, Hilpert and Koss
food_dining
3.14
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
18ee3dc8c9d35199aa2a3f4ef6710a68
1,388,499,405
46.089927
-92.526629
0
554,041
2020-12-31 14:17:22
3,529,597,810,116,815
fraud_Gottlieb Group
kids_pets
72.22
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
4407cb1e7e3dc28dbcb7aff5cfc23135
1,388,499,442
39.768203
-77.547049
0
554,042
2020-12-31 14:17:54
4,683,638,447,911
fraud_Pollich LLC
home
78.58
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
65e664a0cf08a0e0c5aafc8609c72752
1,388,499,474
31.130229
-92.149684
0
554,043
2020-12-31 14:17:56
6,011,652,924,285,713
fraud_Kuhic LLC
shopping_net
4.16
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
fc15b176126d8eb55fd72437892f661b
1,388,499,476
38.78139
-92.60959
0
554,044
2020-12-31 14:18:43
4,089,096,483,689,733,600
fraud_Jast-McDermott
shopping_pos
115.61
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
119ce31984eb2f2990250bc1f68330f7
1,388,499,523
32.908272
-94.265061
0
554,045
2020-12-31 14:18:53
4,599,285,557,366,057
fraud_Kerluke, Kertzmann and Wiza
misc_net
224.51
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
999077d04c6638f1c0c9025ca441e858
1,388,499,533
37.413057
-97.779081
0
554,046
2020-12-31 14:19:08
3,590,736,522,064,285
fraud_McLaughlin, Armstrong and Koepp
travel
4.99
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
8ddfc4bce51ee4c9004feaebfb721884
1,388,499,548
34.361448
-91.67138
0
554,047
2020-12-31 14:19:23
6,011,934,240,159,560
fraud_Thiel-Thiel
entertainment
82.42
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
dbb047391251e660b8d6c2abc01c3ab1
1,388,499,563
44.566923
-68.971039
0
554,048
2020-12-31 14:20:16
3,540,210,836,308,425
fraud_Kihn-Fritsch
food_dining
53.44
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
93e5bddb14f1430e0dbd670964585c7a
1,388,499,616
33.770601
-102.902462
0
554,049
2020-12-31 14:20:19
4,792,627,764,422,478,000
fraud_Stark-Batz
entertainment
71.41
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
62e1031c7158db301b114c77470e5798
1,388,499,619
39.741649
-94.706067
0
554,050
2020-12-31 14:20:40
4,810,839,835,482,794,000
fraud_Bernhard, Grant and Langworth
shopping_pos
8.03
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
e7adf0bcbe0e29d7eb448c961f88a43f
1,388,499,640
35.953518
-93.483467
0
554,051
2020-12-31 14:21:05
376,262,134,119,629
fraud_White and Sons
home
83.08
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
0a059431f044a6a9a7a4a29a6fe28caf
1,388,499,665
28.869588
-82.48926
0
554,052
2020-12-31 14:21:19
38,199,021,865,320
fraud_Thiel-Thiel
entertainment
69.96
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
f2effaec611b8dd347fd5cb1e5773bb2
1,388,499,679
42.919983
-71.407126
0
554,053
2020-12-31 14:22:00
630,425,673,344
fraud_Ebert-Daugherty
travel
6.88
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
a4286e9f518058296c46b4dc4b6f1a3e
1,388,499,720
39.268359
-80.42436
0
554,054
2020-12-31 14:22:17
4,450,831,335,606,294
fraud_Reichel Inc
entertainment
16.49
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
8d48cfc50f796c10b956d93edc53eecf
1,388,499,737
33.739683
-94.991012
0
554,055
2020-12-31 14:22:32
6,011,626,928,491,360
fraud_Berge-Ullrich
home
32.91
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
5ef00641741fbb1689982f83be74712d
1,388,499,752
34.480893
-88.983296
0
554,056
2020-12-31 14:22:47
3,541,160,328,600,277
fraud_Lehner, Reichert and Mills
misc_pos
96.23
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
59fc4d25028fc3743d32d04067b1c26b
1,388,499,767
38.704594
-89.808916
0
554,057
2020-12-31 14:23:05
30,428,204,673,351
fraud_Nicolas, Hills and McGlynn
entertainment
73.87
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
68cbf4960e5ed24205cbd05d6a7a627e
1,388,499,785
40.439183
-75.946872
0
554,058
2020-12-31 14:23:13
5,152,054,598,359,927
fraud_Maggio-Fahey
misc_pos
4.24
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
048cca5cbe153b276a4e004f32528555
1,388,499,793
30.527472
-89.464676
0
554,059
2020-12-31 14:23:15
30,371,006,069,917
fraud_Wilkinson LLC
personal_care
12.84
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
28fa1fa4dfabf27dc34d37878396b1b2
1,388,499,795
39.122831
-88.603004
0
554,060
2020-12-31 14:23:18
4,449,530,933,957,323
fraud_Skiles LLC
home
18.68
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
aba26844c39550c47c33e7412fe5da99
1,388,499,798
38.6959
-123.761536
0
554,061
2020-12-31 14:23:27
180,048,185,037,117
fraud_Pacocha-Weissnat
kids_pets
103.66
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
36ff4573c4793550c5411527073cd24f
1,388,499,807
40.950941
-74.345952
0
554,062
2020-12-31 14:23:54
213,141,712,584,544
fraud_Willms, Kris and Bergnaum
shopping_pos
3
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
5bbfec15b42558db6b3a30b8dd2ea5ea
1,388,499,834
32.772025
-90.582566
0
554,063
2020-12-31 14:24:20
6,011,231,546,538,393
fraud_Kirlin and Sons
personal_care
4.88
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
dd6f0c0b66702eb77bdc544e19a84f59
1,388,499,860
41.768478
-73.786337
0
554,064
2020-12-31 14:24:30
4,292,743,669,224,718,000
fraud_Turcotte, Batz and Buckridge
health_fitness
54.2
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
479daa6f7f04e15ef43776c8c3b317ae
1,388,499,870
38.305627
-75.618133
0
554,065
2020-12-31 14:24:37
180,056,173,248,083
fraud_Pouros-Conroy
shopping_pos
4.51
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
462a6f5f7e4b9a665d75468d7b87de61
1,388,499,877
43.639025
-85.280482
0
554,066
2020-12-31 14:25:00
4,764,202,053,279,782
fraud_Friesen-Ortiz
personal_care
1.3
Derek
Jones
M
198 Candace Plaza
Diamond
OH
44,412
41.0935
-81.0425
2,644
Air cabin crew
1981-01-06
18c538161c6d01a4eb7073ab83cd693f
1,388,499,900
41.613401
-81.746006
0
554,067
2020-12-31 14:25:25
4,277,232,699,798,846
fraud_Labadie LLC
personal_care
7.65
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
a334a80b958176c2cc3fa1ad36ad5e8b
1,388,499,925
45.72449
-104.571227
0
554,068
2020-12-31 14:25:32
36,722,699,017,270
fraud_Welch, Rath and Koepp
entertainment
257.63
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
c2a41c3e5ec33c32f629845b1c90be51
1,388,499,932
34.155071
-110.582321
0
554,069
2020-12-31 14:25:48
3,504,178,999,463,051
fraud_Harris Group
food_dining
9.76
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
9245cf36b22b3f3dbc5c2cb56211d6ea
1,388,499,948
39.795267
-84.372491
0
554,070
2020-12-31 14:25:50
30,266,994,494,236
fraud_Hahn, Bahringer and McLaughlin
personal_care
5.82
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
9b5fecbce81e06da0956060abc5781c7
1,388,499,950
37.151865
-77.680687
0
554,071
2020-12-31 14:26:01
3,540,075,240,003,197
fraud_Medhurst, Cartwright and Ebert
personal_care
114.39
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
e37127aba468c8539662d48a2cb92fbc
1,388,499,961
44.796797
-93.865935
0
554,072
2020-12-31 14:26:17
375,974,680,629,816
fraud_Brown PLC
misc_net
7.29
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
78456ad499c8a1b5555f036c75cf1135
1,388,499,977
40.745856
-72.271182
0
554,073
2020-12-31 14:26:20
3,544,606,805,704,278
fraud_Pacocha-Weissnat
kids_pets
49.16
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
c350f2c8f619c72cc4aeeff5835cb27f
1,388,499,980
38.368099
-90.507546
0
554,074
2020-12-31 14:27:04
3,524,574,586,339,330
fraud_Lynch-Wisozk
home
35.41
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
aad94ec933c75c78e4ddf6fdf3095816
1,388,500,024
27.602843
-79.404744
0
554,075
2020-12-31 14:27:13
30,360,260,465,747
fraud_Berge-Ullrich
home
21.74
Jennifer
Garcia
F
28777 Stewart Plains Apt. 495
Putnam
IL
61,560
41.1949
-89.4409
754
Presenter, broadcasting
1962-05-13
be61e464138dcc1cc9e18760d6e1aef8
1,388,500,033
40.888419
-89.497306
0
554,076
2020-12-31 14:27:16
371,009,169,330,125
fraud_Hermiston, Russel and Price
food_dining
1.53
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
8311a060f743b5642f064b5a489645c6
1,388,500,036
30.443505
-84.647197
0
554,077
2020-12-31 14:27:43
30,030,380,240,193
fraud_Bode-Rempel
kids_pets
53.31
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
4549e86032fed356ec02c0a9aca05164
1,388,500,063
29.294185
-100.098771
0
554,078
2020-12-31 14:28:14
4,810,789,809,665,943,000
fraud_Medhurst, Cartwright and Ebert
personal_care
10.59
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
445aaa750ab2e02373ebc5b0f35f8a9c
1,388,500,094
40.284785
-82.963939
0
554,079
2020-12-31 14:28:22
3,592,931,352,252,641
fraud_McCullough, Hudson and Schuster
food_dining
228.19
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
9d2b0af8d69e8fe5cbcb466417b262c4
1,388,500,102
45.647713
-92.324525
0
554,080
2020-12-31 14:28:38
4,989,847,570,577,635,000
fraud_Kub-Heaney
health_fitness
72.64
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
6a82ea6841108c1d847f47e848ef7f1c
1,388,500,118
33.748788
-81.484711
0
554,081
2020-12-31 14:29:07
4,908,846,471,916,297
fraud_Greenholt Ltd
health_fitness
90.44
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
1a7f215f8513a976118b1b7f5feae7e9
1,388,500,147
32.797771
-96.737119
0
554,082
2020-12-31 14:29:21
180,094,419,304,907
fraud_O'Reilly, Mohr and Purdy
home
29.82
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
799b0511c0e1de6e84f4f3c1e029c04d
1,388,500,161
33.024723
-117.47132
0
554,083
2020-12-31 14:29:22
6,011,388,901,471,808
fraud_Erdman-Schaden
personal_care
170.06
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
23a989b1717d37baddaa277b48ca97f6
1,388,500,162
39.883071
-79.916258
0
554,084
2020-12-31 14:29:41
213,114,122,496,591
fraud_Leannon-Ward
food_dining
15.08
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
a3873df89215d9a378ff39843ab427d7
1,388,500,181
43.6669
-93.808985
0
554,085
2020-12-31 14:29:43
4,855,488,158,131,690,000
fraud_Bechtelar-Rippin
food_dining
63.82
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
759b33fe2e5107017374fb49c8f37cc3
1,388,500,183
43.743467
-72.053533
0
554,086
2020-12-31 14:30:10
4,585,132,874,641
fraud_Simonis-Prohaska
misc_pos
4.59
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
5fce7c3bda1d41828d760a346852cef9
1,388,500,210
39.620168
-93.94994
0
554,087
2020-12-31 14:30:23
6,011,231,546,538,393
fraud_Renner Ltd
home
11.89
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
572e5b881420f8d0d5b9f5a5b6f6bd4c
1,388,500,223
40.154545
-73.584286
0
554,088
2020-12-31 14:30:31
4,809,701,904,914
fraud_Bins, Balistreri and Beatty
shopping_pos
3.75
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
19375c1c15d98b01475b482f506ab644
1,388,500,231
33.313183
-85.27948
0
554,089
2020-12-31 14:30:38
4,859,525,594,182,537
fraud_Torphy-Goyette
shopping_pos
10.65
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
afbd6947dcb3b28f960b775f78064f99
1,388,500,238
42.036682
-75.833124
0
554,090
2020-12-31 14:31:08
30,026,790,933,302
fraud_Kessler Group
travel
494.29
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
89baf819e22e99b0a81fe25f63aaaccd
1,388,500,268
32.398718
-91.716195
0
554,091
2020-12-31 14:31:32
3,545,109,339,866,548
fraud_Schmidt and Sons
shopping_net
1.39
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
25b7235effca58a85b26e8d0421f5f36
1,388,500,292
32.829899
-89.854326
0
554,092
2020-12-31 14:31:34
213,126,662,687,660
fraud_Wilkinson Ltd
entertainment
15.93
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
a984f78535daa369fec7960c12ae52a3
1,388,500,294
26.886729
-99.253633
0
554,093
2020-12-31 14:32:13
4,681,601,008,538,160
fraud_Welch, Rath and Koepp
entertainment
259.18
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
513e43b5f2ec1ecee2de00086672cd5b
1,388,500,333
39.197432
-80.230189
0
554,094
2020-12-31 14:32:17
3,598,304,579,370,089
fraud_Reinger, Weissnat and Strosin
food_dining
46.69
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
d25a18a6316826a1e29a584c9cd65ca9
1,388,500,337
38.17703
-96.959838
0
554,095
2020-12-31 14:32:23
4,997,733,566,924,489
fraud_Streich, Rolfson and Wilderman
kids_pets
155.77
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
ee368907612aa86733c213ea8af622c9
1,388,500,343
44.616681
-93.635995
0
554,096
2020-12-31 14:32:37
4,005,676,619,255,478
fraud_Reichert, Shanahan and Hayes
shopping_net
6.29
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
a98e0c4dd4af033ee3f7721f70e94869
1,388,500,357
30.95857
-89.973661
0
554,097
2020-12-31 14:32:41
4,710,792,708,725,663
fraud_Langosh, Wintheiser and Hyatt
food_dining
76.93
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
d381d263352f71a19128b447469f835f
1,388,500,361
40.32319
-86.260662
0
554,098
2020-12-31 14:33:04
4,514,242,065,619,750
fraud_Schuppe LLC
entertainment
22.01
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
5cbcc23968b376b26af1866688cd3065
1,388,500,384
40.488954
-104.803084
0
554,099
2020-12-31 14:33:11
4,906,628,655,840,914,000
fraud_Schmeler Inc
misc_pos
9.71
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
f46740d4d093b129b6ca4931a86ee5f7
1,388,500,391
24.833273
-81.785655
0