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
554,600
2020-12-31 17:33:13
371,226,440,126,102
fraud_Cormier LLC
health_fitness
124.48
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
4a078a952b7cb7d7eb0ba4d288f5cbeb
1,388,511,193
39.231953
-89.868047
0
554,601
2020-12-31 17:33:18
180,064,817,343,047
fraud_Greenholt Ltd
health_fitness
97.87
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
6d4f16afc0bf21a9dc5f2c754ed0e118
1,388,511,198
38.174581
-87.25664
0
554,602
2020-12-31 17:34:09
6,011,934,240,159,560
fraud_Hartmann, Rowe and Hermann
travel
472.54
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
430cd6c5224ce2c609a5665aa7523c77
1,388,511,249
44.962129
-68.979098
0
554,603
2020-12-31 17:34:34
3,533,012,926,413,100
fraud_Ruecker, Beer and Collier
shopping_net
6.27
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
cc38eb9a8debe9abd286f9bed63cc467
1,388,511,274
43.45679
-75.192664
0
554,604
2020-12-31 17:34:46
6,011,724,471,098,086
fraud_Emmerich-Rau
personal_care
81.88
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
5710c48369f4f1b41654fe8fb45f72f0
1,388,511,286
45.68025
-118.619102
0
554,605
2020-12-31 17:35:16
4,181,833,256,558,614,000
fraud_O'Hara-Wilderman
food_dining
9.25
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
372048b39c9e842ffa5e85e9cdd6d0e4
1,388,511,316
37.219116
-105.309597
0
554,606
2020-12-31 17:35:17
4,319,584,480,204,989,000
fraud_Erdman-Ebert
personal_care
136.16
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
d28415ed3864a8698fc349ea77b65dca
1,388,511,317
37.062373
-83.16186
0
554,607
2020-12-31 17:35:26
180,094,419,304,907
fraud_Hoppe-Parisian
kids_pets
67.25
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
c9e8a1f1cbc69de6b9d870390534bc66
1,388,511,326
34.199102
-117.010222
0
554,608
2020-12-31 17:35:30
180,056,173,248,083
fraud_Lemke-Gutmann
shopping_net
2.67
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
ddb35b35a3d6b69e77f638d36455389a
1,388,511,330
42.647158
-85.109209
0
554,609
2020-12-31 17:35:45
6,573,561,108,825,071
fraud_Denesik, Powlowski and Pouros
home
173.54
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
c372bf2c76b18731e628eaf8819e1e37
1,388,511,345
36.060115
-96.007036
0
554,610
2020-12-31 17:35:55
4,904,681,492,230,012
fraud_Conroy Ltd
shopping_pos
3.59
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
bf1074a294fae51bbf0fe799c583c802
1,388,511,355
41.352211
-73.852014
0
554,611
2020-12-31 17:36:14
3,512,365,128,314,616
fraud_Streich Ltd
home
19.35
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
f51befebe63a7673d91cf52d49832be5
1,388,511,374
37.631774
-91.234365
0
554,612
2020-12-31 17:36:35
4,646,845,581,490,336,000
fraud_Schroeder, Hauck and Treutel
entertainment
26.26
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
217fb7d917fd178f368abcb3a950b8cc
1,388,511,395
40.631914
-72.340928
0
554,613
2020-12-31 17:37:10
4,265,776,278,887,457
fraud_Harris Group
food_dining
91.13
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
ecb8aed9c39c2897f43b913ffd540a1a
1,388,511,430
35.26359
-91.856555
0
554,614
2020-12-31 17:37:13
4,266,200,684,857,219
fraud_Rau-Grant
kids_pets
145.34
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
4380d7d8728366bebbcf4949a7d5155c
1,388,511,433
41.087212
-98.006027
0
554,615
2020-12-31 17:37:49
30,029,052,116,970
fraud_Kuhn LLC
shopping_pos
75.71
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
8a053b8171379376ce0beeeb38e16fd9
1,388,511,469
42.10939
-78.675764
0
554,616
2020-12-31 17:37:52
2,242,542,703,101,233
fraud_Hills, Hegmann and Schaefer
health_fitness
22.76
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
e9a40c0e574272073faf1a7df48dc5ea
1,388,511,472
38.613831
-85.83191
0
554,617
2020-12-31 17:37:58
3,595,192,916,105,588
fraud_Rau-Grant
kids_pets
192
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
806ac24d076aa2e844c5a1fdc4bd0413
1,388,511,478
34.139711
-79.811762
0
554,618
2020-12-31 17:38:00
4,089,096,483,689,733,600
fraud_Armstrong, Walter and Gottlieb
food_dining
69.68
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
a1e049447d5024be3b7eeabd597b7394
1,388,511,480
31.394837
-94.621407
0
554,619
2020-12-31 17:38:05
36,721,445,180,895
fraud_McDermott, Osinski and Morar
home
48.25
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
758caaaac5a5b10d684173c19fa8f88b
1,388,511,485
41.788993
-74.313587
0
554,620
2020-12-31 17:39:19
6,011,681,934,117,244
fraud_Jakubowski Inc
home
55.78
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
de91f5e72ce4554880dbe777e4efd340
1,388,511,559
37.092671
-88.2705
0
554,621
2020-12-31 17:39:22
676,248,282,243
fraud_Gerhold LLC
home
130.59
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
687e30a01aff88850be25e337d25f4d9
1,388,511,562
26.92653
-82.15097
0
554,622
2020-12-31 17:39:39
6,569,097,840,281,287
fraud_Bernier and Sons
kids_pets
64.51
Steven
Johnson
M
7470 John Tunnel Suite 937
Aurora
CO
80,014
39.6662
-104.835
389,246
Scientist, marine
1969-12-12
773fa87742e7a3e3742bcd1e2688b64a
1,388,511,579
40.3776
-104.382581
0
554,623
2020-12-31 17:39:55
4,610,050,989,831,291
fraud_Pollich LLC
home
76.4
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
5716beab2370adb71fd55d70600c728e
1,388,511,595
40.791708
-79.760459
0
554,624
2020-12-31 17:39:57
4,514,242,065,619,750
fraud_Schroeder, Hauck and Treutel
entertainment
49.28
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
d3154e34efe6fc212326c6681fa1a829
1,388,511,597
41.52622
-106.339578
0
554,625
2020-12-31 17:40:06
3,567,527,758,368,741
fraud_Witting, Beer and Ernser
home
45.97
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
34247143fc31ac4b3c37fbee8309c49f
1,388,511,606
31.28538
-101.104608
0
554,626
2020-12-31 17:40:06
3,556,613,125,071,656
fraud_Wilkinson Ltd
entertainment
49.36
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
accd883321dd2a13c33e849d8275267a
1,388,511,606
29.632763
-94.562443
0
554,627
2020-12-31 17:40:13
4,026,222,041,577
fraud_Kozey-Boehm
shopping_net
6.5
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
ef707c6e128c7500baecf1a15726ac0d
1,388,511,613
41.825806
-72.132099
0
554,628
2020-12-31 17:40:19
503,874,407,318
fraud_Carroll PLC
health_fitness
32.11
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
fb166a6f0765f540e479211d9ddc220d
1,388,511,619
29.41578
-99.077643
0
554,629
2020-12-31 17:40:29
4,500,002,361,389
fraud_Morissette LLC
entertainment
48.73
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
47baf846f1680629b1b1c0addf04b527
1,388,511,629
38.773879
-75.430451
0
554,630
2020-12-31 17:40:30
3,534,330,126,107,879
fraud_Dare-Gibson
health_fitness
74.66
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
13bd733b2a5ee429d1d734828c458115
1,388,511,630
46.2458
-108.410572
0
554,631
2020-12-31 17:40:33
213,141,712,584,544
fraud_Hoppe, Harris and Bednar
entertainment
17.14
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
8ed66dbd10a65b12fd334f0057e3757c
1,388,511,633
31.923493
-89.133912
0
554,632
2020-12-31 17:40:59
3,579,200,383,632,826
fraud_Kirlin and Sons
personal_care
77.29
Tyler
Small
M
047 Kevin Haven
Boyd
WI
54,726
44.9437
-91.0294
1,690
IT trainer
1975-12-24
0ba0febd8b859bb6a0c53715b0cf0a18
1,388,511,659
44.620918
-91.414585
0
554,633
2020-12-31 17:40:59
3,538,520,143,479,972
fraud_Bechtelar-Rippin
food_dining
11.16
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
f04cdda54b5ba6f297fee733640bce33
1,388,511,659
40.888687
-82.64702
0
554,634
2020-12-31 17:41:41
2,280,870,154,157,385
fraud_Gulgowski LLC
home
5.19
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
594dc52849c657438c08a9fd27445c29
1,388,511,701
39.957388
-89.87779
0
554,635
2020-12-31 17:41:52
3,533,800,906,065,217
fraud_Langosh, Wintheiser and Hyatt
food_dining
43.5
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
d25189f44c0ecbd0d9814d9557db6b24
1,388,511,712
40.543929
-98.394344
0
554,636
2020-12-31 17:42:07
38,052,002,992,326
fraud_Auer LLC
personal_care
29.61
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
9459cb9ff20e6a402bc13f20651b7fa8
1,388,511,727
30.4855
-95.257756
0
554,637
2020-12-31 17:42:16
3,540,210,836,308,425
fraud_Auer LLC
personal_care
76.31
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
06cb7e899ed98ad998c0212dd0eb5838
1,388,511,736
35.492413
-101.825032
0
554,638
2020-12-31 17:42:42
180,069,253,480,336
fraud_Lubowitz, Terry and Stracke
personal_care
38.82
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
7324e7405faa30033efa46f573da1436
1,388,511,762
41.941626
-78.852233
0
554,639
2020-12-31 17:43:06
4,800,395,067,176,717
fraud_Bernier and Sons
kids_pets
86.38
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
4bb8ffaf18b218c38f85f1dab90a331a
1,388,511,786
42.157633
-96.446248
0
554,640
2020-12-31 17:43:09
4,797,297,220,948,469,000
fraud_Willms, Kris and Bergnaum
shopping_pos
7.05
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
e2adacb54685bf80b1198610455f0529
1,388,511,789
38.471319
-87.432249
0
554,641
2020-12-31 17:43:44
2,450,829,271,795,901
fraud_Turcotte, Batz and Buckridge
health_fitness
44.73
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
d43e99abcaeea41b2a86d000662f7008
1,388,511,824
45.881064
-94.274963
0
554,642
2020-12-31 17:45:12
4,822,367,783,500,458
fraud_Volkman PLC
food_dining
41.08
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
17869cb698fa754f659a090ea6078893
1,388,511,912
28.437702
-80.827552
0
554,643
2020-12-31 17:45:26
4,777,065,439,639,721
fraud_Morissette LLC
entertainment
86.36
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
f758120c51be3d564f916e2ebde1f0d3
1,388,511,926
39.696033
-75.265597
0
554,644
2020-12-31 17:45:28
2,227,671,554,547,514
fraud_Fisher Inc
shopping_net
2.51
Angie
Jones
F
6970 Blake Trail
Clearwater
FL
33,760
27.9004
-82.7152
172,247
Geneticist, molecular
1979-10-22
776f0de787824f5d31399edfbac0fc46
1,388,511,928
27.728812
-81.786181
0
554,645
2020-12-31 17:45:42
342,035,762,534,413
fraud_Gislason Group
travel
6.24
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
806a0ae98e55d4d0dec640b749dfad83
1,388,511,942
38.289837
-77.539018
0
554,646
2020-12-31 17:45:55
36,721,445,180,895
fraud_Kuhn Group
food_dining
40.05
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
b0dd0dfb820fa40a553c7b6df40f8b34
1,388,511,955
41.776198
-74.692042
0
554,647
2020-12-31 17:45:59
6,534,628,260,579,800
fraud_Bruen-Yost
misc_pos
4.97
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
b7ddb27ba57c87e86f728f8d722be767
1,388,511,959
43.647091
-72.952375
0
554,648
2020-12-31 17:46:34
30,175,986,190,993
fraud_Weimann-Lockman
kids_pets
27.41
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
5668433c644b00d37648f7e8c0ccf4a1
1,388,511,994
47.359732
-96.843876
0
554,649
2020-12-31 17:46:45
4,377,338,765,909,719
fraud_Jakubowski Inc
home
109.72
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
899d4c5aea72b63e05888ad9a9061fc0
1,388,512,005
36.579073
-83.35325
0
554,650
2020-12-31 17:47:08
3,534,330,126,107,879
fraud_Yost, Schamberger and Windler
kids_pets
43.89
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
3f9ce9a5ec6ded1ba64d51f24502ab9d
1,388,512,028
45.166301
-108.545011
0
554,651
2020-12-31 17:47:35
4,810,789,809,665,943,000
fraud_Boyer-Reichert
shopping_net
3.35
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
631bea0795c07718012000e02bc6a9f7
1,388,512,055
39.69034
-84.128405
0
554,652
2020-12-31 17:47:50
3,534,330,126,107,879
fraud_Schoen Ltd
kids_pets
48.61
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
005b6d00186f358906da5aeed7f140d4
1,388,512,070
45.884101
-109.629163
0
554,653
2020-12-31 17:47:59
4,427,805,710,168
fraud_Botsford and Sons
home
17.91
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
b3758b0a022b75699a71ef8c0a8c2ccf
1,388,512,079
33.272984
-105.004163
0
554,654
2020-12-31 17:48:03
3,575,789,281,659,026
fraud_Dickinson-Rempel
misc_pos
7.13
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
2a7ab1a75397f8be4ba3827a8c3f8453
1,388,512,083
39.047199
-93.009548
0
554,655
2020-12-31 17:48:13
4,725,837,176,265,196,000
fraud_Wuckert-Goldner
home
101.06
Elizabeth
Mckee
F
358 Pruitt Square
Jay
FL
32,565
30.8985
-87.1332
5,719
Higher education careers adviser
1994-11-05
1f90c43860214ab3b91ed8ce179fca50
1,388,512,093
30.564678
-86.324947
0
554,656
2020-12-31 17:48:27
4,797,297,220,948,469,000
fraud_Crooks and Sons
personal_care
50.17
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
dcd7c34bb676e62dcba0ebba4dee1ba0
1,388,512,107
38.018554
-87.108749
0
554,657
2020-12-31 17:48:37
30,029,052,116,970
fraud_Langosh, Wintheiser and Hyatt
food_dining
33.05
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
663ac03fb9ad495da7403c23d81d55ba
1,388,512,117
42.783236
-79.248788
0
554,658
2020-12-31 17:48:41
2,235,613,922,823,698
fraud_Greenfelder, Bartoletti and Davis
misc_net
2.18
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
16f2bde75da7810bfee5da7fafad2926
1,388,512,121
41.939369
-105.400092
0
554,659
2020-12-31 17:49:14
3,587,960,728,692,500
fraud_Miller-Harris
misc_net
104.58
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
4f2c92fb3956ae890f7c3db5496f44fe
1,388,512,154
42.357956
-95.594697
0
554,660
2020-12-31 17:49:48
676,275,912,597
fraud_Berge, Kautzer and Harris
personal_care
65.67
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
6fe100f59af8353131d4ae495d0295f8
1,388,512,188
45.65507
-85.646009
0
554,661
2020-12-31 17:50:13
374,125,201,044,065
fraud_Crist, Jakubowski and Littel
home
250.07
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
7497ed376d48b248f28b26772b78f410
1,388,512,213
38.39782
-76.340332
0
554,662
2020-12-31 17:50:34
639,030,014,711
fraud_Langosh, Wintheiser and Hyatt
food_dining
62.14
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
42fa93f321eb57bf2bd93c3b8c6812a6
1,388,512,234
36.233636
-88.951929
0
554,663
2020-12-31 17:50:54
581,293,083,266
fraud_Lakin, Ferry and Beatty
food_dining
66.65
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
213f7db8cbefb3392ca40cc77513d0ae
1,388,512,254
35.415111
-98.651502
0
554,664
2020-12-31 17:51:03
38,588,538,868,506
fraud_Gottlieb Group
kids_pets
131.94
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
7a63eab9a49a44b4210f56db081a428a
1,388,512,263
29.520209
-103.004298
0
554,665
2020-12-31 17:51:28
6,506,116,513,503,136
fraud_Gleason and Sons
kids_pets
28.63
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
8fd195fc3dbe5f97b255fa9ed32fc2e5
1,388,512,288
32.15154
-94.4117
0
554,666
2020-12-31 17:51:31
630,484,879,808
fraud_Hamill-D'Amore
health_fitness
72.47
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
c8cb1409ff30b53f6d55eb766c05874d
1,388,512,291
36.352499
-120.662003
0
554,667
2020-12-31 17:52:02
3,552,581,383,553,463
fraud_Hilpert-Conroy
kids_pets
166.78
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
1844e79ebaac4536b6657649b29d7095
1,388,512,322
35.074183
-82.999956
0
554,668
2020-12-31 17:52:49
4,292,902,571,056,973,300
fraud_Stiedemann Ltd
food_dining
1.6
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
9e8372cb424191b791e8c7a864f10a6f
1,388,512,369
45.642542
-113.999296
0
554,669
2020-12-31 17:52:56
2,266,735,643,685,262
fraud_Gulgowski LLC
home
115.18
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
7c88ee9e81c7ede5337f0432d6f76092
1,388,512,376
34.468268
-85.289024
0
554,670
2020-12-31 17:53:23
2,242,542,703,101,233
fraud_Dickinson-Rempel
misc_pos
75
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
3232435a0b468dfdb22f1efff7348196
1,388,512,403
38.200532
-86.306409
0
554,671
2020-12-31 17:53:40
2,475,085,306,462,014
fraud_Schoen-Quigley
kids_pets
53.54
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
f529a24ddbe2deceabe3020c1a1ceb26
1,388,512,420
44.833675
-94.690464
0
554,672
2020-12-31 17:54:01
4,306,630,852,918
fraud_Kozey-Kuhlman
personal_care
80.97
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
c5e889227285e34e9ae19bf7113fd651
1,388,512,441
38.177701
-91.201201
0
554,673
2020-12-31 17:54:06
4,302,480,582,202,074
fraud_Hermiston, Pacocha and Smith
health_fitness
44
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
c4924c602b9a04006da1d110828dadb0
1,388,512,446
42.961456
-86.55457
0
554,674
2020-12-31 17:54:12
4,990,494,243,023
fraud_Turner LLC
travel
3.43
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
27333ea628701afd1114dcc20b561504
1,388,512,452
40.099852
-78.185004
0
554,675
2020-12-31 17:54:21
3,523,898,249,167,098
fraud_Heaney-Marquardt
entertainment
91.5
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
6ee3298c9e48192f828cb2c3c78ec13d
1,388,512,461
41.42735
-74.144204
0
554,676
2020-12-31 17:54:52
374,656,033,243,756
fraud_Bernhard, Grant and Langworth
shopping_pos
6.78
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
3513590bec3ce1991c9d872fc94e4571
1,388,512,492
38.849752
-77.358173
0
554,677
2020-12-31 17:54:53
3,523,898,249,167,098
fraud_Bednar PLC
kids_pets
15.83
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
520f91000bc7f36414e6abf51291fb34
1,388,512,493
41.536989
-72.999309
0
554,678
2020-12-31 17:55:15
3,556,613,125,071,656
fraud_Konopelski, Schneider and Hartmann
food_dining
197.96
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
c981ff74a2fb263f63759ef297b19af9
1,388,512,515
28.81169
-94.665763
0
554,679
2020-12-31 17:55:59
372,520,049,757,633
fraud_Baumbach, Feeney and Morar
shopping_net
7.89
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
5110eb06fbc5efbc605a649f63141a3a
1,388,512,559
48.224873
-94.057668
0
554,680
2020-12-31 17:56:02
3,512,365,128,314,616
fraud_Lynch-Wisozk
home
98.44
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
fa4bc49d55c218f451de7bcbb8115d02
1,388,512,562
37.431133
-90.15637
0
554,681
2020-12-31 17:56:25
30,541,100,351,706
fraud_Jast and Sons
food_dining
3.59
Derrick
George
M
575 Chapman Union
Spring
TX
77,379
30.0377
-95.5326
316,665
Education officer, museum
1990-09-12
b5f776d5816fcdada7babb8874f8d92f
1,388,512,585
29.458364
-95.301214
0
554,682
2020-12-31 17:56:52
4,277,232,699,798,846
fraud_Streich, Rolfson and Wilderman
kids_pets
67.06
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
f4fa986be89cb52fca73eb38d5175a89
1,388,512,612
45.712214
-102.715863
0
554,683
2020-12-31 17:57:05
3,556,613,125,071,656
fraud_Armstrong, Walter and Gottlieb
food_dining
18.02
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
6aa9adb58fffdad2a4dd71c97e543737
1,388,512,625
28.651167
-94.682731
0
554,684
2020-12-31 17:57:17
376,656,886,990,758
fraud_Windler, Goodwin and Kovacek
home
30.13
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
e4ab12b1ade3a2d7703150f2dafdc7e1
1,388,512,637
31.269608
-95.299696
0
554,685
2020-12-31 17:57:21
4,169,388,510,116
fraud_Stark-Koss
home
92.76
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
57f9a219148de0d9e77d32c1d8423114
1,388,512,641
42.899725
-76.902066
0
554,686
2020-12-31 17:57:29
4,536,996,888,716,062,000
fraud_Hermann-Gaylord
misc_pos
7.05
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
193594f5728a7aa700bdb6a523e726ed
1,388,512,649
36.045759
-106.018786
0
554,687
2020-12-31 17:58:00
4,926,376,199,189,801
fraud_Kub-Heaney
health_fitness
55.16
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
6c0f2110f300cc1a6313b1ceda686583
1,388,512,680
35.850476
-92.129455
0
554,688
2020-12-31 17:58:05
2,703,186,189,652,095
fraud_Nienow PLC
entertainment
77.79
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
46f76a68fd422eafc4ef482860339ec0
1,388,512,685
36.274226
-81.45453
0
554,689
2020-12-31 17:58:22
3,583,635,130,604,947
fraud_Wilkinson Ltd
entertainment
34.81
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
2d4609949c7adfc92cb546c1bd22d0c6
1,388,512,702
40.090374
-75.371419
0
554,690
2020-12-31 17:58:29
377,026,671,291,680
fraud_Morissette-Schaefer
personal_care
57.26
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
d9e583854f98ed1367eaff474128af5d
1,388,512,709
37.166239
-91.811057
0
554,691
2020-12-31 17:58:37
5,130,484,058,948,421
fraud_Padberg-Rogahn
entertainment
70.98
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
e37612af5a8f32fbe4cfe5cd46a26c51
1,388,512,717
40.671024
-84.090472
0
554,692
2020-12-31 17:59:13
4,149,635,823,017
fraud_Reichel Inc
entertainment
61.04
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
f1f89008ac7258ed69009311af99dbf2
1,388,512,753
33.446651
-87.26109
0
554,693
2020-12-31 17:59:51
38,588,538,868,506
fraud_Koss, Hansen and Lueilwitz
home
49.55
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
452207e900358037055f7a61bd07a772
1,388,512,791
29.219508
-102.730315
0
554,694
2020-12-31 18:00:10
180,056,173,248,083
fraud_Dooley Inc
shopping_pos
11.88
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
66c5c6e3e553d0c424d075c387c3c4cb
1,388,512,810
43.743693
-85.899259
0
554,695
2020-12-31 18:00:55
4,740,713,119,940,984
fraud_McDermott, Osinski and Morar
home
98.05
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
87375f8e6686c9f6b7a994039a0772ec
1,388,512,855
40.438881
-73.3323
0
554,696
2020-12-31 18:02:20
377,993,105,397,617
fraud_Gleason-Macejkovic
shopping_net
5.99
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
4c7625fb28b13d5aaa6dfe4bed3350a8
1,388,512,940
45.844776
-87.858552
0
554,697
2020-12-31 18:03:01
2,576,709,887,791,552
fraud_Cronin, Kshlerin and Weber
health_fitness
96.59
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
9f1f6bec914860ba6f6d9a0e55748b24
1,388,512,981
33.514898
-116.81231
0
554,698
2020-12-31 18:03:34
4,939,976,756,738,216
fraud_Bahringer-Streich
food_dining
75.47
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
2527ea2f846e4d12edd37addb4e32f39
1,388,513,014
25.452021
-98.403434
0
554,699
2020-12-31 18:04:38
3,576,431,665,303,017
fraud_Romaguera, Wehner and Tromp
kids_pets
147.45
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
4786abb1f00ea42784fe7bf331cd2055
1,388,513,078
33.984579
-112.749489
0