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
553,400
2020-12-31 09:49:04
6,011,999,606,625,827
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
2.37
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
4729647d0e43175588091f4fc4b8f1cf
1,388,483,344
40.617731
-73.301506
0
553,401
2020-12-31 09:49:15
4,800,395,067,176,717
fraud_Heathcote, Yost and Kertzmann
shopping_net
15.63
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
4c9005ab578f3eb783cab940f831df98
1,388,483,355
42.377367
-96.810482
0
553,402
2020-12-31 09:49:25
4,502,539,526,809,430,000
fraud_Dooley Inc
shopping_pos
1,026.21
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
fbe8badc7316b1b316526b0b757655f4
1,388,483,365
35.741701
-91.846889
0
553,403
2020-12-31 09:50:01
3,559,160,581,764,413
fraud_Herman Inc
misc_pos
34.72
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
95a9935c925b7ce54571acfbaf41f485
1,388,483,401
41.426715
-78.732705
0
553,404
2020-12-31 09:50:05
676,173,792,455
fraud_Terry, Johns and Bins
misc_pos
32.64
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
d5f67d6cf8d9b342c637142c7250162d
1,388,483,405
34.703193
-119.153898
0
553,405
2020-12-31 09:50:14
2,720,012,583,106,919
fraud_Rowe, Batz and Goodwin
grocery_pos
93.43
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
a58ff3ebd248195b6d29b0177bc2be0f
1,388,483,414
42.876004
-101.80126
0
553,406
2020-12-31 09:52:18
4,311,368,326,621,416,000
fraud_Herman, Treutel and Dickens
misc_net
2.97
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
5ae0b7642a04e2c20f591c45a63f3354
1,388,483,538
40.428996
-102.675159
0
553,407
2020-12-31 09:52:45
30,181,367,542,315
fraud_Zieme, Bode and Dooley
gas_transport
52.85
Danielle
Walker
F
9824 Mitchell Run
Powell Butte
OR
97,753
44.2415
-121.0113
2,016
Local government officer
1953-12-25
9172c58690a67d63b453c1c199011f0d
1,388,483,565
44.564327
-121.408902
0
553,408
2020-12-31 09:53:02
4,067,137,330,196,900
fraud_Kutch, Hermiston and Farrell
gas_transport
55.59
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
a4dc42882655a7a805251034ad740fbb
1,388,483,582
33.339375
-87.711664
0
553,409
2020-12-31 09:53:22
4,634,955,908,138,648
fraud_Schamberger-O'Keefe
grocery_pos
105.91
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
2f14aae3026ada012e6148a494d8504c
1,388,483,602
40.753501
-96.817141
0
553,410
2020-12-31 09:54:22
4,477,156,602,511,939,600
fraud_Parisian, Schiller and Altenwerth
misc_net
31.89
Angela
Ross
F
0107 Clements Point
American Fork
UT
84,003
40.3928
-111.7941
42,384
Futures trader
1992-12-29
00ef924e0c65160ea2399879dff47bcc
1,388,483,662
41.340016
-112.343646
0
553,411
2020-12-31 09:55:24
4,412,720,572,684,931
fraud_Cummerata-Jones
gas_transport
53.75
Richard
Marshall
M
295 Page Creek Suite 181
Greenbush
VA
23,357
37.7681
-75.6664
776
Psychiatrist
1949-11-17
c25cb666fcc59bf7c59c3a08b05a20ba
1,388,483,724
36.815366
-75.565006
0
553,412
2020-12-31 09:56:15
2,356,276,337,669,917
fraud_Reilly, Heaney and Cole
gas_transport
62.91
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
d511ed21b6aa3c65b6104eeb5633c564
1,388,483,775
39.611156
-75.921764
0
553,413
2020-12-31 09:57:27
3,581,130,339,108,561
fraud_Schumm, McLaughlin and Carter
food_dining
15.59
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
f42807147ab43f63b7092b2e8fdb0521
1,388,483,847
40.305511
-82.320466
0
553,414
2020-12-31 09:57:46
6,554,245,334,757,802
fraud_Dibbert and Sons
entertainment
28.23
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
45c0ecfd4abdb6eb9ec6f53d573a0615
1,388,483,866
33.350792
-117.191153
0
553,415
2020-12-31 09:57:57
4,365,382,885,912,355
fraud_Miller-Hauck
grocery_pos
90.38
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
0f3a1898c2253012e8ee6f47c2d94043
1,388,483,877
47.152782
-91.882408
0
553,416
2020-12-31 09:57:57
6,011,504,998,544,485
fraud_Rodriguez Group
gas_transport
64.35
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
5bf983e7877b4794cc115cb0e215c400
1,388,483,877
32.662928
-85.946762
0
553,417
2020-12-31 09:58:51
345,832,460,465,610
fraud_Hickle Group
shopping_pos
50.78
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
eb95d20ca14b3e3040124ab6845cf306
1,388,483,931
38.714268
-77.069708
0
553,418
2020-12-31 09:59:12
4,681,601,008,538,160
fraud_Kerluke, Kertzmann and Wiza
misc_net
4.25
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
b83b52e95c8d64d18eab3a479a88beb1
1,388,483,952
39.233983
-79.734804
0
553,419
2020-12-31 09:59:14
3,559,160,581,764,413
fraud_Kuhic LLC
shopping_net
105.37
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
2f9da56a58ba123ca3b87521aa705b3e
1,388,483,954
43.08113
-78.533807
0
553,420
2020-12-31 09:59:51
4,922,710,831,011,201
fraud_Bins-Rice
gas_transport
48.88
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
7688867c0d932b2620e418167b65a81a
1,388,483,991
40.861303
-80.260276
0
553,421
2020-12-31 10:00:11
36,078,114,201,167
fraud_Okuneva, Schneider and Rau
shopping_pos
43.94
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
77ced064bbe3f9f081ffb517d1ba8fc3
1,388,484,011
37.032042
-83.888338
0
553,422
2020-12-31 10:00:28
3,519,607,465,576,254
fraud_Bernhard Inc
gas_transport
38.77
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
83e5ce7fa418aafc620abd80df161b18
1,388,484,028
40.187289
-123.7569
0
553,423
2020-12-31 10:01:46
180,068,353,086,472
fraud_Howe Ltd
misc_pos
65.21
Melissa
Flores
F
7529 Carter Well Suite 262
Huntington Beach
CA
92,648
33.6773
-118.0051
190,249
Therapist, horticultural
1976-09-17
623cd6f874a3c5d4e8b495716815335c
1,388,484,106
34.423235
-118.542062
0
553,424
2020-12-31 10:02:26
3,511,058,278,399,773
fraud_Kutch LLC
gas_transport
49.63
Briana
Santos
F
702 Tabitha Drive
New Goshen
IN
47,863
39.5803
-87.4616
205
Engineer, mining
1960-01-06
e52e16212bc219f79a0598daf92dc6d1
1,388,484,146
40.013084
-88.238348
0
553,425
2020-12-31 10:02:54
3,561,212,938,177,173
fraud_Welch Inc
misc_net
2.24
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
18570a0907cf8f88724fd563c1050067
1,388,484,174
33.59841
-86.344011
0
553,426
2020-12-31 10:04:26
340,953,839,692,349
fraud_Ortiz Group
grocery_net
41.65
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
ab9cde6ba5f78ac150513bd4e2bc5961
1,388,484,266
42.348303
-82.395126
0
553,427
2020-12-31 10:05:14
676,248,282,243
fraud_Altenwerth, Cartwright and Koss
shopping_net
9.9
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
8cbf2909631f70746735f0855d5d1451
1,388,484,314
26.822388
-82.096043
0
553,428
2020-12-31 10:06:46
6,011,477,612,335,392
fraud_Lynch Ltd
shopping_pos
3.29
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
aaebdefe43249f080b2c6387ca35e66b
1,388,484,406
41.266287
-83.886158
0
553,429
2020-12-31 10:07:10
6,554,245,334,757,802
fraud_Kuhn LLC
shopping_pos
17.82
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
b3cbb2f5b5cccb10b0b1dbd95c64b4ee
1,388,484,430
33.142935
-118.010162
0
553,430
2020-12-31 10:07:33
5,388,659,976,630,693
fraud_Kilback LLC
grocery_pos
145.97
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
21983b1b7c88d4019a9d0d11f2cb8ead
1,388,484,453
42.881972
-90.02722
0
553,431
2020-12-31 10:08:09
4,040,099,974,063,068,700
fraud_Stamm-Witting
shopping_net
84.16
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
093c96984756aeb0893300db6a6d27a5
1,388,484,489
48.068974
-101.742514
0
553,432
2020-12-31 10:08:23
676,281,772,837
fraud_Kilback Group
food_dining
21.12
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
7344a24a7024746783f78a1b239a992b
1,388,484,503
30.600256
-83.836725
0
553,433
2020-12-31 10:08:31
6,506,982,560,413,523
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
179.15
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
ae6a09fc0613b3cec23359a0b74e0a3c
1,388,484,511
32.527826
-94.63895
0
553,434
2020-12-31 10:09:05
6,547,670,341,037,171
fraud_Hills-Witting
shopping_net
86.08
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
ce2122e5efdab9a1e5f0b96834754031
1,388,484,545
38.982755
-74.85384
0
553,435
2020-12-31 10:09:24
5,501,083,170,975,659
fraud_Morissette PLC
shopping_pos
5.16
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
80cc237353c9c6cdd2a77ea471e67432
1,388,484,564
40.895501
-81.784698
0
553,436
2020-12-31 10:09:44
4,789,911,625,179,723
fraud_Koelpin and Sons
misc_net
166.94
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
c474bc0569c25134fe1449366b03f20a
1,388,484,584
40.945467
-73.756133
0
553,437
2020-12-31 10:10:06
4,826,655,832,045,236
fraud_Padberg-Welch
grocery_pos
114.18
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
4c84b0cb465330cce64daf6b96e2e735
1,388,484,606
41.780284
-70.851092
0
553,438
2020-12-31 10:10:56
4,467,456,915,153,312,300
fraud_Schmidt and Sons
shopping_net
5.15
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
10c4b49ffa52a22b39c567aaa1c8c23b
1,388,484,656
28.962999
-83.088912
0
553,439
2020-12-31 10:11:08
3,568,255,211,412,877
fraud_Lehner, Mosciski and King
misc_net
8.76
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
866adb6851067ba6cb5a94d8fbf33328
1,388,484,668
40.754307
-84.350615
0
553,440
2020-12-31 10:11:14
38,859,492,057,661
fraud_Stiedemann Ltd
food_dining
18.4
Edward
Sanchez
M
594 White Dale Suite 530
Malad City
ID
83,252
42.1808
-112.262
4,154
Nature conservation officer
1962-01-19
f30eb9e9f60b1529c73839faed5458b6
1,388,484,674
41.955145
-111.458004
0
553,441
2020-12-31 10:11:15
30,175,986,190,993
fraud_Huels-Hahn
gas_transport
33.52
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
552495175b194ee71e527f977a7e1f7c
1,388,484,675
47.148507
-95.172491
0
553,442
2020-12-31 10:11:19
6,547,670,341,037,171
fraud_Streich, Hansen and Veum
gas_transport
69.23
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
dadb8cfb53356434937947dd7ae3160f
1,388,484,679
39.357852
-75.59404
0
553,443
2020-12-31 10:11:23
4,914,700,582,394,237
fraud_Pouros-Conroy
shopping_pos
5.27
John
Williams
M
8929 Phillips Corners Suite 259
Harmony
PA
16,037
40.8496
-80.1381
4,589
Bookseller
1956-05-01
37bc6870c831b2a23301d7dea3ca5f9a
1,388,484,683
40.819773
-79.754285
0
553,444
2020-12-31 10:11:56
6,593,250,708,747,804
fraud_Moore, Dibbert and Koepp
misc_net
92.72
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
84107f28816045ffeb25da3499b9124f
1,388,484,716
27.168153
-79.605872
0
553,445
2020-12-31 10:11:57
2,224,100,459,250,597
fraud_Kunde-Sanford
misc_net
9.52
Sheri
Thomas
F
019 Kimberly Light Apt. 039
Kings Bay
GA
31,547
30.7906
-81.5607
1,293
Naval architect
1963-09-11
09dbf74e6ae822181f682432b81f7789
1,388,484,717
31.30823
-82.36071
0
553,446
2020-12-31 10:12:04
2,297,447,006,766,555
fraud_Olson, Becker and Koch
gas_transport
53.2
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
2c6d70b668fd0cc80bab722f6a64d5de
1,388,484,724
40.751364
-89.471146
0
553,447
2020-12-31 10:12:08
4,939,976,756,738,216
fraud_O'Keefe-Hudson
grocery_pos
185.16
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
ae34665eb49d46bc67ec66d725424bfe
1,388,484,728
25.508516
-98.351249
0
553,448
2020-12-31 10:12:10
213,126,662,687,660
fraud_Kunde-Sanford
misc_net
7.92
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
a84190f9e0053e219d5b3ee72b9de06f
1,388,484,730
26.995425
-99.451034
0
553,449
2020-12-31 10:12:23
571,365,235,126
fraud_Rutherford-Mertz
grocery_pos
83.54
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
40abc188245de752a0f6e374ad96ba3a
1,388,484,743
45.19295
-86.650085
0
553,450
2020-12-31 10:13:40
3,552,581,383,553,463
fraud_Jast and Sons
food_dining
119.79
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
b5e56ad8cab39e6eb2f2718c7c596775
1,388,484,820
36.126963
-83.076142
0
553,451
2020-12-31 10:13:57
6,011,603,272,871,604
fraud_Dooley-Thompson
misc_net
147
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
8432229cd489d28eef45cd2ddde619cb
1,388,484,837
32.883501
-84.726447
0
553,452
2020-12-31 10:14:14
345,832,460,465,610
fraud_Halvorson Group
misc_pos
4.8
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
19950ff3cfc9adc1ca28c3cf14acca14
1,388,484,854
39.598267
-77.587363
0
553,453
2020-12-31 10:14:28
371,985,236,239,474
fraud_Nitzsche, Kessler and Wolff
shopping_pos
5.32
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
afaa977793a3a2f5d0cf17100dd7df30
1,388,484,868
42.094446
-74.921235
0
553,454
2020-12-31 10:15:44
502,012,776,709
fraud_Koelpin and Sons
misc_net
19.08
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
6c554656b95e101f609cb1e5d37ef235
1,388,484,944
43.619933
-74.867877
0
553,455
2020-12-31 10:15:52
180,094,608,895,855
fraud_Emard Inc
gas_transport
74.17
Tammie
Harper
F
57887 Gutierrez Harbor
Westfir
OR
97,492
43.7575
-122.481
597
Forensic psychologist
1961-05-19
e9e7707d4a7549445be06b651a9fb76b
1,388,484,952
42.872349
-122.733809
0
553,456
2020-12-31 10:16:06
3,511,378,610,369,890
fraud_Goldner, Kovacek and Abbott
grocery_pos
40.68
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
d6a0f29b39e7babb716699d20bf71e87
1,388,484,966
34.706613
-87.111161
0
553,457
2020-12-31 10:17:00
3,562,679,455,732,797
fraud_Beier LLC
entertainment
200.19
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
682fcef013d8cc6cad3c5578c8c110d2
1,388,485,020
39.285608
-77.038353
0
553,458
2020-12-31 10:17:42
502,012,776,709
fraud_Kutch and Sons
grocery_pos
105.99
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
627e45f9ef702aed68768a8d81c864fb
1,388,485,062
43.274585
-74.694203
0
553,459
2020-12-31 10:18:08
3,575,789,281,659,026
fraud_Huel-Langworth
misc_net
315.59
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
f5af5eafae08996563a79d9c602220a3
1,388,485,088
39.068214
-94.412982
0
553,460
2020-12-31 10:18:11
4,102,003,771,126,577,700
fraud_Koss and Sons
gas_transport
65.59
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
51d092c7b4a129808ba64b9a10fccbbf
1,388,485,091
32.7231
-96.400402
0
553,461
2020-12-31 10:18:32
3,547,560,454,237,873
fraud_Kilback LLC
grocery_pos
106.77
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
62f9e0ad3be7dbb4b849502afdf16f8d
1,388,485,112
45.505234
-87.043126
0
553,462
2020-12-31 10:19:50
3,543,591,270,174,051
fraud_Conroy-Cruickshank
gas_transport
50.05
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
097391bf186c53b60b6716e0627ebc20
1,388,485,190
40.423759
-79.393103
0
553,463
2020-12-31 10:20:42
3,514,865,930,894,695
fraud_Herzog Ltd
misc_pos
2.45
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
2b9c0db6bc5d8fdc2af170b26e1220a1
1,388,485,242
33.552333
-105.485408
0
553,464
2020-12-31 10:21:05
4,502,539,526,809,430,000
fraud_Reichel Inc
entertainment
10.9
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
4f2094d00ee3a652d5abb6b0fa988009
1,388,485,265
36.408194
-91.5046
0
553,465
2020-12-31 10:21:36
378,858,024,506,425
fraud_Reilly, Heaney and Cole
gas_transport
70.68
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
cd9a6d8847bdcb6abe17ec4ca11b0977
1,388,485,296
33.551395
-111.30237
0
553,466
2020-12-31 10:21:37
4,777,065,439,639,721
fraud_Langworth, Boehm and Gulgowski
shopping_net
107.7
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
23d55c7dd1908e332141233d4b3c06ef
1,388,485,297
40.489795
-76.11199
0
553,467
2020-12-31 10:21:52
4,681,601,008,538,160
fraud_Moen, Reinger and Murphy
grocery_pos
189.43
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
2d880d38d783556f5abc68c9fa209b09
1,388,485,312
39.843444
-80.409767
0
553,468
2020-12-31 10:22:04
4,400,011,257,587,662,000
fraud_Bins-Rice
gas_transport
59.69
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
e802241598dcbc1f2016f49d3c7e3cb7
1,388,485,324
41.928859
-98.471927
0
553,469
2020-12-31 10:22:15
3,540,210,836,308,425
fraud_Wiegand-Lowe
grocery_net
50.26
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
9e6fe0adc0df3e66e04316d3a2010c85
1,388,485,335
35.055045
-102.428467
0
553,470
2020-12-31 10:22:37
4,997,733,566,924,489
fraud_Moen, Reinger and Murphy
grocery_pos
195.77
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
7f569b5b9f1b10f8e68182647e521f70
1,388,485,357
45.863988
-93.874611
0
553,471
2020-12-31 10:23:13
4,149,635,823,017
fraud_Rowe, Batz and Goodwin
grocery_pos
39.23
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
1a8b95222d88c01532bc8b00a63a46e0
1,388,485,393
34.613535
-85.929284
0
553,472
2020-12-31 10:23:15
213,156,747,557,083
fraud_Kuphal-Bartoletti
misc_net
6.14
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
5c479fc1c5fc53d8e31a504a6f4933af
1,388,485,395
35.125989
-117.637128
0
553,473
2020-12-31 10:23:21
60,422,928,733
fraud_Bins, Balistreri and Beatty
shopping_pos
6.57
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
8715e6708b2f1ff5e5feb13499ae118d
1,388,485,401
34.376145
-81.304881
0
553,474
2020-12-31 10:24:25
30,082,025,922,891
fraud_Nitzsche, Kessler and Wolff
shopping_pos
3.6
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
3e2ac7555d3c03358cac21564373de67
1,388,485,465
25.646383
-82.112462
0
553,475
2020-12-31 10:26:27
3,590,736,522,064,285
fraud_Brekke and Sons
gas_transport
48.91
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
acef7849be7cce698f93978ea976c2fb
1,388,485,587
34.128119
-91.54236
0
553,476
2020-12-31 10:26:29
30,561,214,688,470
fraud_Koss and Sons
gas_transport
80.25
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
79ff6cb89718741b4cabba976326b7a5
1,388,485,589
41.546564
-76.457149
0
553,477
2020-12-31 10:26:51
30,364,087,349,027
fraud_Raynor, Feest and Miller
gas_transport
78.53
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
aa7078984610266f05477f4f7097b8ba
1,388,485,611
36.526432
-97.034607
0
553,478
2020-12-31 10:26:58
4,169,388,510,116
fraud_Mante Group
misc_net
1.78
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
feed21cd3c29d04e172a3adc8953a80e
1,388,485,618
43.2378
-76.79553
0
553,479
2020-12-31 10:27:11
3,533,800,906,065,217
fraud_Cummings LLC
gas_transport
102.86
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
dc21f20315d5433457ba62cc58630890
1,388,485,631
40.88288
-99.343886
0
553,480
2020-12-31 10:27:42
349,612,764,943,496
fraud_McDermott-Weimann
grocery_pos
111.52
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
57ab668b7489eb10e190aa5655e89407
1,388,485,662
37.351504
-83.84997
0
553,481
2020-12-31 10:27:43
6,597,888,193,422,452
fraud_Johnson, Runolfsdottir and Mayer
misc_net
6.19
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
adc97f4e9a56e2e4bb64cb2e378a446b
1,388,485,663
33.594637
-97.768793
0
553,482
2020-12-31 10:27:58
377,550,167,323,848
fraud_Greenholt, Jacobi and Gleason
gas_transport
71.65
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
3ac95b7f74f5ab112d71a336aa691d81
1,388,485,678
43.140976
-70.727603
0
553,483
2020-12-31 10:28:49
3,552,581,383,553,463
fraud_Corwin-Collins
gas_transport
65.61
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
58ac8fdb972234cde03b268be5df38d9
1,388,485,729
35.175243
-84.633194
0
553,484
2020-12-31 10:29:51
4,538,566,639,857
fraud_Kuhn LLC
shopping_pos
6.57
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
efda2f48178088a4af4ae4df1344b982
1,388,485,791
40.114241
-73.377484
0
553,485
2020-12-31 10:30:13
3,511,378,610,369,890
fraud_Bins-Rice
gas_transport
65.72
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
e1cc9892ddb7d569fc770c793e887ece
1,388,485,813
34.134867
-87.067256
0
553,486
2020-12-31 10:30:21
213,180,742,685,905
fraud_Little, Gutmann and Lynch
shopping_net
2.96
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
eb86d00b95fbc1b4157069e37c4bb091
1,388,485,821
40.845884
-124.626518
0
553,487
2020-12-31 10:31:18
639,046,421,587
fraud_Dickinson-Rempel
misc_pos
35.28
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
4db1c6f48109adccb0b39bb95c16176f
1,388,485,878
39.639923
-80.214654
0
553,488
2020-12-31 10:32:18
30,427,035,050,508
fraud_Heller-Langosh
gas_transport
81.37
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
e582a7b310e66d6f6ec80486b2400d58
1,388,485,938
42.684433
-83.389485
0
553,489
2020-12-31 10:32:44
3,589,289,942,931,264
fraud_Bernhard Inc
gas_transport
57.51
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
bcf6f6e779d588e4ec0b9296536be494
1,388,485,964
43.5682
-97.161495
0
553,490
2020-12-31 10:33:26
4,900,628,639,996
fraud_Rowe, Batz and Goodwin
grocery_pos
42.87
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
b91f92e81c60c76ae0035269a41171fb
1,388,486,006
33.408063
-119.065077
0
553,491
2020-12-31 10:33:42
2,291,163,933,867,244
fraud_Bailey-Morar
grocery_pos
97.89
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
70079b4be1ca650d21dd16e593f4fd82
1,388,486,022
33.856506
-80.777594
0
553,492
2020-12-31 10:34:20
4,410,582,919,485,061,600
fraud_Grimes LLC
entertainment
37.83
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
d963b17f35ee0a334aab7230cf0398d8
1,388,486,060
31.556256
-80.952414
0
553,493
2020-12-31 10:34:24
30,033,162,392,091
fraud_Bailey-Morar
grocery_pos
102.05
Kevin
Summers
M
7302 Samantha Mission
Carroll
NE
68,723
42.277
-97.1926
566
Metallurgist
1975-01-26
8dc1f3ccc74b3615a375d1698d789500
1,388,486,064
43.179064
-96.440183
0
553,494
2020-12-31 10:34:27
4,311,368,326,621,416,000
fraud_Torp-Lemke
misc_pos
7.68
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
04cba700924843e8156810aafa0376ec
1,388,486,067
41.117172
-102.706865
0
553,495
2020-12-31 10:34:28
3,560,697,798,177,746
fraud_Hintz-Bruen
grocery_net
83.58
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
2058ff783ed5f36d2d604b323d0cfa19
1,388,486,068
32.991112
-115.78858
0
553,496
2020-12-31 10:35:04
4,658,490,815,480,264
fraud_Kerluke, Kertzmann and Wiza
misc_net
9.3
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
6476b53cca8792861118ae0a2a3172c7
1,388,486,104
39.816201
-79.182752
0
553,497
2020-12-31 10:35:55
36,721,445,180,895
fraud_Langworth, Boehm and Gulgowski
shopping_net
296.04
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
c4afa7e143f94f8801422fe64bf285df
1,388,486,155
43.074009
-74.718849
0
553,498
2020-12-31 10:36:25
3,572,976,568,630,035
fraud_Koss and Sons
gas_transport
45.25
William
Lopez
M
785 Kevin Walk Suite 237
Brainard
NE
68,626
41.1832
-96.9882
614
Associate Professor
1967-06-20
fc37696ac9ba711e267059a0d8f85904
1,388,486,185
40.46088
-97.744329
0
553,499
2020-12-31 10:38:08
4,979,422,371,139,333
fraud_Wiza, Schaden and Stark
misc_pos
266.57
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
f1bec14d0150843736da14f1231ed242
1,388,486,288
41.775146
-99.667686
0