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
13,100
2020-06-25 15:56:52
4,089,096,483,689,733,600
fraud_Schneider, Hayes and Nikolaus
food_dining
98.81
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
598219127b99fcf4c260976179687842
1,372,175,812
32.832928
-94.24575
0
13,101
2020-06-25 15:56:52
30,044,330,818,990
fraud_Crist, Jakubowski and Littel
home
28.48
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
b86c7f47951274baff0944a293f77082
1,372,175,812
26.913732
-81.70789
0
13,102
2020-06-25 15:57:30
30,199,621,383,748
fraud_Roob, Conn and Tremblay
shopping_pos
7.24
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
4786833ee6c1454945a26935ae5c8aa6
1,372,175,850
33.69607
-95.79613
0
13,103
2020-06-25 15:57:49
30,561,214,688,470
fraud_Boehm, Predovic and Reinger
misc_pos
1.47
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
bfbc0891dd7c77e12572cc4cde9f73fa
1,372,175,869
41.014093
-75.812512
0
13,104
2020-06-25 15:59:51
4,792,627,764,422,478,000
fraud_Cartwright PLC
kids_pets
13.23
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
ec8f31f4defcbc83d9145619ab125fa8
1,372,175,991
39.741959
-95.183045
0
13,105
2020-06-25 16:00:05
4,755,696,071,492
fraud_Brown Inc
kids_pets
41.01
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
597efe29848a04d549d2e5a674458fd0
1,372,176,005
32.516382
-97.248036
0
13,106
2020-06-25 16:00:18
6,011,104,316,292,105
fraud_Windler, Goodwin and Kovacek
home
91.58
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
9a4e8383ed6b9ace9fe9271dfe8b3be1
1,372,176,018
37.826391
-78.835794
0
13,107
2020-06-25 16:00:45
4,560,395,181,594,436,000
fraud_Hammes-Beatty
kids_pets
79.29
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
795c30fb649542d2a7d35fc83e101714
1,372,176,045
38.38775
-123.786295
0
13,108
2020-06-25 16:01:01
30,234,966,027,947
fraud_Adams-Barrows
health_fitness
179.58
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
0f2b5c0396e8e5b9eab92d1b6a22c69a
1,372,176,061
44.305661
-87.229347
0
13,109
2020-06-25 16:01:02
4,410,582,919,485,061,600
fraud_Hoppe-Parisian
kids_pets
49.33
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
a7da22eb954f57d6459b870d4ffe4901
1,372,176,062
32.264176
-81.973899
0
13,110
2020-06-25 16:01:49
4,048,508,450,704,760
fraud_O'Connell, Botsford and Hand
home
60.2
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
682931b60eaa7806406f14b4555200b5
1,372,176,109
42.223769
-97.386483
0
13,111
2020-06-25 16:03:29
4,810,839,835,482,794,000
fraud_Fritsch and Sons
health_fitness
74.86
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
5da413d0be40a48f2ea0317b255fa489
1,372,176,209
37.629464
-94.347535
0
13,112
2020-06-25 16:03:45
3,531,129,874,770,000
fraud_Macejkovic-Lesch
shopping_pos
112.55
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
0d3901c0d0b82fabd59b6c36b4b7c980
1,372,176,225
43.949948
-73.883844
0
13,113
2020-06-25 16:05:38
180,036,456,789,979
fraud_Boyer PLC
shopping_net
5.46
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
fe5e5f8cf97adbcf0bde3b65f569b5d4
1,372,176,338
42.644517
-90.371277
0
13,114
2020-06-25 16:05:56
676,298,633,337
fraud_Hills-Witting
shopping_net
1.63
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
9ff3b623d97625f469a8a07969dbd395
1,372,176,356
39.709315
-80.795039
0
13,115
2020-06-25 16:06:29
4,026,222,041,577
fraud_Terry-Huel
shopping_net
3.44
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
e9d9619eb02faf7b5b42cff27e779703
1,372,176,389
42.422088
-71.262644
0
13,116
2020-06-25 16:06:38
4,476,840,372,112
fraud_Jewess LLC
shopping_pos
9.93
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
e380e6665dc8097d4f041c982cbaba2e
1,372,176,398
35.035692
-86.657292
0
13,117
2020-06-25 16:07:18
6,011,231,546,538,393
fraud_Witting, Beer and Ernser
home
124.49
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
7baa06484e8ebba16f2f9fd8c6a794c5
1,372,176,438
41.762269
-73.533503
0
13,118
2020-06-25 16:08:49
4,897,067,971,111,210,000
fraud_Lowe, Dietrich and Erdman
kids_pets
89.77
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
aa7685169c075f07b56b617420664c73
1,372,176,529
27.911065
-83.197855
0
13,119
2020-06-25 16:08:58
30,199,621,383,748
fraud_Bahringer, Osinski and Block
food_dining
52.95
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
8db52182876906f6dc0e83cdbfc4ad01
1,372,176,538
33.075045
-96.723056
0
13,120
2020-06-25 16:09:38
4,025,612,008,285,111
fraud_Douglas-White
entertainment
6.04
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
efe2cbe76b017958b49ed0b2a1665388
1,372,176,578
40.896899
-78.81587
0
13,121
2020-06-25 16:09:43
6,592,243,974,328,236
fraud_Dooley Inc
shopping_pos
5.31
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
947893f6ec9e25c4d487e0c2eec95c6d
1,372,176,583
31.528593
-86.207979
0
13,122
2020-06-25 16:09:56
4,069,975,342,931,683
fraud_Okuneva, Schneider and Rau
shopping_pos
47.93
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
6e9b1bb0d351b3962cc53984ebc0c015
1,372,176,596
38.99163
-82.525408
0
13,123
2020-06-25 16:10:05
5,388,659,976,630,693
fraud_Marvin-Lind
personal_care
45.13
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
646c3ee2812f281df5f9a2335f2837f8
1,372,176,605
43.596281
-90.775948
0
13,124
2020-06-25 16:11:28
3,525,590,521,269,779
fraud_Quitzon-Goyette
home
29.46
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
fc7f6b01a5cec3b593ddb7d21ef06551
1,372,176,688
35.336518
-79.757467
0
13,125
2020-06-25 16:11:48
6,011,893,664,860,915
fraud_Rau-Robel
kids_pets
10.06
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
3c896d757070001133b017494e50ad57
1,372,176,708
38.981389
-104.200982
0
13,126
2020-06-25 16:11:54
4,069,975,342,931,683
fraud_Goyette, Howell and Collier
shopping_pos
4.16
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
798e68e7fefc8ca6ed4050fb8493afbc
1,372,176,714
38.676372
-81.182978
0
13,127
2020-06-25 16:13:10
4,836,998,673,805,450
fraud_Lubowitz, Terry and Stracke
personal_care
27.36
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
e0620c1b8ac9cef3a2562f60b8a3d3d8
1,372,176,790
45.819571
-85.394092
0
13,128
2020-06-25 16:13:21
3,599,237,318,576,484
fraud_Brown, Homenick and Lesch
health_fitness
90.03
Jessica
Smith
F
06808 Ryan Valleys
Dubre
KY
42,731
36.8421
-85.5396
341
Insurance risk surveyor
1932-11-19
70f495da46288e05b67ac3ad1433b4ae
1,372,176,801
36.023071
-84.981406
0
13,129
2020-06-25 16:13:39
3,598,215,285,024,754
fraud_Bartoletti and Sons
personal_care
27.51
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
c14d19d5906bf20b5bff4a5c281a8125
1,372,176,819
40.479881
-74.510741
0
13,130
2020-06-25 16:13:42
4,890,424,426,862,857,000
fraud_Schmeler, Bashirian and Price
shopping_net
13.73
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
6b92c48c44293715f3b34b018dbe5ec0
1,372,176,822
39.405415
-121.293917
0
13,131
2020-06-25 16:14:04
213,141,712,584,544
fraud_Mayert Group
shopping_pos
313.55
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
d7fed9aded71cc365de21b0656fea856
1,372,176,844
32.324166
-90.658376
0
13,132
2020-06-25 16:14:26
6,011,542,681,743,618
fraud_Fahey Inc
kids_pets
49.09
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
585655af77d18fd3690ee5a381e705b9
1,372,176,866
39.478482
-79.562409
0
13,133
2020-06-25 16:14:52
30,263,540,414,123
fraud_Kuhn Group
food_dining
7.59
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
0617231863a65481247e5f59c5dfd58f
1,372,176,892
36.98135
-113.330661
0
13,134
2020-06-25 16:15:35
676,275,912,597
fraud_Haley, Batz and Auer
health_fitness
71.41
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
32707a93ee81be2023a098821d2add84
1,372,176,935
44.146692
-85.690894
0
13,135
2020-06-25 16:16:06
3,562,679,455,732,797
fraud_Hamill-D'Amore
health_fitness
15.91
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
7df757750b09de1d456d572539ee6920
1,372,176,966
39.704883
-75.882012
0
13,136
2020-06-25 16:16:26
30,518,196,150,127
fraud_Nienow, Barrows and Romaguera
personal_care
42.3
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
6a9f1328cfe47116395c9e8e5019c9a1
1,372,176,986
40.058229
-87.801259
0
13,137
2020-06-25 16:16:33
4,342,532,437,704,183
fraud_Reichert-Weissnat
travel
8.46
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
ec28db33377604f73b81f0794ab2133b
1,372,176,993
41.242181
-76.283501
0
13,138
2020-06-25 16:16:36
3,529,597,810,116,815
fraud_Collier LLC
home
19.15
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
b7b2c7d332b7266b5364306795de4cda
1,372,176,996
41.079511
-77.524869
0
13,139
2020-06-25 16:16:47
4,560,004,149,983,868,400
fraud_Goyette Inc
shopping_net
11.23
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
db8af3de1f87e704cc7b5a03c4b53a1c
1,372,177,007
39.179124
-104.676073
0
13,140
2020-06-25 16:17:49
639,023,984,367
fraud_Deckow-Dare
food_dining
6.13
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
b627908de08580c48353540d99368d70
1,372,177,069
44.305138
-74.057095
0
13,141
2020-06-25 16:18:29
4,613,314,721,966
fraud_Ebert-Daugherty
travel
502.01
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
9e6201dc53c66bf35104bfdfc5d0cecc
1,372,177,109
35.388485
-81.339153
0
13,142
2020-06-25 16:19:20
4,089,096,483,689,733,600
fraud_Kris-Kertzmann
travel
6.12
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
a76881251b2fae79a5908b37b86d4555
1,372,177,160
32.897861
-94.91255
0
13,143
2020-06-25 16:19:48
3,589,255,887,819,806
fraud_Jast-McDermott
shopping_pos
9.56
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
c50733927fc815bf1c04462d2cc968d6
1,372,177,188
39.164912
-78.93836
0
13,144
2020-06-25 16:20:07
213,114,122,496,591
fraud_Armstrong, Walter and Gottlieb
food_dining
13.36
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
2d8167b519c4365798ba7995cd625abc
1,372,177,207
43.887838
-94.209927
0
13,145
2020-06-25 16:20:31
4,683,638,447,911
fraud_Cronin, Kshlerin and Weber
health_fitness
70.9
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
38aad9810cd264ed287105ba0fbb17b1
1,372,177,231
30.253332
-93.443482
0
13,146
2020-06-25 16:20:52
676,234,256,292
fraud_Armstrong, Walter and Gottlieb
food_dining
57.97
David
Vasquez
M
06539 Gregory Mountains Suite 029
Parker Dam
CA
92,267
34.298
-114.156
126
Marketing executive
1992-10-07
a266bd8aeeded95ef5792ad5f1d8cda8
1,372,177,252
34.090761
-113.160281
0
13,147
2020-06-25 16:21:53
2,231,186,809,828,225
fraud_Jerde-Hermann
travel
2.78
Katherine
Pennington
F
73869 Connie Prairie
Vienna
GA
31,092
32.0913
-83.7922
7,420
Phytotherapist
1957-01-15
82d6a1fecf70a80a6aa98b56a60519f7
1,372,177,313
32.141993
-84.405235
0
13,148
2020-06-25 16:22:03
3,587,960,728,692,500
fraud_Berge, Kautzer and Harris
personal_care
5.69
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
e146c497dd5aab418efb35b8dd975bb1
1,372,177,323
42.071983
-94.723042
0
13,149
2020-06-25 16:22:25
30,103,132,002,433
fraud_Bechtelar-Rippin
food_dining
164.19
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
b9a12f54b674d3f08f904db1917d268c
1,372,177,345
41.478384
-77.555845
0
13,150
2020-06-25 16:22:40
4,710,826,438,164,848,000
fraud_Gaylord-Powlowski
home
40.52
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
f02635db252a00e9ff59cb1a64724cb5
1,372,177,360
48.743253
-107.793039
0
13,151
2020-06-25 16:23:02
348,789,608,637,806
fraud_Wilkinson Ltd
entertainment
11.78
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
a9ade28f3aa31f6534b96bb7cb4ba67f
1,372,177,382
40.96902
-97.966163
0
13,152
2020-06-25 16:23:14
30,082,025,922,891
fraud_Windler, Goodwin and Kovacek
home
40.47
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
35fb1a2cb101913dd8a07b0728b74d97
1,372,177,394
26.256756
-81.789274
0
13,153
2020-06-25 16:23:46
213,161,293,389,774
fraud_Durgan, Gislason and Spencer
home
26.44
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
abb72626daac4348d5d61bf17a5e1355
1,372,177,426
43.985219
-77.770192
0
13,154
2020-06-25 16:24:03
4,446,368,897,795,790
fraud_Welch, Rath and Koepp
entertainment
81.59
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
43f52bef9d58ca99bb8fc99126ff94bc
1,372,177,443
38.212592
-74.826893
0
13,155
2020-06-25 16:24:13
4,839,615,922,685,395
fraud_Jakubowski Inc
home
23.61
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
0d71b61ccc8011c297166e837392b16b
1,372,177,453
38.702816
-87.160914
0
13,156
2020-06-25 16:25:27
377,550,167,323,848
fraud_Lemke and Sons
travel
2
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
3e74108947385f448b1c965aa9e385f0
1,372,177,527
43.914934
-69.475582
0
13,157
2020-06-25 16:25:47
340,951,438,290,556
fraud_Berge-Ullrich
home
66.36
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
766ff6ff4103bcda217d7013e7b01957
1,372,177,547
40.354512
-74.890085
0
13,158
2020-06-25 16:26:11
4,079,773,899,158
fraud_Hirthe-Beier
health_fitness
21.87
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
76a1a4dcae223142b129f43668c771e1
1,372,177,571
45.407696
-116.242675
0
13,159
2020-06-25 16:26:23
3,521,417,320,836,166
fraud_Lang, Towne and Schuppe
kids_pets
48.95
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
0c89825c107b33b4cdf3b7eef2e7b3cc
1,372,177,583
39.685401
-87.064198
0
13,160
2020-06-25 16:26:29
6,011,367,958,204,270
fraud_Connelly PLC
food_dining
99.32
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
0707db341751975db34f96bf20bc218b
1,372,177,589
40.742862
-81.914332
0
13,161
2020-06-25 16:26:59
4,006,047,418,382
fraud_Kris-Kertzmann
travel
1.63
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
c7316a3edc5e608fefec017ad0d6ae6e
1,372,177,619
37.596437
-85.086543
0
13,162
2020-06-25 16:27:42
2,224,100,459,250,597
fraud_Bahringer Group
health_fitness
59.91
Sheri
Thomas
F
019 Kimberly Light Apt. 039
Kings Bay
GA
31,547
30.7906
-81.5607
1,293
Naval architect
1963-09-11
ec83487895cb38ca74a2a8f38036969e
1,372,177,662
31.756593
-82.060579
0
13,163
2020-06-25 16:29:06
3,521,815,216,091,574
fraud_Hickle Group
shopping_pos
163.31
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
70148758b5515dc34f17aea0cb516aae
1,372,177,746
40.140653
-105.94525
0
13,164
2020-06-25 16:29:09
180,094,419,304,907
fraud_Parker, Nolan and Trantow
entertainment
116.73
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
507c3a3db509aac58cec2e9b517e2ef5
1,372,177,749
33.903375
-117.501837
0
13,165
2020-06-25 16:29:19
213,186,880,359,195
fraud_Auer LLC
personal_care
72.5
Craig
Franco
M
9242 Vanessa Ramp Apt. 525
Smithfield
IL
61,477
40.4855
-90.2856
631
Futures trader
1973-02-14
b787ea84111824407a4870c1ad1a65ed
1,372,177,759
41.295891
-89.620119
0
13,166
2020-06-25 16:29:46
6,517,217,825,320,610
fraud_Hills, Hegmann and Schaefer
health_fitness
47
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
059a748fafbd8ed7886e228e7f60e746
1,372,177,786
30.970815
-90.132668
0
13,167
2020-06-25 16:30:13
377,550,167,323,848
fraud_Abbott-Steuber
personal_care
3.24
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
dd6a8f4a787bc906b0d46935ede36b8c
1,372,177,813
43.192146
-71.220144
0
13,168
2020-06-25 16:30:47
3,560,797,065,840,735
fraud_Dare, Casper and Bartoletti
kids_pets
78.03
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
2804bb8e2ef4f247eabbdf40ea6abfe2
1,372,177,847
45.194036
-101.521694
0
13,169
2020-06-25 16:31:24
630,423,337,322
fraud_Kihn Inc
shopping_pos
8.8
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
25f7846c6b883ffa97098e313f2a940d
1,372,177,884
49.879644
-119.111832
0
13,170
2020-06-25 16:31:47
38,947,654,498,698
fraud_Graham, Hegmann and Hammes
food_dining
4.52
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
6f8755d9f4d0c87ec5155caa146a3575
1,372,177,907
39.973507
-83.237304
0
13,171
2020-06-25 16:32:32
4,518,350,514,020,532
fraud_Altenwerth-Kilback
home
58.47
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
fd6b5e82a28431db8b49d3de45cf150a
1,372,177,952
28.045817
-82.193196
0
13,172
2020-06-25 16:32:48
676,298,633,337
fraud_Heathcote LLC
shopping_net
5.7
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
8b8eb405b547fccd1aad0f809042e3c7
1,372,177,968
40.233481
-79.723681
0
13,173
2020-06-25 16:33:06
2,254,799,658,404,120
fraud_Padberg-Sauer
home
30.37
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
b2f8581b8e196a93c96cdba6caf215e1
1,372,177,986
31.044571
-82.586989
0
13,174
2020-06-25 16:33:16
3,582,402,971,899,057
fraud_Romaguera and Sons
travel
9.42
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
0821348f0812b7d6fba9d7aba9a49bac
1,372,177,996
47.274553
-117.547586
0
13,175
2020-06-25 16:33:20
4,859,525,594,182,537
fraud_Turner, Ruecker and Parisian
misc_pos
6.06
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
417ec9db6d2b2a354f5d17e8b758a4f5
1,372,178,000
41.593417
-75.293835
0
13,176
2020-06-25 16:33:57
343,464,013,864,032
fraud_Rau-Robel
kids_pets
101.16
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
04a9cfef3f40318247de73ebbe1c5bfb
1,372,178,037
35.863699
-77.881318
0
13,177
2020-06-25 16:35:09
4,769,426,683,924,059,000
fraud_Wilkinson LLC
personal_care
86.33
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
d8d8f8d63640c3dbb9661628fa459eb1
1,372,178,109
39.799707
-76.732862
0
13,178
2020-06-25 16:36:04
373,213,026,644,490
fraud_Lynch Ltd
shopping_pos
5.89
Bobby
Smith
M
3495 Williams Stream
San Diego
CA
92,101
32.7185
-117.1593
1,241,364
Comptroller
1987-11-30
0fdb6fdd6f4a711ba875de0751dccc29
1,372,178,164
32.991018
-117.843348
0
13,179
2020-06-25 16:36:33
5,456,776,410,929,288
fraud_Hamill-D'Amore
health_fitness
134
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
ec7e9efe17294d6e040a3c5172e1e64e
1,372,178,193
41.677944
-79.097399
0
13,180
2020-06-25 16:36:35
571,365,235,126
fraud_Nolan-Williamson
kids_pets
12.83
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
5b5f29edeb47ee2d6c6d3c19bacf0a0f
1,372,178,195
43.730069
-85.533536
0
13,181
2020-06-25 16:36:43
4,040,099,974,063,068,700
fraud_Daugherty-Thompson
food_dining
53.07
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
068480d6fcc5fe832ff2667b4ac0ff67
1,372,178,203
47.813643
-101.951865
0
13,182
2020-06-25 16:36:56
4,658,117,080,136
fraud_Dickinson-Rempel
misc_pos
2.36
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
211e9564c3728984ed263437c20613c8
1,372,178,216
36.119777
-108.745441
0
13,183
2020-06-25 16:37:05
4,623,560,839,669
fraud_Kunze, Larkin and Mayert
travel
9.46
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
edb541fb23d209bf3c64aebf76148c62
1,372,178,225
43.033123
-94.893463
0
13,184
2020-06-25 16:37:24
213,163,860,545,705
fraud_Bernier and Sons
kids_pets
43.36
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
465942331a154078b3b9e7c73a993a8e
1,372,178,244
33.11428
-82.716641
0
13,185
2020-06-25 16:38:00
4,209,696,857,872,688,600
fraud_Fadel-Hilpert
health_fitness
31.64
Sarah
Bell
F
6963 Russell Causeway Suite 231
Galatia
IL
62,935
37.8274
-88.6235
1,943
Restaurant manager, fast food
1971-10-19
9feb0648ad01f660fcc5910bcc9fbf74
1,372,178,280
38.360764
-87.830738
0
13,186
2020-06-25 16:43:16
3,598,014,571,045,296
fraud_Jacobi and Sons
shopping_pos
298.48
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
4a809ee48d21f86a3168e02448676ede
1,372,178,596
36.402943
-76.525203
0
13,187
2020-06-25 16:43:35
340,953,839,692,349
fraud_Bode-Rempel
kids_pets
16.08
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
07ce975f723b455e5b17c1c1550d9a97
1,372,178,615
42.098963
-83.297171
0
13,188
2020-06-25 16:44:10
372,509,258,176,510
fraud_Johnston-Casper
travel
4.91
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
012ed0e7a3b3fbb830915c70c8f9c429
1,372,178,650
43.509594
-82.679044
0
13,189
2020-06-25 16:44:11
6,517,217,825,320,610
fraud_Rolfson-Kunde
personal_care
72.79
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
66d0dd17a364cf2f92bacd90f4bceefa
1,372,178,651
31.349548
-89.329153
0
13,190
2020-06-25 16:44:16
4,939,976,756,738,216
fraud_Streich Ltd
home
21.59
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
259b660583fe7e2b9db2f72c7451e5fa
1,372,178,656
26.371184
-99.209793
0
13,191
2020-06-25 16:44:37
4,512,828,414,983,802,000
fraud_Torp-Lemke
misc_pos
1.7
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
66fd01c00d80361c6961fa2bfe16b51a
1,372,178,677
39.84817
-78.82125
0
13,192
2020-06-25 16:45:01
3,500,969,075,198,072
fraud_Nienow PLC
entertainment
89.42
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
952e67fd44b4ff687560ca85603bfcad
1,372,178,701
47.928429
-116.550328
0
13,193
2020-06-25 16:45:46
3,562,264,947,797,243
fraud_Koss, McLaughlin and Mayer
food_dining
27.51
Anthony
Velasquez
M
609 Hunt Grove
Saint Francis
KY
40,062
37.6047
-85.4251
301
Research officer, political party
1967-03-17
f6b88fee24ec40718e1a999ba9980ce2
1,372,178,746
37.211324
-85.471271
0
13,194
2020-06-25 16:47:49
38,580,485,618,059
fraud_Gleason and Sons
kids_pets
16.35
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
b0d43da8db515b1c0e7fb5a3d20020c9
1,372,178,869
49.281521
-103.988293
0
13,195
2020-06-25 16:47:59
180,064,817,343,047
fraud_Runte-Mohr
food_dining
17.11
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
2e54c8416afaca367eb51f31ac8a60cc
1,372,178,879
36.955071
-86.207979
0
13,196
2020-06-25 16:48:10
4,173,950,183,554,608
fraud_Adams-Barrows
health_fitness
7.62
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
ae52052426cb64c7bb43cf3807db7375
1,372,178,890
40.60636
-74.025311
0
13,197
2020-06-25 16:49:05
377,993,105,397,617
fraud_Johns Inc
entertainment
14.95
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
5d3deffef5da33ac812d0af9802c4041
1,372,178,945
45.289636
-87.313845
0
13,198
2020-06-25 16:49:26
3,504,178,999,463,051
fraud_Bode-Rempel
kids_pets
53.03
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
504ff5d44be195c72c37821a15050699
1,372,178,966
40.175705
-84.142502
0
13,199
2020-06-25 16:49:32
3,576,021,480,694,169
fraud_Gibson-Deckow
entertainment
97.4
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
bbf8c74ea4cb87c9389c1d3dd4c9c152
1,372,178,972
38.735788
-96.129688
0