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
7,900
2020-06-23 13:37:13
30,242,921,189,660
fraud_Erdman-Schaden
personal_care
18.16
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
809df4b355b601504f7af6317bb8a236
1,371,994,633
44.514315
-84.498854
0
7,901
2020-06-23 13:37:28
4,451,952,084,362,894
fraud_Streich Ltd
home
89.34
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
624a4f5c53b25e47ef745ec017fda210
1,371,994,648
34.828198
-101.665997
0
7,902
2020-06-23 13:38:03
374,656,033,243,756
fraud_Nader-Maggio
personal_care
75.18
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
e765f76211e15fd4d447d0fcde6a938c
1,371,994,683
39.275496
-77.90893
0
7,903
2020-06-23 13:39:11
4,586,810,168,620,942
fraud_Schumm PLC
shopping_net
21.14
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
c9d42b7755cb1e88eb996343d49607cd
1,371,994,751
33.037685
-81.098275
0
7,904
2020-06-23 13:39:57
4,292,743,669,224,718,000
fraud_Lehner, Reichert and Mills
misc_pos
7.53
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
baffb4c2c53a62a670a85775a22dbb23
1,371,994,797
38.057525
-75.870859
0
7,905
2020-06-23 13:40:01
4,181,833,256,558,614,000
fraud_Conroy-Emard
food_dining
208.48
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
aa21a9baf56c5a9cc31482de8e1fd9c6
1,371,994,801
36.426536
-106.462293
0
7,906
2020-06-23 13:40:19
4,464,457,352,619
fraud_Ankunding LLC
shopping_net
3.47
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
26c531b835b7366befc5a63e64fccbe0
1,371,994,819
30.136596
-85.417858
0
7,907
2020-06-23 13:40:24
36,890,292,963,032
fraud_Gulgowski LLC
home
89.76
Kimberly
Webb
F
380 Martin Mission
Girard
GA
30,426
33.0437
-81.7106
1,100
Conservator, museum/gallery
1950-04-05
0f189e7f5704825aead5f81f8dd65dea
1,371,994,824
33.995708
-81.894534
0
7,908
2020-06-23 13:40:31
4,586,810,168,620,942
fraud_Ankunding LLC
shopping_net
298.28
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
05e72f560c609a9ec59db68cc46f18b8
1,371,994,831
31.639427
-80.455051
0
7,909
2020-06-23 13:40:41
4,149,635,823,017
fraud_Witting, Beer and Ernser
home
47.58
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
2bb1eb4def1bb9edb8653f1990daa5f9
1,371,994,841
34.108696
-86.455038
0
7,910
2020-06-23 13:41:03
4,935,858,973,307,492
fraud_Cole, Hills and Jewess
home
74.28
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
39c2c554f676c676369605501c64303e
1,371,994,863
32.808342
-83.910364
0
7,911
2020-06-23 13:41:04
2,712,209,726,293,386
fraud_Kris-Padberg
shopping_pos
15.15
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
151a6e01be41d1b9c9d78535b7116521
1,371,994,864
30.726075
-91.898975
0
7,912
2020-06-23 13:41:38
4,147,608,975,828,480
fraud_Abbott-Rogahn
entertainment
66.78
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
5dbeaecb8f42b04118fc5289dfa536c5
1,371,994,898
44.75613
-94.087162
0
7,913
2020-06-23 13:41:47
3,576,511,691,045,060
fraud_Fisher Inc
shopping_net
3.61
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
6781761d9c2b58c13bd253b26748c267
1,371,994,907
33.202403
-80.133714
0
7,914
2020-06-23 13:41:56
60,490,596,305
fraud_Fadel-Hilpert
health_fitness
74.39
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
ce06a58acb26d87974c1842a94104c89
1,371,994,916
34.722111
-91.029746
0
7,915
2020-06-23 13:42:18
3,597,337,756,918,966
fraud_Waelchi-Wolf
kids_pets
88.14
Linda
Gonzalez
F
17667 Price Spur Apt. 366
Glen Rock
PA
17,327
39.7813
-76.7477
7,565
Insurance claims handler
1952-03-08
975de150625a2acebf042dfc83474330
1,371,994,938
39.389799
-76.019282
0
7,916
2020-06-23 13:42:22
4,646,845,581,490,336,000
fraud_Ledner, Hartmann and Feest
health_fitness
143.54
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
52665ce55026fc1dcbc7b8e7aa817ff6
1,371,994,942
40.522978
-73.368612
0
7,917
2020-06-23 13:42:51
571,844,099,986
fraud_Hauck, Dietrich and Funk
kids_pets
42.27
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
f5397cc9a5bdf0e693522b335f06439e
1,371,994,971
39.15325
-86.428377
0
7,918
2020-06-23 13:43:06
180,042,946,491,150
fraud_Harris Group
food_dining
3.55
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
20989d0b3f24d02ccccf21d1d9222cbe
1,371,994,986
27.047686
-82.461874
0
7,919
2020-06-23 13:43:31
3,591,919,803,438,423
fraud_Miller-Harris
misc_net
1.83
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
7ef6891ab7722430635f0c47e083840e
1,371,995,011
28.582821
-81.047535
0
7,920
2020-06-23 13:43:38
4,512,828,414,983,802,000
fraud_Schmitt Ltd
misc_net
4.68
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
8606e2a439d3444fa1b85b37b9c9d4fc
1,371,995,018
39.292087
-80.142474
0
7,921
2020-06-23 13:44:12
4,512,828,414,983,802,000
fraud_Leffler-Goldner
personal_care
108.42
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
4efa5538d0d329621d08c50e05e8d3c1
1,371,995,052
39.663715
-79.10617
0
7,922
2020-06-23 13:44:14
4,806,443,445,305
fraud_Jakubowski Group
food_dining
3.16
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
86319b23659d32ef35ad0cb2083eefdf
1,371,995,054
39.426566
-83.14318
0
7,923
2020-06-23 13:44:47
3,518,669,219,150,142
fraud_Upton PLC
entertainment
26.74
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
63f88fe1280c8fd142b3a488be6c42e0
1,371,995,087
38.70591
-83.243773
0
7,924
2020-06-23 13:45:06
30,011,465,039,817
fraud_Witting, Beer and Ernser
home
105.07
Lisa
Garcia
F
213 Gill Expressway
Chatham
NY
12,037
42.3496
-73.5873
4,015
Human resources officer
1971-10-14
1d56dc36358e8d57e71cc1d01a786990
1,371,995,106
42.778592
-73.931554
0
7,925
2020-06-23 13:45:56
180,011,453,250,192
fraud_Roberts, Daniel and Macejkovic
kids_pets
45.81
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
a7235439c9709768c955b9d71e1e3326
1,371,995,156
40.919714
-91.407595
0
7,926
2020-06-23 13:45:59
344,709,867,813,900
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
1,225.08
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
e7354cb05cc06d37a45a5e717e926ab4
1,371,995,159
28.267665
-80.573367
0
7,927
2020-06-23 13:46:02
371,284,100,299,909
fraud_Schoen Ltd
kids_pets
56.38
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
09012ccb029e54bc39c43b918bc478e0
1,371,995,162
35.305047
-101.300396
0
7,928
2020-06-23 13:46:24
4,740,713,119,940,984
fraud_Wuckert, Wintheiser and Friesen
home
149.37
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
c9c006a1b9db4bf06ea3ece1a37d1f7d
1,371,995,184
41.145833
-73.982259
0
7,929
2020-06-23 13:46:31
2,254,799,658,404,120
fraud_Boyer PLC
shopping_net
1.18
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
6fea841b434cbf588c6d190207fe4701
1,371,995,191
30.819187
-83.359824
0
7,930
2020-06-23 13:46:34
4,379,260,813,815,979,500
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
7.26
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
a93a120324e9351c641dfed4dee64161
1,371,995,194
37.110658
-122.647241
0
7,931
2020-06-23 13:47:12
30,404,291,151,692
fraud_Bahringer, Schoen and Corkery
shopping_pos
5.81
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
3d6cdc50ba909d3b9fccda895d632f8e
1,371,995,232
43.697967
-78.504557
0
7,932
2020-06-23 13:47:48
30,344,654,314,976
fraud_Brown, Homenick and Lesch
health_fitness
22.83
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
853132139ea70a046d4e5fffe105a695
1,371,995,268
40.119892
-120.852996
0
7,933
2020-06-23 13:47:59
3,525,590,521,269,779
fraud_Kozey-Kuhlman
personal_care
2.82
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
bfa6f83a4a0933f9f8a12991c659a161
1,371,995,279
35.260825
-78.794369
0
7,934
2020-06-23 13:48:04
4,561,546,772,499
fraud_Schmeler Inc
misc_pos
9.3
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
39dcbd1c5c6da7ce41cea9ec0645a4a8
1,371,995,284
34.707902
-106.792012
0
7,935
2020-06-23 13:49:15
3,518,234,918,950,662
fraud_Pouros-Conroy
shopping_pos
11.17
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
b8f41aedfc6a0e4a688c00e567089f7d
1,371,995,355
33.024211
-95.65347
0
7,936
2020-06-23 13:49:57
4,488,941,175,228,467
fraud_Weimann, Kuhic and Beahan
shopping_pos
2.55
Jacqueline
Washington
F
138 Stephen Ridges Apt. 978
Umatilla
FL
32,784
28.9254
-81.6801
11,432
Private music teacher
1986-03-31
b6c714fc2ec7147c882b789266d7e827
1,371,995,397
29.537328
-80.717532
0
7,937
2020-06-23 13:49:57
180,031,190,491,743
fraud_Larkin, Stracke and Greenfelder
entertainment
59.94
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
1ccb15496c48a81c23cdab5b7ad67698
1,371,995,397
30.943161
-88.763155
0
7,938
2020-06-23 13:50:05
213,156,747,557,083
fraud_Gislason Group
misc_pos
376.78
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
65b82dea1fbe720fb61523acdf4979cd
1,371,995,405
33.690627
-117.553359
0
7,939
2020-06-23 13:50:21
4,646,845,581,490,336,000
fraud_Dare, Fritsch and Zboncak
health_fitness
36.88
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
6d4608a636ce834c5dba37227f7605f9
1,371,995,421
40.659455
-72.737904
0
7,940
2020-06-23 13:50:48
4,681,601,008,538,160
fraud_Auer LLC
personal_care
11.86
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
ebc2b112fb6379ccc57ce7e1d36d025a
1,371,995,448
40.45386
-79.785831
0
7,941
2020-06-23 13:50:59
371,009,169,330,125
fraud_Stoltenberg-Beatty
shopping_pos
2.51
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
949c08ca680ab4f3b904a1c2981bb6e2
1,371,995,459
30.38712
-84.288169
0
7,942
2020-06-23 13:51:17
180,031,190,491,743
fraud_Fahey Inc
kids_pets
59.14
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
a40266a202650df4a0a6874ad8a45e15
1,371,995,477
31.448492
-87.350371
0
7,943
2020-06-23 13:52:04
36,153,880,429,415
fraud_O'Keefe-Wisoky
food_dining
98.1
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
add36dfc111bf56421109244943b8fd5
1,371,995,524
28.368605
-82.029995
0
7,944
2020-06-23 13:52:17
341,546,199,006,537
fraud_Waelchi-Wolf
kids_pets
59.22
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
052e41efb804dd8865fc61039ba99a87
1,371,995,537
65.170183
-165.54023
0
7,945
2020-06-23 13:52:19
676,369,110,710
fraud_Zulauf LLC
personal_care
153.05
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
b87621f1974654af720937d916595a54
1,371,995,539
43.129723
-83.465454
0
7,946
2020-06-23 13:52:39
341,542,810,616,333
fraud_Lang, Towne and Schuppe
kids_pets
32.37
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
065c401dc0675b824a092851d37625a7
1,371,995,559
39.038782
-94.230822
0
7,947
2020-06-23 13:52:49
213,126,662,687,660
fraud_Hermann-Gaylord
misc_pos
30.27
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
0882c7048a2b4bb50a1187fd2888983e
1,371,995,569
27.933345
-99.432875
0
7,948
2020-06-23 13:53:11
213,173,753,804,333
fraud_Hackett Group
travel
4.39
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
d46acf9d2a3dfa347d4f4abf777f3c09
1,371,995,591
40.314357
-86.446308
0
7,949
2020-06-23 13:53:17
3,518,758,680,062,249
fraud_Bruen-Yost
misc_pos
166.49
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
74bdfb089cc0e456dfe342a7509fbb70
1,371,995,597
38.178512
-108.995162
0
7,950
2020-06-23 13:53:46
60,487,002,085
fraud_Kling, Howe and Schneider
home
24.36
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
ca59c5b9bd942eb1d707f3c5ff9fdce5
1,371,995,626
31.480603
-90.278868
0
7,951
2020-06-23 13:53:49
4,890,424,426,862,857,000
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
4.78
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
bb4a5855d66965351e4ad4ebfb321cc9
1,371,995,629
37.835174
-120.744042
0
7,952
2020-06-23 13:54:07
4,229,733,778,084,049
fraud_Medhurst, Labadie and Gottlieb
travel
5.06
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
715b8e0d6c0a963060e1e2ed40712646
1,371,995,647
37.336285
-86.259483
0
7,953
2020-06-23 13:54:10
6,593,250,708,747,804
fraud_Terry, Johns and Bins
misc_pos
80.44
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
44900acc9820e3fbe762e492f4be753e
1,371,995,650
27.277309
-81.217721
0
7,954
2020-06-23 13:54:17
6,011,367,958,204,270
fraud_Cartwright PLC
kids_pets
46.86
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
9bcb38f6a65ce0080a7aeae781aee920
1,371,995,657
40.318257
-81.374711
0
7,955
2020-06-23 13:54:26
30,273,037,698,427
fraud_Larson, Quitzon and Spencer
travel
2.38
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
f5fc3f03658b3aaad3ef4de6ea9cce12
1,371,995,666
35.086097
-92.006762
0
7,956
2020-06-23 13:54:44
4,446,368,897,795,790
fraud_Marvin-Lind
personal_care
71.78
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
3956e44a8ed660abe2ff1bc627f59ffd
1,371,995,684
38.609932
-75.25949
0
7,957
2020-06-23 13:54:56
180,094,419,304,907
fraud_Collier LLC
home
235.27
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
0796c83ef5f58285c7bacf9a6b0a8759
1,371,995,696
34.652656
-117.302563
0
7,958
2020-06-23 13:55:00
502,012,776,709
fraud_Hoppe-Parisian
kids_pets
61.16
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
5ebe5e76e282bb3260d32fc4698e0855
1,371,995,700
42.200806
-75.847205
0
7,959
2020-06-23 13:55:27
2,268,221,587,779,419
fraud_Cormier LLC
health_fitness
4.22
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
8f1ea593c768e33e1f4f36a1e0b90b72
1,371,995,727
45.895408
-122.781587
0
7,960
2020-06-23 13:56:00
4,585,132,874,641
fraud_Botsford Ltd
shopping_pos
3.91
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
9e5117b118ac26f6ddba8f7f79c8066d
1,371,995,760
39.436293
-93.269865
0
7,961
2020-06-23 13:56:09
4,536,996,888,716,062,000
fraud_Haag-Blanda
food_dining
8.99
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
d4042815cd2c1f1e12b45b5de32fce57
1,371,995,769
36.549422
-105.402481
0
7,962
2020-06-23 13:56:09
376,012,912,828,093
fraud_Corwin-Romaguera
travel
6.82
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
ca23195db2ed504334fbc88e4dde24c3
1,371,995,769
41.061777
-88.227418
0
7,963
2020-06-23 13:56:44
2,235,613,922,823,698
fraud_Williamson LLC
misc_pos
3.69
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
7fea9a3a4b1bd7bd927256400e953e2f
1,371,995,804
43.715863
-104.521084
0
7,964
2020-06-23 13:57:17
4,502,539,526,809,430,000
fraud_Kihn, Brakus and Goyette
personal_care
42.25
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
40b4ca01240b803063018dff32953734
1,371,995,837
36.316048
-90.962326
0
7,965
2020-06-23 13:57:27
213,199,865,312,311
fraud_Connelly PLC
food_dining
32.24
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
0f9df7484ed597e3f04005545d3feb08
1,371,995,847
34.34829
-84.707656
0
7,966
2020-06-23 13:57:41
213,178,765,398,315
fraud_Connelly PLC
food_dining
252.18
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
36ee858c245bbaf5dba77f6b1fbe1bfa
1,371,995,861
43.88042
-108.888039
0
7,967
2020-06-23 13:57:50
6,547,670,341,037,171
fraud_Schumm, McLaughlin and Carter
food_dining
26.09
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
725f572d4c0884d1fbe2707c8f2c6870
1,371,995,870
40.388231
-74.530318
0
7,968
2020-06-23 13:58:12
3,557,442,674,264,531
fraud_Connelly PLC
food_dining
22.05
Angela
Edwards
F
486 Wilkins Pines
Lithopolis
OH
43,136
39.8013
-82.8125
460
Lecturer, higher education
2004-06-19
8f70bf67d32253946b1f54e5e96a357c
1,371,995,892
40.017959
-83.173485
0
7,969
2020-06-23 13:59:31
6,593,250,708,747,804
fraud_McDermott, Osinski and Morar
home
197.64
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
cae4844a102ce0de9e7a0b97b8895e1c
1,371,995,971
27.392624
-80.640072
0
7,970
2020-06-23 13:59:37
6,506,116,513,503,136
fraud_Barrows PLC
shopping_pos
63.44
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
4c55512fee7c95e1971ff4ed1d54c4b6
1,371,995,977
32.309259
-94.411846
0
7,971
2020-06-23 13:59:58
30,442,439,074,871
fraud_Becker, Harris and Harvey
personal_care
122.08
Linda
Sanchez
F
6574 William Hill Apt. 375
Jermyn
PA
18,433
41.5744
-75.5881
6,508
Training and development officer
1981-06-22
cd31084cd3762e17e26e7452f3c511eb
1,371,995,998
41.763625
-76.290987
0
7,972
2020-06-23 14:00:01
180,064,817,343,047
fraud_Fadel Inc
health_fitness
62.67
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
ebbcaaf26e59f31a155a979ac6f6fcb0
1,371,996,001
37.941134
-85.660343
0
7,973
2020-06-23 14:01:08
30,118,423,745,458
fraud_Conroy Ltd
shopping_pos
3.76
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
2af3173265c8c8d11be44bde467c6190
1,371,996,068
40.573426
-74.316176
0
7,974
2020-06-23 14:01:09
342,319,985,983,023
fraud_Larkin Ltd
kids_pets
51.8
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
6642a18f2e40b35383636fc3add4c4ba
1,371,996,069
42.286351
-74.45822
0
7,975
2020-06-23 14:01:17
583,699,482,621
fraud_Cartwright PLC
kids_pets
57.79
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
ce364c570f75cebbd3428ad244f10c25
1,371,996,077
44.234356
-88.115768
0
7,976
2020-06-23 14:01:48
4,755,696,071,492
fraud_Dach-Nader
misc_net
164.69
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
2bf6748a09a8c4180f7747d21fa49f22
1,371,996,108
33.002429
-96.029161
0
7,977
2020-06-23 14:02:03
4,792,627,764,422,478,000
fraud_Ruecker, Beer and Collier
shopping_net
1.97
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
bbf214f99eb08b2ce571199009598953
1,371,996,123
38.802425
-94.284773
0
7,978
2020-06-23 14:02:16
3,568,255,211,412,877
fraud_Lehner, Reichert and Mills
misc_pos
4.79
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
94908434ec5cebc6f125f9867b020c7d
1,371,996,136
41.276137
-85.663381
0
7,979
2020-06-23 14:02:19
213,125,815,021,702
fraud_Lubowitz, Terry and Stracke
personal_care
146.47
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
b4643ad95edd6bbd75c429870d73757b
1,371,996,139
42.479032
-75.2881
0
7,980
2020-06-23 14:02:26
2,280,870,154,157,385
fraud_Ruecker-Mayert
kids_pets
39.96
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
d8daf5c767a7f80683a316dfe3b0776b
1,371,996,146
39.310351
-88.960858
0
7,981
2020-06-23 14:02:39
3,500,969,075,198,072
fraud_Bogisich-Weimann
kids_pets
16.52
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
166000762765d6303fc9fc4e055b2919
1,371,996,159
46.917069
-116.863481
0
7,982
2020-06-23 14:02:54
6,011,552,879,910,390
fraud_Prosacco, Kreiger and Kovacek
home
85.49
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
ce5cb86474e5402ad321e8a00256a4c0
1,371,996,174
41.041888
-110.562974
0
7,983
2020-06-23 14:03:01
377,026,671,291,680
fraud_Kub-Heaney
health_fitness
2.11
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
d899f0861f21fb7ab7ff7b70b49454bf
1,371,996,181
36.994937
-90.793735
0
7,984
2020-06-23 14:03:19
2,284,059,275,940,012
fraud_Hahn, Douglas and Schowalter
travel
1.93
Thomas
Mathis
M
26615 Nelson Lane
Moores Hill
IN
47,032
39.0945
-85.0638
3,289
Sub
1969-11-22
76fc0b2b650a356ea4e95889043c7d5b
1,371,996,199
38.796754
-85.435605
0
7,985
2020-06-23 14:03:31
4,683,638,447,911
fraud_Altenwerth-Kilback
home
81.23
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
84d82c2019ea38974082520bec4bd853
1,371,996,211
29.373281
-93.263174
0
7,986
2020-06-23 14:03:36
30,266,994,494,236
fraud_Eichmann-Russel
misc_pos
211.29
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
6c46e00e1e750e6d5781fda4c186477b
1,371,996,216
36.661272
-78.671805
0
7,987
2020-06-23 14:03:36
4,800,395,067,176,717
fraud_Hammes-Beatty
kids_pets
16.13
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
f5c4ec93aa4a9576271b398a14ff8c55
1,371,996,216
42.211779
-97.429077
0
7,988
2020-06-23 14:03:37
4,452,366,298,769,043
fraud_Schoen Ltd
kids_pets
16.79
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
7341b3005a73d1209266c7da32bdb8c5
1,371,996,217
31.158826
-97.69763
0
7,989
2020-06-23 14:03:55
4,584,931,703,207,308,300
fraud_Schmidt and Sons
shopping_net
9.08
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
d4e7dd4fa5712280e419944152666edb
1,371,996,235
32.644243
-96.990653
0
7,990
2020-06-23 14:04:23
3,541,687,240,161,491
fraud_Renner Ltd
home
69.69
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
4da5873eb61c5ed945383f7764c288ad
1,371,996,263
32.012176
-81.033818
0
7,991
2020-06-23 14:04:34
4,170,689,372,027,579
fraud_Frami Group
entertainment
108.43
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
16b8a7d517b8e934b12f6bebf90d6206
1,371,996,274
35.439324
-96.868035
0
7,992
2020-06-23 14:04:42
344,709,867,813,900
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
2.01
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
13b45f1c67a119310b962d8a2a04324c
1,371,996,282
27.240874
-81.454872
0
7,993
2020-06-23 14:04:56
4,292,902,571,056,973,300
fraud_Miller-Harris
misc_net
161.33
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
af676906d3231bd6e57c3bfa0ee07d0f
1,371,996,296
45.629359
-113.978538
0
7,994
2020-06-23 14:04:57
30,042,378,430,132
fraud_Wuckert, Wintheiser and Friesen
home
8.23
Connor
Grant
M
0654 Kevin Turnpike Apt. 084
Northport
NY
11,768
40.9051
-73.3309
21,902
Tour manager
1976-05-16
e03efc44bf593d267d0c9c0cd1e3a442
1,371,996,297
40.721435
-72.569034
0
7,995
2020-06-23 14:05:50
374,497,717,543,058
fraud_Monahan-Morar
personal_care
121.29
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
87efe4fa7d968ad8d48bcefca05f99ef
1,371,996,350
46.686491
-100.706124
0
7,996
2020-06-23 14:05:57
3,560,318,482,131,952
fraud_Medhurst, Cartwright and Ebert
personal_care
9.31
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
81ae831c8709f2a0d6bf2a8f656d93b0
1,371,996,357
35.098573
-86.699892
0
7,997
2020-06-23 14:06:00
4,294,040,533,480,516
fraud_Kunze, Larkin and Mayert
travel
11.96
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
42e6c1b17dc7239e71bd4076f8647bbf
1,371,996,360
33.314915
-82.5275
0
7,998
2020-06-23 14:06:07
3,506,592,072,985,012
fraud_Torp-Lemke
misc_pos
7.99
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
848823fee2dbb5252d1f2445bb0978ae
1,371,996,367
37.659142
-90.389236
0
7,999
2020-06-23 14:06:21
180,036,456,789,979
fraud_Roberts, Daniel and Macejkovic
kids_pets
4.02
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
2d7618abba8de5f2786de745e18bc252
1,371,996,381
42.83038
-90.745532
0