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
555,600
2020-12-31 23:16:46
213,141,712,584,544
fraud_Hamill-D'Amore
health_fitness
86.85
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
7c698b3084b13f6e4d6e64258bda73fc
1,388,531,806
33.026652
-90.088435
0
555,601
2020-12-31 23:17:22
4,755,696,071,492
fraud_Baumbach, Feeney and Morar
shopping_net
2.24
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
5e75e304c3acd6c9c798b1d36440638d
1,388,531,842
33.880423
-96.883034
0
555,602
2020-12-31 23:17:25
4,158,008,602,445
fraud_Herman, Treutel and Dickens
misc_net
100.64
Alicia
Miller
F
976 Hubbard Lodge
Randolph
MN
55,065
44.5274
-93.0196
1,201
Barrister
1979-12-27
f0f76e473302b3c3e36c17119529147c
1,388,531,845
43.618043
-93.037578
0
555,603
2020-12-31 23:17:34
3,534,330,126,107,879
fraud_Crist, Jakubowski and Littel
home
91.95
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
fabd9b6be05af0d18a726100b60462c9
1,388,531,854
44.454845
-109.068255
0
555,604
2020-12-31 23:17:42
630,423,337,322
fraud_White and Sons
home
6.49
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
698732c2dfac4de0792d05130558bb5d
1,388,531,862
48.292565
-117.388332
0
555,605
2020-12-31 23:17:43
4,060,579,726,528,237
fraud_Parker-Kunde
personal_care
169.86
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
9db82ad22e6a02750bb378456de72ffc
1,388,531,863
38.883826
-94.572861
0
555,606
2020-12-31 23:17:49
4,613,314,721,966
fraud_Hills-Boyer
personal_care
70.13
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
5ca21506648bfceb80fa0cf97cbe7c84
1,388,531,869
36.611358
-82.068394
0
555,607
2020-12-31 23:17:54
343,464,013,864,032
fraud_Daugherty LLC
kids_pets
84.21
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
7d6bc1e566704b57bb712fa07b4c0359
1,388,531,874
35.880609
-77.122309
0
555,608
2020-12-31 23:18:32
341,546,199,006,537
fraud_Crist, Jakubowski and Littel
home
39.88
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
a3bb45c75386599f7f41af4c3fbecfcb
1,388,531,912
64.547193
-166.342613
0
555,609
2020-12-31 23:18:56
3,593,118,134,380,341
fraud_Shields-Wunsch
health_fitness
9.46
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
15bee2e69c95ccd9ac2f2288be2f822a
1,388,531,936
45.096822
-68.091999
0
555,610
2020-12-31 23:19:03
3,500,969,075,198,072
fraud_Reichel Inc
entertainment
92.34
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
dc0c1be156ff2b4441c1bfe0cfacec41
1,388,531,943
47.459463
-117.853276
0
555,611
2020-12-31 23:19:21
675,990,301,623
fraud_Carroll PLC
health_fitness
41
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
ec1416223a6410e8e82cf918ec29512d
1,388,531,961
41.337834
-74.23407
0
555,612
2020-12-31 23:19:30
4,128,730,454,058,057,700
fraud_Lubowitz-Walter
kids_pets
127.91
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
a04a28ee29df9fccd7698353b2c537f7
1,388,531,970
31.585633
-95.911589
0
555,613
2020-12-31 23:20:18
4,742,883,543,039,288,000
fraud_Watsica LLC
personal_care
35.36
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
67298d7b3b0dcd928c46cb17239919f5
1,388,532,018
19.180732
-155.961421
0
555,614
2020-12-31 23:20:25
501,831,082,224
fraud_Crona and Sons
kids_pets
44.91
Corey
Jones
M
709 George Underpass Apt. 080
West Decatur
PA
16,878
40.9493
-78.3129
1,762
Armed forces logistics/support/administrative officer
1962-05-04
c9fb4461e4b5dc407eb1aa770d268991
1,388,532,025
41.854073
-77.989771
0
555,615
2020-12-31 23:21:30
213,163,860,545,705
fraud_Hilpert-Conroy
kids_pets
54.31
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
2f219333fcbe46c778e7c9cf62db716d
1,388,532,090
32.840373
-82.424631
0
555,616
2020-12-31 23:22:02
503,874,407,318
fraud_Schroeder Group
health_fitness
29.68
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
19a49afc7b0d4c2bd620569ca8894cf8
1,388,532,122
28.641258
-99.259961
0
555,617
2020-12-31 23:22:16
6,011,148,190,095,209
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.96
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
47b638417446aefcb5607f63d109079d
1,388,532,136
37.673968
-122.147164
0
555,618
2020-12-31 23:22:18
3,543,591,270,174,051
fraud_Nienow PLC
entertainment
86.1
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
b5b1f45c4f9ec8962a4d9f3e216269cd
1,388,532,138
40.437527
-79.051149
0
555,619
2020-12-31 23:22:31
4,497,913,965,512,794,000
fraud_Quitzon-Goyette
home
25.18
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
fff4a4567ffc6a28e8eaa38328906e26
1,388,532,151
35.055114
-79.703939
0
555,620
2020-12-31 23:22:45
4,497,451,418,073,897,000
fraud_Labadie, Treutel and Bode
shopping_net
5.46
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
f840fda570b501bc6406806ca250a0d2
1,388,532,165
31.689991
-91.760506
0
555,621
2020-12-31 23:23:12
30,487,648,872,433
fraud_Bednar PLC
kids_pets
5.78
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
1a8342abdb73a99980f0bb8f495ae3b1
1,388,532,192
38.354151
-85.86212
0
555,622
2020-12-31 23:23:36
4,492,491,748,959,010
fraud_Romaguera, Wehner and Tromp
kids_pets
49.53
Jonathan
Byrd
M
5554 Mack Meadows
Premier
WV
24,878
37.3752
-81.6539
337
Advice worker
1986-10-17
632b5eba19e0786e9575a31c44aaa7e8
1,388,532,216
36.499719
-80.755148
0
555,623
2020-12-31 23:23:40
4,428,154,703,770,710
fraud_Lubowitz, Terry and Stracke
personal_care
63.84
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
99c0d1b0e1156452eb1d843833ed7f21
1,388,532,220
46.474447
-117.078627
0
555,624
2020-12-31 23:24:05
30,118,423,745,458
fraud_Little Ltd
kids_pets
38.92
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
ca86d7ec05ba0591d515003a8a475acf
1,388,532,245
39.826996
-74.709078
0
555,625
2020-12-31 23:24:37
6,540,981,358,631,302
fraud_Weimann-Lockman
kids_pets
255.42
Bryan
Torres
M
152 James Centers Apt. 768
Detroit
MI
48,221
42.426
-83.15
673,342
Retail manager
1967-06-19
37923c8aa3523d7ebb86ed68f8b5cad8
1,388,532,277
41.881426
-83.316455
0
555,626
2020-12-31 23:24:57
376,445,266,762,684
fraud_Haley, Jewess and Bechtelar
shopping_pos
1.19
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
e0e495441fbdc3185eb75ea3af948186
1,388,532,297
40.252047
-100.558799
0
555,627
2020-12-31 23:25:09
2,283,743,876,903,625
fraud_Mayert Group
shopping_pos
3.51
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
3534b6cfc11accdd0364a1d7953dd9c0
1,388,532,309
33.306583
-83.829985
0
555,628
2020-12-31 23:25:48
4,536,996,888,716,062,000
fraud_Goldner-Lemke
entertainment
11.24
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
010f632ec98891d3acae59c05f18cbd4
1,388,532,348
36.699933
-105.777056
0
555,629
2020-12-31 23:26:42
2,248,735,346,244,816
fraud_Crooks and Sons
personal_care
302.79
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
f7a3967372c0d90e260927e69e787165
1,388,532,402
37.949152
-99.766839
0
555,630
2020-12-31 23:26:50
3,523,843,138,706,408
fraud_Parker-Kunde
personal_care
5.38
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
1b3e154055096f23484f373c5c72dec5
1,388,532,410
32.311798
-87.177872
0
555,631
2020-12-31 23:27:51
2,720,012,583,106,919
fraud_Bahringer Group
health_fitness
74.95
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
77902c2833d866df09115159133fa07a
1,388,532,471
42.567885
-102.943205
0
555,632
2020-12-31 23:27:56
4,777,065,439,639,721
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
76.16
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
c4f26ccf423c6d83c007326131928070
1,388,532,476
39.95239
-75.601401
0
555,633
2020-12-31 23:27:58
3,576,431,665,303,017
fraud_Fahey Inc
kids_pets
23.66
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
6b8b106acaa9fc11fcea2c5874bbee5e
1,388,532,478
33.288519
-111.382938
0
555,634
2020-12-31 23:28:13
3,535,808,924,394,848
fraud_Swift PLC
kids_pets
49.03
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
a4293652aa3c2e38e98c3b5a1416d5a9
1,388,532,493
39.393719
-89.793989
0
555,635
2020-12-31 23:28:52
4,424,338,559,877,976
fraud_Gaylord-Powlowski
home
32.34
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
ed799c0f237f767d718bc2076fc8eaef
1,388,532,532
41.260973
-83.527736
0
555,636
2020-12-31 23:29:56
180,094,419,304,907
fraud_Reilly and Sons
health_fitness
7.08
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
97282c79126e59ed33d5aeeb584dde66
1,388,532,596
33.150769
-117.345739
0
555,637
2020-12-31 23:30:29
6,011,109,736,646,996
fraud_Gleason-Macejkovic
shopping_net
1,164.37
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
b7f83407df7234b10f7aa2c06af06444
1,388,532,629
34.854212
-77.711814
0
555,638
2020-12-31 23:30:45
2,256,234,701,263,057
fraud_Breitenberg-Hermiston
kids_pets
84.75
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
3180ccd5dbe28198fb24933651a1a0db
1,388,532,645
42.880305
-72.364218
0
555,639
2020-12-31 23:30:50
4,800,395,067,176,717
fraud_Stiedemann Ltd
food_dining
25.53
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
a83bc0c0a50b6b25824a59df0406badf
1,388,532,650
41.987167
-97.260634
0
555,640
2020-12-31 23:30:54
372,509,258,176,510
fraud_Kozey-Kuhlman
personal_care
27.27
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
5b25992504609ad9a237736aabadd902
1,388,532,654
43.5592
-83.896502
0
555,641
2020-12-31 23:31:09
4,989,847,570,577,635,000
fraud_Kuhn LLC
shopping_pos
7.58
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
3fa9b559f957ae692ae87c66eb879f32
1,388,532,669
34.379315
-82.064311
0
555,642
2020-12-31 23:31:16
30,518,206,766,474
fraud_Lynch-Wisozk
home
2.42
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
47802fb6fcf9a25e5256b49ef8ba75b6
1,388,532,676
35.787652
-90.198573
0
555,643
2020-12-31 23:31:22
2,348,245,054,386,329
fraud_Ernser-Feest
home
149.15
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
6d9a022e42688a043667968edef402f7
1,388,532,682
41.375271
-80.498337
0
555,644
2020-12-31 23:31:26
4,900,628,639,996
fraud_Waters-Cruickshank
health_fitness
146.06
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
2812c611e3cabc05072eb6dd5f489a2a
1,388,532,686
33.377269
-117.899261
0
555,645
2020-12-31 23:32:06
4,450,831,335,606,294
fraud_Spencer PLC
entertainment
23.86
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
cd92ea306b3e83b082f023faaf94fbad
1,388,532,726
34.616924
-96.106453
0
555,646
2020-12-31 23:32:19
6,544,734,391,390,261
fraud_Bernier and Sons
kids_pets
29.11
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
5daa3c589efb7e585772a9f6440d0b7f
1,388,532,739
40.666734
-87.101496
0
555,647
2020-12-31 23:32:24
6,011,438,889,172,900
fraud_Auer-West
shopping_net
410.05
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
ae7ac98245d7caab2c2fb8b1fac5afa2
1,388,532,744
33.684449
-91.954633
0
555,648
2020-12-31 23:32:28
4,653,879,239,169,997
fraud_Jaskolski-Vandervort
misc_net
9.07
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
15ae974490fed8f80e22f832c1d5b575
1,388,532,748
37.421987
-86.456771
0
555,649
2020-12-31 23:33:17
3,583,635,130,604,947
fraud_Kilback LLC
food_dining
43.47
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
1755fb42fd2f4913f615dd508dd5f774
1,388,532,797
40.226921
-75.796142
0
555,650
2020-12-31 23:33:31
4,570,636,521,433,188
fraud_Pouros, Walker and Spencer
kids_pets
40.28
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
3f100dba6559c5697257e89158dada9a
1,388,532,811
29.310062
-81.47357
0
555,651
2020-12-31 23:33:48
676,298,633,337
fraud_Bins, Balistreri and Beatty
shopping_pos
6.24
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
b2c2e1570ea4e131e63cbdc7ec209c6d
1,388,532,828
39.126779
-80.250038
0
555,652
2020-12-31 23:34:09
375,767,678,113,375
fraud_Bednar PLC
kids_pets
47.01
Christopher
Patterson
M
16744 Campbell Wall Apt. 372
Timberville
VA
22,853
38.6476
-78.7717
4,367
Waste management officer
1962-04-12
e574e4d6d380612f49b6b92261b24564
1,388,532,849
38.112287
-79.680813
0
555,653
2020-12-31 23:34:29
5,559,857,416,065,248
fraud_Kozey-McDermott
travel
3.48
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
52a8c0c9d8606522e6106c516663fb33
1,388,532,869
41.797714
-123.395512
0
555,654
2020-12-31 23:34:50
4,312,133,045,694,601,000
fraud_Reichel LLC
personal_care
1.6
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
02c9802a577a03a670678f357dd66820
1,388,532,890
39.141298
-76.321527
0
555,655
2020-12-31 23:35:14
3,540,075,240,003,197
fraud_Ratke and Sons
health_fitness
12.53
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
177441e6c7f03ef5c43cf0db5bb48222
1,388,532,914
44.342246
-92.9932
0
555,656
2020-12-31 23:35:28
4,642,255,475,285,942
fraud_Dickinson-Rempel
misc_pos
5.58
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
f4b8cd2434bc8d3d173bf5368c6e5829
1,388,532,928
38.885614
-110.070328
0
555,657
2020-12-31 23:35:40
180,094,419,304,907
fraud_Morissette PLC
shopping_pos
3.74
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
70d942d3ff9b560e1f3de30466db6a8f
1,388,532,940
33.712875
-116.26752
0
555,658
2020-12-31 23:36:05
370,612,217,861,404
fraud_Kris-Padberg
shopping_pos
1.24
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
b035a66429c4573c1c61cd01678721de
1,388,532,965
40.20941
-74.991468
0
555,659
2020-12-31 23:36:15
3,541,160,328,600,277
fraud_Kihn, Abernathy and Douglas
shopping_net
25.07
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
7a809be8efed05f863245ba63d3b0f8e
1,388,532,975
39.708279
-90.792116
0
555,660
2020-12-31 23:36:22
30,082,025,922,891
fraud_Schmeler-Howe
personal_care
56.35
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
97274bcbe0907f46306e46da0e510af4
1,388,532,982
26.654346
-81.349039
0
555,661
2020-12-31 23:37:03
3,568,255,211,412,877
fraud_Douglas, Schneider and Turner
shopping_pos
9.43
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
776aa3dc76a99ab696aaf6135a9c53c8
1,388,533,023
41.049716
-85.473324
0
555,662
2020-12-31 23:37:37
4,452,366,298,769,043
fraud_Haley Group
misc_pos
1.58
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
be3ba7799826b14b09c0892acdd8f674
1,388,533,057
33.000167
-97.502968
0
555,663
2020-12-31 23:38:23
5,104,807,169,438,134
fraud_Reichert, Shanahan and Hayes
shopping_net
3.6
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
7d03d897aa406eb88bf56491ae108f24
1,388,533,103
41.557785
-73.306275
0
555,664
2020-12-31 23:38:34
2,288,813,824,604,479
fraud_Little, Gutmann and Lynch
shopping_net
6.05
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
b7285a609fd67b76e0838f71593b8ff6
1,388,533,114
41.174681
-72.961188
0
555,665
2020-12-31 23:38:48
4,265,776,278,887,457
fraud_Kling, Howe and Schneider
home
9.74
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
530cb950c084486cf0b9f1c90fe940d6
1,388,533,128
34.638548
-92.729146
0
555,666
2020-12-31 23:39:06
4,536,996,888,716,062,000
fraud_Kub PLC
personal_care
16.72
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
55b9e60e40414115fc70d3b6d5e8bf40
1,388,533,146
35.935541
-107.052071
0
555,667
2020-12-31 23:39:07
4,904,681,492,230,012
fraud_Lang, Towne and Schuppe
kids_pets
50.22
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
c6f54b78aaceca3ecfb9063da61e0560
1,388,533,147
42.482754
-73.551457
0
555,668
2020-12-31 23:39:26
3,563,837,241,599,446
fraud_Zboncak LLC
food_dining
33.41
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
96eeea494b221e99029c6657fd8a55db
1,388,533,166
45.628373
-122.809669
0
555,669
2020-12-31 23:39:27
2,305,336,922,781,618
fraud_Wilkinson LLC
personal_care
19.67
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
91cd403724ee3daeb22e58275fa678f5
1,388,533,167
39.862698
-92.007062
0
555,670
2020-12-31 23:39:44
6,011,860,238,257,910
fraud_Hermiston, Pacocha and Smith
health_fitness
17.82
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
ebed53c5c51d96d536ae77cfc30e3d2d
1,388,533,184
37.13754
-99.05543
0
555,671
2020-12-31 23:40:11
372,520,049,757,633
fraud_Lesch, D'Amore and Brown
food_dining
8.27
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
d4d8394b102dc78e8d74db5ebe801695
1,388,533,211
48.2747
-94.001549
0
555,672
2020-12-31 23:40:27
343,746,486,082,492
fraud_Botsford Ltd
shopping_pos
8.56
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
ec6b5d91a169ea0b0c99a9da9e775e16
1,388,533,227
45.549946
-84.939466
0
555,673
2020-12-31 23:40:32
5,152,054,598,359,927
fraud_Bradtke, Torp and Bahringer
personal_care
131.44
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
0168f24f76a5808fd170a758e4659c97
1,388,533,232
30.414878
-89.636111
0
555,674
2020-12-31 23:40:36
4,384,910,379,661,778
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
24.43
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
136618de4eac276d0eee1a72cff018fb
1,388,533,236
47.49357
-96.519341
0
555,675
2020-12-31 23:41:51
675,945,690,716
fraud_Denesik and Sons
shopping_pos
51.28
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
1942ffded1f02891eedab044d93f8257
1,388,533,311
40.560152
-79.418273
0
555,676
2020-12-31 23:42:31
2,720,012,583,106,919
fraud_Kling, Howe and Schneider
home
80.23
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
1131dd5cd8fa89d452989556c0c5f19a
1,388,533,351
42.612618
-101.705331
0
555,677
2020-12-31 23:42:51
4,189,814,094,741
fraud_Frami Group
entertainment
176.87
Jason
Farmer
M
33165 Larry Walks Suite 960
Ragland
AL
35,131
33.7367
-86.1619
4,159
Educational psychologist
1998-02-03
16b2c9d8aad39f5acffbc83fbe6e41d9
1,388,533,371
33.920429
-85.45006
0
555,678
2020-12-31 23:42:55
4,716,561,796,955,522
fraud_Mohr Inc
shopping_pos
4.93
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
972fca17e1215d4e958968afd8488533
1,388,533,375
48.674283
-112.545093
0
555,679
2020-12-31 23:43:07
30,238,755,902,988
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
7.43
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
d0f906757e93b9d51c757b8a8b8d27ea
1,388,533,387
29.831181
-97.742957
0
555,680
2020-12-31 23:43:41
180,040,027,502,291
fraud_Homenick LLC
personal_care
55.53
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
b6daca9f6df7447c7f9503a8a1361685
1,388,533,421
41.11195
-73.872571
0
555,681
2020-12-31 23:44:29
4,449,530,933,957,323
fraud_Dickinson Ltd
personal_care
108.16
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
f099c1173b18b2431baefdbd8fa8877c
1,388,533,469
39.141943
-123.814582
0
555,682
2020-12-31 23:44:51
4,104,312,520,615,374
fraud_Kuhic LLC
shopping_net
4.27
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
682dfc75e4ccbb80a2de3d77f6dc8f30
1,388,533,491
33.533777
-117.302949
0
555,683
2020-12-31 23:45:21
30,074,693,890,476
fraud_Sawayn PLC
shopping_pos
140.12
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
d7310b01b686f0825539e082808a1df1
1,388,533,521
37.187617
-100.797028
0
555,684
2020-12-31 23:46:22
345,389,171,551,808
fraud_Schuppe, Nolan and Hoeger
shopping_pos
2.68
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
9f1062c7c1dec41f3b541af751dc4991
1,388,533,582
34.151583
-88.876885
0
555,685
2020-12-31 23:46:44
30,026,790,933,302
fraud_Runte-Mohr
food_dining
69.21
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
232cbeb5a303d6c8e73f45e81f80164d
1,388,533,604
32.356708
-91.578287
0
555,686
2020-12-31 23:46:55
3,512,365,128,314,616
fraud_O'Keefe-Wisoky
food_dining
2.65
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
cdb9edafe652ee2abc502a804665d1cb
1,388,533,615
38.74249
-89.484464
0
555,687
2020-12-31 23:47:11
6,011,724,471,098,086
fraud_Altenwerth-Kilback
home
47.05
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
1fa626c083dfb1b3296fec4c5877f5cb
1,388,533,631
45.716706
-119.886246
0
555,688
2020-12-31 23:48:11
3,577,663,406,369,449
fraud_Windler LLC
kids_pets
10.23
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
f60a221b50b375df57248a7799bd31e0
1,388,533,691
36.411693
-91.293233
0
555,689
2020-12-31 23:48:28
5,540,636,818,935,089
fraud_Kemmer-Buckridge
misc_pos
51.86
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
a3410c6339913a60612c9bedde9fa476
1,388,533,708
42.237331
-70.419494
0
555,690
2020-12-31 23:48:49
2,222,001,896,600,109
fraud_O'Connell-Ullrich
home
52.97
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
af9d422a1c363b18daefe0812aa73be1
1,388,533,729
38.352049
-90.416444
0
555,691
2020-12-31 23:48:53
2,291,163,933,867,244
fraud_Hackett Group
travel
5.2
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
360b3eced956a95b0d3dca4465495c8f
1,388,533,733
33.444286
-81.132746
0
555,692
2020-12-31 23:49:22
2,252,055,259,910,912
fraud_Kihn-Schuster
food_dining
71.28
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
756c754d0b16700cee680b839c1934e6
1,388,533,762
44.60192
-90.658758
0
555,693
2020-12-31 23:49:26
4,806,443,445,305
fraud_Dooley Inc
shopping_pos
56.62
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
7d9c21f5631a3b7e7631df9c94c20372
1,388,533,766
37.776022
-82.463727
0
555,694
2020-12-31 23:50:17
4,229,733,778,084,049
fraud_Okuneva, Schneider and Rau
shopping_pos
6.72
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
dfe809d8df19624711697272c5a6f404
1,388,533,817
36.777767
-86.723778
0
555,695
2020-12-31 23:50:34
371,226,440,126,102
fraud_Cartwright PLC
kids_pets
43.54
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
c1869fcb0b70ba02f9e8811b920dd8ab
1,388,533,834
39.121026
-88.866295
0
555,696
2020-12-31 23:50:45
3,568,255,211,412,877
fraud_Fritsch and Sons
health_fitness
165.39
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
7094b2fb1ffdd76e568700061d8bc407
1,388,533,845
40.794699
-84.462716
0
555,697
2020-12-31 23:50:51
30,404,291,151,692
fraud_Hirthe-Beier
health_fitness
37.79
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
16865fc58d94f45cd6e008650ae112ec
1,388,533,851
43.352479
-79.352308
0
555,698
2020-12-31 23:50:55
4,922,710,831,011,201
fraud_Effertz, Welch and Schowalter
entertainment
17.5
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
277fa86cc4e76480b8046201e544b3a6
1,388,533,855
41.001049
-79.147024
0
555,699
2020-12-31 23:51:07
30,197,398,657,930
fraud_Macejkovic-Lesch
shopping_pos
1.4
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
f65b2860a1409213b4c0a7b8f964dba8
1,388,533,867
36.017498
-79.533129
0