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
5,900
2019-01-04 19:32:34
5,388,659,976,630,693
fraud_Gottlieb-Hansen
personal_care
29.76
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
44fea66cf04956f7c37c05cce11bb8fd
1,325,705,554
44.156073
-91.126414
0
5,901
2019-01-04 19:32:56
580,954,173,374
fraud_Bode-Schuster
kids_pets
148.25
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
028cc6c2cfbc7282951836ede5b4d2d3
1,325,705,576
40.521197
-74.512045
0
5,902
2019-01-04 19:32:58
4,301,028,321,766,222,300
fraud_Pouros, Walker and Spencer
kids_pets
47.31
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
3fb54b039badd1d54cb42dbd8e80a2e6
1,325,705,578
40.51051
-79.591773
0
5,903
2019-01-04 19:34:13
2,266,735,643,685,262
fraud_Jakubowski Group
food_dining
56.4
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
3e4054beeb65f7552e67c156af3f9dfd
1,325,705,653
34.076877
-86.173332
0
5,904
2019-01-04 19:34:14
3,521,815,216,091,574
fraud_Nitzsche, Kessler and Wolff
shopping_pos
127.12
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
c4b4127c15823d13bbfd356c6452b1a1
1,325,705,654
40.71191
-105.60663
0
5,905
2019-01-04 19:34:37
3,590,736,522,064,285
fraud_Kulas Group
health_fitness
52.77
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
e1b4fa5aaf1b68ba8b1215dd0b3b3cef
1,325,705,677
35.011359
-93.043672
0
5,906
2019-01-04 19:35:01
375,534,208,663,984
fraud_Beer-Jast
kids_pets
48.04
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
15160d9ad6b36ab3357ad3f913105cdf
1,325,705,701
37.626252
-78.914436
0
5,907
2019-01-04 19:35:19
2,288,748,891,690,227
fraud_Champlin and Sons
home
132.62
Kathleen
Heath
F
9297 Victor Rest Apt. 382
Albuquerque
NM
87,116
35.0561
-106.5506
641,349
Charity officer
1967-01-24
6efd82d1ff2e6e9164a58b00bee09b59
1,325,705,719
35.137178
-107.289698
0
5,908
2019-01-04 19:35:24
6,554,245,334,757,802
fraud_Treutel-King
travel
2.28
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
85b08edf5cb132a99539740e7b180d21
1,325,705,724
33.868964
-117.398804
0
5,909
2019-01-04 19:36:50
3,598,215,285,024,754
fraud_Volkman-Predovic
shopping_net
5.92
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
5df0e3000e2eddfe431b45520d0bb283
1,325,705,810
41.074523
-73.803527
0
5,910
2019-01-04 19:36:56
676,372,984,911
fraud_Roob, Conn and Tremblay
shopping_pos
5.05
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
4bbfbb308739872d7d6d0fd799086ea6
1,325,705,816
40.334673
-97.983514
0
5,911
2019-01-04 19:39:36
3,545,109,339,866,548
fraud_Medhurst, Cartwright and Ebert
personal_care
2.56
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
c4e7f44a3300fca51e1192e703fdb3c0
1,325,705,976
34.347337
-90.311411
0
5,912
2019-01-04 19:39:47
2,720,830,304,681,674
fraud_Nader-Maggio
personal_care
77.88
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
1ffd52cb17600f8ad2f712e0350cc234
1,325,705,987
35.89071
-87.778247
0
5,913
2019-01-04 19:40:01
4,344,955,088,481,397
fraud_Effertz, Welch and Schowalter
entertainment
66.27
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
984a5bfd82ac4fe044bf2bdbdc5b9787
1,325,706,001
40.561751
-79.613963
0
5,914
2019-01-04 19:40:58
4,536,996,888,716,062,000
fraud_Boehm, Predovic and Reinger
misc_pos
3.84
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
827073c91ceba7f59704c61e74a7a7a1
1,325,706,058
35.243657
-105.556113
0
5,915
2019-01-04 19:42:56
4,191,109,180,926,792
fraud_Gibson-Deckow
entertainment
123.89
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
7af6881834e15532db9c1cd45d964f50
1,325,706,176
39.454613
-82.617368
0
5,916
2019-01-04 19:42:56
180,069,253,480,336
fraud_Eichmann-Kilback
home
76.73
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
c43d6a408303ae22a045fe6b6001b810
1,325,706,176
40.662105
-78.360001
0
5,917
2019-01-04 19:44:18
4,708,992,452,821,239
fraud_Fadel-Hilpert
health_fitness
6.71
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
c1ddda9d6e788144d66f4deb6c559720
1,325,706,258
35.042108
-92.320046
0
5,918
2019-01-04 19:45:48
4,658,117,080,136
fraud_Kling, Howe and Schneider
home
40.75
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
7f04cee57936b8a238bd1f9ece1fe639
1,325,706,348
36.147485
-107.310974
0
5,919
2019-01-04 19:48:54
3,599,237,318,576,484
fraud_McKenzie-Huels
food_dining
29.5
Jessica
Smith
F
06808 Ryan Valleys
Dubre
KY
42,731
36.8421
-85.5396
341
Insurance risk surveyor
1932-11-19
d588a4ce918258bbeff70d0d652398d6
1,325,706,534
37.441978
-85.879689
0
5,920
2019-01-04 19:49:16
2,719,496,466,799,416
fraud_Pollich LLC
home
55.56
Sheila
Baker
F
8030 Walker Heights
Belle Fourche
SD
57,717
44.6723
-103.8396
8,007
Hospital pharmacist
1940-09-17
8ecc098efa94e3b46f34f6b90e60ff80
1,325,706,556
44.41268
-102.95925
0
5,921
2019-01-04 19:49:29
6,597,888,193,422,452
fraud_Schumm PLC
health_fitness
10.22
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
ea93ff73d86409baf751e07c78cb6d18
1,325,706,569
32.717103
-98.024179
0
5,922
2019-01-04 19:50:39
4,476,840,372,112
fraud_Daugherty, Pouros and Beahan
shopping_pos
7.26
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
82e14d05bd9dd1c94475772f7f61be52
1,325,706,639
34.705478
-86.508146
0
5,923
2019-01-04 19:50:50
30,199,621,383,748
fraud_Schulist Ltd
food_dining
75
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
211bada788271da24082ce03be2ae526
1,325,706,650
32.880051
-96.710956
0
5,924
2019-01-04 19:52:50
4,149,635,823,017
fraud_Gulgowski LLC
home
31.83
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
d5763db01e49743b52d0a2938c8bbb42
1,325,706,770
34.791005
-86.740143
0
5,925
2019-01-04 19:52:56
4,788,103,653,396
fraud_Waelchi Inc
kids_pets
117.23
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
25bbe7512fdbbf77332c945178684e04
1,325,706,776
40.153761
-85.033496
0
5,926
2019-01-04 19:53:12
4,220,345,354,880
fraud_Kutch-Wilderman
home
83.01
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
a546ec9cc03f0a0a3e93377619068ba4
1,325,706,792
43.685409
-83.715664
0
5,927
2019-01-04 19:53:35
3,566,094,707,272,327
fraud_Kozey-Boehm
shopping_net
7.7
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
21e990607a285968110f4b7bc3cc53e9
1,325,706,815
33.382175
-117.875074
0
5,928
2019-01-04 19:55:53
213,157,767,990,030
fraud_Gleason and Sons
kids_pets
29.66
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
d551fbf00162d4aa1dfcf83db6b61979
1,325,706,953
40.721514
-110.048806
0
5,929
2019-01-04 19:56:20
571,465,035,400
fraud_Kulas Group
health_fitness
78.55
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
d4afec7303c8d622105d69f0e49fb653
1,325,706,980
42.028666
-108.043555
0
5,930
2019-01-04 19:57:51
4,587,657,402,165,341,700
fraud_Kihn-Fritsch
food_dining
1.85
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
8c19a14f1ab994132ed13c92a366c86f
1,325,707,071
41.547206
-88.1892
0
5,931
2019-01-04 19:58:09
3,543,591,270,174,051
fraud_Schroeder Group
health_fitness
3.8
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
052afe99afaef773b440cc39b936e291
1,325,707,089
39.938249
-79.563532
0
5,932
2019-01-04 19:58:17
567,868,110,212
fraud_Reichert, Shanahan and Hayes
shopping_net
62.56
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
fa8797d984bc7efef0a6c564faabdf2d
1,325,707,097
29.365822
-95.257565
0
5,933
2019-01-04 19:58:28
4,189,814,094,741
fraud_Gulgowski LLC
home
100.51
Jason
Farmer
M
33165 Larry Walks Suite 960
Ragland
AL
35,131
33.7367
-86.1619
4,159
Educational psychologist
1998-02-03
85efa9e1a1cee9b197aca3e8cd8e33bb
1,325,707,108
33.14604
-85.995144
0
5,934
2019-01-04 19:59:16
3,534,330,126,107,879
fraud_Runte-Mohr
food_dining
62.2
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
432ff44b2551f59ff8d873c3a6b0075c
1,325,707,156
45.813425
-108.40256
0
5,935
2019-01-04 19:59:34
30,290,551,782,700
fraud_Crona and Sons
kids_pets
59.36
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
e9cc9ac0607e3cb136f1d128669ecdb8
1,325,707,174
36.681917
-86.907161
0
5,936
2019-01-04 20:00:35
3,595,111,028,444,131
fraud_Weber, Thiel and Hammes
kids_pets
160.64
Jeffery
Sanders
M
5278 Sarah Station Apt. 009
Cardwell
MO
63,829
36.0434
-90.2907
1,120
Television floor manager
1957-04-17
65627fa8b584787779c17ed8c2005fe6
1,325,707,235
35.637219
-89.48172
0
5,937
2019-01-04 20:02:28
30,199,621,383,748
fraud_Reilly LLC
home
74.78
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
ac37f9dff6ed7911b89d2956418a3419
1,325,707,348
33.613274
-95.409572
0
5,938
2019-01-04 20:04:30
2,235,613,922,823,698
fraud_Boyer PLC
shopping_net
2.45
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
69fad55b2f97948f2a7912bb201cb41d
1,325,707,470
43.189008
-103.817516
0
5,939
2019-01-04 20:05:19
4,099,707,841,315,751
fraud_Jacobi Inc
health_fitness
32.96
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
284b22cded82d46fe7c93a2772b05b21
1,325,707,519
37.585439
-78.586278
0
5,940
2019-01-04 20:07:22
3,506,592,072,985,012
fraud_Barton LLC
kids_pets
93.21
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
d556e5113665cb4e6aa86111d828a36e
1,325,707,642
37.582973
-91.142185
0
5,941
2019-01-04 20:07:36
3,590,736,522,064,285
fraud_Mayert Group
shopping_pos
9.22
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
31023d454e959472172a701de408127e
1,325,707,656
33.933038
-91.567416
0
5,942
2019-01-04 20:08:35
3,502,088,871,723,054
fraud_Larkin Ltd
kids_pets
74.74
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
7da0ae4eb511e3bae0bbadd9b8f9ba51
1,325,707,715
39.883439
-76.175648
0
5,943
2019-01-04 20:08:59
4,683,638,447,911
fraud_Quitzon-Goyette
home
86.23
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
3a3ba3f7166207f34097088ec5c3208d
1,325,707,739
30.120454
-91.820436
0
5,944
2019-01-04 20:10:52
568,279,015,842
fraud_Zemlak, Tillman and Cremin
personal_care
86.7
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
b897400c3ad41ad3617fc78c5c0c4a65
1,325,707,852
47.277365
-97.028471
0
5,945
2019-01-04 20:11:15
4,996,263,498,048,679
fraud_O'Reilly, Mohr and Purdy
home
65.06
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
6839e2e8abbe1464e12b84da2463da4d
1,325,707,875
42.779353
-123.655909
0
5,946
2019-01-04 20:12:35
4,584,931,703,207,308,300
fraud_Fadel Inc
health_fitness
9.69
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
50df7346e08037af81592db121d73139
1,325,707,955
32.414082
-97.12794
0
5,947
2019-01-04 20:13:03
3,559,160,581,764,413
fraud_Wuckert-Goldner
home
76.34
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
463d313cd96ef74ea73e05597ee98bd5
1,325,707,983
42.288816
-78.482726
0
5,948
2019-01-04 20:14:35
6,011,724,471,098,086
fraud_Champlin and Sons
home
15.3
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
6d7faaf6a0c749fe104804bb52fc89b1
1,325,708,075
46.561352
-119.752076
0
5,949
2019-01-04 20:15:31
36,078,114,201,167
fraud_Bartoletti and Sons
personal_care
34.75
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
bd646114f672dec02320af8df50e5929
1,325,708,131
37.281719
-82.019029
0
5,950
2019-01-04 20:16:28
4,862,293,128,558
fraud_Fadel, Mertz and Rippin
entertainment
3.81
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
c13b7d78ae904d2f599110af4513ae67
1,325,708,188
41.980027
-78.16474
0
5,951
2019-01-04 20:16:46
4,302,480,582,202,074
fraud_Kessler Group
travel
8.05
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
175c8fbf305758394ff70b52649b07d2
1,325,708,206
42.287441
-86.193615
0
5,952
2019-01-04 20:16:50
4,178,097,073,221,156
fraud_Turcotte, McKenzie and Koss
entertainment
37.92
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
68b7b09ef58a7d1b0a4f9586ab418a69
1,325,708,210
42.363117
-86.234856
0
5,953
2019-01-04 20:18:00
2,358,122,155,477,959
fraud_Collier LLC
home
153.7
Mike
Tran
M
17355 Mendoza Bypass Suite 059
Linthicum Heights
MD
21,090
39.2092
-76.6681
9,784
Conservator, furniture
1924-10-30
829d0890a1c18bca49e977c157317455
1,325,708,280
38.79604
-76.713628
0
5,954
2019-01-04 20:18:22
573,860,193,545
fraud_Christiansen-Gusikowski
misc_pos
2.75
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
ff0f74a8732b61644e7334654b9edaee
1,325,708,302
42.372907
-88.018893
0
5,955
2019-01-04 20:18:25
6,011,652,924,285,713
fraud_Lynch Ltd
shopping_pos
6.74
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
562e9fd3e7a77ca325e4f4e49388466b
1,325,708,305
37.684026
-93.099472
0
5,956
2019-01-04 20:19:37
4,661,996,144,291,812,000
fraud_Swaniawski, Nitzsche and Welch
health_fitness
4.58
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
2fcb509b0a52d81ea5e992ccb720e3c2
1,325,708,377
41.171863
-80.148882
0
5,957
2019-01-04 20:20:02
371,226,440,126,102
fraud_Kris-Padberg
shopping_pos
128.81
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
80d97eef79b9597e8086773de767e780
1,325,708,402
38.953783
-89.349091
0
5,958
2019-01-04 20:21:10
36,485,887,555,770
fraud_Simonis-Prohaska
misc_pos
225.53
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
544c4fc4fb27d725ac7490c2f4ae9021
1,325,708,470
40.880237
-83.663026
0
5,959
2019-01-04 20:21:31
4,861,310,130,652,567,000
fraud_Graham and Sons
health_fitness
181.41
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
206130d17f90575f47facce7072d25db
1,325,708,491
29.792979
-90.968944
0
5,960
2019-01-04 20:23:14
30,518,206,766,474
fraud_Weimann-Lockman
kids_pets
44.46
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
dc889e26d12ee508455742db919fde8f
1,325,708,594
37.101146
-89.015733
0
5,961
2019-01-04 20:24:07
346,273,234,529,002
fraud_Boyer PLC
shopping_net
8.77
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
51a6b8d36e8527797db9584393f619d1
1,325,708,647
37.573741
-81.311695
0
5,962
2019-01-04 20:24:30
3,575,540,972,310,993
fraud_Schiller Ltd
personal_care
8.96
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
ae310811d097c9315aef0859182b548a
1,325,708,670
34.550265
-90.371597
0
5,963
2019-01-04 20:26:18
4,239,436,242,473
fraud_Armstrong, Walter and Gottlieb
food_dining
25.91
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
44e298bcdb4ad6f97746d1b81d6250cd
1,325,708,778
39.564922
-76.463259
0
5,964
2019-01-04 20:27:12
6,506,116,513,503,136
fraud_Denesik, Powlowski and Pouros
home
59.81
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
aa6eec8a225c8c912a34c5de39f44123
1,325,708,832
33.176325
-94.984623
0
5,965
2019-01-04 20:27:15
3,560,797,065,840,735
fraud_Bahringer Group
health_fitness
75.59
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
01a898314ce9773be22f422ad52a1271
1,325,708,835
45.931265
-101.855704
0
5,966
2019-01-04 20:27:49
5,580,563,567,307,107
fraud_Frami Group
entertainment
84.7
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
79dd02ac869fadeb6cf77eed29cfc0da
1,325,708,869
40.707041
-80.041788
0
5,967
2019-01-04 20:28:06
4,859,525,594,182,537
fraud_Dare-Marvin
entertainment
27.91
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
1e1b3fbbcb6a8cb7dc66341a85d58b18
1,325,708,886
42.414528
-74.353174
0
5,968
2019-01-04 20:29:23
30,143,713,661,454
fraud_Lakin, Ferry and Beatty
food_dining
54.01
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
a15efd9d13e62891280f53429934bfde
1,325,708,963
49.38637
-96.704658
0
5,969
2019-01-04 20:30:28
5,388,659,976,630,693
fraud_Gutmann, McLaughlin and Wiza
home
29.38
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
357d9aaac2d02efef256d78f4b63bf30
1,325,709,028
43.175586
-91.850732
0
5,970
2019-01-04 20:30:42
342,952,484,382,519
fraud_Crist, Jakubowski and Littel
home
22.61
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
cf63b84035ef9bc946c4cf56509dba72
1,325,709,042
42.206679
-72.303014
0
5,971
2019-01-04 20:30:44
3,519,232,971,341,141
fraud_Ruecker-Mayert
kids_pets
7.05
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
72b53da7007455eeb5c09123f6baa528
1,325,709,044
39.939551
-79.967493
0
5,972
2019-01-04 20:30:45
30,238,755,902,988
fraud_McDermott, Osinski and Morar
home
74.02
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
e0b76cead1fd2a8e4c85101e34be9eff
1,325,709,045
29.891019
-98.249364
0
5,973
2019-01-04 20:31:42
3,565,196,229,855,512
fraud_Eichmann, Hayes and Treutel
travel
28.87
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
f507d661e8adefbca1928cadccdbd3f4
1,325,709,102
39.71404
-93.975043
0
5,974
2019-01-04 20:31:58
4,181,833,256,558,614,000
fraud_Conroy-Emard
food_dining
4.32
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
8137f547c209486214a1ce07640f627e
1,325,709,118
36.225254
-104.904342
0
5,975
2019-01-04 20:33:55
3,576,021,480,694,169
fraud_Cartwright PLC
kids_pets
13.66
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
30485d048bfe64eac313ca3e284deb25
1,325,709,235
39.418495
-94.933868
0
5,976
2019-01-04 20:34:06
2,576,709,887,791,552
fraud_Schoen, Nienow and Bauch
personal_care
83.23
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
81be7e1bbb69d849013e645cc27b196d
1,325,709,246
32.216446
-116.703726
0
5,977
2019-01-04 20:34:19
4,026,222,041,577
fraud_Kub PLC
personal_care
56.79
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
607a05c3fbf920c56629f7afbd88f138
1,325,709,259
41.189751
-72.542661
0
5,978
2019-01-04 20:35:02
4,319,584,480,204,989,000
fraud_Larkin Ltd
kids_pets
92.78
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
2f271d64fbca2b319758db98e7f842a0
1,325,709,302
37.705431
-81.815547
0
5,979
2019-01-04 20:38:38
4,355,790,796,238,265,000
fraud_McKenzie-Huels
food_dining
16.81
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
e994dece4a4949b1c34fef5f72c8c8c9
1,325,709,518
40.495276
-90.413635
0
5,980
2019-01-04 20:39:37
676,292,294,938
fraud_Hartmann, Rowe and Hermann
travel
6.4
Lisa
Fitzpatrick
F
58761 Brewer Rapids
Skytop
PA
18,357
41.2336
-75.2389
104
Financial trader
1927-08-25
8635339a21716c2774dd42e5d8effba5
1,325,709,577
41.120423
-75.295042
0
5,981
2019-01-04 20:39:47
2,286,236,465,059,468
fraud_Bahringer, Bergnaum and Quitzon
home
3.95
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
e211c09d21982469f76222a8b2cd229d
1,325,709,587
39.265036
-94.730032
0
5,982
2019-01-04 20:40:07
2,285,066,385,084,291
fraud_Block Group
misc_pos
446.91
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
c45977ce2a4c24303949afcdc2d78ef7
1,325,709,607
31.719802
-89.222688
0
5,983
2019-01-04 20:40:26
30,551,643,947,183
fraud_Hyatt, Russel and Gleichner
health_fitness
4.44
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
e8342eae04dda4c3effaa4b7daf95065
1,325,709,626
34.816072
-82.400906
0
5,984
2019-01-04 20:40:41
3,543,299,015,720,986
fraud_Brown Inc
kids_pets
106.41
Angela
White
F
137 Adam Dale
Lebanon
VA
24,266
36.8809
-82.0956
9,521
Teacher, English as a foreign language
1977-10-19
51d2a1bedc324dfcbb4a77c76c0d2a61
1,325,709,641
37.790081
-82.696075
0
5,985
2019-01-04 20:41:49
213,163,860,545,705
fraud_Bode-Schuster
kids_pets
47.53
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
c328243ade6e1fe2e2e0595640709aa4
1,325,709,709
32.713991
-81.926747
0
5,986
2019-01-04 20:42:05
581,686,439,828
fraud_Bode-Rempel
kids_pets
16.91
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
0c9393dad028c2d891cd98fb7ef5646f
1,325,709,725
42.010901
-79.786257
0
5,987
2019-01-04 20:42:22
2,706,977,570,537,524
fraud_Swaniawski, Nitzsche and Welch
health_fitness
79.29
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
62abb96e273f7461c1eda95bb7bc9f4a
1,325,709,742
39.326892
-83.283157
0
5,988
2019-01-04 20:43:35
30,408,301,059,761
fraud_Parker, Nolan and Trantow
entertainment
221.17
Brandon
Pittman
M
2881 Frey Village
Cross
SC
29,436
33.3364
-80.1859
4,471
Occupational hygienist
1973-10-09
ae9799719267e03e93b28ae4bef71976
1,325,709,815
33.78994
-80.24697
0
5,989
2019-01-04 20:46:01
6,011,360,759,745,864
fraud_Berge, Kautzer and Harris
personal_care
41.44
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
3ab75004eb86cb1577b8ae0375494c07
1,325,709,961
38.88014
-77.735982
0
5,990
2019-01-04 20:46:58
375,248,307,838,179
fraud_Konopelski, Schneider and Hartmann
food_dining
30.49
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
ea778a3bdef8cb2479ab6292f293278b
1,325,710,018
38.371551
-79.875203
0
5,991
2019-01-04 20:47:16
4,906,628,655,840,914,000
fraud_Dibbert-Green
entertainment
8.1
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
796f7b9eeec887647c48d3134fbd62ca
1,325,710,036
23.982081
-80.58475
0
5,992
2019-01-04 20:48:56
4,716,561,796,955,522
fraud_Kihn, Brakus and Goyette
personal_care
31.55
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
369e1904f62ba7d4eca266bb719545d9
1,325,710,136
48.081773
-113.721123
0
5,993
2019-01-04 20:49:04
4,383,521,454,815
fraud_Auer-West
shopping_net
2.39
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
93a9bf10b3ef028350779a2be5bd2d29
1,325,710,144
40.137751
-85.887116
0
5,994
2019-01-04 20:50:41
377,026,671,291,680
fraud_Reichert, Shanahan and Hayes
shopping_net
5.71
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
253d8d460f20110a11969c5cd59163b8
1,325,710,241
37.265532
-91.111257
0
5,995
2019-01-04 20:51:25
4,169,759,661,243,568
fraud_Sporer-Keebler
personal_care
65.34
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
a147ed61b3c6baf31b4a9e8c2125d6d7
1,325,710,285
40.912625
-77.088292
0
5,996
2019-01-04 20:52:05
374,125,201,044,065
fraud_Stiedemann Ltd
food_dining
51.82
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
a4e9ff9f968a977025a0501ac2c88491
1,325,710,325
39.297109
-76.459517
0
5,997
2019-01-04 20:53:49
30,407,675,418,785
fraud_Gerhold LLC
home
9.46
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
db3e7616240c4e47826ff8307e6f77c3
1,325,710,429
41.616633
-76.404806
0
5,998
2019-01-04 20:54:18
3,576,021,480,694,169
fraud_Greenholt, O'Hara and Balistreri
shopping_net
8.66
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
eeeafd75c2808c2407797caf38236daf
1,325,710,458
38.677595
-95.74951
0
5,999
2019-01-04 20:55:05
2,703,186,189,652,095
fraud_Heaney-Marquardt
entertainment
94.92
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
65b4f9c946a5dee369c7e5d482f84770
1,325,710,505
36.625
-82.101374
0