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
553,100
2020-12-31 07:08:36
3,544,606,805,704,278
fraud_Lemke-Gutmann
shopping_net
2.78
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
f9006755c4ff91c9cb3e0a50271c1214
1,388,473,716
37.495546
-90.033153
0
553,101
2020-12-31 07:08:57
343,472,729,187,663
fraud_Welch Inc
misc_net
3.51
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
fb005875731f07116536c1273184493d
1,388,473,737
42.975182
-70.542378
0
553,102
2020-12-31 07:09:07
4,561,892,980,175
fraud_Larson-Moen
entertainment
53.64
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
cabd4afa68ebe1d4a80039c4bccd465d
1,388,473,747
40.311728
-86.75224
0
553,103
2020-12-31 07:09:08
377,026,671,291,680
fraud_Schmitt Inc
gas_transport
64.96
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
2ad117f3caecdbffb4add9c32d370e19
1,388,473,748
36.834562
-90.139552
0
553,104
2020-12-31 07:10:47
3,553,629,419,254,918
fraud_Doyle Ltd
grocery_pos
121.31
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
e8d4bccdec2f183ae1344db135aca0ca
1,388,473,847
47.647077
-122.836699
0
553,105
2020-12-31 07:11:12
4,998,109,455,173,950
fraud_Funk Group
grocery_net
34.58
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
0118e6dc36b55f4b25e3d47972509cdf
1,388,473,872
38.334685
-95.046862
0
553,106
2020-12-31 07:11:21
6,569,097,840,281,287
fraud_Boehm, Predovic and Reinger
misc_pos
9.27
Steven
Johnson
M
7470 John Tunnel Suite 937
Aurora
CO
80,014
39.6662
-104.835
389,246
Scientist, marine
1969-12-12
f151b22e388390d1b901be0ccf70d885
1,388,473,881
39.143758
-104.561131
0
553,107
2020-12-31 07:12:08
4,536,996,888,716,062,000
fraud_Welch Inc
misc_net
6.14
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
920f3fd9dc313cf3dbef15ed94cf5c30
1,388,473,928
35.252191
-106.422148
0
553,108
2020-12-31 07:12:09
4,502,539,526,809,430,000
fraud_Cruickshank-Mills
entertainment
41.73
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
c80dea94c5c4e88fafbd4526995cd850
1,388,473,929
37.129485
-90.789933
0
553,109
2020-12-31 07:12:34
30,343,344,410,970
fraud_Kiehn-Emmerich
grocery_pos
76.23
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
47f4a527e594c165effbf0cd3c460b3f
1,388,473,954
42.178221
-79.66289
0
553,110
2020-12-31 07:12:48
341,283,058,448,499
fraud_Brown PLC
misc_net
6.24
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
e13635e43c593534c31273e49b40d2ed
1,388,473,968
31.845414
-85.562125
0
553,111
2020-12-31 07:13:00
581,686,439,828
fraud_Heller-Langosh
gas_transport
61.53
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
a79961a35da763fffc3558bc770f0814
1,388,473,980
41.527243
-81.053447
0
553,112
2020-12-31 07:13:03
180,067,784,565,096
fraud_Koss and Sons
gas_transport
67.79
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
f9447ef734ce5ab112eccec5efdb590d
1,388,473,983
42.777571
-88.450214
0
553,113
2020-12-31 07:13:45
5,456,712,664,803,820
fraud_Quitzon, Green and Bashirian
shopping_pos
6.64
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
b94c6c2278b9961bd4aba3029c68aa27
1,388,474,025
36.911731
-106.50235
0
553,114
2020-12-31 07:14:43
3,533,012,926,413,100
fraud_Schaefer, McGlynn and Bosco
gas_transport
96.68
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
4fc558486a463acde4cfc2cc4f9fa629
1,388,474,083
44.02433
-75.849725
0
553,115
2020-12-31 07:15:02
4,550,599,031,376,731
fraud_Bailey-Morar
grocery_pos
83.4
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
f3c5308288f21e24a92308f8029a6576
1,388,474,102
39.843995
-81.733018
0
553,116
2020-12-31 07:15:18
3,512,365,128,314,616
fraud_Kris-Weimann
misc_net
3.54
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
ffefb67d002c941ad9d2b45fb5ace021
1,388,474,118
38.910523
-90.593086
0
553,117
2020-12-31 07:15:22
375,848,982,312,810
fraud_Bailey-Morar
grocery_pos
104.7
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
d2288a514b5d6dee22357f5238976786
1,388,474,122
31.573262
-98.280188
0
553,118
2020-12-31 07:15:28
3,560,725,013,359,375
fraud_Dickinson Ltd
misc_pos
75.22
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
6845245ccfe32fef76f30935e3fc1df2
1,388,474,128
31.078387
-101.947786
0
553,119
2020-12-31 07:16:18
4,474,324,669,797,121
fraud_Schaefer, McGlynn and Bosco
gas_transport
60.58
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
2c7775ed0de4220220a0d56d687a1ad0
1,388,474,178
37.889964
-119.750267
0
553,120
2020-12-31 07:16:55
6,592,861,994,408,652
fraud_Rowe, Batz and Goodwin
grocery_pos
90.45
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
ba6c425a7b613a737aa9ed2a5981a652
1,388,474,215
42.5457
-77.990423
0
553,121
2020-12-31 07:17:07
2,610,529,083,834,453
fraud_Goldner, Kovacek and Abbott
grocery_pos
212.95
Tanya
Dickerson
F
053 Kim Valley Suite 928
Old Hickory
TN
37,138
36.2416
-86.6117
22,191
Prison officer
1994-07-27
d9f738754f1643cd3577490e20d94c51
1,388,474,227
36.943353
-87.530526
0
553,122
2020-12-31 07:18:19
2,475,085,306,462,014
fraud_Koepp-Parker
grocery_pos
113.06
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
d1204c0f7302db8383a5b83107ce251f
1,388,474,299
43.719744
-95.324398
0
553,123
2020-12-31 07:19:00
4,302,480,582,202,074
fraud_McCullough Group
grocery_net
19.04
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
44ab8bf65c9ec8af0c07047af7199ba8
1,388,474,340
43.682144
-85.692455
0
553,124
2020-12-31 07:19:21
3,508,104,404,056,005
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
78.02
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
e35533113b4d415ba2d81fc8483deb0a
1,388,474,361
41.863136
-89.224716
0
553,125
2020-12-31 07:19:41
4,301,028,321,766,222,300
fraud_Kutch and Sons
grocery_pos
108.34
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
a9f35359f0c896412e62c93350c1e98c
1,388,474,381
41.045115
-80.813114
0
553,126
2020-12-31 07:19:42
501,899,453,424
fraud_Boehm, Block and Jakubowski
misc_pos
123.19
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
870330424202aef0e52bee0216d1df52
1,388,474,382
34.317334
-86.008822
0
553,127
2020-12-31 07:20:08
3,597,980,945,245,815
fraud_Conroy Ltd
shopping_pos
5.36
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
bf99a9f390f6ae07f5a7d93ccef209e0
1,388,474,408
34.498048
-93.646493
0
553,128
2020-12-31 07:20:50
6,526,955,903,501,879
fraud_Cummerata-Hilpert
entertainment
8.92
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
6b0500c4917bae8179647834c953e191
1,388,474,450
26.953504
-80.604307
0
553,129
2020-12-31 07:20:56
30,131,826,429,364
fraud_Thiel PLC
misc_pos
116.98
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
2432fe1cf38c746a9d784faaf00a061a
1,388,474,456
35.134772
-84.710968
0
553,130
2020-12-31 07:21:16
3,577,596,616,955,856
fraud_O'Keefe-Hudson
grocery_pos
138.97
David
Rogers
M
265 Mullen Park Apt. 307
Summerfield
NC
27,358
36.2245
-79.8901
14,075
Buyer, industrial
1929-04-22
1648d369c17197a02fa1a9216c081dea
1,388,474,476
36.527131
-80.327824
0
553,131
2020-12-31 07:22:32
3,542,162,746,848,552
fraud_Pagac LLC
shopping_pos
26.1
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
802857053f65887e2aa37170cadc490d
1,388,474,552
42.677998
-93.714233
0
553,132
2020-12-31 07:22:34
36,360,452,125,889
fraud_Conroy-Emard
food_dining
79.81
Christopher
Raymond
M
766 Potter Well
West Chazy
NY
12,992
44.797
-73.5112
4,778
Engineering geologist
1954-06-14
b338d77ee2c23e63d2bf4bd1395f024b
1,388,474,554
44.952885
-72.968129
0
553,133
2020-12-31 07:22:54
5,130,484,058,948,421
fraud_Stamm-Witting
shopping_net
74.7
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
eba898d888d0362ebeebc3f3d044c8e8
1,388,474,574
40.76772
-83.387653
0
553,134
2020-12-31 07:23:07
30,181,367,542,315
fraud_Hermann-Gaylord
misc_pos
8.99
Danielle
Walker
F
9824 Mitchell Run
Powell Butte
OR
97,753
44.2415
-121.0113
2,016
Local government officer
1953-12-25
18fa9feee37f442e12618f1c7d52822c
1,388,474,587
43.595446
-121.93061
0
553,135
2020-12-31 07:24:46
6,011,367,958,204,270
fraud_Bauch-Raynor
grocery_pos
220.26
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
4343b0d93f2738c785726d105d2862e7
1,388,474,686
41.711798
-81.764089
0
553,136
2020-12-31 07:25:26
2,254,917,871,818,484
fraud_Zieme, Bode and Dooley
gas_transport
38.61
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
fd4fde12c84a8afc98d3fce260ba9f57
1,388,474,726
37.9363
-75.488902
0
553,137
2020-12-31 07:25:43
630,425,673,344
fraud_Lind, Huel and McClure
gas_transport
45.61
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
6aa62c485414a0eac591daa3522db8bd
1,388,474,743
38.611809
-79.994434
0
553,138
2020-12-31 07:26:41
370,348,764,075,623
fraud_Baumbach, Strosin and Nicolas
shopping_pos
7.19
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
8721aa20f88a77c7fc3077f88d436fbc
1,388,474,801
29.725095
-89.802225
0
553,139
2020-12-31 07:27:18
3,526,826,139,003,047
fraud_Auer-West
shopping_net
479.51
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
edc6f98c7e230d3e7151da99962a0064
1,388,474,838
43.946436
-85.98452
0
553,140
2020-12-31 07:27:34
4,334,230,547,694,630
fraud_Reilly, Heaney and Cole
gas_transport
52.57
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
197df06b9a4de0f632b678a4e5d4cf17
1,388,474,854
43.241813
-111.562574
0
553,141
2020-12-31 07:27:57
4,761,403,817,546,679,000
fraud_Schaefer, Maggio and Daugherty
gas_transport
36.17
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
1d48ad2210449184bb633c9fe8bd3a40
1,388,474,877
35.470061
-91.111542
0
553,142
2020-12-31 07:28:08
4,026,222,041,577
fraud_Kuhic Inc
grocery_pos
159.3
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
86509c99fc7612d27bc1a2e74e090f05
1,388,474,888
42.094156
-71.545896
0
553,143
2020-12-31 07:29:35
4,979,422,371,139,333
fraud_Eichmann, Bogan and Rodriguez
gas_transport
54.15
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
5052ff25b28538337fa68eac60a80af0
1,388,474,975
41.444319
-98.396084
0
553,144
2020-12-31 07:29:45
4,681,699,462,969
fraud_Cartwright-Harris
grocery_pos
42.26
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
d9f6d8ae82cc89ce97cf11f2b4036470
1,388,474,985
35.776801
-86.462213
0
553,145
2020-12-31 07:31:13
4,810,839,835,482,794,000
fraud_Lind, Huel and McClure
gas_transport
50.96
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
a3ab1aa0c510899bd0d5bfca13391c42
1,388,475,073
36.504345
-94.984777
0
553,146
2020-12-31 07:31:20
4,570,636,521,433,188
fraud_Cole PLC
grocery_pos
202.78
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
d33f4f3de9dee4daa0bb0d2d65048ae4
1,388,475,080
29.393527
-80.98256
0
553,147
2020-12-31 07:32:14
4,745,996,322,265
fraud_Erdman-Kertzmann
gas_transport
58.04
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
8a5afe1cb454c59732b91a9029df511d
1,388,475,134
41.913153
-85.757532
0
553,148
2020-12-31 07:32:26
343,668,971,234,893
fraud_Gottlieb, Considine and Schultz
shopping_net
2.63
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
1594fa38047ab9b33db0789cd4ba6191
1,388,475,146
34.472425
-81.056796
0
553,149
2020-12-31 07:32:27
30,273,037,698,427
fraud_Towne, Walker and Borer
grocery_net
21
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
e36645b81efa181cdaad30d366cb8769
1,388,475,147
35.24047
-90.942871
0
553,150
2020-12-31 07:32:52
2,383,461,948,823,908
fraud_Morissette PLC
shopping_pos
3.69
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
2c019dc412fbd6b56590f975079dc5d5
1,388,475,172
42.790323
-71.773951
0
553,151
2020-12-31 07:33:01
2,260,801,330,657,968
fraud_Parker, Nolan and Trantow
entertainment
3.91
Monique
Fox
F
755 Gardner Heights Apt. 420
Paxton
MA
1,612
42.3066
-71.9202
4,845
Accounting technician
1926-09-14
9343a62345abf382b915f83c700bdcf8
1,388,475,181
41.913868
-71.729369
0
553,152
2020-12-31 07:34:36
4,452,366,298,769,043
fraud_Cole PLC
grocery_pos
71.72
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
b0fb4a6f36f1edbad618f93504b90ce9
1,388,475,276
31.68942
-96.154956
0
553,153
2020-12-31 07:34:43
371,034,293,500,716
fraud_Jewess LLC
shopping_pos
93.88
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
4845c999f771b6f6fc92f3dc0bc6800b
1,388,475,283
39.865774
-121.174421
0
553,154
2020-12-31 07:34:49
4,998,109,455,173,950
fraud_Cummings Group
grocery_net
63.48
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
2772a67d7aaef014dbc54a490def4575
1,388,475,289
38.096974
-95.1355
0
553,155
2020-12-31 07:35:13
4,383,521,454,815
fraud_Reilly, Heaney and Cole
gas_transport
54.67
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
f2ce4d0c8db356b1848ff69ad53b4bc3
1,388,475,313
40.539407
-86.000967
0
553,156
2020-12-31 07:35:48
344,342,339,068,828
fraud_Jast-McDermott
shopping_pos
10
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
a12c02e403bb14d643745105e57163da
1,388,475,348
31.745842
-81.221992
0
553,157
2020-12-31 07:36:51
3,567,697,931,646,329
fraud_Corwin-Collins
gas_transport
62.15
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
88710723d25748c6e4694a31712d951a
1,388,475,411
42.143018
-74.712898
0
553,158
2020-12-31 07:37:05
374,497,717,543,058
fraud_Cormier LLC
shopping_net
1.98
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
80d31f55ba41255046badfdfef286f28
1,388,475,425
47.136837
-101.554299
0
553,159
2020-12-31 07:37:11
4,158,945,090,781,624
fraud_Lockman Ltd
grocery_pos
85.81
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
8f3adf881594d7b8e1059edb31eb9bc4
1,388,475,431
39.820563
-80.112121
0
553,160
2020-12-31 07:39:09
376,445,266,762,684
fraud_Heller-Langosh
gas_transport
52.52
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
58f35e4a8dd51ed256be6d9391985a50
1,388,475,549
42.109945
-100.899529
0
553,161
2020-12-31 07:40:00
3,501,365,119,557,234
fraud_Reilly, Heaney and Cole
gas_transport
76.09
Danielle
Allen
F
87198 Macias Drive Suite 389
Loving
NM
88,256
32.274
-104.0914
1,925
Educational psychologist
1952-05-26
f1382710b88fca465ebe1c89d74c11f7
1,388,475,600
32.595711
-105.026152
0
553,162
2020-12-31 07:40:08
372,382,441,451,095
fraud_Goyette Inc
shopping_net
9.76
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
aa4fc16e17a6f0d5c79cca87c744320e
1,388,475,608
42.621914
-73.930839
0
553,163
2020-12-31 07:40:33
6,534,628,260,579,800
fraud_Trantow PLC
grocery_net
26.28
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
8a64fa9635baa175c4d7116e41857416
1,388,475,633
44.213197
-73.318711
0
553,164
2020-12-31 07:40:55
4,642,255,475,285,942
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
100.66
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
7784114c923222c16b27c0cdee022c78
1,388,475,655
39.616097
-109.867525
0
553,165
2020-12-31 07:41:57
345,933,964,507,467
fraud_Cummerata-Jones
gas_transport
69.91
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
e22d4b89351357ea5d22a12cdacb48ba
1,388,475,717
37.729886
-75.663391
0
553,166
2020-12-31 07:42:18
4,259,996,134,423
fraud_Kassulke PLC
shopping_net
22.05
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
fb85afa9326799bdc34b233f1745a6b3
1,388,475,738
39.123893
-97.972347
0
553,167
2020-12-31 07:42:38
4,769,426,683,924,059,000
fraud_Langworth, Boehm and Gulgowski
shopping_net
12.32
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
3e73c3abecc0dfb721ca60576d11c632
1,388,475,758
40.797229
-78.231026
0
553,168
2020-12-31 07:44:10
4,302,480,582,202,074
fraud_Ortiz Group
grocery_net
18.68
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
4a7f2ff4c22b43604be10aaa527f6694
1,388,475,850
43.673784
-86.98103
0
553,169
2020-12-31 07:44:25
4,792,627,764,422,478,000
fraud_Stracke-Lemke
grocery_pos
209.25
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
6508e9009f3b8d6457c688eb59cbcfc4
1,388,475,865
39.65336
-94.976012
0
553,170
2020-12-31 07:45:03
4,792,627,764,422,478,000
fraud_Turner, Ruecker and Parisian
misc_pos
35.06
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
5a7077023b6e27053a59b7f03c35325f
1,388,475,903
38.287196
-94.468398
0
553,171
2020-12-31 07:45:50
6,592,243,974,328,236
fraud_Towne, Walker and Borer
grocery_net
45.48
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
4cf99b32b09c9b3e9e2cdb97bc908dc4
1,388,475,950
33.060267
-85.279471
0
553,172
2020-12-31 07:47:02
676,102,124,465
fraud_Koepp-Parker
grocery_pos
184.78
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
b496ab7cb57fd4d58ca03f5ceb237975
1,388,476,022
37.594145
-121.654659
0
553,173
2020-12-31 07:47:28
38,295,635,583,927
fraud_Emard Inc
gas_transport
59.22
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
31ea785b4d400901f564565e53c82142
1,388,476,048
34.299642
-100.235171
0
553,174
2020-12-31 07:47:35
4,266,200,684,857,219
fraud_Mraz-Herzog
gas_transport
45.15
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
2cdbbecf7a90f3da20abc107fdac2a4c
1,388,476,055
39.992891
-98.606423
0
553,175
2020-12-31 07:47:51
630,424,987,505
fraud_Jones, Sawayn and Romaguera
misc_net
27.17
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
ad48ca09d8273b84cabde7467afdf4c9
1,388,476,071
39.274569
-80.28045
0
553,176
2020-12-31 07:48:35
3,564,839,259,330,465
fraud_Volkman-Predovic
shopping_net
12.43
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
44ba5f53510c8bbd0b6a501b0b401085
1,388,476,115
37.638301
-121.710025
0
553,177
2020-12-31 07:49:01
4,560,004,149,983,868,400
fraud_Rau and Sons
grocery_pos
199.41
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
f937732618e15767a3bc2fde19bcfbba
1,388,476,141
39.837821
-105.618294
0
553,178
2020-12-31 07:50:10
3,595,192,916,105,588
fraud_Goodwin-Nitzsche
grocery_pos
40.2
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
9fcfbfefe072ec83439d492b719098f1
1,388,476,210
35.131196
-78.836098
0
553,179
2020-12-31 07:50:20
630,484,879,808
fraud_Kutch-Hegmann
grocery_net
53.39
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
0f09fec82b7a800bd925403596374f53
1,388,476,220
35.892108
-120.886948
0
553,180
2020-12-31 07:51:57
3,523,898,249,167,098
fraud_Lockman, West and Runte
grocery_pos
92.47
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
51e8d64cd9bfc419487c48a6c24672a9
1,388,476,317
39.885102
-73.955954
0
553,181
2020-12-31 07:52:32
4,265,776,278,887,457
fraud_Huels-Nolan
gas_transport
51.08
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
7420c4261310d1b32869deae9b4c0622
1,388,476,352
34.836641
-92.95711
0
553,182
2020-12-31 07:52:36
30,175,986,190,993
fraud_Kutch, Hermiston and Farrell
gas_transport
51.73
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
3cab75236cc03eebfbec2e0099f9cfec
1,388,476,356
46.762933
-96.001993
0
553,183
2020-12-31 07:53:50
4,682,744,518,117,239
fraud_Mohr-Bayer
shopping_net
3.72
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
71213980c72b59a82f3ad23ac7b3d60d
1,388,476,430
39.498036
-92.303264
0
553,184
2020-12-31 07:54:02
4,822,367,783,500,458
fraud_Tillman, Dickinson and Labadie
gas_transport
67.47
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
1f3eb65e2a9b94115031510fe8af75f5
1,388,476,442
27.127197
-82.261866
0
553,185
2020-12-31 07:54:14
3,576,431,665,303,017
fraud_Pfeffer LLC
grocery_net
86.06
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
57d19c37c353f1ffd78c790fa778cd43
1,388,476,454
34.403139
-112.853174
0
553,186
2020-12-31 07:55:02
30,150,717,898,388
fraud_Heathcote LLC
shopping_net
50.52
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
91e4b6fcc9c9e2c4e19f65b83acae6cb
1,388,476,502
35.140636
-86.212646
0
553,187
2020-12-31 07:56:39
30,407,675,418,785
fraud_Erdman-Kertzmann
gas_transport
30.22
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
e73beeecdff98bb2018b5938204e019a
1,388,476,599
41.757428
-77.31509
0
553,188
2020-12-31 07:57:18
630,423,337,322
fraud_Hamill-Daugherty
misc_net
524.7
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
6cfd733744f852d645dfa2d449d24777
1,388,476,638
48.558202
-117.39344
0
553,189
2020-12-31 07:57:27
4,990,494,243,023
fraud_Cole PLC
grocery_pos
99.43
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
bd2718fa756752dc389575ae3a5738b2
1,388,476,647
40.325204
-79.237092
0
553,190
2020-12-31 07:57:57
4,836,998,673,805,450
fraud_Koepp-Parker
grocery_pos
235.5
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
1fc0bd37a4a817f2ceb0ff9c38b8ea6d
1,388,476,677
46.897987
-86.181291
0
553,191
2020-12-31 07:58:35
4,855,488,158,131,690,000
fraud_Schumm, Bauch and Ondricka
grocery_pos
109.16
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
7cd8288aafc534f3e8136d75f634b986
1,388,476,715
44.382528
-71.569766
0
553,192
2020-12-31 08:00:02
340,103,199,302,564
fraud_Torp-Labadie
gas_transport
71.4
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
4fbb6244d91d342510940be117ebda65
1,388,476,802
36.613142
-79.134343
0
553,193
2020-12-31 08:00:23
4,410,582,919,485,061,600
fraud_Huels-Hahn
gas_transport
65.26
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
577a9a72b920613b949b186ffa16d9bb
1,388,476,823
32.661383
-80.94833
0
553,194
2020-12-31 08:00:23
2,222,001,896,600,109
fraud_Erdman-Kertzmann
gas_transport
68.27
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
8a35fe420ff702e79baa2d5d2af63c88
1,388,476,823
39.207609
-89.375903
0
553,195
2020-12-31 08:01:13
345,389,171,551,808
fraud_Rippin, Kub and Mann
misc_net
3.84
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
2cb781693cb949af6280e9a706114393
1,388,476,873
33.848447
-88.781165
0
553,196
2020-12-31 08:03:20
6,011,348,830,550,197
fraud_Strosin-Cruickshank
grocery_pos
48.08
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
bf74486446762e8f2a047c8408343306
1,388,477,000
34.213359
-86.793787
0
553,197
2020-12-31 08:03:36
3,583,635,130,604,947
fraud_Cummings LLC
gas_transport
78.94
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
5410eeaaca223d12cf1f13a3f18ff420
1,388,477,016
39.550265
-74.394245
0
553,198
2020-12-31 08:03:38
345,933,964,507,467
fraud_Kutch, Hermiston and Farrell
gas_transport
53.39
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
a4d0790df79e2c984b75971e008eeec0
1,388,477,018
38.115909
-75.889232
0
553,199
2020-12-31 08:03:55
4,761,403,817,546,679,000
fraud_Kerluke PLC
misc_net
59.52
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
4bc57cd2161ccbb3d54131a2bf4bffe9
1,388,477,035
35.554846
-91.420774
0