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
1,287,700
2020-06-17 15:18:08
2,248,348,993,063,230
fraud_Zemlak, Tillman and Cremin
personal_care
47.82
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
a668b6145a289c8778e78f357fdc3784
1,371,482,288
41.141483
-80.545494
0
1,287,701
2020-06-17 15:18:47
4,939,976,756,738,216
fraud_Reichel LLC
personal_care
13.63
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
141c231ba428eac7f72a748c02e95b55
1,371,482,327
25.448817
-99.451981
0
1,287,702
2020-06-17 15:19:29
4,393,520,897,625
fraud_Kozey-Kuhlman
personal_care
80.64
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
3d811fb8bd684be1fa1b29d4ec81a1c4
1,371,482,369
39.822672
-94.287682
0
1,287,703
2020-06-17 15:20:38
30,026,790,933,302
fraud_Wilkinson LLC
personal_care
72.76
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
4021cf531c26b942ad9b43c554841f25
1,371,482,438
32.104093
-91.95225
0
1,287,704
2020-06-17 15:22:50
4,423,489,490,781,412
fraud_Lynch-Wisozk
home
5.15
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
dbf84c26d27260ed13826bd200e55752
1,371,482,570
40.814313
-89.93821
0
1,287,705
2020-06-17 15:23:40
6,011,109,736,646,996
fraud_Renner Ltd
home
57.58
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
807941ec040fe909ddc885ec6d6a13e3
1,371,482,620
34.213505
-77.586379
0
1,287,706
2020-06-17 15:23:50
3,573,386,445,588,324
fraud_Conroy-Emard
food_dining
2.68
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
9ed44436fad6bfdb2f5e233bbf0c3f3d
1,371,482,630
44.907086
-98.799996
0
1,287,707
2020-06-17 15:27:06
30,487,648,872,433
fraud_Hagenes, Hermann and Stroman
travel
1.25
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
8813a417afccf3102800b9fb2672b389
1,371,482,826
38.563855
-86.25357
0
1,287,708
2020-06-17 15:27:08
4,561,546,772,499
fraud_Weber, Thiel and Hammes
kids_pets
23.81
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
9c103ac8be151fa27b212d7a93d90920
1,371,482,828
35.968754
-105.332891
0
1,287,709
2020-06-17 15:27:25
4,651,007,077,623,147
fraud_Waters-Cruickshank
health_fitness
31.68
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
2d55f8cfee995596483b58dd47198675
1,371,482,845
46.906177
-121.770059
0
1,287,710
2020-06-17 15:28:30
6,538,441,737,335,434
fraud_Ratke and Sons
health_fitness
8.38
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
b4f8302041e0383ac989464f96996e65
1,371,482,910
42.355552
-79.64469
0
1,287,711
2020-06-17 15:28:54
213,157,767,990,030
fraud_Turner, Ziemann and Lehner
food_dining
94
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
40bb59549cf73814cefc09ce539180dd
1,371,482,934
41.041708
-109.118115
0
1,287,712
2020-06-17 15:30:12
501,899,453,424
fraud_Ruecker-Mayert
kids_pets
56.13
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
7c978d3f6bc0848781fe835fa8f9ad31
1,371,483,012
33.234114
-85.999909
0
1,287,713
2020-06-17 15:30:24
4,836,998,673,805,450
fraud_Hagenes, Kohler and Hoppe
food_dining
126.24
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
da9901bb6cb056a933a46830d1890942
1,371,483,024
45.217377
-86.164186
0
1,287,714
2020-06-17 15:31:21
374,497,717,543,058
fraud_Moore, Williamson and Emmerich
home
44.21
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
dd3a7d1b31bda7a2492dc83f56a15826
1,371,483,081
47.422372
-101.259228
0
1,287,715
2020-06-17 15:31:51
4,467,456,915,153,312,300
fraud_Swift PLC
kids_pets
23.85
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
c08d3de91307079dd3783c89a1d72a57
1,371,483,111
27.109422
-83.149977
0
1,287,716
2020-06-17 15:33:06
501,882,822,387
fraud_Renner Ltd
home
118.65
Melissa
Phillips
F
5069 Scott Pass Apt. 654
Meadville
MS
39,653
31.4285
-90.8578
2,799
Therapist, horticultural
1961-01-21
fe2c6239fb9c2dccc80d47d6ee27ac2b
1,371,483,186
30.830544
-90.554657
0
1,287,717
2020-06-17 15:33:21
4,599,285,557,366,057
fraud_Carroll PLC
health_fitness
4.57
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
05384541e82dc99fb3878a230f3109e1
1,371,483,201
38.021831
-98.620606
0
1,287,718
2020-06-17 15:33:30
371,226,440,126,102
fraud_Pacocha-Bauch
shopping_pos
2.37
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
7a24ffc8cd0ae50f1404db43331ab782
1,371,483,210
39.658887
-89.294437
0
1,287,719
2020-06-17 15:34:28
213,191,402,330,021
fraud_Reilly and Sons
health_fitness
7.73
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
152f379f0c1120c421e8521ed05feee5
1,371,483,268
42.412384
-87.522731
0
1,287,720
2020-06-17 15:34:52
630,424,987,505
fraud_Bauch-Blanda
entertainment
67.29
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
104736abf1a1ce9d8d591e27abde1de9
1,371,483,292
39.657879
-79.051398
0
1,287,721
2020-06-17 15:35:26
4,099,707,841,315,751
fraud_Reynolds-Schinner
misc_pos
1.26
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
55d93566691989bd2464adf5e8b5525b
1,371,483,326
38.236353
-79.240344
0
1,287,722
2020-06-17 15:35:33
213,102,873,001,603
fraud_Bernier and Sons
kids_pets
103.68
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
61fb98b1627d401b13ae07cfc0cbfb3a
1,371,483,333
43.883198
-124.511939
0
1,287,723
2020-06-17 15:37:36
4,319,584,480,204,989,000
fraud_Volkman PLC
food_dining
27.95
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
75fa9c89fa2ae31ca58389bc4b37eaa1
1,371,483,456
38.111152
-82.651148
0
1,287,724
2020-06-17 15:40:08
502,012,776,709
fraud_Lubowitz, Terry and Stracke
personal_care
27.49
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
80d35690c372711fdb1e1f21942ed417
1,371,483,608
41.849175
-75.966346
0
1,287,725
2020-06-17 15:40:19
630,451,534,402
fraud_Wiza LLC
misc_pos
3.93
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
8caa4c3f5692530b4d0c8f7e6d634326
1,371,483,619
45.973241
-87.138645
0
1,287,726
2020-06-17 15:40:36
3,583,293,909,206,278
fraud_Gibson-Deckow
entertainment
26.44
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
1cd7256253d3da370b76e0ebf4574836
1,371,483,636
34.560585
-107.143174
0
1,287,727
2020-06-17 15:41:19
4,716,561,796,955,522
fraud_Roob, Conn and Tremblay
shopping_pos
5.74
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
67f292bdd0f48648462d79c0cb50405f
1,371,483,679
48.565636
-112.218163
0
1,287,728
2020-06-17 15:41:29
4,670,613,943,676,271
fraud_Mosciski Group
travel
9.56
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
c1c3bf429b476146c8790eb36b52c83f
1,371,483,689
31.786158
-83.963784
0
1,287,729
2020-06-17 15:44:03
30,082,025,922,891
fraud_Monahan-Morar
personal_care
173.96
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
3a836059ed88ef9e26c08abfb484d965
1,371,483,843
25.63611
-82.100803
0
1,287,730
2020-06-17 15:46:33
676,372,984,911
fraud_Schuppe, Nolan and Hoeger
shopping_pos
1.42
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
af2e3f715fc08c15ec2ebd7ba19f3bf9
1,371,483,993
39.155442
-98.211403
0
1,287,731
2020-06-17 15:46:45
370,877,495,212,014
fraud_Abbott-Steuber
personal_care
30.66
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
b127ecd6dcd5b2b3ee1bd33ac2956634
1,371,484,005
36.640274
-82.108752
0
1,287,732
2020-06-17 15:48:29
6,011,693,194,885,790
fraud_Hahn, Bahringer and McLaughlin
personal_care
63.95
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
9fec1f4bb17c8a270c96164ad0476a82
1,371,484,109
44.778723
-93.579824
0
1,287,733
2020-06-17 15:50:07
341,546,199,006,537
fraud_Nienow, Barrows and Romaguera
personal_care
2.21
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
3482433aca99f0e27d971904b5a0f421
1,371,484,207
65.649521
-165.278176
0
1,287,734
2020-06-17 15:50:40
376,445,266,762,684
fraud_Beer-Jast
kids_pets
139.75
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
f4d75cba1470d361fc7305d17e178077
1,371,484,240
41.909197
-101.971607
0
1,287,735
2020-06-17 15:50:46
3,543,591,270,174,051
fraud_Heller PLC
health_fitness
26.34
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
354ff98e3d17212d95742dfa67f3f41d
1,371,484,246
41.343268
-79.564963
0
1,287,736
2020-06-17 15:51:24
30,238,755,902,988
fraud_Lehner, Reichert and Mills
misc_pos
34.7
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
e72112359b3669b6c156ed90aa7b23ed
1,371,484,284
30.199405
-96.305447
0
1,287,737
2020-06-17 15:52:23
6,538,891,242,532,018
fraud_Heaney-Marquardt
entertainment
214.21
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
e75b40784bc7db58c6ffe29b60202660
1,371,484,343
35.109777
-90.293717
0
1,287,738
2020-06-17 15:53:08
4,223,708,906,367,574,000
fraud_Berge-Ullrich
home
88.43
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
1875d235440e62e98f55bb39aca0d6c1
1,371,484,388
39.627859
-85.580392
0
1,287,739
2020-06-17 15:53:57
3,506,040,590,383,211
fraud_Spencer PLC
entertainment
73.1
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
7eb1caa04bc07013b4baea5758d2c202
1,371,484,437
46.160621
-111.450099
0
1,287,740
2020-06-17 15:54:00
4,364,010,865,167,176
fraud_Reichert, Huels and Hoppe
shopping_net
6.36
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
a72025acdbcd652537179b9e9ce6e693
1,371,484,440
39.564621
-119.482319
0
1,287,741
2020-06-17 15:54:28
4,149,635,823,017
fraud_Abernathy and Sons
food_dining
3.17
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
2082202b8580d3bbc90a2b242562ebf9
1,371,484,468
34.63417
-86.814631
0
1,287,742
2020-06-17 15:54:57
4,294,930,380,592
fraud_Watsica LLC
personal_care
2.69
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
889dc00cffa5d44458ac80179236c949
1,371,484,497
38.315869
-80.351823
0
1,287,743
2020-06-17 15:56:00
4,810,839,835,482,794,000
fraud_Volkman PLC
food_dining
33.17
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
939e29ffa71fab841df92b4da7785272
1,371,484,560
35.848679
-93.758638
0
1,287,744
2020-06-17 15:56:50
4,400,011,257,587,662,000
fraud_Haag-Blanda
food_dining
9.92
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
a4184354ccc78f62fcb2deca455c734b
1,371,484,610
41.355547
-98.542599
0
1,287,745
2020-06-17 15:57:24
30,234,966,027,947
fraud_O'Hara-Wilderman
food_dining
43.86
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
ff56bebd64d663ba98a4947a26677550
1,371,484,644
44.252501
-88.914125
0
1,287,746
2020-06-17 15:57:29
675,945,690,716
fraud_Erdman-Schaden
personal_care
1.59
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
49ffca30f383980ecbfa2c3ebc7f8980
1,371,484,649
40.527055
-79.669408
0
1,287,747
2020-06-17 15:58:07
2,268,221,587,779,419
fraud_Kling, Howe and Schneider
home
131.99
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
978a2065bc8a4ab33b8af659d0cba980
1,371,484,687
46.088862
-122.70007
0
1,287,748
2020-06-17 15:58:49
4,428,154,703,770,710
fraud_Little Ltd
kids_pets
47.89
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
08749ca5e4300608e26285a750340f73
1,371,484,729
47.257575
-117.000169
0
1,287,749
2020-06-17 15:58:52
4,761,403,817,546,679,000
fraud_Quitzon, Green and Bashirian
shopping_pos
59.17
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
971f304d0e28d72a4ada3f8af9365668
1,371,484,732
35.406413
-92.658847
0
1,287,750
2020-06-17 15:59:06
4,935,858,973,307,492
fraud_Zulauf LLC
personal_care
72.19
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
e2b921d2efb96d44dfdc57727e288d74
1,371,484,746
32.641247
-84.169073
0
1,287,751
2020-06-17 15:59:08
4,092,452,671,396,169,700
fraud_Zboncak Ltd
food_dining
56.27
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
da9ab728754ac1fe8405749cd178040b
1,371,484,748
34.209936
-77.365759
0
1,287,752
2020-06-17 15:59:18
3,528,231,451,607,350
fraud_Hermiston, Pacocha and Smith
health_fitness
1.1
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
38b4451620ad1fcea0d5292438c8bb70
1,371,484,758
39.751218
-75.298465
0
1,287,753
2020-06-17 16:01:18
213,161,293,389,774
fraud_Conroy, Balistreri and Gorczany
health_fitness
7.23
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
a5e969287b894ab6458b975a667ca719
1,371,484,878
43.325942
-78.389776
0
1,287,754
2020-06-17 16:02:45
4,149,238,353,975,790
fraud_Barton LLC
kids_pets
41.97
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
15c7ae724a78879c516eaf79166654da
1,371,484,965
40.680492
-80.477291
0
1,287,755
2020-06-17 16:02:51
2,512,312,531,485,080
fraud_Waelchi Inc
kids_pets
19.18
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
4e0510820356aa56d8651db0a5207452
1,371,484,971
43.001463
-83.524479
0
1,287,756
2020-06-17 16:03:03
30,044,330,818,990
fraud_Leannon-Ward
food_dining
57.75
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
771f76dbfade5e0b892e12ffb2c70dbb
1,371,484,983
26.378091
-81.311132
0
1,287,757
2020-06-17 16:03:08
6,011,104,316,292,105
fraud_Roberts, Daniel and Macejkovic
kids_pets
24.13
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
2dcbb824d95bb2cfa17c30ef03cbd23d
1,371,484,988
35.97043
-77.759649
0
1,287,758
2020-06-17 16:03:31
373,043,435,942,726
fraud_Wuckert, Wintheiser and Friesen
home
71.53
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
578af8b0e3b1c79be38103fd27955997
1,371,485,011
28.634618
-95.188371
0
1,287,759
2020-06-17 16:03:44
4,841,313,716,651,064
fraud_Kling-Ernser
entertainment
76.02
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
2ef57b7f0255035dac202b0d2319196a
1,371,485,024
43.520305
-72.826881
0
1,287,760
2020-06-17 16:04:05
36,913,587,729,122
fraud_Reilly LLC
home
44.81
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
41f202a7f631a283581ff7e4da5f444a
1,371,485,045
43.021128
-117.044753
0
1,287,761
2020-06-17 16:04:30
38,052,002,992,326
fraud_Larson-Moen
entertainment
90.07
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
833894ec144faa2eafe3955fcc24c732
1,371,485,070
29.913093
-94.131041
0
1,287,762
2020-06-17 16:05:01
30,551,643,947,183
fraud_Langworth LLC
personal_care
73.38
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
3c66e1501bff03d10fa224d6fc7f5e3b
1,371,485,101
34.817111
-81.464805
0
1,287,763
2020-06-17 16:06:03
378,858,024,506,425
fraud_Zboncak Ltd
food_dining
70.08
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
8eaebf862dcd6e5ac20f70b6fba7d744
1,371,485,163
34.420084
-112.20955
0
1,287,764
2020-06-17 16:06:05
4,423,489,490,781,412
fraud_Runte, Green and Emard
health_fitness
110.12
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
411381106a4c81479a74d081dbb8df53
1,371,485,165
41.264176
-91.271429
0
1,287,765
2020-06-17 16:06:13
4,809,701,904,914
fraud_Boyer-Reichert
shopping_net
1,102.75
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
d68295941026fc81cb5976a71ab21966
1,371,485,173
31.842558
-84.983143
0
1,287,766
2020-06-17 16:06:47
4,244,953,610,136,705,500
fraud_Konopelski, Schneider and Hartmann
food_dining
56.5
Christopher
Odom
M
81446 Nicole Highway Apt. 874
Richland
NJ
8,350
39.485
-74.8776
825
Licensed conveyancer
1991-07-06
48151120886fc3787f185e3b405ad525
1,371,485,207
39.106322
-74.788641
0
1,287,767
2020-06-17 16:06:49
3,589,255,887,819,806
fraud_Nienow, Ankunding and Collier
misc_pos
55.1
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
742cd4919d91a9d6ce08ae7514e0952f
1,371,485,209
39.999429
-78.347726
0
1,287,768
2020-06-17 16:06:53
3,517,527,805,128,735
fraud_Hermann and Sons
shopping_pos
3.04
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
fcbc52c2ae2b878ca62d0d03a6e78d83
1,371,485,213
40.282157
-87.295497
0
1,287,769
2020-06-17 16:06:54
3,540,210,836,308,425
fraud_Treutel-King
travel
526.85
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
0fab9fc1307034fecbab7d4ca0d795bb
1,371,485,214
33.992604
-101.843947
0
1,287,770
2020-06-17 16:07:58
3,591,919,803,438,423
fraud_Barrows PLC
shopping_pos
271.41
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
67586f12d4b185e21a428e266ff09aa1
1,371,485,278
28.921339
-81.50897
0
1,287,771
2020-06-17 16:09:03
3,518,758,680,062,249
fraud_Yost, Schamberger and Windler
kids_pets
82.33
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
3146f671d65d3351623966ecdfbece5c
1,371,485,343
37.652915
-108.829117
0
1,287,772
2020-06-17 16:13:39
4,587,577,161,160,601
fraud_Rippin, Kub and Mann
misc_net
2.26
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
f9f0870c7219083df573342918c3a5b5
1,371,485,619
44.121443
-70.46999
0
1,287,773
2020-06-17 16:13:41
4,512,828,414,983,802,000
fraud_Stehr, Jewess and Schimmel
misc_net
429.5
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
eca35ff145d98481697610331f55c351
1,371,485,621
39.784086
-79.212114
0
1,287,774
2020-06-17 16:14:00
3,575,789,281,659,026
fraud_Altenwerth, Cartwright and Koss
shopping_net
4.71
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
733598b8edeb53071c3544184ef885cf
1,371,485,640
39.520856
-93.474661
0
1,287,775
2020-06-17 16:14:09
38,199,021,865,320
fraud_Weber, Thiel and Hammes
kids_pets
41.23
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
a30fa9d7cbbaafd8420e352d87033f3f
1,371,485,649
43.470596
-71.702377
0
1,287,776
2020-06-17 16:14:19
4,560,004,149,983,868,400
fraud_Reichert, Huels and Hoppe
shopping_net
295.13
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
3e7f83e855a867a23e4a05f0bab0cb9c
1,371,485,659
39.386698
-104.987242
0
1,287,777
2020-06-17 16:14:24
3,573,030,041,201,292
fraud_Cormier LLC
shopping_net
4.03
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
b7d34822a6f423289478ada3fee4abef
1,371,485,664
39.453309
-109.770541
0
1,287,778
2020-06-17 16:14:49
213,180,742,685,905
fraud_Ruecker-Mayert
kids_pets
200.53
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
8583a07d2d8fe6a9a25672fbf830a96b
1,371,485,689
41.479662
-123.815677
0
1,287,779
2020-06-17 16:15:06
4,897,067,971,111,210,000
fraud_Kihn, Abernathy and Douglas
shopping_net
4.76
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
b7ad071d9d0d14ea123fedcb621b665e
1,371,485,706
27.426372
-83.030964
0
1,287,780
2020-06-17 16:15:11
4,464,457,352,619
fraud_Hintz, Bauch and Smith
health_fitness
55.35
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
3bdb87ad49cac7549e38fad23733bfd2
1,371,485,711
30.746618
-84.960078
0
1,287,781
2020-06-17 16:16:20
4,469,777,115,158,235,000
fraud_Pouros, Walker and Spencer
kids_pets
73.49
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
ebe635643dd54317481353e146543e5b
1,371,485,780
43.115336
-71.533325
0
1,287,782
2020-06-17 16:17:12
370,818,583,810,103
fraud_Cole, Hills and Jewess
home
11.03
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
ccd906d7c3cbc1f366714aa4c0be2cb5
1,371,485,832
40.11367
-80.113547
0
1,287,783
2020-06-17 16:17:34
3,545,109,339,866,548
fraud_Stiedemann Inc
misc_pos
6.25
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
056d679385b08b19f7ae7bc3d74c0d2c
1,371,485,854
32.831215
-90.674589
0
1,287,784
2020-06-17 16:17:40
3,568,736,585,751,727
fraud_Brown-Greenholt
entertainment
70.11
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
d5a87417b619ac537603f9eee80039b3
1,371,485,860
41.956042
-92.906064
0
1,287,785
2020-06-17 16:17:52
4,514,242,065,619,750
fraud_Denesik and Sons
shopping_pos
96.51
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
009b97ca0c5cd8c7aa9bfa06eab4da4d
1,371,485,872
40.509738
-105.972899
0
1,287,786
2020-06-17 16:18:01
4,181,833,256,558,614,000
fraud_Kub-Heaney
health_fitness
6.14
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
3bd5c9af0d90001cb88eebe1375c59b6
1,371,485,881
36.841974
-105.813293
0
1,287,787
2020-06-17 16:18:03
4,777,065,439,639,721
fraud_Durgan, Gislason and Spencer
home
75.16
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
df2b62cd0ff0deecbd27e92499f2307b
1,371,485,883
41.120805
-75.183659
0
1,287,788
2020-06-17 16:18:33
4,906,628,655,840,914,000
fraud_Bins, Balistreri and Beatty
shopping_pos
9.94
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
9098d2bc9640ba77c590d9f502281032
1,371,485,913
24.108556
-80.562325
0
1,287,789
2020-06-17 16:18:34
3,500,969,075,198,072
fraud_Kirlin and Sons
personal_care
3.4
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
e1bfa42c553dcada470b992a8d0a6439
1,371,485,914
47.869517
-117.725799
0
1,287,790
2020-06-17 16:19:30
344,342,339,068,828
fraud_Ullrich Ltd
kids_pets
39.24
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
d49b8121e4e969a7c6e122815737c977
1,371,485,970
31.237195
-81.300104
0
1,287,791
2020-06-17 16:19:44
342,351,256,941,125
fraud_Macejkovic-Lesch
shopping_pos
5.91
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
49ef48fc2db64d9a31b2f85ff08cc2cf
1,371,485,984
33.576258
-83.224908
0
1,287,792
2020-06-17 16:20:09
4,239,436,242,473
fraud_Boehm, Predovic and Reinger
misc_pos
7.87
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
f0d8d83e3dfcbaf6c200072cd084cca0
1,371,486,009
38.103821
-77.206339
0
1,287,793
2020-06-17 16:20:38
676,234,256,292
fraud_Lesch, D'Amore and Brown
food_dining
66.59
David
Vasquez
M
06539 Gregory Mountains Suite 029
Parker Dam
CA
92,267
34.298
-114.156
126
Marketing executive
1992-10-07
c8a89bca51622e9cd48a79bd9682d76d
1,371,486,038
34.01786
-114.457747
0
1,287,794
2020-06-17 16:21:15
4,099,707,841,315,751
fraud_Hickle Group
shopping_pos
1.63
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
351f2e90341b15731b390eee23757552
1,371,486,075
38.035115
-77.58225
0
1,287,795
2020-06-17 16:21:39
2,274,911,989,136,158
fraud_Sporer-Keebler
personal_care
137.48
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
57d53bd76ef6a620201512741de31f73
1,371,486,099
38.562515
-105.535215
0
1,287,796
2020-06-17 16:22:30
2,266,735,643,685,262
fraud_Fadel Inc
health_fitness
22.04
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
2881191bde8bd63ad82d6b133b284489
1,371,486,150
35.437648
-86.448152
0
1,287,797
2020-06-17 16:23:17
4,861,310,130,652,567,000
fraud_Kertzmann LLC
health_fitness
234.18
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
1c3f177f2e71cf520feac29b9a8b2770
1,371,486,197
31.082942
-91.402051
0
1,287,798
2020-06-17 16:23:39
3,583,793,405,872,580
fraud_Bahringer, Schoen and Corkery
shopping_pos
1.79
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
7a9b182d0e47b665ae8cbe2705a8395e
1,371,486,219
35.29604
-98.300762
0
1,287,799
2020-06-17 16:24:29
4,312,133,045,694,601,000
fraud_Fritsch and Sons
health_fitness
21.84
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
f70fea505c5a765825aafb72d18c1aa5
1,371,486,269
39.365746
-77.165503
0