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
8,700
2020-06-23 17:28:58
4,294,040,533,480,516
fraud_Kessler Inc
travel
5.98
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
a5e7c315acaa6ad459a272e5d7067ccd
1,372,008,538
32.720567
-82.477197
0
8,701
2020-06-23 17:29:31
342,351,256,941,125
fraud_Gibson-Deckow
entertainment
80.14
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
bc2a5f37581460dce94316a9d8bc4455
1,372,008,571
32.130817
-83.917255
0
8,702
2020-06-23 17:30:11
213,161,869,125,933
fraud_Romaguera Ltd
health_fitness
294.21
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
7a02b228b92c00591a537e7c3abd5294
1,372,008,611
45.356313
-70.729051
0
8,703
2020-06-23 17:30:22
630,424,987,505
fraud_Swaniawski, Lowe and Robel
shopping_pos
5.8
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
f50e99e24596d11af7717b8017419a79
1,372,008,622
38.88287
-79.753048
0
8,704
2020-06-23 17:30:33
4,939,976,756,738,216
fraud_Stark-Koss
home
36.71
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
b2a03214739de6ff363bb65314985cb5
1,372,008,633
26.762717
-98.996686
0
8,705
2020-06-23 17:30:38
6,506,982,560,413,523
fraud_Cormier, Stracke and Thiel
entertainment
93.18
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
b2bae68e939df81716604f375ae7e557
1,372,008,638
33.008282
-94.152259
0
8,706
2020-06-23 17:30:47
502,049,568,400
fraud_Gulgowski LLC
home
4.93
Daniel
Melton
M
6157 Nichols Mews
Marion
CT
6,444
41.7918
-72.7188
370
Health service manager
1962-02-13
7470a6852ce67b7146c5b1186595cd04
1,372,008,647
42.79141
-72.111832
0
8,707
2020-06-23 17:31:26
4,642,894,980,163
fraud_Daugherty LLC
kids_pets
14.1
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
796b9e563b9a208fb12d572d2deff979
1,372,008,686
41.276844
-94.384143
0
8,708
2020-06-23 17:31:31
639,023,984,367
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
45.33
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
52fbbccd2908923d762905be569dc05a
1,372,008,691
44.105391
-75.067013
0
8,709
2020-06-23 17:31:54
4,328,928,491,302,401
fraud_Hills, Hegmann and Schaefer
health_fitness
55.61
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
65100e16195446ad297b917e7652b69d
1,372,008,714
42.503829
-87.514875
0
8,710
2020-06-23 17:31:55
630,451,534,402
fraud_Monahan, Hermann and Johns
travel
6.75
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
7c74881314884b5a77e910ee1eb94602
1,372,008,715
47.331158
-87.446036
0
8,711
2020-06-23 17:32:05
4,586,260,469,584
fraud_Berge, Kautzer and Harris
personal_care
8.18
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
f6a6dc52dc4ce57cc82613f86976f236
1,372,008,725
39.778339
-94.951448
0
8,712
2020-06-23 17:32:34
180,072,527,505,094
fraud_Johnston-Casper
travel
4.43
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
eaa21518aa4e96aa79edfe239299463b
1,372,008,754
36.361966
-80.693006
0
8,713
2020-06-23 17:33:01
374,497,717,543,058
fraud_Gottlieb-Hansen
personal_care
1.86
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
afd74b6993dcedb2340bcbc5451f2dab
1,372,008,781
46.263985
-100.214654
0
8,714
2020-06-23 17:33:08
3,568,736,585,751,727
fraud_Hettinger, McCullough and Fay
home
80.91
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
f0280e1d9268da1471498cdbdec441ec
1,372,008,788
41.109322
-93.170564
0
8,715
2020-06-23 17:33:21
3,598,215,285,024,754
fraud_Schneider, Hayes and Nikolaus
food_dining
81.29
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
77c5d6da59c9740d289385c210ec2cb4
1,372,008,801
39.828659
-72.605636
0
8,716
2020-06-23 17:33:22
3,513,618,443,244,549
fraud_Bednar PLC
kids_pets
120.67
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
3c3c26bdbdbeb3b75c4522fa9022232a
1,372,008,802
42.86569
-98.829977
0
8,717
2020-06-23 17:33:25
4,102,003,771,126,577,700
fraud_Williamson LLC
misc_pos
1.04
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
2ed40f95e91cd4d11060b00f034864d1
1,372,008,805
33.396161
-96.263817
0
8,718
2020-06-23 17:33:55
3,576,021,480,694,169
fraud_Homenick LLC
personal_care
6.45
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
985feb9230bc8f62bb0cf63d06c8ff5c
1,372,008,835
38.203284
-95.059421
0
8,719
2020-06-23 17:34:07
213,157,767,990,030
fraud_Berge, Kautzer and Harris
personal_care
30.01
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
33b9004557d6389ee045f5a4064377e7
1,372,008,847
41.551954
-110.047529
0
8,720
2020-06-23 17:34:26
4,266,200,684,857,219
fraud_Cronin, Kshlerin and Weber
health_fitness
29.99
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
38f672fa01ca339a9cc225cecfae8dd3
1,372,008,866
40.812806
-98.4965
0
8,721
2020-06-23 17:34:45
4,681,699,462,969
fraud_Jakubowski Inc
home
16.91
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
0223201910d5accde1fb7cb8994f7ab0
1,372,008,885
35.288605
-87.133612
0
8,722
2020-06-23 17:35:04
4,809,701,904,914
fraud_White and Sons
home
97.45
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
883efde4d0d6b5819150c1fe962ab748
1,372,008,904
33.158313
-84.969063
0
8,723
2020-06-23 17:35:17
4,855,488,158,131,690,000
fraud_Pacocha-Bauch
shopping_pos
121.16
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
709b7854c9f5ae9f6d35df2e8c6bf9e6
1,372,008,917
43.787774
-71.935412
0
8,724
2020-06-23 17:35:37
3,519,607,465,576,254
fraud_Botsford and Sons
home
85.14
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
71cbbb14bcd7b47e504283b67b14f519
1,372,008,937
40.940833
-125.046696
0
8,725
2020-06-23 17:35:51
6,538,441,737,335,434
fraud_Johns-Hoeger
entertainment
40.93
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
f3fa9ffd8344ae024bab27b37cc3703b
1,372,008,951
42.011483
-80.968579
0
8,726
2020-06-23 17:36:08
4,792,627,764,422,478,000
fraud_Berge-Ullrich
home
148.99
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
4fbeac537e35d517ccbe5889b6fa592b
1,372,008,968
39.87388
-95.492594
0
8,727
2020-06-23 17:36:10
2,242,542,703,101,233
fraud_Durgan-Auer
misc_net
162.6
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
cc14cdbd781163439752dd4da9623b49
1,372,008,970
39.373995
-85.72189
0
8,728
2020-06-23 17:36:42
60,423,098,130
fraud_Skiles LLC
home
5.25
Jason
Gray
M
875 Amy Point
Amorita
OK
73,719
36.9412
-98.2458
83
Barrister's clerk
1958-07-28
b25d45e3c2a6c6007facd266dd200338
1,372,009,002
37.41716
-97.643421
0
8,729
2020-06-23 17:36:46
2,297,447,006,766,555
fraud_Kessler Inc
travel
8.44
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
1e4aadd4a7e596c2727ee0aa9ee608fb
1,372,009,006
40.146375
-87.701174
0
8,730
2020-06-23 17:36:49
374,497,717,543,058
fraud_Kilback Group
food_dining
9.11
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
8af882c66cbefaaf0b23d4995cc72570
1,372,009,009
47.649444
-100.018935
0
8,731
2020-06-23 17:36:58
2,720,894,374,956,739
fraud_Larkin Ltd
kids_pets
108.74
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
46df9aac2414df1817f0b89cd76cb6b3
1,372,009,018
42.417833
-83.761475
0
8,732
2020-06-23 17:37:12
213,180,742,685,905
fraud_Ruecker-Mayert
kids_pets
6.59
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
9f86dc185ed4321bbf5b60500b13386f
1,372,009,032
40.10325
-124.935786
0
8,733
2020-06-23 17:37:23
6,538,441,737,335,434
fraud_Pouros-Conroy
shopping_pos
154.97
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
09960ec8165a9d4e0627da10665312b2
1,372,009,043
40.587649
-80.264777
0
8,734
2020-06-23 17:38:13
2,269,768,987,945,882
fraud_Hirthe-Beier
health_fitness
34.28
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
1b0bf374cbc869e2f711b225100da25d
1,372,009,093
42.211536
-78.409074
0
8,735
2020-06-23 17:38:23
3,562,264,947,797,243
fraud_Hoppe, Harris and Bednar
entertainment
11.36
Anthony
Velasquez
M
609 Hunt Grove
Saint Francis
KY
40,062
37.6047
-85.4251
301
Research officer, political party
1967-03-17
721cbc0978fe9e219fd6ddae3379631d
1,372,009,103
37.099947
-85.929872
0
8,736
2020-06-23 17:38:44
30,446,018,552,504
fraud_Gottlieb-Hansen
personal_care
1.78
Felicia
Thomas
F
47035 Murray Harbors
Achille
OK
74,720
33.8396
-96.3648
608
Seismic interpreter
1993-05-27
770ccc1470673fd3abbd2f247bff74d7
1,372,009,124
32.990388
-96.195227
0
8,737
2020-06-23 17:38:50
30,131,826,429,364
fraud_Mohr Inc
shopping_pos
4.8
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
c0836fce4faf6ee6e8fe38c57567e5de
1,372,009,130
36.654266
-84.222484
0
8,738
2020-06-23 17:39:23
4,066,595,222,529
fraud_Brown Inc
kids_pets
105.29
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
8e64115693a835f86dc1b7442444f7fb
1,372,009,163
38.485537
-83.348893
0
8,739
2020-06-23 17:39:24
376,445,266,762,684
fraud_Monahan-Morar
personal_care
33.42
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
e29db7d1203e5d8141e94463b30ffba8
1,372,009,164
41.156488
-100.833421
0
8,740
2020-06-23 17:39:25
4,797,297,220,948,469,000
fraud_Larkin Ltd
kids_pets
64.7
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
a537692c042f2ad0715d595e1c0b303d
1,372,009,165
39.038922
-85.789823
0
8,741
2020-06-23 17:39:26
3,511,378,610,369,890
fraud_Botsford and Sons
home
122.31
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
6189e5a36a5021025dbbfe06b3e014be
1,372,009,166
34.280932
-86.966463
0
8,742
2020-06-23 17:39:35
4,210,078,554,961,359,000
fraud_Pouros, Walker and Spencer
kids_pets
15.64
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
fcddbe122f2254f07f12d1a9e3799e0d
1,372,009,175
44.761073
-121.99414
0
8,743
2020-06-23 17:39:42
30,199,621,383,748
fraud_Willms, Kris and Bergnaum
shopping_pos
12.39
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
0d244bcda5d01f6769a30e6c4aadb4d4
1,372,009,182
33.281265
-95.297016
0
8,744
2020-06-23 17:39:50
3,575,789,281,659,026
fraud_Torphy-Goyette
shopping_pos
7.75
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
9b049ddd85399b10a2c58f1990687da3
1,372,009,190
39.248726
-93.50881
0
8,745
2020-06-23 17:40:12
340,951,438,290,556
fraud_Waelchi Inc
kids_pets
40.26
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
87290cdca945b179a814b513f47aedaa
1,372,009,212
41.7917
-74.155482
0
8,746
2020-06-23 17:40:30
3,533,177,016,567,295
fraud_O'Reilly, Mohr and Purdy
home
28.02
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
0561834778162cc855fa29d32ab0de25
1,372,009,230
40.173814
-96.946186
0
8,747
2020-06-23 17:40:46
3,506,592,072,985,012
fraud_Little Ltd
kids_pets
141.11
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
e92d4cb364d65f0814b0c0bf025da38a
1,372,009,246
37.630902
-91.165111
0
8,748
2020-06-23 17:40:54
4,092,452,671,396,169,700
fraud_Rau-Robel
kids_pets
30.82
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
02ea326c754652a960f448639642bcf3
1,372,009,254
34.892139
-78.040135
0
8,749
2020-06-23 17:41:09
3,582,754,887,089,201
fraud_Watsica LLC
personal_care
162.5
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
d5cc3b2818c4c398fa634206ebade9a7
1,372,009,269
33.727766
-93.544695
0
8,750
2020-06-23 17:41:25
3,541,687,240,161,491
fraud_Pacocha-Weissnat
kids_pets
26.19
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
8e863e81510c1b20db1cf1da039d208c
1,372,009,285
30.659708
-82.293388
0
8,751
2020-06-23 17:41:59
373,905,417,449,658
fraud_Langosh, Wintheiser and Hyatt
food_dining
30.46
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
bf9d14eab41f2dea26d963227fdb5ff3
1,372,009,319
32.891616
-96.731969
0
8,752
2020-06-23 17:42:03
346,273,234,529,002
fraud_Zulauf LLC
personal_care
132.74
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
92e34d62a63c2f6abd1850891c8f82e9
1,372,009,323
38.620742
-81.322963
0
8,753
2020-06-23 17:42:28
5,540,636,818,935,089
fraud_Pacocha-Bauch
shopping_pos
306.73
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
877a36b64711c8b8aac20fd25b066ce2
1,372,009,348
43.10796
-70.861366
0
8,754
2020-06-23 17:42:53
4,683,520,018,489,354
fraud_Hartmann, Rowe and Hermann
travel
3.94
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
fa940f1974b583cf369bf6fd114e9efb
1,372,009,373
33.674646
-117.781604
0
8,755
2020-06-23 17:42:57
4,383,521,454,815
fraud_Feil, Hilpert and Koss
food_dining
5.14
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
d921d59b2faa44a0795f48412524d284
1,372,009,377
40.900874
-86.721997
0
8,756
2020-06-23 17:43:02
4,861,310,130,652,567,000
fraud_Emmerich-Rau
personal_care
21.93
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
257b8763f49191aeba94cd32fd0b627f
1,372,009,382
30.360899
-91.002957
0
8,757
2020-06-23 17:43:33
3,560,797,065,840,735
fraud_Veum-Koelpin
travel
4.42
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
817d11201164849cf1837ed9f52dfad5
1,372,009,413
45.586391
-101.51648
0
8,758
2020-06-23 17:44:26
4,939,976,756,738,216
fraud_Heathcote LLC
shopping_net
5.48
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
071a5b14302f8b633519726eff962349
1,372,009,466
26.816121
-99.909213
0
8,759
2020-06-23 17:44:49
4,124,536,010,991,657
fraud_Brown Inc
kids_pets
33.49
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
8374bc2c40d6b34a083614f57e665fad
1,372,009,489
31.328991
-88.292006
0
8,760
2020-06-23 17:44:55
4,681,699,462,969
fraud_Schoen Ltd
kids_pets
68.96
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
da0ca77939c299b8767b8b769d6e8e0b
1,372,009,495
35.119989
-86.071495
0
8,761
2020-06-23 17:45:22
3,525,590,521,269,779
fraud_Bahringer Group
health_fitness
108.33
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
e70f1b3f1a07b94c6537bd141268bcc7
1,372,009,522
35.15457
-79.323873
0
8,762
2020-06-23 17:45:36
213,102,873,001,603
fraud_Stark-Koss
home
29.8
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
dd6bb0ea1c0ecffb257a8e3839f3268f
1,372,009,536
43.634456
-123.187116
0
8,763
2020-06-23 17:45:59
4,956,828,990,005,111,000
fraud_Beier-Hyatt
shopping_pos
1.75
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
be33d5da7bcdf8d87be4e13ca94519c7
1,372,009,559
41.273305
-74.136947
0
8,764
2020-06-23 17:46:13
3,559,679,414,981,506
fraud_Jast-McDermott
shopping_pos
6.13
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
26d879eae62ffd16cf9aa2e5b56ab846
1,372,009,573
43.388048
-75.939828
0
8,765
2020-06-23 17:46:15
377,026,671,291,680
fraud_O'Reilly, Mohr and Purdy
home
16.48
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
fe810c1b10b4b783aa6d45bc84ebf493
1,372,009,575
36.710945
-90.11408
0
8,766
2020-06-23 17:47:34
36,722,699,017,270
fraud_Welch, Rath and Koepp
entertainment
32.09
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
6f4c6847ae4d73545071378a2efc3402
1,372,009,654
32.538942
-112.094821
0
8,767
2020-06-23 17:48:54
3,533,742,182,628,021
fraud_Yost, Schamberger and Windler
kids_pets
15.28
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
1069c6b0571703676a47fade1ba9dd63
1,372,009,734
32.395965
-79.003089
0
8,768
2020-06-23 17:48:57
4,988,304,376,504
fraud_Bode-Rempel
kids_pets
143.17
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
8c6bddb7c87d9ecceec8b72598aabc0b
1,372,009,737
41.330827
-73.820903
0
8,769
2020-06-23 17:49:02
372,509,258,176,510
fraud_Cormier LLC
health_fitness
31.87
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
dd97725baad6b07f2bdf0a1ca0894940
1,372,009,742
41.938231
-83.657609
0
8,770
2020-06-23 17:49:19
3,592,931,352,252,641
fraud_Veum-Koelpin
travel
50.6
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
ea1d05ce2592907a793b2be1597184f2
1,372,009,759
44.422605
-91.898835
0
8,771
2020-06-23 17:49:22
6,011,388,901,471,808
fraud_McKenzie-Huels
food_dining
20.21
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
a8bbe36b2869e147211696a5b6a7fb16
1,372,009,762
39.969464
-80.445906
0
8,772
2020-06-23 17:49:50
5,456,776,410,929,288
fraud_Dickinson Ltd
personal_care
6.38
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
401a868eb59eed8fab1f41496fd13e81
1,372,009,790
41.512373
-79.226147
0
8,773
2020-06-23 17:50:18
3,589,255,887,819,806
fraud_Kirlin and Sons
personal_care
8.64
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
99752f3a44603ee4b35d20a68715031c
1,372,009,818
40.182687
-77.521787
0
8,774
2020-06-23 17:50:31
4,584,931,703,207,308,300
fraud_Ankunding LLC
shopping_net
6.77
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
a60d9a175e9f854aa134bd6418736d89
1,372,009,831
32.147612
-96.161225
0
8,775
2020-06-23 17:51:36
4,178,097,073,221,156
fraud_Daugherty, Pouros and Beahan
shopping_pos
4.18
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
fcd882870947a0d3906de63cd086746f
1,372,009,896
42.859794
-86.720947
0
8,776
2020-06-23 17:51:40
372,520,049,757,633
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
108.66
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
cdc53ecdc49d0d7241ec1f5d3c1d4983
1,372,009,900
47.627142
-93.53528
0
8,777
2020-06-23 17:51:47
371,034,293,500,716
fraud_Romaguera, Wehner and Tromp
kids_pets
138.82
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
942ed45add8ff632caeaa41aace1c07d
1,372,009,907
39.523145
-121.183501
0
8,778
2020-06-23 17:52:05
4,265,776,278,887,457
fraud_Osinski Inc
personal_care
31.18
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
844512257b6f098c2cb2340a9e522be9
1,372,009,925
35.865339
-92.922328
0
8,779
2020-06-23 17:52:21
4,716,561,796,955,522
fraud_Bahringer, Osinski and Block
food_dining
25.82
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
7bcca205e7eab1c78094f8a0779a21f9
1,372,009,941
47.783485
-112.830541
0
8,780
2020-06-23 17:52:26
4,989,847,570,577,635,000
fraud_Stiedemann Ltd
food_dining
46.47
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
f04257cf06ca0f869d9c1fffa51ac25f
1,372,009,946
34.462234
-81.74261
0
8,781
2020-06-23 17:52:53
6,011,305,591,981,276
fraud_Walter, Hettinger and Kessler
personal_care
4.96
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
b6bda303aa843679bc37d744aea1bc19
1,372,009,973
35.390579
-85.8622
0
8,782
2020-06-23 17:53:12
30,175,986,190,993
fraud_Douglas-White
entertainment
49.7
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
291d5c59f7447474934b4599b1cad863
1,372,009,992
47.946394
-96.374367
0
8,783
2020-06-23 17:53:46
2,266,735,643,685,262
fraud_Herzog Ltd
misc_pos
17.21
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
d2b1a1dea051883f8dc321fff8db0ab9
1,372,010,026
34.98499
-86.669113
0
8,784
2020-06-23 17:53:51
4,683,638,447,911
fraud_White and Sons
home
80.02
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
9464cdc7b2f9d9669dcf5fc04e22a59f
1,372,010,031
30.346821
-92.482936
0
8,785
2020-06-23 17:54:23
4,279,161,831,637
fraud_Tillman LLC
travel
6.53
Lisa
Hendrix
F
35737 Kirby Fall Suite 409
Vanderbilt
PA
15,486
40.0246
-79.6955
2,303
Physiotherapist
1987-08-16
2d0cc5c12b3b206eab0fe069e3085117
1,372,010,063
40.757899
-80.248851
0
8,786
2020-06-23 17:54:29
340,953,839,692,349
fraud_Kihn, Abernathy and Douglas
shopping_net
2.2
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
03085ef17733fe53cf7ec33d5e89483f
1,372,010,069
41.780068
-82.508405
0
8,787
2020-06-23 17:54:35
213,175,487,106,448
fraud_Jacobi Inc
health_fitness
30.62
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
b6801a584485d9fff6944476c9deb603
1,372,010,075
32.751367
-99.669949
0
8,788
2020-06-23 17:54:46
4,393,520,897,625
fraud_Thompson-Gleason
health_fitness
74.9
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
84eac5663420cc35ac80110316fdd77c
1,372,010,086
38.525612
-95.203652
0
8,789
2020-06-23 17:54:53
370,877,495,212,014
fraud_Bednar PLC
kids_pets
88.22
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
34093f0ae4a4b547699c0faf275f28ae
1,372,010,093
36.838861
-80.57056
0
8,790
2020-06-23 17:55:09
4,503,101,193,493,053,000
fraud_Hoppe-Parisian
kids_pets
48.67
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
1a2685f69280c5b0d02345655e646d76
1,372,010,109
27.003168
-81.356063
0
8,791
2020-06-23 17:55:13
3,577,596,616,955,856
fraud_Renner Ltd
home
42.5
David
Rogers
M
265 Mullen Park Apt. 307
Summerfield
NC
27,358
36.2245
-79.8901
14,075
Buyer, industrial
1929-04-22
f76334a2085eff78ccf8f4c639d84914
1,372,010,113
36.2045
-79.122676
0
8,792
2020-06-23 17:55:14
4,265,776,278,887,457
fraud_Botsford and Sons
home
4.22
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
9127788ee504f8835d9a3942e9e4c8ee
1,372,010,114
36.130651
-92.221118
0
8,793
2020-06-23 17:55:18
344,709,867,813,900
fraud_Denesik and Sons
shopping_pos
10.87
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
1c0bdb97ea1f792a37369eae906906d7
1,372,010,118
26.844186
-81.294931
0
8,794
2020-06-23 17:55:21
4,755,696,071,492
fraud_Lemke-Gutmann
shopping_net
9.46
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
20432c4bbb9b250886bfd244ce898084
1,372,010,121
32.549992
-95.916204
0
8,795
2020-06-23 17:55:23
4,745,996,322,265
fraud_Willms, Kris and Bergnaum
shopping_pos
178.44
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
92f6abec08cf7acfa22137c8f8d335fe
1,372,010,123
42.259019
-87.606216
0
8,796
2020-06-23 17:55:26
3,518,669,219,150,142
fraud_Ernser-Feest
home
40.81
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
1e10ecf385db9c758842bcbcec49cbc4
1,372,010,126
39.77656
-83.263504
0
8,797
2020-06-23 17:55:31
213,161,293,389,774
fraud_Hilpert-Conroy
kids_pets
66.04
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
13a55b276f0840ef79774f3cec18aa4d
1,372,010,131
43.693142
-77.009482
0
8,798
2020-06-23 17:56:03
6,011,104,316,292,105
fraud_Will Ltd
food_dining
24.88
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
7c9fdcdd0e11f90520ef0b1d42f11418
1,372,010,163
36.06008
-78.3972
0
8,799
2020-06-23 17:56:13
4,715,741,951,931,169,000
fraud_Upton PLC
entertainment
46
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
d86eb57e46b4078215b68c312e8f7836
1,372,010,173
35.755438
-96.517984
0