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
3,500
2020-06-22 11:21:09
4,239,552,724,014,407
fraud_Volkman-Predovic
shopping_net
20.05
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
19b8768a5498123aa61afb332380e6ba
1,371,900,069
42.081575
-84.60789
0
3,501
2020-06-22 11:21:54
2,280,870,154,157,385
fraud_Bartoletti-Wunsch
gas_transport
72.81
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
7fedc16a88d783a54a43bace6490e095
1,371,900,114
40.768459
-90.103253
0
3,502
2020-06-22 11:22:17
3,561,212,938,177,173
fraud_Roob LLC
grocery_net
23.31
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
eaf3dc68ac45f84c90f45b435e1c54b5
1,371,900,137
32.178083
-85.612769
0
3,503
2020-06-22 11:22:38
4,956,828,990,005,111,000
fraud_Hills-Olson
grocery_net
39.42
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
4bf8050b69b9a6a105a6ceabdb9e7a53
1,371,900,158
40.004158
-74.569396
0
3,504
2020-06-22 11:22:44
4,474,324,669,797,121
fraud_Dickinson-Rempel
misc_pos
182.04
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
ad815cc2ccbf86fcf83a4d2b911584bf
1,371,900,164
36.897768
-119.005971
0
3,505
2020-06-22 11:23:11
4,900,628,639,996
fraud_Miller-Hauck
grocery_pos
65.28
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
db351d6c51347079e33afd0ead55d888
1,371,900,191
34.079574
-118.58697
0
3,506
2020-06-22 11:23:47
4,900,628,639,996
fraud_Nader-Heller
misc_net
1.94
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
d973dabaafcad08a330458182ded8173
1,371,900,227
34.064595
-118.045949
0
3,507
2020-06-22 11:24:10
2,256,234,701,263,057
fraud_Jaskolski-Vandervort
misc_net
2.83
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
d3b2b5520d3a4930fa61cf79d0fd195c
1,371,900,250
43.852677
-71.915513
0
3,508
2020-06-22 11:24:42
4,640,395,708,703
fraud_DuBuque LLC
grocery_pos
133.22
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
f09d074613cc0eca33ea6415b4fd9b5a
1,371,900,282
30.278919
-91.220864
0
3,509
2020-06-22 11:25:08
2,358,122,155,477,959
fraud_Boyer-Reichert
shopping_net
2.91
Mike
Tran
M
17355 Mendoza Bypass Suite 059
Linthicum Heights
MD
21,090
39.2092
-76.6681
9,784
Conservator, furniture
1924-10-30
8a7a4755625c648d21f6656e140bfaa2
1,371,900,308
38.713695
-77.303737
0
3,510
2020-06-22 11:25:19
213,141,712,584,544
fraud_Erdman-Kertzmann
gas_transport
63.75
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
63f1d3bd697c32f884d9f0d4623458cb
1,371,900,319
31.435622
-89.759894
0
3,511
2020-06-22 11:26:01
6,538,891,242,532,018
fraud_Osinski, Ledner and Leuschke
grocery_pos
224.82
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
bed764e87d40d06d782c07a7bea50ab2
1,371,900,361
36.395366
-89.967066
0
3,512
2020-06-22 11:26:18
213,113,028,819,344
fraud_Doyle Ltd
grocery_pos
85.31
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
db47e9de5f038475d311fdf6626ee5b2
1,371,900,378
42.648151
-74.799569
0
3,513
2020-06-22 11:26:45
4,503,101,193,493,053,000
fraud_Hackett-Lueilwitz
grocery_pos
239.38
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
2bbea48e86b570ba38d8b58c3c722d89
1,371,900,405
28.864308
-81.895513
0
3,514
2020-06-22 11:27:19
4,497,913,965,512,794,000
fraud_Volkman-Predovic
shopping_net
2.03
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
7d8a5aabe38282106e72e6fa4dc7ce40
1,371,900,439
34.182817
-79.225067
0
3,515
2020-06-22 11:27:26
4,220,345,354,880
fraud_Harris Group
food_dining
52.72
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
454a4998d91f35e4f0129572fdacc0c5
1,371,900,446
42.605313
-83.70082
0
3,516
2020-06-22 11:27:33
4,585,132,874,641
fraud_Raynor, Feest and Miller
gas_transport
47.72
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
0b9788d968317a3518429faf1f84ac1b
1,371,900,453
39.600324
-94.576946
0
3,517
2020-06-22 11:27:45
567,868,110,212
fraud_Murray-Smitham
grocery_pos
210.94
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
10b65fc4ca9eeb8f69fb523a175c6293
1,371,900,465
30.182874
-94.763812
0
3,518
2020-06-22 11:28:15
180,056,173,248,083
fraud_Kutch and Sons
grocery_pos
67.69
Larry
Warner
M
145 Jeffrey Key Suite 668
Lakeview
MI
48,850
43.4269
-85.2924
4,474
Emergency planning/management officer
1976-01-15
6cb9fc49759a428bdc333b4cd19ac037
1,371,900,495
42.873064
-84.620598
0
3,519
2020-06-22 11:28:20
38,295,635,583,927
fraud_Kuhic Inc
grocery_pos
88.46
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
b3c59de5d266f5a53358bda0a4745abc
1,371,900,500
32.959877
-100.092672
0
3,520
2020-06-22 11:28:52
4,451,952,084,362,894
fraud_Bahringer-Larson
grocery_net
38.1
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
b5e90295735c311efd0405db84acbc87
1,371,900,532
35.120083
-101.892278
0
3,521
2020-06-22 11:29:19
2,260,801,330,657,968
fraud_Torphy-Goyette
shopping_pos
5.13
Monique
Fox
F
755 Gardner Heights Apt. 420
Paxton
MA
1,612
42.3066
-71.9202
4,845
Accounting technician
1926-09-14
f8212675139734cd538d8fad07086222
1,371,900,559
41.891569
-71.342542
0
3,522
2020-06-22 11:29:34
347,612,609,554,823
fraud_Morissette, Weber and Wiegand
grocery_net
34.11
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
1f8d1d3c818c2fab2db913d0a2470daa
1,371,900,574
43.899041
-68.611379
0
3,523
2020-06-22 11:29:45
3,576,431,665,303,017
fraud_Flatley Group
misc_pos
148.4
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
da859f50bc9369bb1a7e856884551597
1,371,900,585
34.463394
-112.719446
0
3,524
2020-06-22 11:29:53
4,497,913,965,512,794,000
fraud_Volkman Ltd
misc_net
95.05
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
ae65de2fae884661e1b1a6bcddf319f5
1,371,900,593
34.695786
-80.163244
0
3,525
2020-06-22 11:30:04
3,527,536,963,490,470
fraud_Koss and Sons
gas_transport
51.96
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
cf8b2736e400892131821abef2ad238e
1,371,900,604
33.492318
-82.162632
0
3,526
2020-06-22 11:30:38
4,646,845,581,490,336,000
fraud_Johnston, Nikolaus and Maggio
grocery_net
67.99
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
031233e290f47d5c9621c75dbb3741d9
1,371,900,638
41.051123
-73.422394
0
3,527
2020-06-22 11:31:29
3,573,386,445,588,324
fraud_Lind, Huel and McClure
gas_transport
72.01
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
bf21ddc2075f42dbfe22873b3fd7d0f9
1,371,900,689
45.180571
-99.333021
0
3,528
2020-06-22 11:32:21
4,045,036,286,570,100,700
fraud_Hickle Group
shopping_pos
22.51
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
f1932e4d707be33f485c00aee105f6ca
1,371,900,741
39.460476
-76.017227
0
3,529
2020-06-22 11:32:42
180,014,262,259,255
fraud_Bechtelar-Rippin
food_dining
159.96
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
a2abf0390a584a0bdfca821dc83c4f4a
1,371,900,762
32.037958
-86.567703
0
3,530
2020-06-22 11:33:45
36,913,587,729,122
fraud_Schamberger-O'Keefe
grocery_pos
225.92
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
3459fa0ee505624106e77d421113fe7f
1,371,900,825
42.695088
-116.408439
0
3,531
2020-06-22 11:33:53
5,127,412,150,261,034
fraud_Doyle Ltd
grocery_pos
30.74
David
Campbell
M
2989 Murray Inlet
Washington
DC
20,017
38.9367
-76.994
601,723
Psychotherapist, child
1991-02-04
92ad9cb3c63cf47bf1889c65cc04d166
1,371,900,833
39.139125
-77.777407
0
3,532
2020-06-22 11:34:11
6,011,360,759,745,864
fraud_Raynor, Reinger and Hagenes
gas_transport
63.74
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
e1a61a2067f3b6067ea99ca5904bf818
1,371,900,851
39.322977
-78.395296
0
3,533
2020-06-22 11:34:25
4,128,027,264,554,082
fraud_Murray-Smitham
grocery_pos
115.9
Kyle
Park
M
7507 Larry Passage Suite 859
Mount Perry
OH
43,760
39.8788
-82.188
1,831
Barrister's clerk
1953-10-18
e39805081e27690169dac26363a3399d
1,371,900,865
40.497994
-81.786313
0
3,534
2020-06-22 11:34:26
3,563,837,241,599,446
fraud_Kling-Grant
grocery_net
37.5
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
c6cb903c66da37acfc9335408cde33f0
1,371,900,866
45.998419
-123.679614
0
3,535
2020-06-22 11:34:35
4,427,805,710,168
fraud_Friesen-Stamm
gas_transport
51.07
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
fc067887b881a5c45148e263644a7ef6
1,371,900,875
33.605362
-105.875911
0
3,536
2020-06-22 11:34:47
213,198,837,352,314
fraud_Strosin-Cruickshank
grocery_pos
81.87
John
Vega
M
4483 Sharp Ferry Apt. 468
Garfield
KS
67,529
38.0649
-99.2374
365
Equality and diversity officer
1991-02-03
d607a215c26de800def2a4569cdd82e1
1,371,900,887
37.802671
-99.977193
0
3,537
2020-06-22 11:35:06
4,179,719,215,697,782
fraud_Padberg-Welch
grocery_pos
100.52
Belinda
Jimenez
F
6807 Jacob Skyway Apt. 331
Rockwell
IA
50,469
43.0032
-93.2167
1,574
Scientist, audiological
1982-12-27
cc42cc2e172545c56e33e76d6a7b1818
1,371,900,906
43.640185
-93.918834
0
3,538
2020-06-22 11:35:57
30,143,535,920,989
fraud_Stokes, Christiansen and Sipes
grocery_net
63.76
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
3a0d862a367d14b6ec5f20168a8f3ee8
1,371,900,957
39.78708
-76.074686
0
3,539
2020-06-22 11:36:30
6,011,148,190,095,209
fraud_Kerluke Inc
misc_net
8.73
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
293879583760a24a8e348c5632787596
1,371,900,990
37.59226
-122.822626
0
3,540
2020-06-22 11:37:20
2,233,882,705,243,596
fraud_Huels-Nolan
gas_transport
76.32
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
9721ba003e807f18505676cb8f5d3ee0
1,371,901,040
34.041652
-88.392564
0
3,541
2020-06-22 11:37:39
372,509,258,176,510
fraud_McGlynn-Jaskolski
misc_pos
99.57
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
fb233d8899aa0e79baf29147955e434e
1,371,901,059
42.90126
-82.648602
0
3,542
2020-06-22 11:37:44
639,077,309,909
fraud_Rippin, Kub and Mann
misc_net
47.5
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
0873071afaa280f8ba1578c88247b432
1,371,901,064
39.9883
-105.983557
0
3,543
2020-06-22 11:38:09
3,575,789,281,659,026
fraud_VonRueden Group
grocery_net
86.63
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
0c3ff202ec583b8f3d458e0332f6ad2a
1,371,901,089
38.962751
-93.653088
0
3,544
2020-06-22 11:38:34
4,503,101,193,493,053,000
fraud_Skiles-Ankunding
grocery_net
60.3
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
c13314ade17ba8e6da1614351918c4d0
1,371,901,114
27.87764
-82.016232
0
3,545
2020-06-22 11:38:56
3,581,130,339,108,561
fraud_Goldner-Lemke
entertainment
86.5
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
6d8a9cbc6cb812f7e7d6e08e2ddb931d
1,371,901,136
41.031973
-82.010402
0
3,546
2020-06-22 11:39:20
3,576,144,910,346,950
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
2.23
Thomas
Payne
M
9455 Kathleen Brook Apt. 651
Huslia
AK
99,746
65.6899
-156.292
277
Engineer, civil (consulting)
1965-11-06
7dce5f0d5b595fa2c8b2922931074420
1,371,901,160
64.789819
-155.498962
0
3,547
2020-06-22 11:39:41
4,670,613,943,676,271
fraud_Erdman-Kertzmann
gas_transport
62.98
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
a957dc79de63a76b2ed7191d9159280b
1,371,901,181
32.668874
-85.398895
0
3,548
2020-06-22 11:39:44
3,547,560,454,237,873
fraud_Funk Group
grocery_net
48.99
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
45afcd6b01bd3ce6bc6a48e61c954833
1,371,901,184
45.121268
-87.158134
0
3,549
2020-06-22 11:39:44
4,605,902,936,394
fraud_Hermiston, Russel and Price
food_dining
67.45
Vincent
Mueller
M
79019 Taylor Cliffs
Dallas
TX
75,238
32.877
-96.708
1,263,321
Drilling engineer
1959-06-28
998cf1ec78d30de1b49257ca50832a30
1,371,901,184
32.303954
-96.139872
0
3,550
2020-06-22 11:39:58
30,407,675,418,785
fraud_Deckow-O'Conner
grocery_pos
77.59
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
1f9239669e295f7d1924ef40fd6546f0
1,371,901,198
43.181639
-76.375444
0
3,551
2020-06-22 11:40:08
180,011,453,250,192
fraud_Harris Inc
gas_transport
74.98
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
cc01b03b4a630e341c1267807a33cd26
1,371,901,208
41.47044
-90.753488
0
3,552
2020-06-22 11:40:14
4,671,727,014,157,745
fraud_Weimann, Kuhic and Beahan
shopping_pos
9.41
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
e05a2c1f45f4d876b835c91590413c7e
1,371,901,214
41.070965
-86.564423
0
3,553
2020-06-22 11:40:17
584,673,555,952
fraud_O'Keefe-Hudson
grocery_pos
128.72
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
b89a97a4c176286dfce4bbd3e4288e93
1,371,901,217
46.544021
-100.565741
0
3,554
2020-06-22 11:40:20
38,588,538,868,506
fraud_Kuvalis Ltd
gas_transport
58.62
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
3cda7a24ba3d1788fe7b5583bd1ae0f2
1,371,901,220
29.928195
-102.472042
0
3,555
2020-06-22 11:40:41
4,742,883,543,039,288,000
fraud_Bartoletti-Wunsch
gas_transport
31.82
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
b9628877f230d492dc20ba9b830b087d
1,371,901,241
20.750532
-156.213845
0
3,556
2020-06-22 11:40:58
3,582,754,887,089,201
fraud_Rodriguez, Yost and Jenkins
misc_net
6.01
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
f3213e80c776da7a2c74756a5524eb2f
1,371,901,258
34.31781
-94.242351
0
3,557
2020-06-22 11:41:20
376,944,481,517,097
fraud_Berge LLC
gas_transport
68.86
Tiffany
Stephens
F
1447 Ryan Lodge
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Scientist, physiological
1957-12-26
4c2ada033b06ea33be6400625135e5eb
1,371,901,280
30.008274
-88.182411
0
3,558
2020-06-22 11:41:57
4,646,845,581,490,336,000
fraud_Rempel PLC
grocery_net
58.95
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
e48660d42fdc86019ab3349c0d86da5e
1,371,901,317
40.650591
-73.493175
0
3,559
2020-06-22 11:42:34
6,011,492,816,282,597
fraud_Cassin-Harvey
grocery_net
21.18
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
d0e45c49fd80ce9eb3562aadf8eb979e
1,371,901,354
34.249044
-92.121088
0
3,560
2020-06-22 11:42:34
5,580,563,567,307,107
fraud_Wiza LLC
misc_pos
28.89
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
99048d10e64eb52357efc4ef03fd9c46
1,371,901,354
39.640052
-78.837404
0
3,561
2020-06-22 11:42:57
30,518,196,150,127
fraud_Tillman, Fritsch and Schmitt
misc_net
9.78
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
8928811279dfb5047ac2a0f5f05748c5
1,371,901,377
40.462718
-86.916579
0
3,562
2020-06-22 11:43:05
180,094,419,304,907
fraud_Hayes, Marquardt and Dibbert
misc_net
8.35
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
e5bb36eaffd4a4f0eee86b84d3436e81
1,371,901,385
34.668641
-116.527102
0
3,563
2020-06-22 11:43:33
3,568,736,585,751,727
fraud_Roberts-Beahan
misc_pos
37.24
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
dca62f08f70f159198ac3728952dfffc
1,371,901,413
42.017594
-94.06255
0
3,564
2020-06-22 11:43:46
3,538,520,143,479,972
fraud_Schaefer, McGlynn and Bosco
gas_transport
47.17
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
019a0f791f28000ff882ea7b9e9c8957
1,371,901,426
40.993082
-83.289903
0
3,565
2020-06-22 11:43:59
180,072,527,505,094
fraud_Williamson LLC
misc_pos
219.76
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
6cb91f5c15f89e4031d2a701b2df1a64
1,371,901,439
36.546643
-81.608715
0
3,566
2020-06-22 11:44:42
6,011,999,606,625,827
fraud_Koss, McLaughlin and Mayer
food_dining
53.7
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
08ac7375b4c6d308d26329c7fedc8c53
1,371,901,482
40.64645
-73.23439
0
3,567
2020-06-22 11:45:19
180,067,151,859,700
fraud_Johnston, Nikolaus and Maggio
grocery_net
84.18
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
4111109f8b173048063495f135013906
1,371,901,519
40.864729
-88.38142
0
3,568
2020-06-22 11:45:32
676,372,984,911
fraud_Kutch and Sons
grocery_pos
129.77
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
a0cacc23f88e37996d4e4e700d9c0ed1
1,371,901,532
38.91266
-98.842324
0
3,569
2020-06-22 11:45:57
675,909,898,057
fraud_Welch Inc
misc_net
293.4
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
6f0d92f4f3a726098cc7b7fa97776946
1,371,901,557
40.96934
-73.973483
0
3,570
2020-06-22 11:46:07
4,428,780,983,793,657,300
fraud_Hermann and Sons
shopping_pos
3.53
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
e9fac90bcdc05975936cd8c8277dbb1e
1,371,901,567
43.307855
-89.119959
0
3,571
2020-06-22 11:46:25
3,562,264,947,797,243
fraud_Connelly, Reichert and Fritsch
gas_transport
65.31
Anthony
Velasquez
M
609 Hunt Grove
Saint Francis
KY
40,062
37.6047
-85.4251
301
Research officer, political party
1967-03-17
1d2384039090b2b5bfa36f01a10379e0
1,371,901,585
37.159578
-85.560967
0
3,572
2020-06-22 11:47:51
2,657,850,734,909,997
fraud_Upton PLC
entertainment
84.26
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
e5ec0a2cd53d90f718d82742a5d18d53
1,371,901,671
42.295175
-82.779064
0
3,573
2020-06-22 11:47:57
3,587,044,315,915,002
fraud_Gottlieb, Considine and Schultz
shopping_net
79.72
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
9ca87d29b452b2493015820c4318b37f
1,371,901,677
34.356647
-89.52502
0
3,574
2020-06-22 11:48:00
4,800,395,067,176,717
fraud_Lesch Ltd
shopping_pos
4.21
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
1c991872db2613f486c932bed0addc7f
1,371,901,680
42.571513
-96.13359
0
3,575
2020-06-22 11:48:16
213,141,712,584,544
fraud_Schaefer, Maggio and Daugherty
gas_transport
78.74
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
8c8275b075be1e4e4290f37b0b66c957
1,371,901,696
32.358
-90.459964
0
3,576
2020-06-22 11:48:58
6,011,681,934,117,244
fraud_Ferry, Lynch and Kautzer
misc_net
8.58
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
97487bd08310399b7652309f76c5734e
1,371,901,738
36.321609
-88.256026
0
3,577
2020-06-22 11:49:14
377,895,991,033,232
fraud_Runte-Mohr
food_dining
77.91
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
97a49d6013c483d481a5af7cbd2b2721
1,371,901,754
40.650149
-72.061894
0
3,578
2020-06-22 11:50:20
2,269,768,987,945,882
fraud_Wiza, Schaden and Stark
misc_pos
9.98
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
0d08b6dc6f067b1f11b9334c03fe1330
1,371,901,820
42.236079
-76.997704
0
3,579
2020-06-22 11:50:22
180,046,765,320,457
fraud_Kihn-Schuster
food_dining
180.06
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
887f27ba4145b715f5f8cdb970fa67bb
1,371,901,822
40.587431
-81.980567
0
3,580
2020-06-22 11:50:24
5,388,659,976,630,693
fraud_Torphy-Goyette
shopping_pos
5.15
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
60f3838273c0932a84a0341177dfccf3
1,371,901,824
42.673097
-90.327609
0
3,581
2020-06-22 11:50:24
4,334,230,547,694,630
fraud_Greenholt, O'Hara and Balistreri
shopping_net
7.97
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
2cce6f7f459e0c0a62815aca27873eb0
1,371,901,824
43.98564
-111.481111
0
3,582
2020-06-22 11:50:35
213,191,402,330,021
fraud_Goldner, Kovacek and Abbott
grocery_pos
37.14
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
6b8fe3f5727558c6417e58a01914347a
1,371,901,835
43.805981
-87.178168
0
3,583
2020-06-22 11:50:49
4,424,338,559,877,976
fraud_Mosciski, Gislason and Mertz
grocery_pos
120.45
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
89c6a2def78de1c3294f20122c3dc182
1,371,901,849
40.443425
-83.020954
0
3,584
2020-06-22 11:51:24
4,396,682,467,723
fraud_Kutch LLC
gas_transport
70.47
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
50d05fbc7c857eb5e47a4bd448a028a2
1,371,901,884
36.798184
-114.291007
0
3,585
2020-06-22 11:51:31
341,283,058,448,499
fraud_Heathcote, Yost and Kertzmann
shopping_net
563.67
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
1fae5b88bc4d9d7a4fa367e1a1233da2
1,371,901,891
31.867686
-84.856541
0
3,586
2020-06-22 11:51:56
5,580,563,567,307,107
fraud_Murray-Smitham
grocery_pos
109.2
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
9895e440488e131f7cdb765fc7ea8ca9
1,371,901,916
39.646643
-80.009638
0
3,587
2020-06-22 11:53:08
180,067,784,565,096
fraud_Cole PLC
grocery_pos
111.17
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
92bd666b593d7a327c774ce6018b1bb8
1,371,901,988
42.554578
-88.207745
0
3,588
2020-06-22 11:53:54
639,095,706,599
fraud_McDermott-Weimann
grocery_pos
158.84
Kyle
Wilkinson
M
93970 Trujillo Causeway
Curlew
IA
50,527
42.9633
-94.7975
223
Estate manager/land agent
1939-04-14
c985e595cd1f2b71f4531e47f42a6d72
1,371,902,034
43.020801
-95.345513
0
3,589
2020-06-22 11:54:16
374,930,071,163,758
fraud_Kiehn Inc
grocery_pos
78.99
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
810f0982e41b8e1831c3e5311e354a0c
1,371,902,056
41.240474
-82.447273
0
3,590
2020-06-22 11:54:17
3,560,725,013,359,375
fraud_Tillman, Dickinson and Labadie
gas_transport
58.87
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
12b88afa696a1c5eec27caa128d99787
1,371,902,057
32.380452
-102.899603
0
3,591
2020-06-22 11:54:33
6,011,438,889,172,900
fraud_Kuhic Inc
grocery_pos
224.73
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
4fbf831f7a3be98419699ff0fe5d5c5e
1,371,902,073
33.848512
-91.931584
0
3,592
2020-06-22 11:54:35
377,113,842,678,100
fraud_Pagac LLC
shopping_pos
8.89
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
4208bd2f3163c9f20c82b58ee923373c
1,371,902,075
38.672728
-74.732289
0
3,593
2020-06-22 11:55:02
213,125,815,021,702
fraud_Fisher-Schowalter
shopping_net
9.59
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
7e6bc96ca49269b39eb4bb7f82c2e636
1,371,902,102
42.409603
-75.442114
0
3,594
2020-06-22 11:56:14
370,348,764,075,623
fraud_Jast-McDermott
shopping_pos
1.91
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
4905d8ccdc7313bec9fa0abdcb7e4dfc
1,371,902,174
29.877525
-91.052492
0
3,595
2020-06-22 11:56:21
4,900,628,639,996
fraud_Bradtke PLC
grocery_pos
65.77
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
e35e7a6c25ae2ad497e6fd7d2af1645c
1,371,902,181
33.583123
-119.078232
0
3,596
2020-06-22 11:56:23
3,561,963,695,236,764
fraud_Kuhic Inc
grocery_pos
109.12
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
f1efc90a4169b58c9a2dea6779065c5f
1,371,902,183
41.631776
-72.630741
0
3,597
2020-06-22 11:56:47
3,565,423,334,076,143
fraud_Smith-Stokes
misc_pos
3.48
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
16c7196318a17e6773353a69849f2d6b
1,371,902,207
38.966249
-87.330367
0
3,598
2020-06-22 11:56:56
213,112,402,583,773
fraud_Erdman-Kertzmann
gas_transport
59.01
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
3d0cc06cf895107a6dbdfd96acf4ef8f
1,371,902,216
33.746986
-83.020094
0
3,599
2020-06-22 11:57:06
4,873,783,502,705,038
fraud_McDermott-Weimann
grocery_pos
224.54
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
e09ba7ea34c5599e51d31cd69a9c056f
1,371,902,226
48.553548
-121.415982
0