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
12,600
2019-01-08 06:37:01
6,550,399,784,335,736
fraud_Rodriguez, Yost and Jenkins
misc_net
11.82
Harry
Mckee
M
95351 Sullivan Viaduct Apt. 239
Port Charlotte
FL
33,981
26.9379
-82.2388
79,008
Quantity surveyor
1984-08-31
73453c73575384f07e07fcbb11576b5d
1,326,004,621
26.978627
-82.84733
0
12,601
2019-01-08 06:38:09
4,089,096,483,689,733,600
fraud_Friesen-Stamm
gas_transport
117.32
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
aa645aba236277e9ab36dc39e616676e
1,326,004,689
33.245088
-94.873591
0
12,602
2019-01-08 06:41:03
3,595,192,916,105,588
fraud_Vandervort-Funk
grocery_pos
59.8
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
00b0e7067c91503481c1b9705cea554d
1,326,004,863
34.802828
-78.504368
0
12,603
2019-01-08 06:41:04
2,233,882,705,243,596
fraud_Quitzon, Green and Bashirian
shopping_pos
5.1
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
0c4c1e1d0335a88422f127499bd9faf3
1,326,004,864
33.153068
-88.571842
0
12,604
2019-01-08 06:41:20
4,497,451,418,073,897,000
fraud_Cremin, Hamill and Reichel
misc_pos
197.01
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
a1b11fe2091a65318b1ddad5c8607edc
1,326,004,880
32.446868
-92.007627
0
12,605
2019-01-08 06:42:41
3,547,560,454,237,873
fraud_Roob, Conn and Tremblay
shopping_pos
1.05
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
439d54614e462ead07ce3948301194b0
1,326,004,961
43.934636
-86.514147
0
12,606
2019-01-08 06:43:12
180,011,453,250,192
fraud_Mosciski, Ziemann and Farrell
shopping_net
87.18
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
212ef5a7438d2af1adc707f859b32514
1,326,004,992
41.083427
-91.442104
0
12,607
2019-01-08 06:43:45
630,451,534,402
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
98.97
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
7af38a43c4790fed3ae022dc36c352fa
1,326,005,025
46.32329
-85.719671
0
12,608
2019-01-08 06:47:03
4,198,470,814,557
fraud_Wuckert-Walter
grocery_net
53.6
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
b59b6428464dae6bbdbab29666c30cc3
1,326,005,223
41.403487
-95.63261
0
12,609
2019-01-08 06:47:06
4,005,676,619,255,478
fraud_Emmerich-Luettgen
grocery_net
80.31
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
e8f8b6c2eaa2c3c80868e82eb1508bba
1,326,005,226
30.53404
-89.973189
0
12,610
2019-01-08 06:47:44
4,481,131,401,752
fraud_Berge LLC
gas_transport
59.28
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
ab27f04a5ac40ad0c72f2fbd2eaace0c
1,326,005,264
43.087209
-70.991675
0
12,611
2019-01-08 06:47:56
4,715,741,951,931,169,000
fraud_Boyer-Reichert
shopping_net
6.38
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
488b3cad1c97bbd2275ce0f1c6e933ab
1,326,005,276
36.741969
-96.99159
0
12,612
2019-01-08 06:48:36
4,926,376,199,189,801
fraud_Hayes, Marquardt and Dibbert
misc_net
51.05
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
691dbcf74c5918ec2d252af66264415f
1,326,005,316
35.747314
-91.381008
0
12,613
2019-01-08 06:49:01
30,518,206,766,474
fraud_Emard Inc
gas_transport
44.65
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
0ea0f582bf4ba3845fbdf31f4aed1c9b
1,326,005,341
36.183167
-88.927438
0
12,614
2019-01-08 06:49:04
6,547,670,341,037,171
fraud_Dickinson Ltd
misc_pos
9.4
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
8f175289478a25d811cdfd9185c7595c
1,326,005,344
39.404584
-74.538729
0
12,615
2019-01-08 06:49:12
676,281,772,837
fraud_Willms, Kris and Bergnaum
shopping_pos
6.74
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
c4cfc1a5a1f126d13f40e7ed1fcda363
1,326,005,352
31.736814
-84.364021
0
12,616
2019-01-08 06:50:30
213,120,463,918,358
fraud_DuBuque LLC
grocery_pos
111.78
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
f822e5ebb58056e4e01f29c97d479847
1,326,005,430
33.767262
-92.665759
0
12,617
2019-01-08 06:51:04
376,028,110,684,021
fraud_Cremin, Hamill and Reichel
misc_pos
29.84
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
d12dcf5a3080ba4289a34ff51aed04d8
1,326,005,464
39.047318
-94.148179
0
12,618
2019-01-08 06:51:49
213,113,338,379,864
fraud_Grimes LLC
entertainment
15.92
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
4173fb8e3ca0b2320747e906b84451a9
1,326,005,509
39.227278
-75.751221
0
12,619
2019-01-08 06:51:50
4,710,826,438,164,848,000
fraud_Pouros-Conroy
shopping_pos
44.77
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
753b7986cea72b19dbef9fffa3932dab
1,326,005,510
48.667762
-108.573025
0
12,620
2019-01-08 06:52:39
581,293,083,266
fraud_Ferry, Lynch and Kautzer
misc_net
130.99
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
a5144dd9f906e8e0023fda95e0ec41b6
1,326,005,559
37.200018
-98.499833
0
12,621
2019-01-08 06:54:02
2,283,743,876,903,625
fraud_Lind, Huel and McClure
gas_transport
75.63
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
9d7ae9a03a303ef99d058d9ac97653aa
1,326,005,642
34.903975
-83.541483
0
12,622
2019-01-08 06:54:06
4,917,187,576,956,394
fraud_Bartoletti-Wunsch
gas_transport
50.13
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
d113e0a2a7d9d65042f086a32535877b
1,326,005,646
35.075145
-97.123291
0
12,623
2019-01-08 06:55:08
3,502,377,050,801,561
fraud_Quitzon, Green and Bashirian
shopping_pos
3.99
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
effa84732e94be0bffe00ca9ef17ae93
1,326,005,708
29.805634
-94.559474
0
12,624
2019-01-08 06:55:33
6,011,367,958,204,270
fraud_Kilback LLC
grocery_pos
190.34
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
8f939c06b8d35c48b2294f936a04b8a0
1,326,005,733
40.276272
-80.834737
0
12,625
2019-01-08 06:55:44
30,290,551,782,700
fraud_Lehner, Reichert and Mills
misc_pos
1.33
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
c66bc04ba28cbef915d1255503eb1ae5
1,326,005,744
36.234726
-87.649561
0
12,626
2019-01-08 06:56:29
6,597,888,193,422,452
fraud_Bednar Group
misc_net
6.64
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
80fa210e6397b3fe8369153c17946400
1,326,005,789
34.228337
-99.092341
0
12,627
2019-01-08 06:57:10
377,550,167,323,848
fraud_Pacocha-O'Reilly
grocery_pos
91.95
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
b0c9099ada9fd7905f5f895f52303ec2
1,326,005,830
43.925741
-70.917237
0
12,628
2019-01-08 06:58:32
2,720,012,583,106,919
fraud_Greenholt, O'Hara and Balistreri
shopping_net
86.1
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
7cef0cd11fa4004ca86d9f7bcee75a3a
1,326,005,912
43.075257
-102.544141
0
12,629
2019-01-08 06:59:04
3,547,574,373,318,979
fraud_Harris Inc
gas_transport
72.98
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
770d6a32cb98b130cef27dd9e24b719a
1,326,005,944
39.158371
-88.75367
0
12,630
2019-01-08 06:59:23
2,348,245,054,386,329
fraud_Abshire PLC
entertainment
9.88
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
db12f40ae659270c394e6409578c3405
1,326,005,963
42.008734
-80.20896
0
12,631
2019-01-08 06:59:24
373,043,435,942,726
fraud_Prohaska-Murray
gas_transport
69.79
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
b54c3c6ab71bfdc0c7b196940e86f51b
1,326,005,964
30.198723
-95.176103
0
12,632
2019-01-08 07:03:04
676,118,385,837
fraud_Torp-Lemke
misc_pos
37.4
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
8deeecbd878b7d1df7c0c61183e496a2
1,326,006,184
44.019594
-122.372541
0
12,633
2019-01-08 07:03:28
4,003,989,662,068,504
fraud_Raynor, Feest and Miller
gas_transport
86.14
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
c3381701a45756788955e06d5b4f1912
1,326,006,208
34.177847
-87.104607
0
12,634
2019-01-08 07:05:19
377,550,167,323,848
fraud_Koss and Sons
gas_transport
68.81
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
e8f66be4cb8375f8c9ad0d46e787e1b0
1,326,006,319
44.945896
-69.633452
0
12,635
2019-01-08 07:06:33
4,294,930,380,592
fraud_Stroman, Hudson and Erdman
gas_transport
43.28
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
847b262cb70bb2172921dc2a7f57abee
1,326,006,393
37.65424
-80.225527
0
12,636
2019-01-08 07:07:06
36,078,114,201,167
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
54.26
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
02f435dbf0cbc7b37c8e7ffd97ed5ab1
1,326,006,426
37.582536
-83.745906
0
12,637
2019-01-08 07:07:22
3,565,423,334,076,143
fraud_Bauch-Raynor
grocery_pos
62.48
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
74f178a767de3e1f9d0bed2bb4a5d2fa
1,326,006,442
39.546201
-86.871443
0
12,638
2019-01-08 07:07:52
4,469,777,115,158,235,000
fraud_Brown PLC
misc_net
55.83
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
7fdef3ec50f53e70cc03d86ab53031cf
1,326,006,472
42.964685
-70.498142
0
12,639
2019-01-08 07:08:17
30,364,087,349,027
fraud_Murray Ltd
grocery_net
48.61
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
37185d17ee4bed335bb781fd497fe2a1
1,326,006,497
35.947077
-96.174206
0
12,640
2019-01-08 07:08:55
3,556,613,125,071,656
fraud_Goodwin-Nitzsche
grocery_pos
80.44
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
e5e504ab16f7aaf4992c7e06bd0e1f31
1,326,006,535
29.690001
-95.640989
0
12,641
2019-01-08 07:09:39
3,573,030,041,201,292
fraud_Heidenreich PLC
grocery_pos
126.06
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
73e4a82ada8d10381f935a55a6bc180f
1,326,006,579
40.009242
-109.90623
0
12,642
2019-01-08 07:10:15
4,170,689,372,027,579
fraud_Heller-Langosh
gas_transport
74.2
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
a7d6f32de68e4e5e9a98d689f880dfec
1,326,006,615
36.078864
-97.511648
0
12,643
2019-01-08 07:11:06
4,708,992,452,821,239
fraud_Johnston, Nikolaus and Maggio
grocery_net
28.21
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
aa20eb7b0b0de02f7ed84391aa64d4fa
1,326,006,666
36.223093
-91.048813
0
12,644
2019-01-08 07:11:11
30,364,087,349,027
fraud_Moen, Reinger and Murphy
grocery_pos
58.09
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
7e4ae945b456b1d6668a00cc8e22452b
1,326,006,671
34.984946
-96.352326
0
12,645
2019-01-08 07:11:47
4,301,028,321,766,222,300
fraud_Wiza LLC
misc_pos
34.84
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
2117e1a0770c2cdc7042856cdb166063
1,326,006,707
41.372825
-80.964786
0
12,646
2019-01-08 07:12:01
4,610,050,989,831,291
fraud_O'Keefe-Hudson
grocery_pos
85.73
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
f125786a7328dce2c79656e2249d97ef
1,326,006,721
42.0082
-79.588931
0
12,647
2019-01-08 07:13:46
36,913,587,729,122
fraud_McDermott-Rice
misc_pos
5.86
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
9963d06a575ac36a94f79bb719030f98
1,326,006,826
43.630982
-115.777683
0
12,648
2019-01-08 07:14:12
4,319,584,480,204,989,000
fraud_Connelly, Reichert and Fritsch
gas_transport
97.24
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
88bf7d12c07febf42bde0705d4b993e7
1,326,006,852
37.071794
-83.270826
0
12,649
2019-01-08 07:14:15
377,993,105,397,617
fraud_Roob LLC
grocery_net
57.7
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
4325e5325f56ba5e79e99c21b50a3df3
1,326,006,855
44.357651
-88.132577
0
12,650
2019-01-08 07:14:53
60,422,928,733
fraud_Christiansen, Goyette and Schamberger
gas_transport
77.27
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
908ea33e89b36b8080cbd904d8a6129a
1,326,006,893
33.170457
-82.634889
0
12,651
2019-01-08 07:15:01
3,589,255,887,819,806
fraud_Skiles-Ankunding
grocery_net
28.08
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
02c38c738a8049ed9b1d8b2944c3ae0a
1,326,006,901
38.948293
-77.46387
0
12,652
2019-01-08 07:16:16
374,656,033,243,756
fraud_Tromp, Kerluke and Glover
grocery_net
30.6
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
b724940e678e0c94aa43d142dea294e5
1,326,006,976
38.540486
-77.826687
0
12,653
2019-01-08 07:16:34
6,011,724,471,098,086
fraud_Cummerata-Jones
gas_transport
68.05
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
01b18a2588955618ee4378de593e6d79
1,326,006,994
45.532142
-119.241799
0
12,654
2019-01-08 07:17:51
4,788,103,653,396
fraud_Nitzsche, Kessler and Wolff
shopping_pos
1.13
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
d36288004a4134c26554ba01407b87ce
1,326,007,071
38.996573
-84.114887
0
12,655
2019-01-08 07:18:03
6,511,349,151,405,438
fraud_Kerluke, Kertzmann and Wiza
misc_net
101.36
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
b5f54c64a512b894634d972339f2beab
1,326,007,083
39.943834
-115.822595
0
12,656
2019-01-08 07:19:51
4,600,155,880,464
fraud_Goldner, Kovacek and Abbott
grocery_pos
65.93
Charles
Copeland
M
92213 Lee Well
West Palm Beach
FL
33,404
26.7832
-80.0638
459,921
Administrator, arts
1969-09-08
6f4a47e7f69319ffa3013f995551cdb7
1,326,007,191
25.966831
-80.233649
0
12,657
2019-01-08 07:20:03
6,593,939,509,150,446
fraud_Block-Parisian
misc_net
64.5
Margaret
Ward
F
244 Jeffery Rapids
Azusa
CA
91,702
34.1248
-117.9031
59,705
Civil Service fast streamer
1983-06-23
2447fde2c276c0f3554a806bcfb0bf7a
1,326,007,203
34.718726
-117.03607
0
12,658
2019-01-08 07:21:33
213,178,765,398,315
fraud_Mante Group
misc_net
1.4
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
37ede9854b8b4d028c6d59b1c6470497
1,326,007,293
42.383601
-107.381504
0
12,659
2019-01-08 07:22:42
630,469,040,731
fraud_Stroman, Hudson and Erdman
gas_transport
74.46
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
6568333747228c6f6e8d979a50517aad
1,326,007,362
44.988195
-121.491853
0
12,660
2019-01-08 07:23:33
6,011,348,830,550,197
fraud_Smitham-Schiller
grocery_net
58.68
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
196cd49a08626c8e1a3763ec793f9844
1,326,007,413
33.133981
-85.969514
0
12,661
2019-01-08 07:24:30
30,328,384,440,870
fraud_Kuhic, Bins and Pfeffer
shopping_net
29.48
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
db8999514577427dd958ba8368a7cb0d
1,326,007,470
40.047648
-92.217059
0
12,662
2019-01-08 07:24:48
4,266,200,684,857,219
fraud_Strosin-Cruickshank
grocery_pos
105.49
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
7c7f38300000446b618d8899c8214e92
1,326,007,488
40.980013
-98.121802
0
12,663
2019-01-08 07:25:12
4,005,676,619,255,478
fraud_Zemlak Group
misc_net
15.1
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
cc0c3f653332d3907057fb872d26dc42
1,326,007,512
30.610289
-90.457731
0
12,664
2019-01-08 07:25:40
6,011,679,934,075,347
fraud_Raynor, Feest and Miller
gas_transport
57.66
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
adc6c63bad6a3b7705193ae16a04892f
1,326,007,540
40.412006
-105.484666
0
12,665
2019-01-08 07:29:52
577,588,686,219
fraud_Schaefer, McGlynn and Bosco
gas_transport
34.48
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
cd0906972fcbc6bdf511f66d2e3c4d5d
1,326,007,792
40.187572
-79.941393
0
12,666
2019-01-08 07:30:18
38,295,635,583,927
fraud_Towne, Walker and Borer
grocery_net
22.53
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
234192356bf4e02e228fe6c83546451c
1,326,007,818
32.638
-99.336649
0
12,667
2019-01-08 07:30:32
4,497,913,965,512,794,000
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.1
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
fefecf1abebc37a968bf2c5756b5e212
1,326,007,832
35.301671
-79.223202
0
12,668
2019-01-08 07:33:42
3,552,581,383,553,463
fraud_Greenholt, Jacobi and Gleason
gas_transport
68.37
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
bc6a3b341af6e3a169de924f748f5d20
1,326,008,022
34.622216
-84.354188
0
12,669
2019-01-08 07:33:56
6,011,104,316,292,105
fraud_Kuphal-Bartoletti
misc_net
1.54
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
5e551ba07cd34163524f71a36cb24d44
1,326,008,036
36.971155
-77.953266
0
12,670
2019-01-08 07:34:24
2,720,830,304,681,674
fraud_Bogisich-Homenick
misc_net
236.45
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
13dcc1e91293c946ab0c7024976be310
1,326,008,064
35.794852
-88.197223
0
12,671
2019-01-08 07:34:31
4,147,608,975,828,480
fraud_Fisher-Schowalter
shopping_net
38.64
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
7c6529d9d01df9a7960a6831028f0b75
1,326,008,071
43.7848
-93.988153
0
12,672
2019-01-08 07:35:07
341,546,199,006,537
fraud_Harber Inc
gas_transport
68.37
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
eef764c0309d24e9846bdec8ba85157b
1,326,008,107
64.620667
-166.629875
0
12,673
2019-01-08 07:38:12
4,756,039,869,079,882,000
fraud_Kilback Group
food_dining
54.96
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
d58aafd994c743d70ffc65a0ae2a1ccb
1,326,008,292
33.84712
-98.144373
0
12,674
2019-01-08 07:38:41
377,113,842,678,100
fraud_Stehr, Jewess and Schimmel
misc_net
8.34
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
bd0b2002768e6e2f9db0e606d45ae50e
1,326,008,321
38.73655
-74.845833
0
12,675
2019-01-08 07:38:57
3,518,234,918,950,662
fraud_Doyle Ltd
grocery_pos
174.09
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
658b9ca3defbf0174090c8271d511b2f
1,326,008,337
34.422195
-96.841678
0
12,676
2019-01-08 07:39:24
4,294,930,380,592
fraud_Padberg-Rogahn
entertainment
20.68
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
46686a45fc3dee6314930237ce5698b1
1,326,008,364
36.627404
-80.987909
0
12,677
2019-01-08 07:39:48
379,897,244,598,068
fraud_Schneider, Hayes and Nikolaus
food_dining
55.89
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
4139d80614c59399c7c10d8e7b8c75cb
1,326,008,388
38.896574
-86.292191
0
12,678
2019-01-08 07:40:24
2,703,186,189,652,095
fraud_Funk Group
grocery_net
61.93
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
fd10481683e3b9b4b095aab0add9ea37
1,326,008,424
36.184603
-81.784786
0
12,679
2019-01-08 07:40:43
3,553,629,419,254,918
fraud_Sporer Inc
gas_transport
66.79
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
ac2b3cb807ddd4b59083fbda983f4537
1,326,008,443
47.455703
-122.803286
0
12,680
2019-01-08 07:41:53
676,369,110,710
fraud_Miller-Hauck
grocery_pos
84.28
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
fd534e7d7d2623631988c3cb77f7758f
1,326,008,513
42.420035
-82.603332
0
12,681
2019-01-08 07:43:44
6,526,777,409,109,795
fraud_Flatley-Durgan
misc_net
4.95
Michael
Garner
M
0157 Samuel Mission Suite 379
South Richmond Hill
NY
11,419
40.6868
-73.823
47,211
Site engineer
1937-02-01
3c2657c6e57a1a5b9d8062a06522059a
1,326,008,624
40.552706
-74.175411
0
12,682
2019-01-08 07:43:59
2,254,799,658,404,120
fraud_Ortiz Group
grocery_net
77.34
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
62700e32c8c5fb2b6d8701c392c346d8
1,326,008,639
31.685371
-82.680315
0
12,683
2019-01-08 07:45:39
3,567,879,740,649,740
fraud_Kilback LLC
grocery_pos
129.74
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
bd876ce2f28f9b8322b87474856ed420
1,326,008,739
43.819058
-75.311232
0
12,684
2019-01-08 07:46:06
36,078,114,201,167
fraud_Kihn, Abernathy and Douglas
shopping_net
2.03
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
e965242d07ced0e1879cd08ec33492a8
1,326,008,766
37.246375
-83.348911
0
12,685
2019-01-08 07:48:29
4,119,762,878,330,989
fraud_Bins-Tillman
entertainment
25.97
Melinda
Gutierrez
F
1497 West Gateway
Eureka
IL
61,530
40.7152
-89.2706
6,713
Archivist
1945-08-19
bcd573ba6bbe8bc2a8d5670ef2d223a0
1,326,008,909
40.016723
-88.397563
0
12,686
2019-01-08 07:48:38
38,014,427,445,058
fraud_Prohaska-Murray
gas_transport
67.06
Sonya
Jensen
F
4470 Jillian Courts
Adams
WI
53,910
43.8967
-89.8219
3,508
Sport and exercise psychologist
1946-08-11
bd58500cb700f59c9f36bc24e6c0f755
1,326,008,918
44.544857
-89.85935
0
12,687
2019-01-08 07:48:40
4,755,696,071,492
fraud_Auer-Mosciski
grocery_pos
58.67
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
1d636ab51ef809b90eb5b1f6ec4493db
1,326,008,920
33.583709
-96.117892
0
12,688
2019-01-08 07:48:44
213,120,463,918,358
fraud_Conroy-Cruickshank
gas_transport
65.66
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
4c7aba1a5d8c6dbec829cbba10a3364a
1,326,008,924
33.817401
-93.418046
0
12,689
2019-01-08 07:48:46
3,546,897,637,165,774
fraud_Lind, Huel and McClure
gas_transport
77.38
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
bc8f59996fa5f14eb326ce152e487245
1,326,008,926
32.050947
-97.015577
0
12,690
2019-01-08 07:49:17
4,642,255,475,285,942
fraud_Kutch-Hegmann
grocery_net
36.26
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
73010be31ee70ccc408acd3b10c4d337
1,326,008,957
39.028003
-110.1184
0
12,691
2019-01-08 07:50:10
180,011,453,250,192
fraud_Reichert, Shanahan and Hayes
shopping_net
91.9
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
78061032de7bec9dc09aa8b9d214791c
1,326,009,010
42.072569
-91.182218
0
12,692
2019-01-08 07:50:30
3,501,942,333,500,073
fraud_Torp-Labadie
gas_transport
64.23
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
e2cf6db890c28445e871238bb81478bf
1,326,009,030
33.937599
-112.340619
0
12,693
2019-01-08 07:52:41
2,252,055,259,910,912
fraud_Osinski, Ledner and Leuschke
grocery_pos
109.27
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
117c6c0281d131f189bbc24b4ecbb9e7
1,326,009,161
44.569887
-89.718724
0
12,694
2019-01-08 07:52:54
4,457,732,997,086,323,700
fraud_Eichmann-Russel
misc_pos
34.06
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
3a45fb20afa2c83ab9b0e65ca7ccc88d
1,326,009,174
39.378542
-120.105452
0
12,695
2019-01-08 07:53:32
6,011,999,606,625,827
fraud_Bins-Rice
gas_transport
76.15
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
a59f6ea5af7efdee78e241fa92f5a2f2
1,326,009,212
40.543502
-74.804637
0
12,696
2019-01-08 07:53:42
4,855,488,158,131,690,000
fraud_Stanton, Jakubowski and Baumbach
shopping_net
111.47
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
0a6df7b6ad8dd393ab95371d0f28dce4
1,326,009,222
43.370124
-72.219231
0
12,697
2019-01-08 07:53:48
30,407,675,418,785
fraud_Kutch, Hermiston and Farrell
gas_transport
57.91
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
f4bc1690860580cd23dfda0f7d125a9a
1,326,009,228
41.303292
-77.662377
0
12,698
2019-01-08 07:54:45
4,710,826,438,164,848,000
fraud_Mayert Group
shopping_pos
12.94
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
723aedb5456cb968b2fd31318dc66e76
1,326,009,285
48.61149
-108.01081
0
12,699
2019-01-08 07:55:43
3,519,232,971,341,141
fraud_Roob, Conn and Tremblay
shopping_pos
1.05
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
d1bd38c0b0940d3bee2c84357c3412bc
1,326,009,343
40.359459
-80.767621
0