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
1,279,200
2020-06-15 03:35:47
342,351,256,941,125
fraud_Spinka-Welch
grocery_net
32.13
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
fab269efb276d62d56627d8cea29aeac
1,371,267,347
34.066439
-84.818416
0
1,279,201
2020-06-15 03:36:27
3,553,629,419,254,918
fraud_Friesen-Stamm
gas_transport
41.82
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
b366e27e91034117fc49efaff998d96d
1,371,267,387
49.106487
-122.628345
0
1,279,202
2020-06-15 03:36:34
6,515,067,575,568,369
fraud_Harber Inc
gas_transport
61.62
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
f384544d7f681ca2286c7f89bee1056a
1,371,267,394
35.807748
-81.481321
0
1,279,203
2020-06-15 03:37:10
3,502,377,050,801,561
fraud_Goyette Inc
shopping_net
2.54
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
4c0040f17e9b7821485d53f124c79f02
1,371,267,430
30.326975
-95.299187
0
1,279,204
2020-06-15 03:38:06
4,710,826,438,164,848,000
fraud_Dickinson Ltd
misc_pos
4.87
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
2e9bc119ff5ff09ecf4c8c636505a2eb
1,371,267,486
48.424876
-107.959695
0
1,279,205
2020-06-15 03:38:22
4,430,881,574,719,618
fraud_Goodwin-Nitzsche
grocery_pos
137.34
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
bff39a4c8df0074119e0b1572672460d
1,371,267,502
39.284929
-105.96104
0
1,279,206
2020-06-15 03:38:24
3,568,255,211,412,877
fraud_Harber Inc
gas_transport
56.47
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
0f96fe7375576b64e282ab6ad722149f
1,371,267,504
40.49848
-84.590623
0
1,279,207
2020-06-15 03:38:55
4,642,894,980,163
fraud_Block-Parisian
misc_net
3.16
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
2dd43516f92279a25980b07b157dca4f
1,371,267,535
39.808921
-95.622425
0
1,279,208
2020-06-15 03:39:16
4,247,921,790,666
fraud_Rau and Sons
grocery_pos
111.64
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
52dd57cf57faeaa5b62cf89963303b1f
1,371,267,556
39.245146
-84.205246
0
1,279,209
2020-06-15 03:39:19
3,583,293,909,206,278
fraud_Jenkins, Hauck and Friesen
gas_transport
38.38
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
b0c22f4c4df21bdc5e1ddccc1c1d5c51
1,371,267,559
35.861296
-106.852882
0
1,279,210
2020-06-15 03:39:32
3,559,160,581,764,413
fraud_Wiza LLC
misc_pos
37.27
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
d94acec521f8de3949e489af3042e5cd
1,371,267,572
42.395643
-79.301121
0
1,279,211
2020-06-15 03:40:14
4,079,773,899,158
fraud_Schultz, Simonis and Little
grocery_pos
131.45
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
7e6154292be7b6bf15e2bebacf0477d9
1,371,267,614
44.782531
-116.765755
0
1,279,212
2020-06-15 03:40:15
30,197,398,657,930
fraud_McGlynn-Heathcote
misc_net
1.02
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
18a538a7f609e2fd6e513104b1d34306
1,371,267,615
35.129669
-79.604327
0
1,279,213
2020-06-15 03:40:38
2,576,709,887,791,552
fraud_Bernhard, Grant and Langworth
shopping_pos
3.47
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
94f49807e731cb78cfff83591def9e9c
1,371,267,638
32.46827
-116.779753
0
1,279,214
2020-06-15 03:41:08
4,006,047,418,382
fraud_Towne, Greenholt and Koepp
shopping_net
1.94
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
f29528ce85666c15dcd46cee46426cc5
1,371,267,668
35.922732
-84.237831
0
1,279,215
2020-06-15 03:41:29
3,534,330,126,107,879
fraud_Boehm, Block and Jakubowski
misc_pos
35.88
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
a14af2d64084b5222141ebfd5990df67
1,371,267,689
44.534159
-108.959005
0
1,279,216
2020-06-15 03:41:54
3,551,512,895,305,309
fraud_Kuvalis Ltd
gas_transport
85.42
Erika
Anderson
F
3786 Hale Corners
Rochester
KY
42,273
37.2048
-86.8592
443
Development worker, international aid
1947-07-15
5f34a2d46ac0bff4e75f35f768e6b20d
1,371,267,714
38.070729
-86.868867
0
1,279,217
2020-06-15 03:42:10
376,656,886,990,758
fraud_Connelly, Reichert and Fritsch
gas_transport
80.72
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
4c5dd30338338d279071f8873bd11bf9
1,371,267,730
30.219869
-93.509595
0
1,279,218
2020-06-15 03:42:24
3,560,725,013,359,375
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
150.38
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
193834b6a027a0bec96b7d252dabae75
1,371,267,744
31.305286
-103.147911
0
1,279,219
2020-06-15 03:42:27
676,248,282,243
fraud_Schroeder, Hauck and Treutel
entertainment
178.52
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
64f2041dd703dbbccf5a91b24f14f84b
1,371,267,747
26.703405
-82.293548
0
1,279,220
2020-06-15 03:42:56
4,683,638,447,911
fraud_Collier Inc
grocery_net
51.37
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
876aafa08539bab284b4ebff5f4f720d
1,371,267,776
30.059048
-92.802541
0
1,279,221
2020-06-15 03:44:22
30,153,452,207,526
fraud_Bednar Group
misc_net
33.52
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
21f9b1c07edda245083ace32286f4524
1,371,267,862
32.419867
-99.046336
0
1,279,222
2020-06-15 03:44:32
630,424,987,505
fraud_Balistreri-Nader
misc_pos
778.62
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
1b768050ae208cc7c33214aa35aa2fb1
1,371,267,872
38.820229
-78.674213
1
1,279,223
2020-06-15 03:45:02
4,210,078,554,961,359,000
fraud_Kuphal-Predovic
misc_net
5.29
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
31f524ddc5785c980deaef1ed6f18e3f
1,371,267,902
44.29115
-122.599241
0
1,279,224
2020-06-15 03:45:05
4,025,612,008,285,111
fraud_Mosciski, Gislason and Mertz
grocery_pos
113.13
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
00e6497cad9576d4df21e51e9af547d2
1,371,267,905
40.871115
-79.459012
0
1,279,225
2020-06-15 03:45:09
4,550,599,031,376,731
fraud_Volkman-Predovic
shopping_net
8.85
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
e4a46a8708510253067d5cb4f5276254
1,371,267,909
40.00282
-82.782835
0
1,279,226
2020-06-15 03:45:51
4,147,608,975,828,480
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
6.95
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
466e82db21b47bf895d8e97077f35a39
1,371,267,951
43.758805
-95.640249
0
1,279,227
2020-06-15 03:46:38
4,302,475,216,404,898
fraud_Nienow PLC
entertainment
8.35
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
b0bb2ecc99bc4fd3d8bc4083cf3422b2
1,371,267,998
43.691412
-93.383608
0
1,279,228
2020-06-15 03:46:45
345,832,460,465,610
fraud_Durgan-Auer
misc_net
9.44
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
40c6ff830b8ad7841bfe6c41da7c9ab6
1,371,268,005
39.119204
-77.624836
0
1,279,229
2020-06-15 03:47:18
4,990,494,243,023
fraud_Lehner, Reichert and Mills
misc_pos
3.78
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
72a6b67e2bb6088c4a771388b4477641
1,371,268,038
39.392675
-79.171896
0
1,279,230
2020-06-15 03:48:23
60,490,596,305
fraud_Berge LLC
gas_transport
66.97
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
9e473feef4883aa4cde052f21df00ecd
1,371,268,103
34.292577
-91.400388
0
1,279,231
2020-06-15 03:48:32
4,265,776,278,887,457
fraud_Koepp-Parker
grocery_pos
122.4
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
b658e94940d966cfe619229911ec2f16
1,371,268,112
35.759398
-91.564895
0
1,279,232
2020-06-15 03:49:16
4,294,040,533,480,516
fraud_Friesen-D'Amore
gas_transport
42.93
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
54b4715bbd987cf68c848013abe12051
1,371,268,156
33.98287
-80.945192
0
1,279,233
2020-06-15 03:49:30
4,358,137,750,029,945,000
fraud_Kilback LLC
grocery_pos
130.22
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
1ec0b85f4ae6aa51889a4143cacf7837
1,371,268,170
42.065542
-91.43177
0
1,279,234
2020-06-15 03:49:34
3,595,192,916,105,588
fraud_Ferry, Lynch and Kautzer
misc_net
2.55
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
61788ce4c29dce32097bd2bc23ae502a
1,371,268,174
35.477478
-78.494046
0
1,279,235
2020-06-15 03:49:35
30,487,648,872,433
fraud_Auer-Mosciski
grocery_pos
154.31
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
52694839b59838714fda562ef4986ad3
1,371,268,175
38.569165
-86.300692
0
1,279,236
2020-06-15 03:49:40
60,422,928,733
fraud_Jewess LLC
shopping_pos
3.22
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
713e3a47c0d2680300bfb4ffff9affcb
1,371,268,180
33.652654
-82.405353
0
1,279,237
2020-06-15 03:50:18
6,011,367,958,204,270
fraud_Parisian, Schiller and Altenwerth
misc_net
238.08
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
8848fdbbd6948bd7fdd048391ea4489f
1,371,268,218
41.657842
-81.52649
0
1,279,238
2020-06-15 03:50:28
30,376,238,035,123
fraud_Bernhard Inc
gas_transport
70.36
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
a34c9a5a653ac00334e52a28b60ab3e3
1,371,268,228
43.353498
-125.248065
0
1,279,239
2020-06-15 03:51:22
2,291,163,933,867,244
fraud_Nienow, Ankunding and Collier
misc_pos
1.19
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
26787ccdfad8fefe87bedf79841fd541
1,371,268,282
33.144935
-80.7862
0
1,279,240
2020-06-15 03:51:45
3,593,118,134,380,341
fraud_Schmidt and Sons
shopping_net
7.85
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
5cfe48f50a53ab276b272e9b8a951ead
1,371,268,305
44.345512
-67.177705
0
1,279,241
2020-06-15 03:52:08
372,382,441,451,095
fraud_Sawayn PLC
shopping_pos
6.99
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
8f38b45c148af546468c8453936e9b46
1,371,268,328
41.639965
-73.639983
0
1,279,242
2020-06-15 03:52:25
630,425,673,344
fraud_Auer-Mosciski
grocery_pos
168.36
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
7130dc4f8bdf47fb32dd1a417333ad9f
1,371,268,345
37.392254
-79.085206
0
1,279,243
2020-06-15 03:52:57
3,502,088,871,723,054
fraud_Reilly, Heaney and Cole
gas_transport
72.38
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
b44533c7ffec97934424620a20d57bbb
1,371,268,377
39.964113
-77.204254
0
1,279,244
2020-06-15 03:53:07
4,364,010,865,167,176
fraud_Schaefer, Maggio and Daugherty
gas_transport
51.93
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
8327f5e53ed29836527be934bacd473b
1,371,268,387
39.148767
-118.897546
0
1,279,245
2020-06-15 03:53:27
4,467,456,915,153,312,300
fraud_Gislason Group
misc_pos
2.45
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
27502235cf01a88aba15fb4675e118ce
1,371,268,407
28.061684
-83.190694
0
1,279,246
2020-06-15 03:54:04
2,233,882,705,243,596
fraud_Stanton, Jakubowski and Baumbach
shopping_net
16.74
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
2bae61d36109a1c0448b78542b7f4722
1,371,268,444
34.074862
-89.423849
0
1,279,247
2020-06-15 03:54:04
6,011,367,958,204,270
fraud_Brekke and Sons
gas_transport
91.9
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
91a6b33a850a08040e7a6fe61050ebf6
1,371,268,444
40.737548
-82.696223
0
1,279,248
2020-06-15 03:54:52
676,372,984,911
fraud_Brekke and Sons
gas_transport
33.06
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
efabd8c2c566410a005d4fd7bb79ff2f
1,371,268,492
40.236006
-98.474239
0
1,279,249
2020-06-15 03:54:58
567,868,110,212
fraud_Hudson-Ratke
grocery_pos
233.04
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
9ffe43654d1487c3ded0b66bb28cd0a5
1,371,268,498
29.476892
-95.306219
0
1,279,250
2020-06-15 03:55:00
4,599,735,407,877,245,000
fraud_Schuppe, Nolan and Hoeger
shopping_pos
7.12
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
73b7baa26f7822553fe2d01260a984ee
1,371,268,500
35.778555
-90.037578
0
1,279,251
2020-06-15 03:55:11
2,256,234,701,263,057
fraud_Huels-Hahn
gas_transport
88.12
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
fa480b364aaff137fa9317808947924f
1,371,268,511
43.478831
-71.501242
0
1,279,252
2020-06-15 03:55:40
4,220,345,354,880
fraud_Beier LLC
entertainment
1.82
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
b2e81834b859752ff71118715c3e81e0
1,371,268,540
43.475079
-83.031288
0
1,279,253
2020-06-15 03:55:49
374,125,201,044,065
fraud_Friesen-Stamm
gas_transport
86.75
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
a653dc596291e349090acb8709b933b6
1,371,268,549
38.021845
-77.920925
0
1,279,254
2020-06-15 03:56:08
6,511,349,151,405,438
fraud_Schmidt and Sons
shopping_net
274.04
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
9563bde1ed9e821ea13b35602a51cad0
1,371,268,568
40.154692
-114.875988
0
1,279,255
2020-06-15 03:56:37
213,191,402,330,021
fraud_Eichmann, Bogan and Rodriguez
gas_transport
83.49
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
25228244917d15eefb92dfde0ddd8da1
1,371,268,597
42.583139
-88.969405
0
1,279,256
2020-06-15 03:56:41
4,661,996,144,291,812,000
fraud_Prohaska-Murray
gas_transport
38.16
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
7c645569bd15ed256588eee89737b520
1,371,268,601
41.652046
-80.484456
0
1,279,257
2020-06-15 03:57:49
347,073,228,412,010
fraud_Lehner, Mosciski and King
misc_net
121.75
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
e38c14097f1d2b0fb6cf87140ffe7bd5
1,371,268,669
44.575849
-105.100364
0
1,279,258
2020-06-15 03:58:26
4,642,894,980,163
fraud_Trantow PLC
grocery_net
35.74
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
c86372d9ebd66b874515057463899440
1,371,268,706
40.945652
-95.429899
0
1,279,259
2020-06-15 03:58:26
6,011,360,759,745,864
fraud_Douglas-White
entertainment
135.5
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
7894896f7998f98204fc822ddafddb62
1,371,268,706
38.264521
-79.268049
0
1,279,260
2020-06-15 03:59:31
4,181,833,256,558,614,000
fraud_Cummings LLC
gas_transport
47.85
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
b300db8cfdaf366adfde11d72de93a83
1,371,268,771
37.191544
-105.386401
0
1,279,261
2020-06-15 03:59:31
4,292,743,669,224,718,000
fraud_Kutch, Hermiston and Farrell
gas_transport
72.23
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
8bc81c7b4c91d880868f3bc5dc21f640
1,371,268,771
37.366553
-77.111937
0
1,279,262
2020-06-15 04:00:03
4,990,494,243,023
fraud_Bernhard Inc
gas_transport
66.71
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
0889083f2a23d6bc288006ee78818276
1,371,268,803
39.160627
-78.618564
0
1,279,263
2020-06-15 04:00:09
4,710,826,438,164,848,000
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
112.14
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
437460bdb2ef5c6b6f54d54fabb546db
1,371,268,809
49.685158
-108.309004
0
1,279,264
2020-06-15 04:00:39
4,683,520,018,489,354
fraud_DuBuque LLC
grocery_pos
37.77
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
f7e241370653dfa0e937c11d6b7c5af9
1,371,268,839
34.815398
-118.508112
0
1,279,265
2020-06-15 04:01:02
2,305,336,922,781,618
fraud_Kuhic Inc
grocery_pos
121.55
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
10eb6a55751825b0c82ab52f3ea9b45d
1,371,268,862
40.551311
-93.380676
0
1,279,266
2020-06-15 04:01:45
371,284,100,299,909
fraud_Welch Inc
misc_net
34.27
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
cd35876dceb6153232faf9e36f72edf5
1,371,268,905
35.366569
-100.07691
0
1,279,267
2020-06-15 04:01:53
3,502,088,871,723,054
fraud_Streich, Hansen and Veum
gas_transport
80.16
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
d5345a5e7aeff763b1fb0c0a77dacd5e
1,371,268,913
39.597368
-76.128014
0
1,279,268
2020-06-15 04:01:57
180,011,453,250,192
fraud_Gottlieb, Considine and Schultz
shopping_net
95.04
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
8a75fc6e0dab2808c3de7e5b7047fc07
1,371,268,917
41.407
-90.333974
0
1,279,269
2020-06-15 04:02:00
377,113,842,678,100
fraud_Murray-Smitham
grocery_pos
137.74
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
1c732277ce3d3b079133e878494c136f
1,371,268,920
38.99812
-76.166456
0
1,279,270
2020-06-15 04:02:11
4,646,845,581,490,336,000
fraud_Cremin, Hamill and Reichel
misc_pos
527.09
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
e8b8ae5b7f835d89f55dd4b670626ae4
1,371,268,931
40.61639
-73.141146
0
1,279,271
2020-06-15 04:02:12
4,186,530,744,674
fraud_Johns Inc
entertainment
29.77
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
2910c52d3c12673bfa5d28f728b81bd6
1,371,268,932
33.116973
-80.689826
0
1,279,272
2020-06-15 04:02:35
4,861,310,130,652,567,000
fraud_Gutmann Ltd
grocery_net
43.21
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
2f557d02f056b519ceda46030a33f7b4
1,371,268,955
29.796998
-90.995748
0
1,279,273
2020-06-15 04:02:47
6,538,891,242,532,018
fraud_Maggio-Fahey
misc_pos
68.56
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
c08b7be4fe39f1d82d7a1cd1df7a5f3a
1,371,268,967
36.370791
-91.136846
0
1,279,274
2020-06-15 04:02:48
378,858,024,506,425
fraud_Kunde-Sanford
misc_net
10.25
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
0414ee680ff69f13b7e4ee9903aca8e9
1,371,268,968
32.977042
-112.52809
0
1,279,275
2020-06-15 04:03:24
4,003,989,662,068,504
fraud_Jenkins, Hauck and Friesen
gas_transport
72.45
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
50422e67ff5fa061f96452ea2811590a
1,371,269,004
32.781001
-86.029859
0
1,279,276
2020-06-15 04:04:07
3,560,336,828,629,935
fraud_Schaefer, McGlynn and Bosco
gas_transport
65.15
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
a48063be283d3e65a072e3bce3409b99
1,371,269,047
41.932726
-93.232609
0
1,279,277
2020-06-15 04:04:26
577,588,686,219
fraud_Zieme, Bode and Dooley
gas_transport
48.86
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
3ca8df413d2c3774fb565e5711c02fb4
1,371,269,066
40.15135
-79.03832
0
1,279,278
2020-06-15 04:04:55
213,161,293,389,774
fraud_Streich, Dietrich and Barton
shopping_net
228.88
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
23e429f75057aed51537156c835a2758
1,371,269,095
43.099032
-77.512042
0
1,279,279
2020-06-15 04:04:55
4,841,313,716,651,064
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
38.08
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
756d272a02082be948e9a358a181da4f
1,371,269,095
44.304118
-72.683315
0
1,279,280
2020-06-15 04:05:13
6,595,970,453,799,027
fraud_Luettgen PLC
gas_transport
42.93
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
4273938bb917f9a2b3bf867d1d7227a2
1,371,269,113
40.64543
-73.750968
0
1,279,281
2020-06-15 04:05:14
344,709,867,813,900
fraud_Spinka Inc
grocery_net
97.41
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
296477538245af731a5df7e7d65c674f
1,371,269,114
26.621905
-81.549983
0
1,279,282
2020-06-15 04:06:31
30,082,025,922,891
fraud_Auer-Mosciski
grocery_pos
74.56
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
e5d5cb36fb51f35400337a47d3f17623
1,371,269,191
26.075336
-82.103301
0
1,279,283
2020-06-15 04:06:37
3,541,687,240,161,491
fraud_Pacocha-O'Reilly
grocery_pos
137.72
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
f2ddf2ffae679cdd9572add86c450c0e
1,371,269,197
31.834431
-81.629324
0
1,279,284
2020-06-15 04:06:53
4,500,002,361,389
fraud_Greenholt, Jacobi and Gleason
gas_transport
33.96
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
5c0faf4e9e21cf110762b0de83f7dd1d
1,371,269,213
39.267085
-76.036593
0
1,279,285
2020-06-15 04:07:13
2,269,768,987,945,882
fraud_Reilly, Heaney and Cole
gas_transport
68.88
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
61f91af2c8316c0a624f86469451a7b5
1,371,269,233
43.20446
-78.658745
0
1,279,286
2020-06-15 04:07:42
3,565,196,229,855,512
fraud_Bahringer-Streich
food_dining
41.82
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
49ce703d1800e4f120e99f5032d8a63c
1,371,269,262
39.91054
-92.500582
0
1,279,287
2020-06-15 04:08:10
346,273,234,529,002
fraud_Kutch and Sons
grocery_pos
207.82
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
d4dceac628e61d07b9e279ceb81cc7ac
1,371,269,290
37.493109
-80.22182
0
1,279,288
2020-06-15 04:09:53
675,990,301,623
fraud_Luettgen PLC
gas_transport
43.98
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
165d272fff36d112c2f4f505f3e5674e
1,371,269,393
40.396622
-74.906312
0
1,279,289
2020-06-15 04:10:23
4,651,007,077,623,147
fraud_Wolf Inc
grocery_pos
115.61
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
19f7cccac858eab24d20a989a18c61bf
1,371,269,423
47.745917
-122.277819
0
1,279,290
2020-06-15 04:10:31
4,792,627,764,422,478,000
fraud_Moen, Reinger and Murphy
grocery_pos
192.91
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
b96f499755be17241e54e5e77877bb4c
1,371,269,431
39.750721
-94.864958
0
1,279,291
2020-06-15 04:11:12
213,113,028,819,344
fraud_Hamill-Daugherty
misc_net
8.15
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
d226f26c80197ee7973c0ddcdea03cff
1,371,269,472
42.61068
-75.558577
0
1,279,292
2020-06-15 04:11:23
4,169,759,661,243,568
fraud_Kuhic Inc
grocery_pos
107.8
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
8294d1e25cdd8a16e98605028fd8e7cc
1,371,269,483
40.675372
-75.67114
0
1,279,293
2020-06-15 04:11:32
4,488,258,847,705,225,700
fraud_Cormier, Stracke and Thiel
entertainment
38.33
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
39925a9cd3a45560dc8e9421d15256bc
1,371,269,492
34.220202
-80.173517
0
1,279,294
2020-06-15 04:12:32
340,103,199,302,564
fraud_Bailey-Morar
grocery_pos
89.94
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
33b91a9cc8358126c5d4368f31f453b5
1,371,269,552
35.350289
-80.043299
0
1,279,295
2020-06-15 04:14:05
4,635,330,563,105,903
fraud_Mante Group
misc_net
376.08
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
79967cc113e7357133f564d0775c40d9
1,371,269,645
38.207692
-76.585431
0
1,279,296
2020-06-15 04:14:10
4,063,094,974,360,571,400
fraud_Lind, Huel and McClure
gas_transport
58.11
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
364f85fe9e3a2385f67a152f3cd64093
1,371,269,650
40.78443
-112.758567
0
1,279,297
2020-06-15 04:14:18
371,034,293,500,716
fraud_Heller-Langosh
gas_transport
59.01
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
63bf95770757fa1b6c75be8d6b83be14
1,371,269,658
39.391427
-121.725825
0
1,279,298
2020-06-15 04:14:18
30,150,717,898,388
fraud_Beier LLC
entertainment
151.78
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
192b99709cbf47b64a902cce0d3d26ce
1,371,269,658
33.746215
-86.952426
0
1,279,299
2020-06-15 04:14:19
343,819,048,608,995
fraud_Douglas, Schneider and Turner
shopping_pos
7.62
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
d668d4229644695e5efc8848516788f2
1,371,269,659
41.382277
-93.118074
0