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
10,000
2019-01-07 03:53:55
3,565,423,334,076,143
fraud_Upton PLC
entertainment
110.22
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
84f00e7f5dc19e51d99b500549b5ae44
1,325,908,435
38.447159
-87.503675
0
10,001
2019-01-07 03:54:47
2,305,336,922,781,618
fraud_Welch Inc
misc_net
9.46
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
28a957130e82873640e4e78a5c5fe131
1,325,908,487
41.250525
-92.676168
0
10,002
2019-01-07 03:55:26
213,102,873,001,603
fraud_Greenholt, Jacobi and Gleason
gas_transport
61.05
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
5145b395affd2b5f19e86c95d95da169
1,325,908,526
43.368328
-124.627104
0
10,003
2019-01-07 03:56:27
4,476,840,372,112
fraud_Friesen-D'Amore
gas_transport
84.23
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
af97c270de28893bb028de5aadd6d317
1,325,908,587
34.316683
-86.145881
0
10,004
2019-01-07 03:56:28
180,017,442,990,269
fraud_Haley Group
misc_pos
828.23
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
990fdbd49e7b33e7fc32661c12634fda
1,325,908,588
42.018579
-74.286022
0
10,005
2019-01-07 03:58:13
4,613,314,721,966
fraud_Towne, Greenholt and Koepp
shopping_net
88.61
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
f3112f165c96e5297c53a4ab1c2b664a
1,325,908,693
35.130398
-82.094661
0
10,006
2019-01-07 03:58:17
4,060,579,726,528,237
fraud_Johns-Hoeger
entertainment
16.1
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
7196fcb89f86c6689cd7f0a85d6f3851
1,325,908,697
39.125947
-95.740572
0
10,007
2019-01-07 03:58:56
375,767,678,113,375
fraud_Deckow-Dare
food_dining
97.02
Christopher
Patterson
M
16744 Campbell Wall Apt. 372
Timberville
VA
22,853
38.6476
-78.7717
4,367
Waste management officer
1962-04-12
0ae10a2611c7e4b3913bd78cd1914f8f
1,325,908,736
37.84342
-78.341447
0
10,008
2019-01-07 04:00:41
3,581,130,339,108,561
fraud_Lesch Ltd
shopping_pos
8.89
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
25088d7d87243725c94578eaa52d9efd
1,325,908,841
41.383817
-82.222493
0
10,009
2019-01-07 04:00:49
4,500,002,361,389
fraud_Greenholt, O'Hara and Balistreri
shopping_net
33.85
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
cad88bf19fae78ec238f1b905a292bd7
1,325,908,849
37.803111
-76.398328
0
10,010
2019-01-07 04:00:59
4,810,839,835,482,794,000
fraud_Bartoletti-Wunsch
gas_transport
70.91
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
a4bf9fbb4ed24d7e5ff85b73ac102f36
1,325,908,859
37.505512
-94.086189
0
10,011
2019-01-07 04:01:18
213,180,742,685,905
fraud_Huels-Hahn
gas_transport
44.53
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
1d17735e0259e5c0056d9e5eac0c3326
1,325,908,878
39.920198
-123.135137
0
10,012
2019-01-07 04:01:25
6,011,581,063,717,667
fraud_Lynch Ltd
shopping_pos
6.13
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
cfd4802e434f36d3f46cf48f518def98
1,325,908,885
39.846445
-93.119715
0
10,013
2019-01-07 04:02:28
4,861,310,130,652,567,000
fraud_Kerluke Inc
misc_net
411.78
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
64d24ede5a8df869878e26be286028e0
1,325,908,948
30.200195
-90.210368
0
10,014
2019-01-07 04:02:46
567,868,110,212
fraud_Cole PLC
grocery_pos
209.93
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
e6cf87521f02b9e4ff360a4b32b57c9a
1,325,908,966
29.475985
-95.935705
0
10,015
2019-01-07 04:02:59
561,942,763,351
fraud_Kilback LLC
grocery_pos
219.45
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
53f2b1d17b25472cdc1115e3645b6e0d
1,325,908,979
38.768729
-78.020436
0
10,016
2019-01-07 04:03:12
567,868,110,212
fraud_Kunze Inc
grocery_pos
188.12
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
b2e1943c41421ae723eb25f929164db6
1,325,908,992
30.086165
-94.415067
0
10,017
2019-01-07 04:03:40
4,710,792,708,725,663
fraud_Mraz-Herzog
gas_transport
74.26
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
5e1df885f38a82dbc2f45ab1c4840ba3
1,325,909,020
41.242057
-86.123847
0
10,018
2019-01-07 04:04:45
3,577,663,406,369,449
fraud_Kunze Inc
grocery_pos
166.58
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
5771e8f4d39848b7e00946bdb3697d5f
1,325,909,085
34.711525
-90.002128
0
10,019
2019-01-07 04:08:42
4,587,657,402,165,341,700
fraud_Paucek-Wiza
grocery_net
13.52
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
7d548bd80d9ba49af7d72e3683a351cc
1,325,909,322
41.501679
-87.746791
0
10,020
2019-01-07 04:08:47
4,957,924,165,498
fraud_Terry-Huel
shopping_net
1.95
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
2eebf600f00be093b3a3c72acf39b19c
1,325,909,327
39.085154
-101.757094
0
10,021
2019-01-07 04:11:06
3,567,879,740,649,740
fraud_Lehner, Mosciski and King
misc_net
390.45
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
1f875a5d66b0b8ba37a079ba5237b98a
1,325,909,466
44.01368
-75.155596
0
10,022
2019-01-07 04:11:06
4,377,338,765,909,719
fraud_Bins-Rice
gas_transport
102.14
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
403a755a311b43c0cbf8d5b6a0dc4d86
1,325,909,466
36.769591
-83.058998
0
10,023
2019-01-07 04:11:44
4,247,921,790,666
fraud_Ferry, Lynch and Kautzer
misc_net
4.78
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
cde8ec5d9749c122357eb2edb0d73420
1,325,909,504
40.522243
-82.906474
0
10,024
2019-01-07 04:11:44
342,952,484,382,519
fraud_Paucek-Wiza
grocery_net
50.93
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
71564e11ac93dcc19b8f8b65971febe3
1,325,909,504
41.452377
-72.528028
0
10,025
2019-01-07 04:13:00
2,233,882,705,243,596
fraud_Keeling-Crist
misc_pos
8.63
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
356ab334091ff55eb3ad91ae59a35a25
1,325,909,580
32.406411
-90.017486
0
10,026
2019-01-07 04:13:18
3,589,255,887,819,806
fraud_Huel Ltd
misc_net
96.99
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
8d22fa355154c254ca3a31a31ec1f202
1,325,909,598
38.821925
-79.093721
0
10,027
2019-01-07 04:13:25
4,128,730,454,058,057,700
fraud_Eichmann, Bogan and Rodriguez
gas_transport
72.86
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
25d5f4ba5f93415afd256dbc5c764df8
1,325,909,605
30.788993
-94.772461
0
10,028
2019-01-07 04:13:29
4,255,397,449,664,186,000
fraud_Reilly, Heaney and Cole
gas_transport
81.94
George
Smith
M
7377 Walton Extensions Apt. 979
Dallas
TX
75,236
32.69
-96.9177
1,263,321
Designer, interior/spatial
1952-09-27
b1095aedf693036bc07b246189782dae
1,325,909,609
31.933298
-97.019311
0
10,029
2019-01-07 04:13:41
3,590,736,522,064,285
fraud_Harris, Gusikowski and Heaney
grocery_net
45.5
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
4437692f59841e854dc9afe6a44d1eaf
1,325,909,621
34.603904
-92.61076
0
10,030
2019-01-07 04:14:02
377,113,842,678,100
fraud_Emard Inc
gas_transport
45.63
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
00e9889f732e4b5384eb52b8070d1ffd
1,325,909,642
40.016559
-76.055098
0
10,031
2019-01-07 04:14:20
347,073,228,412,010
fraud_Schamberger-O'Keefe
grocery_pos
85.08
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
27c28e4be79a515c9e4fc87ef89435ef
1,325,909,660
44.078922
-103.475212
0
10,032
2019-01-07 04:14:31
3,560,318,482,131,952
fraud_Erdman-Kertzmann
gas_transport
84.29
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
0b75db4ac411d5a273ae4d590a48ab47
1,325,909,671
35.466446
-86.7618
0
10,033
2019-01-07 04:15:04
568,279,015,842
fraud_Hudson-Grady
shopping_pos
127.93
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
20fb3b5ebdce2afcdfb7ceefb64b9d9a
1,325,909,704
46.222702
-97.253441
0
10,034
2019-01-07 04:15:10
2,280,870,154,157,385
fraud_Schultz, Simonis and Little
grocery_pos
143.91
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
d3c13e400b06383c81e9f0db686e2efc
1,325,909,710
40.148489
-89.127842
0
10,035
2019-01-07 04:15:11
571,365,235,126
fraud_Kling Inc
gas_transport
55.71
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
77c19a6515fcfa02ff2942e173fd41b7
1,325,909,711
44.627253
-86.670905
0
10,036
2019-01-07 04:17:01
60,422,928,733
fraud_Harris Inc
gas_transport
83.8
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
62f859fe7838b8002db7fa594087dbf2
1,325,909,821
34.544617
-82.805372
0
10,037
2019-01-07 04:19:12
2,712,209,726,293,386
fraud_Kerluke Inc
misc_net
8.36
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
2df865e7c374ab66cc1e0eba47b0d052
1,325,909,952
29.465227
-90.943793
0
10,038
2019-01-07 04:19:43
4,099,707,841,315,751
fraud_Torp-Labadie
gas_transport
72.03
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
7a6273410f68ebc39c411639eb26fcdf
1,325,909,983
38.432548
-78.022565
0
10,039
2019-01-07 04:20:26
374,497,717,543,058
fraud_Corwin-Collins
gas_transport
71.27
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
ed99c7aa03f900dedfb63efaf3c6d509
1,325,910,026
47.706324
-101.175381
0
10,040
2019-01-07 04:21:26
6,011,552,879,910,390
fraud_Heathcote LLC
shopping_net
92.2
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
c799a0f43b93612cc120c892b33511b0
1,325,910,086
40.378449
-109.742677
0
10,041
2019-01-07 04:21:37
3,542,162,746,848,552
fraud_Kling Inc
gas_transport
52.15
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
4849d737f185bb9eae04a5227bbb4762
1,325,910,097
42.559178
-92.906729
0
10,042
2019-01-07 04:22:12
4,518,350,514,020,532
fraud_DuBuque LLC
grocery_pos
61.88
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
50b168bd31716e70f558b3bbe7e51443
1,325,910,132
26.817525
-82.721537
0
10,043
2019-01-07 04:23:00
6,573,561,108,825,071
fraud_Lockman, West and Runte
grocery_pos
67.07
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
0a2573f23f8d0b3e581652dcf1be6bba
1,325,910,180
37.089171
-95.332171
0
10,044
2019-01-07 04:23:10
4,449,530,933,957,323
fraud_Huel-Langworth
misc_net
1.46
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
47aa373094abc95720d6e393c0a7d81c
1,325,910,190
38.922125
-123.67423
0
10,045
2019-01-07 04:23:58
3,560,797,065,840,735
fraud_Miller-Harris
misc_net
31.65
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
5c303e16cd97ace70e83eb2a39f913e4
1,325,910,238
45.977938
-101.052115
0
10,046
2019-01-07 04:24:32
4,471,568,287,204
fraud_McGlynn-Heathcote
misc_net
7.06
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
0183e7aac2952d307425623d31d51744
1,325,910,272
35.573895
-79.145879
0
10,047
2019-01-07 04:24:35
4,003,771,737,807,706
fraud_Bahringer, Schoen and Corkery
shopping_pos
1.53
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
bcff38d94afaffeac9f6e6d98af568d8
1,325,910,275
35.886801
-91.959999
0
10,048
2019-01-07 04:25:14
30,197,398,657,930
fraud_Jones, Sawayn and Romaguera
misc_net
31.44
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
effdb7c22b60c1b7b715cd7c9b678812
1,325,910,314
35.519209
-78.11522
0
10,049
2019-01-07 04:26:25
346,243,940,647,414
fraud_Doyle Ltd
grocery_pos
37.17
Sean
Miller
M
6340 Jeffrey Dale
Thornville
OH
43,076
39.8974
-82.4071
9,051
Audiological scientist
1983-01-08
8a4d019f7d9215af4e37a72f4d109411
1,325,910,385
40.486889
-82.713252
0
10,050
2019-01-07 04:28:22
2,233,882,705,243,596
fraud_Erdman-Kertzmann
gas_transport
35.8
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
ecbeb40e3d4b34035e37ea389ae8258a
1,325,910,502
34.050718
-89.919193
0
10,051
2019-01-07 04:29:54
6,592,074,504,369,261
fraud_Bogisich Inc
grocery_pos
193.41
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
0c38d9140443301ccb1d1d3df76d3ea7
1,325,910,594
39.340882
-75.788624
0
10,052
2019-01-07 04:30:58
5,559,857,416,065,248
fraud_Kemmer-Buckridge
misc_pos
8.47
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
00b7a734ab7f4b412bc463634b670982
1,325,910,658
42.527723
-122.739437
0
10,053
2019-01-07 04:32:01
3,582,754,887,089,201
fraud_Stehr, Jewess and Schimmel
misc_net
5.53
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
e195fb56b6c2203d5bd5443f8c6c475c
1,325,910,721
34.257914
-92.972246
0
10,054
2019-01-07 04:32:11
676,372,984,911
fraud_Raynor, Reinger and Hagenes
gas_transport
66.29
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
242e6574d92b581a7cd077586f3b9e0f
1,325,910,731
40.46739
-98.559447
0
10,055
2019-01-07 04:32:51
6,538,891,242,532,018
fraud_Pfeffer LLC
grocery_net
66.02
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
d8074094b68d0c1feb0135d084878597
1,325,910,771
36.659323
-90.80999
0
10,056
2019-01-07 04:33:23
3,566,373,869,538,620
fraud_Ledner-Pfannerstill
gas_transport
70.34
Steven
Castaneda
M
46809 Toni Flat Suite 216
Lamy
NM
87,540
35.4311
-105.9409
923
Public relations account executive
1964-06-22
37b60d5580f2d6635878a530e5645597
1,325,910,803
34.857849
-105.123794
0
10,057
2019-01-07 04:34:48
3,597,980,945,245,815
fraud_Schumm, Bauch and Ondricka
grocery_pos
300.14
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
47940b7992cca6310182d5e7805c3128
1,325,910,888
33.205504
-93.710845
1
10,058
2019-01-07 04:35:06
4,629,451,965,224,809
fraud_Reilly, Heaney and Cole
gas_transport
60.65
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
01e17131d6d8891f9f0ac03f45c5d2c0
1,325,910,906
31.876781
-83.744709
0
10,059
2019-01-07 04:35:13
30,074,693,890,476
fraud_Kling-Grant
grocery_net
39.07
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
59c788c59dad8014e446abf72cdc5748
1,325,910,913
37.16178
-100.90283
0
10,060
2019-01-07 04:35:45
3,506,592,072,985,012
fraud_Bartoletti-Wunsch
gas_transport
55.64
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
7c09f47e85f421baa30958548a50b11d
1,325,910,945
39.473783
-90.5064
0
10,061
2019-01-07 04:36:36
4,661,996,144,291,812,000
fraud_Gislason Group
misc_pos
7.18
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
2e273b6985d1ee33215682426a2f02a2
1,325,910,996
40.283307
-79.072825
0
10,062
2019-01-07 04:38:04
6,517,217,825,320,610
fraud_McGlynn-Heathcote
misc_net
1.19
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
ad03f58cd30c5d9ab99e99b7f1ea76a5
1,325,911,084
32.534246
-90.184408
0
10,063
2019-01-07 04:38:37
36,153,880,429,415
fraud_Collier Inc
grocery_net
118.24
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
e50843c281dbd0cf003b5e97f585457d
1,325,911,117
27.684342
-81.346733
0
10,064
2019-01-07 04:38:52
4,449,530,933,957,323
fraud_Berge LLC
gas_transport
77.76
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
9b5e1abb36d95419f51a4f0c7acefec4
1,325,911,132
39.206333
-123.455182
0
10,065
2019-01-07 04:39:38
213,120,463,918,358
fraud_Prohaska-Murray
gas_transport
78.8
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
e3e174179f50fb403b9032418651aedf
1,325,911,178
32.387398
-92.804911
0
10,066
2019-01-07 04:39:47
676,275,912,597
fraud_Balistreri-Nader
misc_pos
30.31
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
cdd5c0706975fa634215da2c2898e19f
1,325,911,187
44.21965
-85.444775
0
10,067
2019-01-07 04:40:06
4,727,244,663,135,968
fraud_Kuhn LLC
misc_net
115.73
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
150f8d9238ce005b2f27826fff7a3250
1,325,911,206
31.514818
-88.442993
0
10,068
2019-01-07 04:40:26
4,969,856,774,088,583
fraud_Mohr Inc
shopping_pos
2.37
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
094e9889eabc711c7789dd54a9e53b78
1,325,911,226
29.998837
-90.507469
0
10,069
2019-01-07 04:40:30
4,681,601,008,538,160
fraud_Wiegand-Lowe
grocery_net
52.62
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
91884892560fc386fbd604de8baae353
1,325,911,230
40.212298
-80.634795
0
10,070
2019-01-07 04:42:27
3,533,742,182,628,021
fraud_Kutch and Sons
grocery_pos
82.37
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
fbedaae5f20925da0e05805259c1b8e0
1,325,911,347
31.97893
-79.550789
0
10,071
2019-01-07 04:43:34
3,563,837,241,599,446
fraud_Koepp-Witting
grocery_pos
36.34
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
d75076c6f7043201f6cbda5d58077e5e
1,325,911,414
44.331059
-123.797699
0
10,072
2019-01-07 04:44:01
2,248,735,346,244,816
fraud_Kihn Inc
shopping_pos
8.86
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
b7af267cf50787b4f4490c1c35f69ef2
1,325,911,441
38.432161
-101.096947
0
10,073
2019-01-07 04:46:10
6,011,399,591,920,186
fraud_Miller-Hauck
grocery_pos
89.25
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
efa2581e13c3870b488e163fec9813af
1,325,911,570
43.078626
-73.75702
0
10,074
2019-01-07 04:46:20
4,640,395,708,703
fraud_Berge LLC
gas_transport
60.91
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
3d129d5f576598795378ab0842ee216c
1,325,911,580
30.716741
-92.040742
0
10,075
2019-01-07 04:46:43
371,284,424,780,634
fraud_Stark-Batz
entertainment
52.66
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
57f480190d80abacc7dd2def932bb41c
1,325,911,603
33.814643
-101.928402
0
10,076
2019-01-07 04:46:49
3,576,021,480,694,169
fraud_Bradtke PLC
grocery_pos
51.58
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
e10e8b7b84731584bf252387e9e7dbd6
1,325,911,609
38.467658
-96.40951
0
10,077
2019-01-07 04:46:57
345,060,451,158,891
fraud_Kiehn Inc
grocery_pos
151.89
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
01ae9a739f24213dd0c3508a526c0483
1,325,911,617
42.338794
-72.609278
0
10,078
2019-01-07 04:48:25
581,508,178,315
fraud_Sporer Inc
gas_transport
66.93
Michael
Vargas
M
933 Martin Rapids
Desdemona
TX
76,445
32.2819
-98.5673
407
Clothing/textile technologist
1978-08-08
5891851a17db34f5c8bda40e6e8e37ea
1,325,911,705
31.953876
-98.421425
0
10,079
2019-01-07 04:49:35
371,683,116,218,417
fraud_Hills-Witting
shopping_net
8.88
Debra
Becker
F
384 Jonathan Hills
Iselin
NJ
8,830
40.5716
-74.3167
18,459
Emergency planning/management officer
1929-03-19
41f64eedf46b9a502a7932b371151209
1,325,911,775
39.79224
-75.180669
0
10,080
2019-01-07 04:50:00
4,629,451,965,224,809
fraud_Cummerata-Jones
gas_transport
45.89
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
37429be87fd4bed607510282f3ba6668
1,325,911,800
31.890714
-82.807474
0
10,081
2019-01-07 04:50:13
3,579,200,383,632,826
fraud_Koepp-Witting
grocery_pos
87.72
Tyler
Small
M
047 Kevin Haven
Boyd
WI
54,726
44.9437
-91.0294
1,690
IT trainer
1975-12-24
de06b0cd9e8d2d69bdd99fae6012e522
1,325,911,813
45.329467
-91.326877
0
10,082
2019-01-07 04:50:14
2,720,894,374,956,739
fraud_Predovic Inc
shopping_net
265.18
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
6d72171b9e19bb7ed208c271c6079ffd
1,325,911,814
43.454492
-82.692322
0
10,083
2019-01-07 04:51:16
2,450,829,271,795,901
fraud_Raynor, Feest and Miller
gas_transport
51.64
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
2e7f85fa10069e03571497c46cad9fc2
1,325,911,876
45.490296
-93.952942
0
10,084
2019-01-07 04:51:40
213,193,596,103,206
fraud_Kunze Inc
grocery_pos
94.66
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
7897c3ec200be3492d557a07c4acd749
1,325,911,900
44.925106
-85.428199
0
10,085
2019-01-07 04:52:04
4,769,426,683,924,059,000
fraud_Lind, Huel and McClure
gas_transport
58.72
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
a9b0c947a54647f0dbe9c8d93f772f4f
1,325,911,924
40.81922
-76.599274
0
10,086
2019-01-07 04:52:27
3,583,093,681,934,489
fraud_Kiehn-Emmerich
grocery_pos
61.89
Hannah
Knight
F
0900 Beverly Landing
Louisville
KY
40,209
38.1901
-85.7519
736,284
Education officer, museum
1961-09-13
9dcde06d9285414625fa23be18198189
1,325,911,947
38.706202
-85.331201
0
10,087
2019-01-07 04:52:55
213,114,122,496,591
fraud_Huels-Nolan
gas_transport
81.04
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
efe72f8a49bbe711686df0969bbf29b0
1,325,911,975
43.793929
-93.761286
0
10,088
2019-01-07 04:53:02
180,084,576,295,055
fraud_Cormier LLC
shopping_net
8.97
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
fe38bf7ab529d4a2d14527e7690578c4
1,325,911,982
28.80696
-96.789663
0
10,089
2019-01-07 04:53:33
3,549,202,406,645,667
fraud_Cummings LLC
gas_transport
58.12
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
da974235a503241706661c1b7c48e4b3
1,325,912,013
43.747459
-70.176707
0
10,090
2019-01-07 04:54:19
4,149,635,823,017
fraud_Friesen-Stamm
gas_transport
55.82
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
6e2a6fc430d6cb7d1e2769509f787e52
1,325,912,059
33.628362
-85.640076
0
10,091
2019-01-07 04:54:51
3,550,554,389,581,384
fraud_Lind, Huel and McClure
gas_transport
66.84
Ryan
Foster
M
03921 Cole Mission Suite 882
Hampton
FL
32,044
29.8575
-82.1483
2,060
Oncologist
1983-11-10
2e3a140160e37270106cc9e457992082
1,325,912,091
29.948442
-81.902937
0
10,092
2019-01-07 04:55:15
4,066,595,222,529
fraud_Tillman, Fritsch and Schmitt
misc_net
1.54
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
c1856f4bec8b9c02daf2fa9eebde52b8
1,325,912,115
38.02731
-83.065856
0
10,093
2019-01-07 04:56:12
6,596,735,789,587,928
fraud_Okuneva, Schneider and Rau
shopping_pos
5.97
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
1108f95ffd65f8fcf2604e8916d460e9
1,325,912,172
45.028538
-92.896255
0
10,094
2019-01-07 04:56:43
3,583,635,130,604,947
fraud_Kunze Inc
grocery_pos
203.38
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
be379894c6614b0978b0d92d72e8b760
1,325,912,203
39.61758
-74.76836
0
10,095
2019-01-07 04:57:17
341,283,058,448,499
fraud_Mosciski, Ziemann and Farrell
shopping_net
470.04
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
815e2a344c09823cfaef2811be945495
1,325,912,237
30.409957
-84.303575
0
10,096
2019-01-07 05:00:21
3,521,815,216,091,574
fraud_Osinski, Ledner and Leuschke
grocery_pos
91.2
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
49c0815a929f8d28318c3f9687c434f8
1,325,912,421
39.073315
-105.615884
0
10,097
2019-01-07 05:02:51
3,521,815,216,091,574
fraud_Wiza, Schaden and Stark
misc_pos
32.82
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
56eba53e21879e4a61dec0b6e2dd0330
1,325,912,571
38.755763
-105.327983
0
10,098
2019-01-07 05:03:23
3,541,160,328,600,277
fraud_Raynor, Feest and Miller
gas_transport
60.99
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
e5ab780944ad07b392a9b7fe47b99b9b
1,325,912,603
40.393562
-90.519942
0
10,099
2019-01-07 05:03:43
30,360,260,465,747
fraud_Altenwerth, Cartwright and Koss
shopping_net
730.04
Jennifer
Garcia
F
28777 Stewart Plains Apt. 495
Putnam
IL
61,560
41.1949
-89.4409
754
Presenter, broadcasting
1962-05-13
36bc89c0968e1849dd010d715f902bea
1,325,912,623
42.070486
-89.819036
0