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
553,500
2020-12-31 10:39:27
630,423,337,322
fraud_Koss and Sons
gas_transport
86.64
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
9f19f65981bdfa9809b53c7945b31902
1,388,486,367
47.930637
-118.694607
0
553,501
2020-12-31 10:39:41
36,192,615,525,683
fraud_Heller-Abshire
grocery_net
48.98
Susan
Garcia
F
582 Rodriguez Wells
Albuquerque
NM
87,109
35.1506
-106.569
641,349
Civil Service administrator
1976-04-11
430cb206ad8ad77aba12d586933996a5
1,388,486,381
36.029361
-105.716869
0
553,502
2020-12-31 10:39:57
4,634,955,908,138,648
fraud_Streich, Hansen and Veum
gas_transport
41.25
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
35d4774fdafe48f53f2f6ba49f678f07
1,388,486,397
41.074484
-97.439286
0
553,503
2020-12-31 10:40:09
581,686,439,828
fraud_Barton Inc
grocery_pos
31.72
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
ec48ec67077a1434bd3dba2c2a20326b
1,388,486,409
42.178074
-79.7113
0
553,504
2020-12-31 10:40:59
4,003,989,662,068,504
fraud_Hintz-Bruen
grocery_net
50.88
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
cc7c8bd0bc8fb2336b82f7d45c7d1711
1,388,486,459
33.648089
-87.677203
0
553,505
2020-12-31 10:41:38
3,527,536,963,490,470
fraud_Doyle Ltd
grocery_pos
84.32
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
3e822fd8e38dc21a0c0078fc119d3700
1,388,486,498
33.805427
-80.562193
0
553,506
2020-12-31 10:41:45
348,789,608,637,806
fraud_Johnson, Runolfsdottir and Mayer
misc_net
9.84
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
076f623f81808fa2ac0109a89f152d27
1,388,486,505
41.354977
-99.333447
0
553,507
2020-12-31 10:44:02
3,514,865,930,894,695
fraud_Spencer-Runolfsson
misc_pos
8.13
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
a3c79305e90c728a7f2a51414863e72c
1,388,486,642
32.518581
-106.585197
0
553,508
2020-12-31 10:44:10
676,148,621,961
fraud_Nienow, Ankunding and Collier
misc_pos
4.23
Jennifer
Vega
F
91644 Crystal Drives
Eagarville
IL
62,023
39.1118
-89.7855
91
Materials engineer
1962-11-18
22c8fe11b6a8887eb5f3a7e53e25a659
1,388,486,650
39.848055
-90.576638
0
553,509
2020-12-31 10:44:29
4,906,628,655,840,914,000
fraud_Koelpin and Sons
misc_net
8.99
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
e76e8e503f3465c49471c6417c736b20
1,388,486,669
25.599477
-82.272936
0
553,510
2020-12-31 10:47:03
4,452,366,298,769,043
fraud_Lockman, West and Runte
grocery_pos
121.26
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
a0cbf3ab25458d7ec580b094809b2477
1,388,486,823
31.80555
-95.831395
0
553,511
2020-12-31 10:47:34
4,128,730,454,058,057,700
fraud_Cummings LLC
gas_transport
61.28
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
fbbb435bdaabe58a07cfa7646bd17967
1,388,486,854
31.522529
-94.750278
0
553,512
2020-12-31 10:47:42
4,841,313,716,651,064
fraud_Barrows PLC
shopping_pos
104.89
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
50ede8f9671deb3f417df3d4b06b93e6
1,388,486,862
43.270531
-72.565738
0
553,513
2020-12-31 10:48:28
6,535,328,428,560,433
fraud_Lockman, West and Runte
grocery_pos
133.79
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
382eec8fe415d38674164eb7c5eec4ec
1,388,486,908
45.679641
-94.380477
0
553,514
2020-12-31 10:49:20
30,248,898,834,493
fraud_Schmitt Inc
gas_transport
49.28
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
33a552685f47833c619c1054036ef2c1
1,388,486,960
31.750804
-99.137761
0
553,515
2020-12-31 10:50:30
30,238,755,902,988
fraud_Wolf Inc
grocery_pos
112.58
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
80b899c1a822994204039f07798f230e
1,388,487,030
30.847487
-97.308844
0
553,516
2020-12-31 10:50:45
4,003,771,737,807,706
fraud_Kuhic LLC
shopping_net
2.23
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
fd2429a70dc259a98da144ea61654f54
1,388,487,045
35.137217
-91.869478
0
553,517
2020-12-31 10:51:14
3,564,839,259,330,465
fraud_Raynor, Reinger and Hagenes
gas_transport
55.62
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
14be97e3cd03e56829875f48838f422f
1,388,487,074
38.541859
-122.506202
0
553,518
2020-12-31 10:51:28
4,623,560,839,669
fraud_Kerluke-Abshire
shopping_net
4.43
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
d5f625774f397b7a23250765a36c8953
1,388,487,088
41.789394
-94.411493
0
553,519
2020-12-31 10:52:04
6,011,438,889,172,900
fraud_Gislason Group
misc_pos
33.39
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
b90633a1a5033cbdcf2086ed7e9674d2
1,388,487,124
34.213178
-90.734472
0
553,520
2020-12-31 10:52:18
3,585,740,823,295,298
fraud_Raynor, Feest and Miller
gas_transport
74.22
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
7d11adfd92eee464fb97f19eee2b972b
1,388,487,138
34.583918
-99.623387
0
553,521
2020-12-31 10:52:25
4,509,142,395,811,241
fraud_Terry-Huel
shopping_net
6.21
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
4e9e42b229de7338ffa6bcb0ba78f60f
1,388,487,145
30.774069
-82.790496
0
553,522
2020-12-31 10:52:47
4,538,566,639,857
fraud_Flatley-Durgan
misc_net
8.24
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
69c6fc07b9c5cfc1ce7559c26170a208
1,388,487,167
39.83188
-73.455947
0
553,523
2020-12-31 10:52:54
4,379,260,813,815,979,500
fraud_Strosin-Cruickshank
grocery_pos
56.95
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
2f22d7922465b8bfd21027fcd02049ed
1,388,487,174
37.046565
-121.599662
0
553,524
2020-12-31 10:53:22
577,588,686,219
fraud_Trantow PLC
grocery_net
14.44
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
523a7e5ece0c2656c2e1f40bc6c631d1
1,388,487,202
39.908235
-79.869733
0
553,525
2020-12-31 10:53:25
675,990,301,623
fraud_DuBuque LLC
grocery_pos
92.1
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
16afab43203ca2c31c41e9f36a49c37b
1,388,487,205
40.561076
-75.226299
0
553,526
2020-12-31 10:53:44
3,534,330,126,107,879
fraud_Padberg-Welch
grocery_pos
120.9
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
1835b6045657a76dd0b7ca47b5ba6c73
1,388,487,224
44.732656
-109.444699
0
553,527
2020-12-31 10:53:52
6,597,248,210,463,122
fraud_Hudson-Ratke
grocery_pos
115.41
Kyle
Wright
M
610 Samantha Park Suite 149
Whittemore
IA
50,598
43.0261
-94.4064
912
Optometrist
1968-05-16
4db95da33bb69eb08724fff170f971ed
1,388,487,232
42.445425
-93.700425
0
553,528
2020-12-31 10:55:25
4,488,258,847,705,225,700
fraud_Johns Inc
entertainment
67.21
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
0562f726cf889d9812e67b947b0dfc54
1,388,487,325
33.384475
-81.403547
0
553,529
2020-12-31 10:56:00
4,488,258,847,705,225,700
fraud_Kling Inc
gas_transport
55.33
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
eea9e870e0e4283ee88b28d4763afe3a
1,388,487,360
33.70399
-80.654584
0
553,530
2020-12-31 10:56:19
3,568,255,211,412,877
fraud_Johnson, Runolfsdottir and Mayer
misc_net
9.51
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
5a8f4f6e4cc133e93e3b8985167241da
1,388,487,379
41.952774
-84.413009
0
553,531
2020-12-31 10:56:24
4,254,074,738,931,278
fraud_Berge LLC
gas_transport
45.2
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
172aef9283c836b42db49f2677d5e69a
1,388,487,384
42.613702
-77.748186
0
553,532
2020-12-31 10:57:10
4,497,913,965,512,794,000
fraud_Johnston, Nikolaus and Maggio
grocery_net
75.64
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
98bd142f80b8e362dd69a5a81e4c204d
1,388,487,430
35.569949
-78.587781
0
553,533
2020-12-31 10:57:26
2,286,236,465,059,468
fraud_Stroman, Hudson and Erdman
gas_transport
46.1
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
a8f84f7e4a0b954da5cc374f65890b3b
1,388,487,446
38.060822
-93.0532
0
553,534
2020-12-31 10:58:55
2,657,850,734,909,997
fraud_Conroy-Emard
food_dining
141.21
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
49135f7f8281be2821e0f841af8f5426
1,388,487,535
41.780859
-83.493291
0
553,535
2020-12-31 10:59:01
4,045,036,286,570,100,700
fraud_McDermott-Weimann
grocery_pos
91.07
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
a044ac30fd80e6649d01afda633eff4e
1,388,487,541
40.553942
-76.012475
0
553,536
2020-12-31 10:59:37
180,049,032,966,888
fraud_Stoltenberg-Beatty
shopping_pos
142.23
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
4c56d7bf85ef2a7162fd36334d66e629
1,388,487,577
46.601829
-89.634117
0
553,537
2020-12-31 11:00:35
4,613,314,721,966
fraud_Osinski, Ledner and Leuschke
grocery_pos
114.63
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
6302f94cfe48bf4fe9dc9c095b522f9a
1,388,487,635
35.664251
-81.68956
0
553,538
2020-12-31 11:00:45
3,549,202,406,645,667
fraud_Schuppe LLC
entertainment
3.69
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
707294549256a25f23d305de22aa4f34
1,388,487,645
43.88058
-69.740148
0
553,539
2020-12-31 11:01:20
4,209,696,857,872,688,600
fraud_Zieme, Bode and Dooley
gas_transport
60.94
Sarah
Bell
F
6963 Russell Causeway Suite 231
Galatia
IL
62,935
37.8274
-88.6235
1,943
Restaurant manager, fast food
1971-10-19
34a76f974ec3920e8359a6acbe995c37
1,388,487,680
38.341098
-89.059213
0
553,540
2020-12-31 11:03:03
4,957,924,165,498
fraud_Jast-McDermott
shopping_pos
7.59
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
a0f789fb7b0dd0eaff9487969253182e
1,388,487,783
40.112224
-103.047556
0
553,541
2020-12-31 11:03:56
573,860,193,545
fraud_Heller, Gutmann and Zieme
grocery_pos
63.16
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
b4278bd908b593b52ba888a4077ecc1b
1,388,487,836
41.293696
-87.884305
0
553,542
2020-12-31 11:05:18
2,356,276,337,669,917
fraud_Wolf Inc
grocery_pos
61.13
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
52c3fd5b567a74922d06545a0a203720
1,388,487,918
39.683924
-77.25012
0
553,543
2020-12-31 11:05:40
3,596,357,274,378,601
fraud_Harris Inc
gas_transport
58.75
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
73cb9c8df4f7a0fc17eca96fae8dbe64
1,388,487,940
41.135123
-77.373352
0
553,544
2020-12-31 11:05:59
30,343,344,410,970
fraud_Wolf Inc
grocery_pos
102.95
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
e54255b95ac33275beee0540c8d9e144
1,388,487,959
41.948413
-78.702448
0
553,545
2020-12-31 11:06:07
180,031,190,491,743
fraud_Donnelly PLC
misc_net
178.93
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
f193289529ea0715354a0f0683e441f7
1,388,487,967
31.024198
-88.644975
0
553,546
2020-12-31 11:06:29
6,011,724,471,098,086
fraud_Miller-Hauck
grocery_pos
186.06
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
6368992a29ec4eb703a9f06f68fb3b54
1,388,487,989
46.17091
-118.67571
0
553,547
2020-12-31 11:07:24
370,818,583,810,103
fraud_Kilback LLC
grocery_pos
48.33
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
2e11cd0f97d1853d119196584c52d6b0
1,388,488,044
39.120102
-79.279873
0
553,548
2020-12-31 11:07:52
4,633,065,159,406,313
fraud_Kling-Grant
grocery_net
6.79
Jasmine
Wade
F
90662 Lewis Avenue
Providence
RI
2,908
41.8383
-71.4377
203,571
Nurse, children's
1995-11-29
d889a31be55b0f58d610caccd6c00f10
1,388,488,072
42.592567
-71.760656
0
553,549
2020-12-31 11:08:21
4,634,955,908,138,648
fraud_Schaefer, McGlynn and Bosco
gas_transport
48.64
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
589ba33da6cb140467d06557c4f1d6b1
1,388,488,101
40.971578
-96.647151
0
553,550
2020-12-31 11:09:04
4,424,338,559,877,976
fraud_Flatley-Durgan
misc_net
127.62
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
33dd3b18b315192017d480975929e355
1,388,488,144
39.893719
-82.857986
0
553,551
2020-12-31 11:09:12
6,538,441,737,335,434
fraud_Harber Inc
gas_transport
56.04
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
07ecfe4a98bf3414e6a71703abadda97
1,388,488,152
40.549727
-79.788766
0
553,552
2020-12-31 11:10:30
4,653,879,239,169,997
fraud_Shields Inc
grocery_net
24.81
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
3c7bf30724d0028d8b051d204206f39d
1,388,488,230
37.013776
-85.655941
0
553,553
2020-12-31 11:11:30
3,564,182,536,169,293
fraud_Jones, Sawayn and Romaguera
misc_net
8.78
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
e0ff486b824cf1ebc6e990d001dc1bc7
1,388,488,290
40.226148
-82.365899
0
553,554
2020-12-31 11:11:46
180,094,419,304,907
fraud_Goodwin-Nitzsche
grocery_pos
176.73
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
b170ec7c4ff41b376a14554c12dfa5fb
1,388,488,306
34.627165
-117.392905
0
553,555
2020-12-31 11:12:37
349,612,764,943,496
fraud_Goodwin-Nitzsche
grocery_pos
98.38
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
4ae3ea2d70668a381fa44aa8066af562
1,388,488,357
38.000326
-83.383803
0
553,556
2020-12-31 11:14:07
4,210,078,554,961,359,000
fraud_Corwin-Collins
gas_transport
65.73
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
14aa8712cb75d363755cf7d39399af9d
1,388,488,447
43.670926
-122.412217
0
553,557
2020-12-31 11:14:32
4,682,744,518,117,239
fraud_Schaefer, Maggio and Daugherty
gas_transport
84.65
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
2863df8600b38417682ecf6038679463
1,388,488,472
38.206674
-93.073007
0
553,558
2020-12-31 11:15:32
4,560,004,149,983,868,400
fraud_Dickinson Ltd
misc_pos
18.69
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
8046f41a66b850bc4ac030204297d361
1,388,488,532
38.485576
-105.490386
0
553,559
2020-12-31 11:15:44
4,992,346,398,065,154,000
fraud_Erdman-Kertzmann
gas_transport
95.96
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
aab4f2a7e1eeb2bf3332db76bf955f66
1,388,488,544
40.869708
-89.066993
0
553,560
2020-12-31 11:17:25
4,992,346,398,065,154,000
fraud_Stracke-Lemke
grocery_pos
149.48
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
90904857e6f31804e8c9c7716cdfd7ed
1,388,488,645
41.437224
-90.132253
0
553,561
2020-12-31 11:18:07
374,125,201,044,065
fraud_Kuvalis Ltd
gas_transport
100.99
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
da51257f4b0cc517448ca32ea76eb949
1,388,488,687
39.225196
-77.302652
0
553,562
2020-12-31 11:18:21
213,141,712,584,544
fraud_Ortiz Group
grocery_net
57.42
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
5ca2e3cfd14dd33b2fa4b39e1c7228ac
1,388,488,701
31.656388
-90.509354
0
553,563
2020-12-31 11:18:36
2,235,613,922,823,698
fraud_Kling Inc
gas_transport
48.63
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
e7dc2179abfad8cac7885bf1c9ba0a7a
1,388,488,716
43.464993
-104.596729
0
553,564
2020-12-31 11:19:24
6,564,459,919,350,820
fraud_Kutch LLC
gas_transport
95.6
Douglas
Willis
M
619 Jeremy Garden Apt. 681
Benton
WI
53,803
42.5545
-90.3508
1,306
Public relations officer
1958-09-10
12a91da55777b9264fec6d37aeb580b3
1,388,488,764
42.558486
-90.194834
0
553,565
2020-12-31 11:19:33
3,568,255,211,412,877
fraud_Kuhn LLC
misc_net
179.35
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
86ba8e038d317dc5c415838dc1220fa9
1,388,488,773
41.773902
-85.942385
0
553,566
2020-12-31 11:19:39
2,269,768,987,945,882
fraud_Jenkins, Hauck and Friesen
gas_transport
72.23
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
92cdc079ee1f837441760bc81fae6c70
1,388,488,779
42.638729
-78.604434
0
553,567
2020-12-31 11:19:51
4,003,989,662,068,504
fraud_Kutch and Sons
grocery_pos
86.67
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
84c4099877e3e6d21ddb6069356bff63
1,388,488,791
32.513429
-87.658149
0
553,568
2020-12-31 11:20:18
6,538,891,242,532,018
fraud_Flatley Group
misc_pos
46.08
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
5115e65305b60941a4e74b7bd392e0d0
1,388,488,818
36.433369
-91.914186
0
553,569
2020-12-31 11:20:25
30,150,717,898,388
fraud_Conroy-Cruickshank
gas_transport
50.08
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
550af123a83a22261c7ea3983598eb59
1,388,488,825
34.677801
-85.78523
0
553,570
2020-12-31 11:21:14
378,904,938,837,132
fraud_Vandervort-Funk
grocery_pos
128.71
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
a2ef1a8842cc2d335f3042dcc81ed54d
1,388,488,874
36.005162
-97.946189
0
553,571
2020-12-31 11:22:13
4,988,304,376,504
fraud_Rodriguez, Yost and Jenkins
misc_net
4.56
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
b61385eed9a444a491362fe0d5b83434
1,388,488,933
40.913396
-74.761382
0
553,572
2020-12-31 11:23:20
30,373,802,285,317
fraud_Kiehn Inc
grocery_pos
81.54
Nicholas
Osborne
M
7538 Carrie Meadow Suite 574
Claremont
CA
91,711
34.1092
-117.7183
35,705
Wellsite geologist
1956-05-15
47f254adbea2e3b000e260e4e0c9d794
1,388,489,000
34.6852
-117.910065
0
553,573
2020-12-31 11:24:39
378,858,024,506,425
fraud_Bailey-Morar
grocery_pos
84.97
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
36834b466dd4a4afc16cff6b44c25cb2
1,388,489,079
33.07889
-111.686385
0
553,574
2020-12-31 11:25:25
342,952,484,382,519
fraud_Strosin-Cruickshank
grocery_pos
90.43
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
f963cc4c526de293fd9209b1d9900a9b
1,388,489,125
42.751993
-73.177265
0
553,575
2020-12-31 11:26:11
676,298,633,337
fraud_Wolf Inc
grocery_pos
102.11
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
57503cedea6977af4331a9d215cc1020
1,388,489,171
39.102791
-80.785314
0
553,576
2020-12-31 11:26:13
3,557,442,674,264,531
fraud_Koepp-Parker
grocery_pos
47.01
Angela
Edwards
F
486 Wilkins Pines
Lithopolis
OH
43,136
39.8013
-82.8125
460
Lecturer, higher education
2004-06-19
78f551d8f9a3f01f19c8f04dc8a094d1
1,388,489,173
38.96923
-83.481071
0
553,577
2020-12-31 11:26:38
377,834,944,388,609
fraud_Douglas-White
entertainment
4.44
Michael
Jackson
M
539 Underwood Divide
Pea Ridge
AR
72,751
36.4539
-94.118
6,434
Product designer
1967-08-28
f79761c41bc4b378e2cbc53c832f592f
1,388,489,198
36.078175
-93.681577
0
553,578
2020-12-31 11:27:19
4,745,996,322,265
fraud_Wolf Inc
grocery_pos
52.69
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
25ae7bf168f0835288c4b9ae2f49d196
1,388,489,239
42.025647
-86.318883
0
553,579
2020-12-31 11:27:30
4,560,395,181,594,436,000
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
121.52
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
67aefb63d975eafa9421341c009eeee9
1,388,489,250
38.804433
-123.708137
0
553,580
2020-12-31 11:27:50
213,125,815,021,702
fraud_Turner, Ruecker and Parisian
misc_pos
2.43
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
6c7ee3d35e9a875a46e8f41e8422a3da
1,388,489,270
41.341099
-74.865656
0
553,581
2020-12-31 11:28:24
180,084,576,295,055
fraud_Harris Inc
gas_transport
51.64
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
47cc479cb43b3b75d1dc516ecea8758a
1,388,489,304
29.704604
-96.595286
0
553,582
2020-12-31 11:28:42
3,502,377,050,801,561
fraud_Stiedemann Inc
misc_pos
2.07
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
afa33b1306f0b3f4fbd7925000ce2710
1,388,489,322
30.082443
-94.917297
0
553,583
2020-12-31 11:28:48
3,598,215,285,024,754
fraud_Hills-Olson
grocery_net
55.9
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
a92529fccbb626955a8b939d61e5f8d9
1,388,489,328
39.915274
-73.758652
0
553,584
2020-12-31 11:29:03
213,186,334,552,049
fraud_Koelpin and Sons
misc_net
81.71
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
a339705058b9bcc1cc4a907f01685fdc
1,388,489,343
41.666611
-78.378986
0
553,585
2020-12-31 11:29:31
4,025,612,008,285,111
fraud_Bernhard, Grant and Langworth
shopping_pos
8.29
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
493581eb4d82fa40c1d545a827317da8
1,388,489,371
40.490001
-78.775168
0
553,586
2020-12-31 11:29:37
630,451,534,402
fraud_Vandervort-Funk
grocery_pos
97.37
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
0ec3d6419d86fe1620ec09282275d559
1,388,489,377
46.978792
-86.69328
0
553,587
2020-12-31 11:30:18
4,989,847,570,577,635,000
fraud_Bradtke PLC
grocery_pos
200.88
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
275783839d8bbf3fb50cb72e40b7a9c3
1,388,489,418
35.160188
-80.863893
0
553,588
2020-12-31 11:31:10
6,515,067,575,568,369
fraud_Schaefer, Maggio and Daugherty
gas_transport
71.99
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
7bb0d1c9fa5a46fe54ac10f81d017ed7
1,388,489,470
37.061171
-81.987207
0
553,589
2020-12-31 11:32:12
2,297,447,006,766,555
fraud_Koss and Sons
gas_transport
72.95
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
1b200e049c924f18e93cb52ad1b11a24
1,388,489,532
40.003985
-89.643392
0
553,590
2020-12-31 11:32:26
4,939,976,756,738,216
fraud_Dicki Ltd
grocery_net
74.12
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
3dc25e2f55e867ac3d9d70a7c4d90d67
1,388,489,546
25.89671
-98.04361
0
553,591
2020-12-31 11:32:38
4,587,657,402,165,341,700
fraud_Tromp, Kerluke and Glover
grocery_net
13.95
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
6250c186ee3649e0153160265bbebe78
1,388,489,558
41.543059
-87.911511
0
553,592
2020-12-31 11:32:59
3,565,414,434,959,494
fraud_Okuneva, Schneider and Rau
shopping_pos
7.85
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
0b8742cb090d00132c8dcbbd33b3a8ed
1,388,489,579
39.467154
-87.460805
0
553,593
2020-12-31 11:33:02
676,173,792,455
fraud_Erdman-Kertzmann
gas_transport
56.05
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
9a4005e6670706e8626726feeb44a0a5
1,388,489,582
33.146737
-118.420956
0
553,594
2020-12-31 11:33:12
30,238,755,902,988
fraud_Prohaska-Murray
gas_transport
61.77
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
718f9d4ca6e83775decbb6c17145dc3c
1,388,489,592
30.028876
-97.695166
0
553,595
2020-12-31 11:33:16
180,067,784,565,096
fraud_Lockman Ltd
grocery_pos
115.76
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
36f2e1b749bbfa329411e9f870496f83
1,388,489,596
42.02821
-88.022729
0
553,596
2020-12-31 11:34:23
213,175,487,106,448
fraud_Connelly, Reichert and Fritsch
gas_transport
47.73
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
e2dff7aa3d63aa8e58fc16044bdfb33a
1,388,489,663
32.298598
-99.609446
0
553,597
2020-12-31 11:34:48
3,592,325,941,359,225
fraud_Reichert, Huels and Hoppe
shopping_net
1.45
Ashley
Robinson
F
1007 Colton Forks
Hopewell
VA
23,860
37.2876
-77.295
31,970
Purchasing manager
1935-08-15
28404d621afc3deaa2753d8ff4072b24
1,388,489,688
37.833286
-76.601427
0
553,598
2020-12-31 11:34:52
3,541,687,240,161,491
fraud_Block Group
misc_pos
7.68
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
90e3f2428b598119ec485116d745c6ff
1,388,489,692
31.419236
-81.094737
0
553,599
2020-12-31 11:34:54
378,904,938,837,132
fraud_Pacocha-O'Reilly
grocery_pos
96.74
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
e4335dfdfd87fc1268ba529fd3222187
1,388,489,694
35.788702
-99.434339
0