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
1,289,500
2020-06-18 14:09:27
30,150,717,898,388
fraud_Roob-Okuneva
health_fitness
16.27
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
eab4fd65b022f55cfe5401d011144616
1,371,564,567
33.945224
-86.438114
0
1,289,501
2020-06-18 14:09:39
4,979,422,371,139,333
fraud_Nolan-Williamson
kids_pets
60.52
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
d54178c6b127b57b57b605fa7afea858
1,371,564,579
42.005811
-98.578411
0
1,289,502
2020-06-18 14:09:42
370,877,495,212,014
fraud_Leannon-Ward
food_dining
33.81
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
69ca0b4d985ae134ab2ffd50d567953a
1,371,564,582
36.73805
-80.819432
0
1,289,503
2020-06-18 14:10:09
38,530,489,946,071
fraud_Kunze, Larkin and Mayert
travel
6.3
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
433779ab0ff3833ed42c136ce74a297f
1,371,564,609
34.242997
-81.427724
0
1,289,504
2020-06-18 14:11:12
4,957,924,165,498
fraud_Bode-Schuster
kids_pets
5.97
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
b3829aa9c99e4a23513478319fa059af
1,371,564,672
39.562482
-103.208815
0
1,289,505
2020-06-18 14:11:23
375,534,208,663,984
fraud_Johns Inc
entertainment
74.56
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
1b5a91b8bc0f96aefc0097c0c2c515d2
1,371,564,683
38.230906
-79.236078
0
1,289,506
2020-06-18 14:11:38
676,102,124,465
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
64.04
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
84e8196f5d7369ab859f0afd1f0f8f5f
1,371,564,698
38.3956
-122.021934
0
1,289,507
2020-06-18 14:11:44
376,445,266,762,684
fraud_Schmeler-Howe
personal_care
53.67
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
d5a42732db4d216974dd96747b700115
1,371,564,704
40.450648
-101.925636
0
1,289,508
2020-06-18 14:11:52
5,152,054,598,359,927
fraud_Cole, Hills and Jewess
home
57.69
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
d4b21922bff8189cf26719c526b1d627
1,371,564,712
30.524278
-90.07558
0
1,289,509
2020-06-18 14:12:02
676,372,984,911
fraud_Boehm, Block and Jakubowski
misc_pos
6.16
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
ddf21f3a45835aa156ae771a27fb2799
1,371,564,722
38.847043
-97.870801
0
1,289,510
2020-06-18 14:13:14
4,640,395,708,703
fraud_Brown, Homenick and Lesch
health_fitness
21.26
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
25871a4831a35b100157c7f341cb3b9f
1,371,564,794
29.91383
-91.587019
0
1,289,511
2020-06-18 14:13:14
30,364,087,349,027
fraud_Stanton, Jakubowski and Baumbach
shopping_net
2.95
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
7583ef20c3171abfdb85af785db698fd
1,371,564,794
36.234966
-96.169067
0
1,289,512
2020-06-18 14:13:28
2,720,433,095,629,877
fraud_Kub PLC
personal_care
21.12
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
81ce68141cb4b26e89b6c490aca85942
1,371,564,808
44.626658
-70.25563
0
1,289,513
2020-06-18 14:13:43
4,992,346,398,065,154,000
fraud_Sporer-Keebler
personal_care
48.62
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
cf56bf37816695253c06cb9071dcfe4b
1,371,564,823
41.779463
-88.82805
0
1,289,514
2020-06-18 14:14:34
30,235,268,718,158
fraud_Predovic Inc
shopping_net
6.18
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
3dc4d7658e5af5cfa4012d7f72b5a43a
1,371,564,874
41.958726
-73.631099
0
1,289,515
2020-06-18 14:15:27
30,230,540,139,182
fraud_Denesik, Powlowski and Pouros
home
68.9
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
9394677118b69d7d01fb4643c2f1c54c
1,371,564,927
41.380591
-76.531933
0
1,289,516
2020-06-18 14:15:56
4,450,831,335,606,294
fraud_Jacobi and Sons
shopping_pos
55.23
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
7e62519b169360fe854bd4aca1355cd4
1,371,564,956
34.11618
-96.060995
0
1,289,517
2020-06-18 14:16:35
4,658,117,080,136
fraud_Bernhard-Lesch
food_dining
1.98
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
6e5d0b145ff04e6d5d1117763bccca6c
1,371,564,995
36.450601
-108.384394
0
1,289,518
2020-06-18 14:17:14
30,030,380,240,193
fraud_Hoppe, Harris and Bednar
entertainment
77.67
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
08b3f4d1aae664b0a80c239eb8c49578
1,371,565,034
30.809378
-98.906802
0
1,289,519
2020-06-18 14:18:18
213,148,039,875,802
fraud_Lubowitz, Terry and Stracke
personal_care
27.58
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
0e08b6be92da6c966d2d4193cf808f86
1,371,565,098
28.127956
-82.351354
0
1,289,520
2020-06-18 14:18:36
4,561,546,772,499
fraud_Watsica, Haag and Considine
shopping_pos
27.26
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
ade832bc7c7845c1544a6b0d5797f30a
1,371,565,116
34.403439
-105.461108
0
1,289,521
2020-06-18 14:19:22
30,551,643,947,183
fraud_Pfeffer and Sons
shopping_pos
1.62
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
53c2d60a964255e0f68c4ac389c57ab0
1,371,565,162
34.497223
-81.306051
0
1,289,522
2020-06-18 14:20:17
4,599,285,557,366,057
fraud_Hickle Group
shopping_pos
170.9
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
f907164e88d2ea7eb3236899393ec248
1,371,565,217
37.098998
-97.664003
0
1,289,523
2020-06-18 14:21:05
676,195,318,214
fraud_Fadel-Hilpert
health_fitness
42.25
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
31384abdde91d3c57f4a821971716087
1,371,565,265
28.704357
-96.490054
0
1,289,524
2020-06-18 14:21:13
3,531,129,874,770,000
fraud_Fritsch and Sons
health_fitness
67.22
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
ceade1f896eb35dec4761eb57e25b97c
1,371,565,273
43.438897
-73.825644
0
1,289,525
2020-06-18 14:21:18
30,234,966,027,947
fraud_Kilback and Sons
entertainment
127.59
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
3f13164fe11cd344623c3b0ed8af5561
1,371,565,278
44.890126
-88.495182
0
1,289,526
2020-06-18 14:22:13
375,974,680,629,816
fraud_Turcotte, McKenzie and Koss
entertainment
8.71
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
5c41cfce6a92ded84b948794f06e5d9f
1,371,565,333
41.735787
-73.554955
0
1,289,527
2020-06-18 14:22:16
373,043,435,942,726
fraud_Renner Ltd
home
81.53
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
620f422c20e9e12d9a68aeb903cf6458
1,371,565,336
29.601157
-96.124235
0
1,289,528
2020-06-18 14:22:52
30,242,921,189,660
fraud_Feil, Hilpert and Koss
food_dining
30.3
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
76467a0975fde0a646b73dcb9ce50fa1
1,371,565,372
45.424496
-83.781685
0
1,289,529
2020-06-18 14:23:01
180,011,453,250,192
fraud_Breitenberg-Hermiston
kids_pets
48.95
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
57a8dcc6cfc30c2ffe64921e9bdb905f
1,371,565,381
41.350747
-90.527436
0
1,289,530
2020-06-18 14:23:07
30,029,052,116,970
fraud_Leffler-Goldner
personal_care
2.66
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
5a88a64b5f68d476391840d89200bcc8
1,371,565,387
41.479639
-78.913851
0
1,289,531
2020-06-18 14:23:14
6,538,441,737,335,434
fraud_Reynolds-Schinner
misc_pos
315.98
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
cbd4cf77c4129b69fb4da05984166017
1,371,565,394
42.106822
-79.455347
0
1,289,532
2020-06-18 14:24:06
2,288,748,891,690,227
fraud_Watsica LLC
personal_care
21.58
Kathleen
Heath
F
9297 Victor Rest Apt. 382
Albuquerque
NM
87,116
35.0561
-106.5506
641,349
Charity officer
1967-01-24
9e75085cf8e686fb5e1252df7d1bd3d5
1,371,565,446
34.154097
-105.647263
0
1,289,533
2020-06-18 14:24:16
3,519,232,971,341,141
fraud_Cruickshank-Mills
entertainment
26.15
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
41ac010b6c5768a21f4fc213fa0865dd
1,371,565,456
41.217389
-80.947549
0
1,289,534
2020-06-18 14:24:21
343,472,729,187,663
fraud_Hermann and Sons
shopping_pos
4.45
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
cd85f7af293b0156f258bf6fe025f2c9
1,371,565,461
43.324785
-70.83989
0
1,289,535
2020-06-18 14:26:15
503,848,303,379
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
13.51
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
cfeb2f571116293c06e2233a5073b7ce
1,371,565,575
25.822775
-82.349841
0
1,289,536
2020-06-18 14:26:56
3,561,212,938,177,173
fraud_Runte, Green and Emard
health_fitness
84.08
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
a12f66b11ac7b1d622cd4834002dcb92
1,371,565,616
33.577214
-86.670572
0
1,289,537
2020-06-18 14:27:06
3,541,160,328,600,277
fraud_Block-Parisian
misc_net
155.03
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
c94647dcaf970ba3f78be3b3914779f5
1,371,565,626
39.465785
-90.000455
0
1,289,538
2020-06-18 14:27:10
676,309,913,934
fraud_Carroll PLC
health_fitness
30.79
Robert
Martinez
M
3683 Parrish Circles
Pueblo
CO
81,005
38.2352
-104.66
151,815
Further education lecturer
1988-01-04
40df5c3a44442aed601ded5e7ec5d7df
1,371,565,630
39.034956
-105.223188
0
1,289,539
2020-06-18 14:27:25
4,169,759,661,243,568
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
7.77
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
039657e3eeafa5ab0be3fead6cfe4ca9
1,371,565,645
39.551119
-77.255043
0
1,289,540
2020-06-18 14:27:25
6,011,542,681,743,618
fraud_Kutch-Ferry
home
95.65
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
6e91edd945d0e034cdb85eeed7940a1f
1,371,565,645
37.87672
-79.27962
0
1,289,541
2020-06-18 14:27:29
4,587,657,402,165,341,700
fraud_Thompson-Gleason
health_fitness
52.41
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
02e5f33175f4741ff3544d65dbcad51a
1,371,565,649
41.416404
-88.226779
0
1,289,542
2020-06-18 14:27:40
4,586,810,168,620,942
fraud_Douglas-White
entertainment
71.47
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
641e293dc106f6de4102a20c5644aed3
1,371,565,660
32.371073
-79.441133
0
1,289,543
2020-06-18 14:28:02
213,173,753,804,333
fraud_Sporer-Keebler
personal_care
73.94
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
bf27f3a76006162493597f4becb92afa
1,371,565,682
41.243477
-86.232527
0
1,289,544
2020-06-18 14:28:46
3,512,365,128,314,616
fraud_Greenholt, O'Hara and Balistreri
shopping_net
5.44
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
3d45d131dd9e41ed158f0498095c7eb5
1,371,565,726
37.581224
-90.851646
0
1,289,545
2020-06-18 14:28:47
342,351,256,941,125
fraud_Daugherty, Pouros and Beahan
shopping_pos
4.8
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
fee7d48ccd4fc50450f6e1e665e49533
1,371,565,727
33.90262
-84.726412
0
1,289,546
2020-06-18 14:29:39
571,844,099,986
fraud_Block-Hauck
travel
3.62
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
5f1c747a26eac5e90c13da87990c6dd1
1,371,565,779
37.791518
-86.158167
0
1,289,547
2020-06-18 14:30:58
3,551,217,896,304,745
fraud_Langworth LLC
personal_care
60.1
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
4e65b4888d80e7b22c1f7e54581be902
1,371,565,858
43.540961
-74.964457
0
1,289,548
2020-06-18 14:30:59
2,235,613,922,823,698
fraud_Moore, Williamson and Emmerich
home
46.87
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
266334aa697b2be11df7f19d314e88e1
1,371,565,859
41.741922
-105.576201
0
1,289,549
2020-06-18 14:31:16
6,011,860,238,257,910
fraud_Connelly-Carter
home
12.04
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
cc3dc0ec73dbc1a54ba486df8e5e73a6
1,371,565,876
35.850258
-98.955128
0
1,289,550
2020-06-18 14:31:30
4,092,452,671,396,169,700
fraud_Hagenes, Hermann and Stroman
travel
3.66
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
e5b9577ea9fd0a850cf93b577e7a587c
1,371,565,890
33.505668
-78.418687
0
1,289,551
2020-06-18 14:32:18
36,722,699,017,270
fraud_Jacobi and Sons
shopping_pos
357.88
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
1a79f8d1cf141eeaf63bf4339d8c8bd4
1,371,565,938
33.571554
-112.052038
0
1,289,552
2020-06-18 14:32:48
4,450,831,335,606,294
fraud_Weimann, Kuhic and Beahan
shopping_pos
5.34
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
f8bd9c8e4bc571c8401abd170bcc7347
1,371,565,968
34.186965
-95.650224
0
1,289,553
2020-06-18 14:32:50
4,169,759,661,243,568
fraud_Turcotte-Halvorson
misc_pos
1.88
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
059ae2574c9181c94166848750c5434f
1,371,565,970
39.277396
-77.440523
0
1,289,554
2020-06-18 14:33:08
4,957,924,165,498
fraud_Schuppe LLC
entertainment
2.9
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
e46e93c8849ca06ecdb68ee81498da92
1,371,565,988
40.068813
-102.716576
0
1,289,555
2020-06-18 14:34:31
2,248,735,346,244,816
fraud_Waters-Cruickshank
health_fitness
35.95
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
7178f0ef1b4a453479874b91cc2f04b4
1,371,566,071
38.02905
-101.094815
0
1,289,556
2020-06-18 14:34:58
30,199,621,383,748
fraud_Reilly LLC
home
38.04
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
cfb9f0db2f53c8cd9bd73089c566668f
1,371,566,098
32.771395
-96.387902
0
1,289,557
2020-06-18 14:35:49
2,283,743,876,903,625
fraud_Kilback Group
food_dining
104.08
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
ad48f285095d00d2e5a7d04ba2d7ac3e
1,371,566,149
34.168191
-83.733443
0
1,289,558
2020-06-18 14:36:07
3,575,789,281,659,026
fraud_Reichel, Bradtke and Blanda
travel
5.87
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
78f2d5c4617dba46bf9ea17677554f9d
1,371,566,167
38.314004
-94.085335
0
1,289,559
2020-06-18 14:36:41
4,400,011,257,587,662,000
fraud_Durgan, Gislason and Spencer
home
3.87
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
fa501ab23c7cfd4e8a1a3ca10bbcaaed
1,371,566,201
42.256038
-99.154541
0
1,289,560
2020-06-18 14:36:45
4,342,532,437,704,183
fraud_Willms, Kris and Bergnaum
shopping_pos
4.05
Kevin
Elliott
M
1852 Vincent Isle Suite 328
Newark Valley
NY
13,811
42.2281
-76.1625
4,354
Further education lecturer
1994-02-16
dc7008d40ac41bf1e54d61685c88f268
1,371,566,205
42.03002
-75.668411
0
1,289,561
2020-06-18 14:37:28
4,451,952,084,362,894
fraud_Runte, Green and Emard
health_fitness
74.43
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
e5d093fcfc170c9f16e5b24c32ff4c46
1,371,566,248
35.011634
-101.947939
0
1,289,562
2020-06-18 14:37:33
4,613,314,721,966
fraud_Morissette-Schaefer
personal_care
73.47
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
0fe1b800ce6628a9f3c61ef4c9d455af
1,371,566,253
36.326575
-81.895902
0
1,289,563
2020-06-18 14:37:59
3,597,926,034,019,603
fraud_Langosh, Wintheiser and Hyatt
food_dining
39
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
12db87954eed8546eebf2f3cb7a21f2e
1,371,566,279
34.827577
-88.707204
0
1,289,564
2020-06-18 14:38:15
376,028,110,684,021
fraud_Padberg-Sauer
home
88.26
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
8fd832cff555f00f9069b061279d9338
1,371,566,295
40.094419
-93.210684
0
1,289,565
2020-06-18 14:38:20
675,909,898,057
fraud_Hirthe-Beier
health_fitness
41.77
Christopher
Henry
M
1198 Robert Stravenue Apt. 479
Armonk
NY
10,504
41.136
-73.7009
7,987
Television/film/video producer
1964-03-16
5caa00ee77eaad4753b34f007a002b87
1,371,566,300
41.429748
-73.12508
0
1,289,566
2020-06-18 14:38:38
180,017,442,990,269
fraud_Breitenberg-Hermiston
kids_pets
102.5
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
7da26254d57a4c984090ab33afdc4511
1,371,566,318
41.821909
-73.788499
0
1,289,567
2020-06-18 14:38:45
4,607,072,969,078,276
fraud_Langworth, Boehm and Gulgowski
shopping_net
4.69
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
4314deb39d0a92a0df4b4865f5e460ec
1,371,566,325
35.502661
-97.89286
0
1,289,568
2020-06-18 14:38:49
180,048,185,037,117
fraud_Weimann, Kuhic and Beahan
shopping_pos
2.45
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
0fc83ae9ac470dcd25342771006a52ac
1,371,566,329
39.812167
-74.503688
0
1,289,569
2020-06-18 14:39:39
213,112,402,583,773
fraud_Dare, Casper and Bartoletti
kids_pets
15.41
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
4108a8315bb6d738125fbd30dafa3e05
1,371,566,379
33.566024
-82.390545
0
1,289,570
2020-06-18 14:41:16
4,939,976,756,738,216
fraud_Mosciski Group
travel
9.61
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
9f9f30849e9899ea7803411e001a1a6a
1,371,566,476
26.079957
-99.722114
0
1,289,571
2020-06-18 14:41:31
30,270,432,095,985
fraud_Durgan, Gislason and Spencer
home
61.56
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
f1dd014e829d19ac5e3c781acda3c82f
1,371,566,491
41.242488
-91.568221
0
1,289,572
2020-06-18 14:41:48
341,542,810,616,333
fraud_Kub PLC
personal_care
67.93
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
94106927191ee091a014ac5302faba72
1,371,566,508
38.632733
-93.503428
0
1,289,573
2020-06-18 14:41:52
4,992,346,398,065,154,000
fraud_Mueller, Gerhold and Mueller
health_fitness
1.04
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
d23a514544f1fa02a1f7c8dc2ef7bd5a
1,371,566,512
41.827648
-89.163356
0
1,289,574
2020-06-18 14:42:29
4,745,996,322,265
fraud_Daugherty, Pouros and Beahan
shopping_pos
153.14
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
8da887adc90c20d45bb51b632aa652ce
1,371,566,549
42.309391
-86.841525
0
1,289,575
2020-06-18 14:42:38
3,531,129,874,770,000
fraud_Durgan, Gislason and Spencer
home
57.77
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
53f40da950dded13fff371cad8d3ff0e
1,371,566,558
43.492501
-72.589155
0
1,289,576
2020-06-18 14:42:53
377,654,590,313,960
fraud_Nolan-Williamson
kids_pets
92.62
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
698c7847f05458fcbef10055f37ab775
1,371,566,573
35.841266
-83.528607
0
1,289,577
2020-06-18 14:43:03
3,518,758,680,062,249
fraud_Metz, Russel and Metz
kids_pets
103.73
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
27b164d9cf17eaca2e524130332a19dd
1,371,566,583
38.376019
-108.872665
0
1,289,578
2020-06-18 14:43:37
6,011,724,471,098,086
fraud_Crona and Sons
kids_pets
31.5
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
6d13b614d4257557c53229937ca9df02
1,371,566,617
45.889245
-119.581559
0
1,289,579
2020-06-18 14:45:15
3,528,231,451,607,350
fraud_Little-Gleichner
travel
5.03
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
c0a39b8899c8f7c068d2cb41b3dbf311
1,371,566,715
39.225695
-75.610892
0
1,289,580
2020-06-18 14:46:56
345,933,964,507,467
fraud_Stamm-Rodriguez
misc_pos
5.29
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
a8838f1491781785aeda17f9175b0b0d
1,371,566,816
38.750522
-75.378848
0
1,289,581
2020-06-18 14:48:34
3,596,217,206,093,829
fraud_Bernier and Sons
kids_pets
82.55
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
0c0f9b425818c9e56bfc682e6abede5b
1,371,566,914
39.916874
-91.796999
0
1,289,582
2020-06-18 14:49:23
213,141,712,584,544
fraud_Graham and Sons
health_fitness
113.32
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
140db70327ee64c7dfe86e1da1eb6f58
1,371,566,963
32.571829
-91.09473
0
1,289,583
2020-06-18 14:49:29
4,653,879,239,169,997
fraud_Pfeffer and Sons
shopping_pos
9.57
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
1e0d0a144cd773303ee1e42b90a0a0e1
1,371,566,969
37.855659
-85.615355
0
1,289,584
2020-06-18 14:50:11
3,596,217,206,093,829
fraud_Bednar PLC
kids_pets
20.91
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
99d722146c06432276348dedb346b9e1
1,371,567,011
41.566968
-91.962043
0
1,289,585
2020-06-18 14:50:12
36,913,587,729,122
fraud_Jast Ltd
shopping_net
335.28
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
08fc99a8894ba7d01d56e320f10373d6
1,371,567,012
43.098679
-116.563412
0
1,289,586
2020-06-18 14:51:00
6,597,888,193,422,452
fraud_Abbott-Rogahn
entertainment
54.72
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
bdb2b44cf5829252dc9f4ea86afb6b33
1,371,567,060
34.4915
-98.979213
0
1,289,587
2020-06-18 14:51:34
3,543,591,270,174,051
fraud_Haag-Blanda
food_dining
4.25
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
12bb740b19a56cebdede0d0db9351eee
1,371,567,094
39.90072
-78.023478
0
1,289,588
2020-06-18 14:52:23
676,308,307,625
fraud_Macejkovic-Lesch
shopping_pos
6.06
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
f5f7e7ea653f7679a05428d75af25d6d
1,371,567,143
39.385454
-120.663993
0
1,289,589
2020-06-18 14:52:36
4,450,831,335,606,294
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
4.77
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
5b945587c4cc44d5f2fc367f54fd38c2
1,371,567,156
35.565633
-95.915087
0
1,289,590
2020-06-18 14:53:02
3,581,130,339,108,561
fraud_Lubowitz-Walter
kids_pets
108.23
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
ddac764cce93a547d8cb1ffdb5853e37
1,371,567,182
40.07853
-80.829227
0
1,289,591
2020-06-18 14:53:13
4,010,002,218,955,876
fraud_Kuhic, Bins and Pfeffer
shopping_net
47.67
Jennifer
Bishop
F
589 Matthew Brooks
Houston
TX
77,026
29.7972
-95.3288
2,906,700
Animator
1983-08-24
c5fd9c429c95f34778e54553bfe1036d
1,371,567,193
29.096152
-94.553705
0
1,289,592
2020-06-18 14:54:09
4,328,928,491,302,401
fraud_Armstrong, Walter and Gottlieb
food_dining
30.52
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
50684dafd51ab4ba2842f281982ac92b
1,371,567,249
42.382375
-88.185561
0
1,289,593
2020-06-18 14:54:29
30,234,966,027,947
fraud_Baumbach, Strosin and Nicolas
shopping_pos
5.35
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
b297c8e4465420557612b50a59c1b777
1,371,567,269
44.590134
-88.580231
0
1,289,594
2020-06-18 14:55:08
2,576,709,887,791,552
fraud_McLaughlin, Armstrong and Koepp
travel
6.53
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
fdb1ed398244b37b0b1593e2c74978ba
1,371,567,308
32.596331
-116.778995
0
1,289,595
2020-06-18 14:55:35
3,534,718,226,968,689
fraud_Renner Ltd
home
65.41
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
10922e05559ba9d0e7d3661c3bd53fd7
1,371,567,335
37.978937
-88.236263
0
1,289,596
2020-06-18 14:55:36
502,012,776,709
fraud_Kutch-Wilderman
home
8.63
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
8f048406f81c82e6c40ff1703e3ee553
1,371,567,336
41.82005
-74.71928
0
1,289,597
2020-06-18 14:55:56
6,538,891,242,532,018
fraud_Schneider, Hayes and Nikolaus
food_dining
98.43
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
0a73d1aa7a5f66f54bdb1634d0df4fab
1,371,567,356
35.530075
-90.830404
0
1,289,598
2020-06-18 14:55:56
4,364,010,865,167,176
fraud_Kris-Weimann
misc_net
9.53
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
98693a9992ec9c9b0ce66e3d636bab84
1,371,567,356
39.050894
-119.651509
0
1,289,599
2020-06-18 14:56:35
30,273,037,698,427
fraud_Howe Ltd
misc_pos
254.62
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
229927ba88261f86325d67bd80cc25b0
1,371,567,395
34.626538
-92.354988
0