Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,275,200
2020-06-13 22:16:51
30,082,025,922,891
fraud_Denesik, Powlowski and Pouros
home
27.72
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
84fbfe529ec5e007fefb321d1279cefd
1,371,161,811
25.44662
-81.186141
0
1,275,201
2020-06-13 22:17:24
5,289,285,402,893,489
fraud_Mante, Luettgen and Hackett
health_fitness
13.34
Amanda
Adams
F
08580 Jeremy Falls
Bay City
OR
97,107
45.5197
-123.8761
1,530
Colour technologist
1986-11-24
1da30dea870022fdb70b6dbcaf4222a5
1,371,161,844
46.05913
-123.821557
0
1,275,202
2020-06-13 22:17:25
3,525,590,521,269,779
fraud_Towne LLC
misc_pos
90.91
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
2f4ccae44e4bc2ac19c6bdde2d9d2878
1,371,161,845
35.886839
-78.336866
0
1,275,203
2020-06-13 22:17:48
4,128,730,454,058,057,700
fraud_Hoppe, Harris and Bednar
entertainment
2.79
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
7d115309a64560974685b4160333833e
1,371,161,868
31.476331
-94.754155
0
1,275,204
2020-06-13 22:17:48
6,011,360,759,745,864
fraud_Nader-Maggio
personal_care
134.77
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
35ca1beb1d024e61f8583918f181da2c
1,371,161,868
38.996264
-79.484927
0
1,275,205
2020-06-13 22:18:32
344,709,867,813,900
fraud_Haley, Batz and Auer
health_fitness
64.39
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
54b0e0db5e3245d9a49744abcc84e953
1,371,161,912
26.707871
-80.501445
0
1,275,206
2020-06-13 22:18:45
4,128,027,264,554,082
fraud_Bode-Schuster
kids_pets
2.56
Kyle
Park
M
7507 Larry Passage Suite 859
Mount Perry
OH
43,760
39.8788
-82.188
1,831
Barrister's clerk
1953-10-18
e192adbaca5de71fdfb04e60c50c4dea
1,371,161,925
39.030752
-81.245501
0
1,275,207
2020-06-13 22:18:54
676,234,256,292
fraud_Nicolas, Hills and McGlynn
entertainment
69.52
David
Vasquez
M
06539 Gregory Mountains Suite 029
Parker Dam
CA
92,267
34.298
-114.156
126
Marketing executive
1992-10-07
cba4608193ccdd4c4f9115d5bd2d3ef8
1,371,161,934
33.480077
-115.139041
0
1,275,208
2020-06-13 22:19:38
2,283,743,876,903,625
fraud_Beer-Jast
kids_pets
2.4
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
b1362d4a22bdebf01f7293e1e7fd74b3
1,371,161,978
33.180674
-84.432171
0
1,275,209
2020-06-13 22:20:53
4,279,161,831,637
fraud_Conroy Ltd
shopping_pos
4,571.4
Lisa
Hendrix
F
35737 Kirby Fall Suite 409
Vanderbilt
PA
15,486
40.0246
-79.6955
2,303
Physiotherapist
1987-08-16
6425b422b6cdb410bf07730f4c75959e
1,371,162,053
39.236881
-79.302514
0
1,275,210
2020-06-13 22:21:08
6,011,367,958,204,270
fraud_Schuppe, Nolan and Hoeger
shopping_pos
100.68
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
f58366d24986762783d7f2e3207621a6
1,371,162,068
42.235114
-81.495657
0
1,275,211
2020-06-13 22:21:48
38,199,021,865,320
fraud_Schaefer, Fay and Hilll
entertainment
79.14
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
323ee953ea9705cf2e14962ef6b2f56a
1,371,162,108
43.030811
-72.296984
0
1,275,212
2020-06-13 22:21:54
4,599,285,557,366,057
fraud_Johnson, Runolfsdottir and Mayer
misc_net
44.66
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
1c5ec189504013f1f73797b3ae291e9a
1,371,162,114
37.458383
-98.177582
0
1,275,213
2020-06-13 22:22:04
3,579,200,383,632,826
fraud_Mueller, Gerhold and Mueller
health_fitness
74.34
Tyler
Small
M
047 Kevin Haven
Boyd
WI
54,726
44.9437
-91.0294
1,690
IT trainer
1975-12-24
0d7eebb443a7a372b719b7ebcc98c9f5
1,371,162,124
45.290568
-91.747748
0
1,275,214
2020-06-13 22:22:36
4,358,137,750,029,945,000
fraud_Cole, Hills and Jewess
home
71.72
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
f46d6ece735b14fbd7d2b5d2de8fa34d
1,371,162,156
42.452604
-91.714641
0
1,275,215
2020-06-13 22:23:29
4,642,255,475,285,942
fraud_Connelly PLC
food_dining
132.31
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
b3d8eebbabd6f0693a49ffb52cf4967e
1,371,162,209
38.442085
-110.301142
0
1,275,216
2020-06-13 22:24:17
630,451,534,402
fraud_Carroll PLC
health_fitness
26.16
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
c245a7908a17058d2c4798bb4674834a
1,371,162,257
46.145741
-85.818945
0
1,275,217
2020-06-13 22:24:55
4,092,452,671,396,169,700
fraud_Ullrich Ltd
kids_pets
2.14
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
cc3480bbb2a3d9d7fbce8388fb96c0f2
1,371,162,295
34.513548
-78.034506
0
1,275,218
2020-06-13 22:25:30
4,908,846,471,916,297
fraud_Streich, Dietrich and Barton
shopping_net
9.64
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
024865e75197e4f30d365ba097a2c15c
1,371,162,330
32.281281
-97.522745
0
1,275,219
2020-06-13 22:26:19
6,011,329,966,782,895
fraud_Fisher Inc
shopping_net
14.71
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
e7cc390833664103b2e398556b960c90
1,371,162,379
36.817104
-96.990561
0
1,275,220
2020-06-13 22:26:59
4,364,010,865,167,176
fraud_Jaskolski-Vandervort
misc_net
60.04
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
067bda2b922701da7fae4a3d8184ae5f
1,371,162,419
40.330757
-119.714314
0
1,275,221
2020-06-13 22:27:05
676,309,913,934
fraud_Simonis-Prohaska
misc_pos
119.58
Robert
Martinez
M
3683 Parrish Circles
Pueblo
CO
81,005
38.2352
-104.66
151,815
Further education lecturer
1988-01-04
121b45a360aaed9ca50fd1d956120151
1,371,162,425
37.298202
-105.259837
0
1,275,222
2020-06-13 22:27:25
3,506,040,590,383,211
fraud_Roberts, Daniel and Macejkovic
kids_pets
58.48
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
13d2cef5956e83b78470974130aad1c0
1,371,162,445
44.675188
-111.192228
0
1,275,223
2020-06-13 22:27:29
3,534,718,226,968,689
fraud_Turner, Ziemann and Lehner
food_dining
42.83
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
3769ebc5f847af6278bd59398d9ca6f7
1,371,162,449
36.728037
-89.102671
0
1,275,224
2020-06-13 22:27:43
30,235,438,713,303
fraud_Lakin, Ferry and Beatty
food_dining
59.52
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
448ae818b7b9467548016d1fa336c2fe
1,371,162,463
38.233268
-81.168467
0
1,275,225
2020-06-13 22:28:33
3,525,590,521,269,779
fraud_Altenwerth-Kilback
home
20.87
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
b36e32111ec9a66f3329c1cf5bcbcb5a
1,371,162,513
36.471083
-79.625681
0
1,275,226
2020-06-13 22:29:24
6,011,399,591,920,186
fraud_Kuphal-Bartoletti
misc_net
169.89
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
5798e4ac810121e11d09de5ffb683cee
1,371,162,564
41.881597
-73.411815
0
1,275,227
2020-06-13 22:29:59
3,577,578,023,716,568
fraud_Kuhn LLC
shopping_pos
1.01
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
9a91ee5e94ccc5eb198055bd6120504e
1,371,162,599
41.56582
-81.310261
0
1,275,228
2020-06-13 22:31:35
6,011,693,194,885,790
fraud_Mosciski, Ziemann and Farrell
shopping_net
8.18
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
451ee43ad294e1832ee9cf05aed5834d
1,371,162,695
45.757282
-92.839446
0
1,275,229
2020-06-13 22:31:38
30,561,214,688,470
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
5.13
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
c83cd4879ccacd82e1f07426f84ba35f
1,371,162,698
40.672008
-74.719709
0
1,275,230
2020-06-13 22:31:43
213,114,122,496,591
fraud_Fadel Inc
health_fitness
86.09
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
a5e117148b28bd5a68b8c657ffb1531a
1,371,162,703
44.285834
-94.725206
0
1,275,231
2020-06-13 22:32:10
3,595,192,916,105,588
fraud_Bednar PLC
kids_pets
16.87
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
df647d15573b137cc79ee6c6fbedc555
1,371,162,730
34.285771
-79.66816
0
1,275,232
2020-06-13 22:32:25
571,365,235,126
fraud_Howe PLC
entertainment
5.52
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
fa7156d5285c950422d20ed43ed6942e
1,371,162,745
44.088268
-85.721113
0
1,275,233
2020-06-13 22:33:19
4,561,368,699,336,875
fraud_Baumbach Ltd
personal_care
111.46
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
155494c1c8e51e35381ef4089854737f
1,371,162,799
35.368271
-82.63242
0
1,275,234
2020-06-13 22:33:31
630,425,673,344
fraud_Dibbert-Green
entertainment
10.46
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
81ce37a68af8acc464988ef85e402346
1,371,162,811
37.420102
-80.580567
0
1,275,235
2020-06-13 22:33:39
3,511,378,610,369,890
fraud_Boyer PLC
shopping_net
6.33
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
0e9806d5caf270a2e7500c65e7c38e56
1,371,162,819
35.218341
-86.165166
0
1,275,236
2020-06-13 22:33:41
4,646,845,581,490,336,000
fraud_Reichert, Huels and Hoppe
shopping_net
10.92
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
9cf02767de77a093c5a362e5fef86f25
1,371,162,821
40.67221
-72.459192
0
1,275,237
2020-06-13 22:33:45
30,407,675,418,785
fraud_Kulas Group
health_fitness
10.7
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
093bb6f4014dd4106b30c38529abd02d
1,371,162,825
42.847251
-76.662478
0
1,275,238
2020-06-13 22:33:52
5,456,776,410,929,288
fraud_Jast and Sons
food_dining
3.8
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
6662c169e34bf199fa7821cb8400184e
1,371,162,832
40.759717
-80.003925
0
1,275,239
2020-06-13 22:34:30
6,011,504,998,544,485
fraud_Weber, Thiel and Hammes
kids_pets
2.49
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
4995d8ea86ac17c5a6b7e2ba8eafc9a0
1,371,162,870
33.049412
-87.607233
0
1,275,240
2020-06-13 22:35:24
213,120,463,918,358
fraud_Reichel Inc
entertainment
83.15
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
2a1f446d65968475c8db42f595872371
1,371,162,924
33.286286
-92.851093
0
1,275,241
2020-06-13 22:35:45
2,280,870,154,157,385
fraud_Kling, Howe and Schneider
home
31.54
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
f766acefe7e3d0ba62e9965bf0512e20
1,371,162,945
39.280951
-89.597942
0
1,275,242
2020-06-13 22:36:17
630,469,040,731
fraud_Haag-Blanda
food_dining
57.85
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
c7555a80b5cef82ebb374965a4933c61
1,371,162,977
45.446182
-121.549542
0
1,275,243
2020-06-13 22:36:21
3,540,862,542,587,229
fraud_Reichel Inc
entertainment
11.49
Nancy
Roach
F
376 Brown Courts
Yellowstone National Park
WY
82,190
44.7957
-110.6137
369
Materials engineer
1941-11-16
f70cf1e6e16c1798697b59e78bdcc8cd
1,371,162,981
45.69121
-110.76667
0
1,275,244
2020-06-13 22:36:58
376,445,266,762,684
fraud_Kozey-McDermott
travel
8.19
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
37eddb380bd73682d14cb53dc33b950b
1,371,163,018
40.719009
-101.22745
0
1,275,245
2020-06-13 22:37:45
38,588,538,868,506
fraud_Bins, Balistreri and Beatty
shopping_pos
7.49
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
04e13a9e0abda556e9dafaf15a90c51b
1,371,163,065
30.728121
-104.004034
0
1,275,246
2020-06-13 22:37:50
6,011,724,471,098,086
fraud_Cronin, Kshlerin and Weber
health_fitness
65.83
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
56d09ba6bbc0cc3dc09baee580dc86fe
1,371,163,070
45.531505
-118.142272
0
1,275,247
2020-06-13 22:39:03
4,990,494,243,023
fraud_Johns-Hoeger
entertainment
59.98
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
78ddbb1de811042835a528c6791ed2cf
1,371,163,143
40.521635
-79.570839
0
1,275,248
2020-06-13 22:39:53
561,942,763,351
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
91.03
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
df6f1ad88c7d48c637a9b8a5c7c687cd
1,371,163,193
38.4721
-77.523062
0
1,275,249
2020-06-13 22:40:02
376,028,110,684,021
fraud_Gaylord-Powlowski
home
80.31
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
950d99e2fac21003ccebaf1ddc59ebf7
1,371,163,202
39.936688
-93.80136
0
1,275,250
2020-06-13 22:40:11
349,612,764,943,496
fraud_Douglas-White
entertainment
89.86
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
ed10f696cd43811623a1f1658850c9f7
1,371,163,211
36.624323
-83.424511
0
1,275,251
2020-06-13 22:40:23
342,351,256,941,125
fraud_Ebert-Daugherty
travel
7.14
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
9a7deba87145561385eff09ce7d78bfa
1,371,163,223
33.402631
-83.170244
0
1,275,252
2020-06-13 22:41:11
6,011,329,966,782,895
fraud_Dibbert and Sons
entertainment
117.36
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
1ddc497b3e375db1b739c3e83d45c7f5
1,371,163,271
35.601014
-95.471659
0
1,275,253
2020-06-13 22:41:21
4,809,701,904,914
fraud_Sawayn PLC
shopping_pos
5.29
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
4ec8f314cadb4e872d813b8dbf9d2f8c
1,371,163,281
32.961836
-84.529654
0
1,275,254
2020-06-13 22:41:24
30,238,755,902,988
fraud_Adams-Barrows
health_fitness
51.86
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
bf8e2f5c03e920b13b36d9bb88504ad4
1,371,163,284
29.865615
-98.280791
0
1,275,255
2020-06-13 22:42:01
4,469,777,115,158,235,000
fraud_Wilkinson Ltd
entertainment
7.97
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
1390b2e40f41ec4ab04c03f4539d4b3e
1,371,163,321
43.416259
-71.413236
0
1,275,256
2020-06-13 22:42:20
4,464,457,352,619
fraud_Pfeffer and Sons
shopping_pos
9.2
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
9e76cc269c9ab61e0963586272d7b029
1,371,163,340
29.2752
-84.965267
0
1,275,257
2020-06-13 22:43:05
372,509,258,176,510
fraud_Beier and Sons
home
72.98
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
ac1d7ab2ec4450e29b83f066c3f89bc9
1,371,163,385
43.7827
-84.046106
0
1,275,258
2020-06-13 22:44:32
4,681,699,462,969
fraud_Turner, Ruecker and Parisian
misc_pos
5.6
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
c8f42f2082941f1dd8a60a16330ca6f5
1,371,163,472
36.65384
-85.666483
0
1,275,259
2020-06-13 22:44:52
2,712,209,726,293,386
fraud_Cole, Hills and Jewess
home
6
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
37824754c256bcd6d3434ee320fd0094
1,371,163,492
29.806027
-90.652482
0
1,275,260
2020-06-13 22:45:01
4,642,255,475,285,942
fraud_O'Hara-Wilderman
food_dining
2.17
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
d6d425ff353e570bc6ae096f7a31908e
1,371,163,501
38.306669
-110.036879
0
1,275,261
2020-06-13 22:47:29
6,011,504,998,544,485
fraud_Hoppe-Parisian
kids_pets
80.23
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
a20e174471b380405ae84ebba6857b66
1,371,163,649
32.825414
-87.367424
0
1,275,262
2020-06-13 22:48:07
6,011,438,889,172,900
fraud_Botsford PLC
home
18.74
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
40d0578ee833827ce7cf8ecb0ed579f1
1,371,163,687
34.434463
-91.32254
0
1,275,263
2020-06-13 22:48:41
2,266,735,643,685,262
fraud_Terry Ltd
home
50.96
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
f10c8fb2b147e9673093584d8f87ac31
1,371,163,721
34.128459
-86.721581
0
1,275,264
2020-06-13 22:49:30
675,990,301,623
fraud_Dibbert-Green
entertainment
104.5
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
b92089fd5450fe964f2906473998750b
1,371,163,770
40.894687
-75.143781
0
1,275,265
2020-06-13 22:50:21
373,905,417,449,658
fraud_Gottlieb Group
kids_pets
7.08
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
a7802fd8fcb03edf66de0b54aa58ef10
1,371,163,821
32.719493
-98.474455
0
1,275,266
2020-06-13 22:50:27
4,761,403,817,546,679,000
fraud_Stanton, Jakubowski and Baumbach
shopping_net
2.66
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
aaa73441924b2ed117bc28464aa0f2fb
1,371,163,827
36.981667
-91.684809
0
1,275,267
2020-06-13 22:51:02
4,069,975,342,931,683
fraud_Roberts, Daniel and Macejkovic
kids_pets
87.74
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
6d91353aa19788b12bdcc6f0be251e4b
1,371,163,862
37.794242
-81.762904
0
1,275,268
2020-06-13 22:51:18
4,509,922,033,272,157
fraud_Kuphal-Toy
food_dining
70.74
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
8061c2838d73459fa6887e21e6abdcc1
1,371,163,878
42.669252
-96.646972
0
1,275,269
2020-06-13 22:53:03
3,583,793,405,872,580
fraud_Feil-Morar
health_fitness
21.06
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
9280447d66c23ea859cab26bdccbd0fd
1,371,163,983
35.758013
-98.303103
0
1,275,270
2020-06-13 22:53:51
346,243,940,647,414
fraud_Kling-Ernser
entertainment
105.08
Sean
Miller
M
6340 Jeffrey Dale
Thornville
OH
43,076
39.8974
-82.4071
9,051
Audiological scientist
1983-01-08
acc4de16601208e10bf50d4df18ec786
1,371,164,031
39.518337
-82.018733
0
1,275,271
2020-06-13 22:54:17
180,058,696,935,600
fraud_Rippin, Kub and Mann
misc_net
135.96
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
cba208ed185d1d0ec9b46fdb7d7f0c20
1,371,164,057
42.428364
-74.097619
0
1,275,272
2020-06-13 22:54:19
4,560,395,181,594,436,000
fraud_Watsica, Haag and Considine
shopping_pos
6.75
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
7ec85eead00fbc6f3416b8376fe13ff4
1,371,164,059
39.433239
-122.293295
0
1,275,273
2020-06-13 22:54:21
30,234,966,027,947
fraud_Kling, Howe and Schneider
home
31.17
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
1002cb136463890d33c6117247856c85
1,371,164,061
44.297727
-87.40644
0
1,275,274
2020-06-13 22:54:32
4,129,767,952,109,660
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
7.91
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
4c7eb57d62d647b7efa27b313c97f2ac
1,371,164,072
46.479474
-97.604855
0
1,275,275
2020-06-13 22:56:54
36,485,887,555,770
fraud_Kihn Inc
shopping_pos
117.2
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
183d090b5af0abde49dc2c35094773c4
1,371,164,214
39.751827
-83.821861
0
1,275,276
2020-06-13 22:57:16
213,124,978,348,176
fraud_Tromp Group
travel
9.18
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
d340331482164dfc05c81628959311c6
1,371,164,236
43.125119
-78.114713
0
1,275,277
2020-06-13 22:57:27
3,566,373,869,538,620
fraud_Nienow, Barrows and Romaguera
personal_care
53.04
Steven
Castaneda
M
46809 Toni Flat Suite 216
Lamy
NM
87,540
35.4311
-105.9409
923
Public relations account executive
1964-06-22
74eb7978527b64fcbe35dbb76e3bad44
1,371,164,247
34.662949
-105.042194
0
1,275,278
2020-06-13 22:57:51
630,424,987,505
fraud_Schneider, Hayes and Nikolaus
food_dining
4.63
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
95f5b5a2fbe711a7708134e674ad8bb5
1,371,164,271
39.742582
-80.436096
0
1,275,279
2020-06-13 22:58:50
6,011,148,190,095,209
fraud_Reichert, Rowe and Mraz
shopping_net
8.51
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
8008f55ebe2781b8c333ea803118944f
1,371,164,330
36.730096
-123.4033
0
1,275,280
2020-06-13 22:59:38
3,533,012,926,413,100
fraud_Kilback LLC
food_dining
33.42
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
85e070b8db595c17cb172032de747948
1,371,164,378
43.621933
-75.843406
0
1,275,281
2020-06-13 22:59:53
4,067,137,330,196,900
fraud_Pagac LLC
shopping_pos
4.94
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
f0c6f76100ca063afc2808532632cecd
1,371,164,393
33.66697
-88.584437
0
1,275,282
2020-06-13 23:00:04
2,233,882,705,243,596
fraud_Altenwerth-Kilback
home
1.46
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
9f4734b7ad23c57c2d769c303b90102a
1,371,164,404
32.560281
-88.62866
0
1,275,283
2020-06-13 23:00:18
4,301,028,321,766,222,300
fraud_Schumm, McLaughlin and Carter
food_dining
64.38
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
4d6f868f7d016d83870660d5d51f80bb
1,371,164,418
40.451979
-80.355585
0
1,275,284
2020-06-13 23:00:20
375,082,648,741,747
fraud_Bahringer, Osinski and Block
food_dining
56.12
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
bda734b1437bc6da3fcb08ea64c21e6f
1,371,164,420
46.89701
-96.751754
0
1,275,285
2020-06-13 23:00:36
630,425,673,344
fraud_Champlin, Rolfson and Connelly
travel
8.51
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
ed85bb54df4705fa2b7c48bc49762475
1,371,164,436
38.685454
-79.898438
0
1,275,286
2020-06-13 23:00:54
4,769,426,683,924,059,000
fraud_Torphy-Kertzmann
health_fitness
24.33
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
87a162d68dfd26238fe6481766b6d5a9
1,371,164,454
39.676141
-76.730689
0
1,275,287
2020-06-13 23:01:31
3,576,021,480,694,169
fraud_Wuckert, Wintheiser and Friesen
home
5.05
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
4288e0fb0077dbf88bb6649d393fea72
1,371,164,491
39.165623
-96.158063
0
1,275,288
2020-06-13 23:02:28
6,506,116,513,503,136
fraud_Runte-Mohr
food_dining
27.73
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
1de72acbcd1003d9094a547e9ccf8a9e
1,371,164,548
32.164576
-95.688312
0
1,275,289
2020-06-13 23:02:30
3,547,560,454,237,873
fraud_Kertzmann LLC
health_fitness
27.87
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
d5c3dcd981b3cabaf26b6e8dfc19e4cb
1,371,164,550
45.270073
-86.721002
0
1,275,290
2020-06-13 23:02:57
345,060,451,158,891
fraud_Stark-Koss
home
47.18
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
d934c368ed1ec90494ee14131d12ae30
1,371,164,577
43.108238
-72.983614
0
1,275,291
2020-06-13 23:03:09
560,881,134,780
fraud_Deckow-Dare
food_dining
78.71
Audrey
Martinez
F
343 Joshua Views
Liberty Mills
IN
46,946
41.0356
-85.7358
136
Soil scientist
1953-03-19
1176900d1b938d210d97c66fee5ca7fd
1,371,164,589
40.297083
-85.033782
0
1,275,292
2020-06-13 23:03:58
30,446,018,552,504
fraud_Baumbach Ltd
personal_care
42.14
Felicia
Thomas
F
47035 Murray Harbors
Achille
OK
74,720
33.8396
-96.3648
608
Seismic interpreter
1993-05-27
98eb76a0c57eb06d56465be0c17fcb81
1,371,164,638
34.699435
-95.982855
0
1,275,293
2020-06-13 23:04:07
370,612,217,861,404
fraud_Metz-Boehm
shopping_pos
8.8
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
b84382c4e55b29029c55fe4c47d7f2df
1,371,164,647
39.483948
-75.7758
0
1,275,294
2020-06-13 23:04:10
6,540,981,358,631,302
fraud_Botsford and Sons
home
32.43
Bryan
Torres
M
152 James Centers Apt. 768
Detroit
MI
48,221
42.426
-83.15
673,342
Retail manager
1967-06-19
a960fc9fa40d37d0f133a2446f0e3193
1,371,164,650
41.750181
-83.534101
0
1,275,295
2020-06-13 23:04:32
3,583,293,909,206,278
fraud_Waelchi-Wolf
kids_pets
16.94
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
f0e8ab9cbd1ab7a44a7655b996bb7b1d
1,371,164,672
35.905716
-107.511053
0
1,275,296
2020-06-13 23:04:54
4,906,628,655,840,914,000
fraud_Turner and Sons
shopping_pos
7.61
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
51d5ddf22aaf6c95a45a215f83b71583
1,371,164,694
24.897961
-80.603058
0
1,275,297
2020-06-13 23:07:01
6,538,891,242,532,018
fraud_Zulauf LLC
personal_care
53.63
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
110babd5440a31ffe14b15c6384ab61f
1,371,164,821
35.863114
-90.298883
0
1,275,298
2020-06-13 23:08:54
213,112,402,583,773
fraud_Kris-Padberg
shopping_pos
1.93
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
4084cf31e2b38faa9bcc20582c4cc084
1,371,164,934
33.636038
-81.33202
0
1,275,299
2020-06-13 23:09:10
3,573,030,041,201,292
fraud_Prosacco, Kreiger and Kovacek
home
30.78
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
9ae075469be786f4b0d135a00044f399
1,371,164,950
41.29072
-110.119284
0