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
552,400
2020-12-31 00:29:49
4,509,142,395,811,241
fraud_Schmitt Inc
gas_transport
77.37
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
682eac9f5d145606a3f80e94ac8c34ad
1,388,449,789
31.199953
-81.29142
0
552,401
2020-12-31 00:31:28
343,819,048,608,995
fraud_Bauch-Raynor
grocery_pos
106.27
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
c505d2de1a83957c4529239d1113b235
1,388,449,888
40.888274
-94.091391
0
552,402
2020-12-31 00:31:47
4,861,310,130,652,567,000
fraud_Heller, Gutmann and Zieme
grocery_pos
231
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
d1baa27e2dc27e2e8a5d9fed5ad185bd
1,388,449,907
30.894287
-90.606899
0
552,403
2020-12-31 00:32:12
6,011,367,958,204,270
fraud_Stokes, Christiansen and Sipes
grocery_net
40.65
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
55108a2555d5ae490857492ec8041676
1,388,449,932
40.398583
-82.544201
0
552,404
2020-12-31 00:32:57
4,755,696,071,492
fraud_Lockman, West and Runte
grocery_pos
42.35
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
d864bfe11c634282c26e5ee88b2b04c4
1,388,449,977
33.611375
-96.184662
0
552,405
2020-12-31 00:33:03
6,011,399,591,920,186
fraud_Murray Ltd
grocery_net
64.82
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
908e5bc7d4deb49864e2a5a7537fbcdb
1,388,449,983
42.793094
-74.168505
0
552,406
2020-12-31 00:34:09
3,560,797,065,840,735
fraud_Rutherford-Mertz
grocery_pos
100.44
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
f25e6d0dd98ba5a49aaa71d46ad89889
1,388,450,049
45.785285
-100.887162
0
552,407
2020-12-31 00:34:12
213,156,747,557,083
fraud_Wolf Inc
grocery_pos
43.18
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
31bf482eba81a06b12321476a573a4ed
1,388,450,052
34.41985
-117.714524
0
552,408
2020-12-31 00:34:45
3,547,560,454,237,873
fraud_Beier-Hyatt
shopping_pos
4.07
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
8a0c4961c621cd7f8736c3e6abbe8b55
1,388,450,085
44.551977
-86.871555
0
552,409
2020-12-31 00:34:47
3,583,293,909,206,278
fraud_Jones, Sawayn and Romaguera
misc_net
5.19
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
073090388163d583b9cfa5f3e68eefd6
1,388,450,087
34.545595
-106.386806
0
552,410
2020-12-31 00:35:08
4,956,828,990,005,111,000
fraud_Stroman, Hudson and Erdman
gas_transport
80.96
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
89d917e0947c0e2b0502642d07536468
1,388,450,108
39.854628
-73.484544
0
552,411
2020-12-31 00:35:08
4,469,777,115,158,235,000
fraud_Klocko LLC
misc_net
1.69
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
f3c73138acebae13a6dcaeee5d438125
1,388,450,108
41.762603
-70.680361
0
552,412
2020-12-31 00:35:33
6,011,542,681,743,618
fraud_Schumm, Bauch and Ondricka
grocery_pos
126.65
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
7620cb9ed0998a59e44232482e61474c
1,388,450,133
37.883063
-78.413834
0
552,413
2020-12-31 00:35:53
340,103,199,302,564
fraud_Christiansen, Goyette and Schamberger
gas_transport
91.05
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
63b1065a14884988b410f3dbb721b7e5
1,388,450,153
36.799485
-78.682545
0
552,414
2020-12-31 00:36:32
4,069,975,342,931,683
fraud_Wiegand-Lowe
grocery_net
83.57
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
7b1177f4b01d842ef7d082d874f0832d
1,388,450,192
38.079214
-82.403246
0
552,415
2020-12-31 00:36:56
6,535,328,428,560,433
fraud_Schuppe, Nolan and Hoeger
shopping_pos
8.45
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
fb9b52f170253f431af8d30aeb9d7985
1,388,450,216
45.742167
-93.699875
0
552,416
2020-12-31 00:38:28
6,526,448,584,969,862
fraud_Pagac LLC
shopping_pos
3.88
Nathan
Stewart
M
63502 Brown Road Apt. 318
West Long Branch
NJ
7,764
40.2878
-74.0162
8,097
Mechanical engineer
1964-02-18
e7c9caf10bcf44752bf1275cf8213663
1,388,450,308
39.480926
-73.435254
0
552,417
2020-12-31 00:38:55
4,449,530,933,957,323
fraud_Lind, Huel and McClure
gas_transport
54.61
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
c7d5e1af8a8ead8d3ceefa9605ef7338
1,388,450,335
38.246234
-122.359197
0
552,418
2020-12-31 00:39:30
5,456,776,410,929,288
fraud_Pagac LLC
shopping_pos
141.59
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
ad100f637fb5a5cc7377b84ae3dcdf59
1,388,450,370
41.385137
-80.611708
0
552,419
2020-12-31 00:39:46
180,031,190,491,743
fraud_Hamill-Daugherty
misc_net
66.01
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
3cfcfecded2482ae3d7b183d6f6f8ab0
1,388,450,386
31.508595
-88.149028
0
552,420
2020-12-31 00:40:07
180,067,151,859,700
fraud_Herman Inc
misc_pos
274.86
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
61eb64c6fed43ad0b95349425b020b8f
1,388,450,407
42.079747
-87.989082
0
552,421
2020-12-31 00:40:35
213,113,338,379,864
fraud_Stiedemann Ltd
food_dining
25.03
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
aa034a5fa0e43a0885ca62be8ae2a73e
1,388,450,435
40.099267
-76.880041
0
552,422
2020-12-31 00:41:05
375,848,982,312,810
fraud_Emard Inc
gas_transport
53.42
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
37ee74abbc45c8caeda05cbfc09160df
1,388,450,465
31.769596
-97.677711
0
552,423
2020-12-31 00:41:07
377,654,590,313,960
fraud_Connelly, Reichert and Fritsch
gas_transport
78.93
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
7809ff69ec1cec029bdfc694ac07528a
1,388,450,467
37.005353
-85.012963
0
552,424
2020-12-31 00:41:36
375,082,648,741,747
fraud_Ledner-Pfannerstill
gas_transport
55.31
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
358c3db3b337b48ae1d50c257e5f4f51
1,388,450,496
46.298233
-96.42622
0
552,425
2020-12-31 00:41:38
3,586,955,669,388,457
fraud_Nitzsche, Kessler and Wolff
shopping_pos
123.81
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
241e6db5364fac6991fc19023f058dcd
1,388,450,498
41.315514
-79.563371
0
552,426
2020-12-31 00:42:08
630,441,765,090
fraud_Strosin-Cruickshank
grocery_pos
137.96
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
c3b046adbf12c2f031fcdb7a916e0cec
1,388,450,528
31.85685
-98.767905
0
552,427
2020-12-31 00:42:20
180,049,032,966,888
fraud_Kuhic Inc
grocery_pos
89.75
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
46195a22ae8036fb196667f49a39a3b7
1,388,450,540
46.985482
-90.653964
0
552,428
2020-12-31 00:43:05
4,446,368,897,795,790
fraud_Gislason Group
misc_pos
34.2
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
1a7a7424eb116994546edfba8808bb9f
1,388,450,585
38.177627
-74.617844
0
552,429
2020-12-31 00:43:37
4,897,067,971,111,210,000
fraud_Harris Inc
gas_transport
67.27
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
a3ba36029a494370f3f5df635a45f6a9
1,388,450,617
28.379164
-83.675889
0
552,430
2020-12-31 00:44:07
4,379,260,813,815,979,500
fraud_Raynor, Reinger and Hagenes
gas_transport
83.6
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
73b3e7317bb7f667ff58e65c6137f8a6
1,388,450,647
38.03305
-121.343113
0
552,431
2020-12-31 00:44:32
4,239,436,242,473
fraud_Raynor, Feest and Miller
gas_transport
78.34
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
b78e269589ba4599b2ca5875f0a4a46f
1,388,450,672
38.890081
-76.95088
0
552,432
2020-12-31 00:44:59
4,302,480,582,202,074
fraud_Casper, Hand and Zulauf
grocery_pos
46.46
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
6bd0478affe9b3e793ed36fbc7ef3103
1,388,450,699
43.73237
-85.683856
0
552,433
2020-12-31 00:45:35
4,708,992,452,821,239
fraud_Mohr-Bayer
shopping_net
8.34
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
ddcbf500d7d99a94668e97c662c444d4
1,388,450,735
35.198487
-90.502253
0
552,434
2020-12-31 00:46:23
371,284,424,780,634
fraud_Dooley Inc
shopping_pos
4.7
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
74f6fd80ad0ee8036cab82e7ca79d06e
1,388,450,783
34.179303
-101.054007
0
552,435
2020-12-31 00:46:39
4,247,921,790,666
fraud_Jewess LLC
shopping_pos
40.5
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
b13ec7c5fb63f200a6ad92ba9dc9b7d9
1,388,450,799
38.781579
-82.741412
0
552,436
2020-12-31 00:47:34
2,657,850,734,909,997
fraud_Okuneva, Schneider and Rau
shopping_pos
9.14
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
b7397027b1780e9cb3eb2a2e15598e18
1,388,450,854
41.980704
-83.617386
0
552,437
2020-12-31 00:48:04
4,725,673,654,161,314
fraud_Sporer Inc
gas_transport
60.76
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
3bcba12999fb158fe70ebb696f8a2c11
1,388,450,884
40.919901
-73.146371
0
552,438
2020-12-31 00:48:22
213,112,402,583,773
fraud_Kling Inc
gas_transport
73.02
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
73284b994203063b2a3fa9835c9ee7b5
1,388,450,902
34.825113
-82.059807
0
552,439
2020-12-31 00:48:27
4,800,395,067,176,717
fraud_Spencer PLC
entertainment
72.88
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
1d4c1828d92edfe5acf9463c7a4b5992
1,388,450,907
41.716108
-97.840484
0
552,440
2020-12-31 00:48:33
4,900,628,639,996
fraud_Hudson-Ratke
grocery_pos
47.37
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
e89bd8ebf131a4eeedb20d66b41a5e83
1,388,450,913
34.400941
-117.546379
0
552,441
2020-12-31 00:49:22
3,565,196,229,855,512
fraud_Hagenes, Kohler and Hoppe
food_dining
129.55
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
a0c5f09255b65a3a727805c118e6e08c
1,388,450,962
39.82328
-93.809581
0
552,442
2020-12-31 00:49:34
4,841,313,716,651,064
fraud_Rohan, White and Aufderhar
misc_net
86.49
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
09ca0963e2559550cf12e64e6c0bb24a
1,388,450,974
44.603611
-71.619842
0
552,443
2020-12-31 00:50:12
4,792,627,764,422,478,000
fraud_Padberg-Welch
grocery_pos
211.29
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
2e448808a9424ab849cddec9e033c2a6
1,388,451,012
39.656954
-95.003907
0
552,444
2020-12-31 00:50:21
180,067,784,565,096
fraud_Christiansen, Goyette and Schamberger
gas_transport
56.98
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
132e07e4ff4082cd5ce96d065d0d8c87
1,388,451,021
41.965719
-88.280685
0
552,445
2020-12-31 00:50:37
4,116,554,952,971,686
fraud_Lind, Huel and McClure
gas_transport
85.99
Bridget
Bowen
F
49120 Regina Island Apt. 170
Port Saint Lucie
FL
34,953
27.2625
-80.3793
181,438
Primary school teacher
1934-03-19
89d29b788a1bf89ea7395c4a44ab52cd
1,388,451,037
27.341581
-80.901854
0
552,446
2020-12-31 00:50:57
3,575,789,281,659,026
fraud_Harris Inc
gas_transport
79.79
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
cab1ef61dfc522d8cc6ea73592014244
1,388,451,057
39.201637
-94.236392
0
552,447
2020-12-31 00:50:57
375,974,680,629,816
fraud_Koepp-Witting
grocery_pos
83.26
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
b476dcf7d4328112c781a06e4cdfdf24
1,388,451,057
41.53257
-72.85601
0
552,448
2020-12-31 00:51:31
4,005,676,619,255,478
fraud_Cassin-Harvey
grocery_net
27.78
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
2283b3852f5998a02c0dd769caee6815
1,388,451,091
29.739782
-91.039652
0
552,449
2020-12-31 00:53:45
675,909,898,057
fraud_Jenkins, Hauck and Friesen
gas_transport
58.36
Christopher
Henry
M
1198 Robert Stravenue Apt. 479
Armonk
NY
10,504
41.136
-73.7009
7,987
Television/film/video producer
1964-03-16
fb5da7b6e0dc962e48827cf42b23a87a
1,388,451,225
40.546066
-74.037757
0
552,450
2020-12-31 00:53:59
4,917,226,033,950
fraud_Hayes, Marquardt and Dibbert
misc_net
212.99
Adam
Keller
M
32600 Cobb Curve
Sardis
AL
36,775
32.2844
-86.992
800
Learning disability nurse
1932-09-17
86b4f2c8684804776516893fc4cbada3
1,388,451,239
32.676029
-87.625584
0
552,451
2020-12-31 00:54:04
4,342,532,437,704,183
fraud_Huels-Hahn
gas_transport
89.16
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
671092ee83da95a52b3b199a33df43a6
1,388,451,244
41.707225
-77.050639
0
552,452
2020-12-31 00:56:39
6,011,679,934,075,347
fraud_Stokes, Christiansen and Sipes
grocery_net
62.92
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
0e3dd3eff7770494302300c8e5c15eee
1,388,451,399
41.925809
-105.832076
0
552,453
2020-12-31 00:56:45
60,487,002,085
fraud_Huel-Langworth
misc_net
7.41
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
17e0ff173a0d7fff3c26e6ffb59de7d1
1,388,451,405
31.919027
-90.574808
0
552,454
2020-12-31 00:57:13
180,011,453,250,192
fraud_Stanton, Jakubowski and Baumbach
shopping_net
114.09
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
80adeeee14ff635158b7d8354f6d2ff4
1,388,451,433
42.17475
-90.07934
0
552,455
2020-12-31 00:57:36
30,501,624,614,310
fraud_Raynor, Reinger and Hagenes
gas_transport
46.98
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
5e16d0a97b2a89ade0e1058dddb0bf3d
1,388,451,456
32.701807
-81.995459
0
552,456
2020-12-31 00:57:38
584,673,555,952
fraud_Vandervort-Funk
grocery_pos
118.46
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
f32e3928298f719e4c5082a5ce12fe0f
1,388,451,458
47.911741
-101.37776
0
552,457
2020-12-31 00:58:27
4,181,833,256,558,614,000
fraud_Goldner, Kovacek and Abbott
grocery_pos
72.66
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
7dbcbc7a5ef4b384756236310b31aafb
1,388,451,507
36.537929
-106.108897
0
552,458
2020-12-31 00:59:04
3,561,963,695,236,764
fraud_Boehm, Block and Jakubowski
misc_pos
38.13
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
cae920c16bc930fb2593a4284933abc8
1,388,451,544
40.964333
-72.942219
0
552,459
2020-12-31 00:59:17
4,727,244,663,135,968
fraud_Stark-Batz
entertainment
36.2
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
2186c7d4f949b36c03ead5a839a262eb
1,388,451,557
31.050873
-87.395683
0
552,460
2020-12-31 00:59:20
4,727,244,663,135,968
fraud_Doyle Ltd
grocery_pos
101.61
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
d139f5ce689bbf2b2089877be998cb69
1,388,451,560
31.441879
-86.804797
0
552,461
2020-12-31 00:59:30
4,682,744,518,117,239
fraud_Barton Inc
grocery_pos
118.46
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
6e7e5f5dd04081004e144cc3d15fc014
1,388,451,570
38.2286
-93.488474
0
552,462
2020-12-31 01:00:26
4,939,976,756,738,216
fraud_Kiehn Inc
grocery_pos
215.33
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
f98b8368e7e1203698865b3685d92d7f
1,388,451,626
26.101331
-99.863675
0
552,463
2020-12-31 01:02:37
4,220,345,354,880
fraud_Moen, Reinger and Murphy
grocery_pos
92.59
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
97ee91bce068f729c46e799a4dfd83c9
1,388,451,757
43.169143
-82.493399
0
552,464
2020-12-31 01:02:46
6,011,148,190,095,209
fraud_Paucek-Wiza
grocery_net
72.88
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
81dbc2a6fd11d525b199091396318dae
1,388,451,766
38.471592
-121.600988
0
552,465
2020-12-31 01:02:56
6,011,348,830,550,197
fraud_Kutch, Hermiston and Farrell
gas_transport
68.65
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
97efa10e98e0bad834171f446f71b796
1,388,451,776
34.103079
-86.590586
0
552,466
2020-12-31 01:06:58
4,104,312,520,615,374
fraud_Tillman, Dickinson and Labadie
gas_transport
53.66
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
102910017c557dfd1953aadcc9b5eb8a
1,388,452,018
33.386197
-117.401629
0
552,467
2020-12-31 01:08:48
4,277,232,699,798,846
fraud_Nitzsche, Kessler and Wolff
shopping_pos
19.96
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
6868245d1c8395f0de0ac7b7327cacc4
1,388,452,128
45.249754
-103.024235
0
552,468
2020-12-31 01:08:52
4,244,953,610,136,705,500
fraud_Schumm, Bauch and Ondricka
grocery_pos
92.49
Christopher
Odom
M
81446 Nicole Highway Apt. 874
Richland
NJ
8,350
39.485
-74.8776
825
Licensed conveyancer
1991-07-06
1618f35d9c008fffb79ca5a7d466be63
1,388,452,132
39.255995
-75.40495
0
552,469
2020-12-31 01:09:01
375,848,982,312,810
fraud_Metz-Boehm
shopping_pos
28.16
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
3b01aff768eead348a11b5f3bc64b0b1
1,388,452,141
31.038674
-98.801221
0
552,470
2020-12-31 01:09:01
4,260,059,589,824,237
fraud_Pouros-Conroy
shopping_pos
7.98
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
b8cafe9a58867a04ebd1ce2cff44fe82
1,388,452,141
43.588735
-100.773078
0
552,471
2020-12-31 01:11:02
3,583,093,681,934,489
fraud_Eichmann, Bogan and Rodriguez
gas_transport
66.6
Hannah
Knight
F
0900 Beverly Landing
Louisville
KY
40,209
38.1901
-85.7519
736,284
Education officer, museum
1961-09-13
39f1b1328d7cdd0ea87595f91b8f65b3
1,388,452,262
37.259173
-86.354698
0
552,472
2020-12-31 01:12:00
503,848,303,379
fraud_Connelly, Reichert and Fritsch
gas_transport
73.12
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
d2a77341b2191e5d80af78ee8de581db
1,388,452,320
25.604999
-82.817938
0
552,473
2020-12-31 01:12:27
6,011,366,578,560,244
fraud_Erdman-Kertzmann
gas_transport
36.89
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
aa8f3add47709c8587fa78de9461753d
1,388,452,347
39.794827
-77.651675
0
552,474
2020-12-31 01:12:38
374,125,201,044,065
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
135
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
c70bb028e2c0cfd0d31a0155bbba1adf
1,388,452,358
39.061973
-76.544718
0
552,475
2020-12-31 01:12:38
4,642,255,475,285,942
fraud_Miller-Harris
misc_net
23.59
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
e6c09cb3e0e0bf9f2cfed6d3760aaf13
1,388,452,358
38.522187
-110.585651
0
552,476
2020-12-31 01:12:51
2,269,768,987,945,882
fraud_Koss and Sons
gas_transport
75.2
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
b895ed7316d6fd0171a373c42ba7597c
1,388,452,371
41.800992
-77.666664
0
552,477
2020-12-31 01:13:21
38,199,021,865,320
fraud_Lynch Ltd
shopping_pos
120.47
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
4b8068f4d0f641b585a90fb9ec938f7f
1,388,452,401
43.066161
-71.769289
0
552,478
2020-12-31 01:13:30
30,546,453,310,167
fraud_Parisian and Sons
gas_transport
67.43
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
16845ea1d912f416d5aba0419d708424
1,388,452,410
42.724342
-71.079044
0
552,479
2020-12-31 01:13:37
5,130,484,058,948,421
fraud_Maggio-Fahey
misc_pos
35.2
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
eaeec6ba391a91f42800c92cfca74523
1,388,452,417
40.19241
-83.690919
0
552,480
2020-12-31 01:14:05
375,082,648,741,747
fraud_Bins-Rice
gas_transport
44.17
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
5306736805d2c2c97df03a32cf9dd7ae
1,388,452,445
47.195992
-96.712585
0
552,481
2020-12-31 01:14:11
4,302,480,582,202,074
fraud_Olson, Becker and Koch
gas_transport
104.19
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
75e1d5ee51f2bdfe373d5476e51429db
1,388,452,451
43.401537
-86.330707
0
552,482
2020-12-31 01:14:59
571,844,099,986
fraud_Zboncak Ltd
food_dining
64.47
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
ecdc04dd8f669bbe7f9cb3c728d2833b
1,388,452,499
38.674215
-86.342456
0
552,483
2020-12-31 01:15:39
5,359,543,825,610,251
fraud_Hackett-Lueilwitz
grocery_pos
90.56
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
f5b652d8d9873fccce228e829a89f3e2
1,388,452,539
46.63468
-111.383943
0
552,484
2020-12-31 01:16:05
4,474,324,669,797,121
fraud_Auer-West
shopping_net
75.42
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
3d23b42fa3d5a24fc823a9832e4bc385
1,388,452,565
36.824212
-119.84093
0
552,485
2020-12-31 01:16:23
180,011,453,250,192
fraud_Ferry, Reichel and DuBuque
grocery_net
51.96
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
e05b30e8190452a7892ba16c1bed01e6
1,388,452,583
42.145792
-90.280489
0
552,486
2020-12-31 01:16:33
639,023,984,367
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
87.06
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
277cda56fc99827ca9a7b86e057397f1
1,388,452,593
45.331814
-74.436062
0
552,487
2020-12-31 01:17:22
630,425,673,344
fraud_McGlynn-Jaskolski
misc_pos
152.83
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
c9d75a4c9ef47d3b3e2298cc2e6c022e
1,388,452,642
37.555501
-80.42764
0
552,488
2020-12-31 01:18:05
4,922,710,831,011,201
fraud_Altenwerth, Cartwright and Koss
shopping_net
4.13
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
df13f16e13647d8d4d59aaf85c508b6a
1,388,452,685
39.677499
-80.099155
0
552,489
2020-12-31 01:18:33
4,956,828,990,005,111,000
fraud_Vandervort-Funk
grocery_pos
93.85
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
44a03cb67473cc5d2f9ad56d073a57a3
1,388,452,713
40.885707
-74.064619
0
552,490
2020-12-31 01:18:56
2,285,066,385,084,291
fraud_Cartwright-Harris
grocery_pos
40.12
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
660e4e21884449ad18454ad427ebb458
1,388,452,736
31.842317
-89.901326
0
552,491
2020-12-31 01:19:39
4,538,566,639,857
fraud_Jewess LLC
shopping_pos
4.71
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
863361ffbe351c7f660765a589f4a391
1,388,452,779
40.82937
-73.293647
0
552,492
2020-12-31 01:19:40
6,502,195,877,055,606
fraud_Kutch and Sons
grocery_pos
94.83
Nathan
Byrd
M
155 Gregory Mount Suite 791
Red Cliff
CO
81,649
39.4584
-106.3851
277
Human resources officer
1985-04-03
8649d536a24bc21f2965b97f71a10632
1,388,452,780
40.145885
-107.204605
0
552,493
2020-12-31 01:20:17
4,512,828,414,983,802,000
fraud_Paucek-Wiza
grocery_net
50.71
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
191fec0ae2f0e979f323084a09cc27f9
1,388,452,817
39.873027
-79.777653
0
552,494
2020-12-31 01:20:28
38,797,410,705,641
fraud_Smitham-Boehm
grocery_net
49.98
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
18b7f915d0c777e926bb076a4312ca4d
1,388,452,828
42.92649
-74.505418
0
552,495
2020-12-31 01:21:20
6,011,652,924,285,713
fraud_Towne, Walker and Borer
grocery_net
40.9
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
83aa48623113660e50f183abb51c4412
1,388,452,880
38.004994
-92.505789
0
552,496
2020-12-31 01:22:36
5,559,857,416,065,248
fraud_Conroy-Cruickshank
gas_transport
47.58
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
f7a186e5ee9f0fe7c503196ae13801cc
1,388,452,956
41.612161
-121.9049
0
552,497
2020-12-31 01:23:09
4,653,879,239,169,997
fraud_Bins-Rice
gas_transport
46.31
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
52a4997baeca31d8f81ba3abe513d9bc
1,388,452,989
36.811442
-86.879741
0
552,498
2020-12-31 01:23:29
4,410,582,919,485,061,600
fraud_Bogisich-Homenick
misc_net
103.19
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
982e57c03a3a3d57f1912240a4803f39
1,388,453,009
32.053288
-82.01953
0
552,499
2020-12-31 01:23:53
4,756,039,869,079,882,000
fraud_Wolf Inc
grocery_pos
85.21
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
0594faebc6a09d7e1d3aabfa06f5e785
1,388,453,033
32.856293
-96.270752
0