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
1,277,200
2020-06-14 14:57:57
30,074,693,890,476
fraud_Pouros, Walker and Spencer
kids_pets
116.09
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
9363c2ddb82fe730be73f8b49078eb75
1,371,221,877
37.619388
-100.396306
0
1,277,201
2020-06-14 14:58:42
2,383,461,948,823,908
fraud_Bode-Schuster
kids_pets
145.68
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
1522dd312e3aa466385414508312124b
1,371,221,922
43.293923
-70.989132
0
1,277,202
2020-06-14 14:59:54
30,044,330,818,990
fraud_Sawayn PLC
shopping_pos
519.92
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
76139bacbddcd7aac21c846d5882ba6e
1,371,221,994
25.497604
-81.998796
0
1,277,203
2020-06-14 14:59:55
213,141,712,584,544
fraud_Altenwerth, Cartwright and Koss
shopping_net
60.45
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
2d30b4277c0a596c64723c9ba8456c83
1,371,221,995
33.12383
-89.859288
0
1,277,204
2020-06-14 15:00:13
3,531,129,874,770,000
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
14.31
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
7d36104c990faa1583875c7b4cbc70fa
1,371,222,013
43.228216
-72.691131
0
1,277,205
2020-06-14 15:00:31
2,283,743,876,903,625
fraud_Roob-Okuneva
health_fitness
114.06
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
a2ad3c2d4dc43527412797feea25dca5
1,371,222,031
33.781419
-84.451306
0
1,277,206
2020-06-14 15:00:59
372,382,441,451,095
fraud_Fritsch and Sons
health_fitness
68.06
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
9db9d88a058d5e943f4a300301a52de1
1,371,222,059
42.010872
-73.762625
0
1,277,207
2020-06-14 15:01:30
6,011,305,591,981,276
fraud_Schmeler-Howe
personal_care
2.73
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
b9446e5214aa65a6bd8fbdb210ec1181
1,371,222,090
35.038841
-86.318889
0
1,277,208
2020-06-14 15:01:54
4,859,525,594,182,537
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
9.05
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
966d6816ef440c14f770e1e326976564
1,371,222,114
43.002536
-74.54713
0
1,277,209
2020-06-14 15:02:01
2,288,813,824,604,479
fraud_Zboncak Ltd
food_dining
71.55
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
47e6e9a7065a38fefd9685357c46a005
1,371,222,121
39.909915
-74.038152
0
1,277,210
2020-06-14 15:02:07
6,511,349,151,405,438
fraud_Heller PLC
health_fitness
5.79
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
3781e74e1b2641eda0159393c9c0ca3d
1,371,222,127
38.54408
-114.271458
0
1,277,211
2020-06-14 15:02:44
2,252,055,259,910,912
fraud_Monahan, Hermann and Johns
travel
466.26
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
763745403c191881a72517719009a1b5
1,371,222,164
44.259813
-90.305117
0
1,277,212
2020-06-14 15:03:08
30,118,423,745,458
fraud_Gutmann, McLaughlin and Wiza
home
84.17
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
095c15037e35763ad5e1b55f26b7bf7f
1,371,222,188
40.608023
-75.049953
0
1,277,213
2020-06-14 15:03:36
344,342,339,068,828
fraud_Bode-Rempel
kids_pets
62.29
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
55d1a1d671405bf01668da415fe9cc58
1,371,222,216
30.665462
-81.166546
0
1,277,214
2020-06-14 15:03:43
4,998,109,455,173,950
fraud_Macejkovic-Lesch
shopping_pos
3.63
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
f16df979c01593d1c098b92fbbe3ba6f
1,371,222,223
39.360959
-94.128787
0
1,277,215
2020-06-14 15:03:52
3,540,075,240,003,197
fraud_Kutch-Ferry
home
54.07
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
d37bbfabfb3ebe4b6cf21e308176e823
1,371,222,232
45.023082
-92.500891
0
1,277,216
2020-06-14 15:04:57
30,561,214,688,470
fraud_Eichmann, Hayes and Treutel
travel
7.74
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
546fda318a688330b7f0848240618627
1,371,222,297
39.995534
-75.213277
0
1,277,217
2020-06-14 15:05:02
38,947,654,498,698
fraud_Becker, Harris and Harvey
personal_care
17.25
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
3aca877c9f99b2b43f21a1a7ae18e9ac
1,371,222,302
40.112438
-82.001424
0
1,277,218
2020-06-14 15:05:16
3,501,942,333,500,073
fraud_Armstrong, Walter and Gottlieb
food_dining
4.63
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
354988cc2b477777844ea83917b99676
1,371,222,316
34.232827
-112.708019
0
1,277,219
2020-06-14 15:05:23
4,570,636,521,433,188
fraud_Greenholt, O'Hara and Balistreri
shopping_net
3.25
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
c3bba00c5b61ed62270b823c75da39d5
1,371,222,323
29.192027
-82.053877
0
1,277,220
2020-06-14 15:05:33
6,011,934,240,159,560
fraud_Windler LLC
kids_pets
52.1
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
2f5601c003ca038a14fc375cd36ef769
1,371,222,333
43.820887
-68.364138
0
1,277,221
2020-06-14 15:06:14
3,585,052,663,373,890
fraud_Pollich LLC
home
81.57
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
9b14e3a184de67b0312c91072d34e76d
1,371,222,374
42.483203
-74.966006
0
1,277,222
2020-06-14 15:06:51
4,446,368,897,795,790
fraud_Bogisich-Weimann
kids_pets
44.14
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
5d87392c8d26765af72a1599af1052e9
1,371,222,411
38.560171
-75.560176
0
1,277,223
2020-06-14 15:07:16
30,428,204,673,351
fraud_Altenwerth-Kilback
home
69.47
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
b3cc0e62ceb8611fd5daddfa1fd7b823
1,371,222,436
39.675716
-76.614152
0
1,277,224
2020-06-14 15:07:20
6,538,441,737,335,434
fraud_Spencer-Runolfsson
misc_pos
125.53
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
25b123579ebaf036dfe8042f6bb5e600
1,371,222,440
41.506008
-79.586804
0
1,277,225
2020-06-14 15:07:23
6,502,195,877,055,606
fraud_O'Connell-Ullrich
home
87.83
Nathan
Byrd
M
155 Gregory Mount Suite 791
Red Cliff
CO
81,649
39.4584
-106.3851
277
Human resources officer
1985-04-03
bae4fbd811fbc7b4cdc69c04f7b913a6
1,371,222,443
39.671622
-106.332522
0
1,277,226
2020-06-14 15:07:41
180,046,165,512,893
fraud_Jerde-Hermann
travel
5.61
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
00b3c5644c82bc542d93065daeec54d6
1,371,222,461
44.318123
-123.261104
0
1,277,227
2020-06-14 15:07:50
38,544,312,728,630
fraud_Crona and Sons
kids_pets
70.14
Veronica
Burton
F
08932 Bonnie Stravenue
Bonita Springs
FL
34,135
26.3771
-81.7334
51,427
Claims inspector/assessor
1991-08-21
b9c102facc1d91bd804f9f6de5cb7b5b
1,371,222,470
25.544615
-81.724095
0
1,277,228
2020-06-14 15:08:00
6,592,861,994,408,652
fraud_Zboncak LLC
food_dining
9.83
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
b89bdab6c46f3e0205f368b987fa8aa4
1,371,222,480
42.433252
-79.421657
0
1,277,229
2020-06-14 15:08:22
376,012,912,828,093
fraud_Schmidt-Larkin
home
11.43
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
ed7b55b10e8592647b816059679533a3
1,371,222,502
42.065773
-88.810075
0
1,277,230
2020-06-14 15:08:37
4,587,657,402,165,341,700
fraud_Auer-West
shopping_net
1.94
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
e41f708dac1be602e8b4430188e7b949
1,371,222,517
41.687334
-87.697187
0
1,277,231
2020-06-14 15:08:45
3,564,839,259,330,465
fraud_Botsford PLC
home
62.47
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
48d7901c25742a6c8a35f9d342fb8b79
1,371,222,525
38.927642
-122.665989
0
1,277,232
2020-06-14 15:08:52
3,560,318,482,131,952
fraud_Champlin-Casper
home
10.85
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
1150adde13c0c317bec6285d1337d1ce
1,371,222,532
34.430506
-87.07869
0
1,277,233
2020-06-14 15:09:00
374,930,071,163,758
fraud_Gleason and Sons
kids_pets
92.93
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
bd5f0b33cee955372b96d9a31b50bad0
1,371,222,540
41.956662
-83.794926
0
1,277,234
2020-06-14 15:11:00
3,596,217,206,093,829
fraud_Kub-Heaney
health_fitness
3.59
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
e145adc7a35b8ea12a4514ce99038bd3
1,371,222,660
41.412514
-91.811544
0
1,277,235
2020-06-14 15:11:19
4,348,786,085,525,522
fraud_Goyette-Gerhold
kids_pets
38.62
John
Nichols
M
862 Anderson Highway
Bryant
WI
54,418
45.203
-88.9983
1,080
Information systems manager
1979-01-08
3594ff424ce50a7e1bb2cef698b82a1d
1,371,222,679
46.117834
-89.836775
0
1,277,236
2020-06-14 15:12:09
213,163,860,545,705
fraud_Gaylord-Powlowski
home
82.67
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
2f6128136e8e03606f609f2882f3a718
1,371,222,729
33.122922
-82.405989
0
1,277,237
2020-06-14 15:12:13
3,543,299,015,720,986
fraud_Auer-West
shopping_net
176.71
Angela
White
F
137 Adam Dale
Lebanon
VA
24,266
36.8809
-82.0956
9,521
Teacher, English as a foreign language
1977-10-19
131b2b13abdd757c1d718a817a96ed40
1,371,222,733
37.412497
-82.885004
0
1,277,238
2020-06-14 15:12:49
4,400,011,257,587,662,000
fraud_Botsford PLC
home
82.64
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
75b73ed96105a2b54f3720d7d4fd5952
1,371,222,769
40.62698
-98.356081
0
1,277,239
2020-06-14 15:13:40
180,046,617,132,290
fraud_Skiles LLC
home
142.38
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
da0cd3b65590d0314fa9ad9cc1bb9455
1,371,222,820
38.000677
-88.750596
0
1,277,240
2020-06-14 15:13:54
38,580,485,618,059
fraud_Cruickshank-Mills
entertainment
123.29
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
42df2cf9c8e7e3f0da4359f66156e01b
1,371,222,834
49.494685
-103.834768
0
1,277,241
2020-06-14 15:14:06
4,715,741,951,931,169,000
fraud_Koss, Hansen and Lueilwitz
home
31.53
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
2b9fcef7ed9e4105f2485b80b80cdfed
1,371,222,846
35.922588
-96.293161
0
1,277,242
2020-06-14 15:14:20
3,556,613,125,071,656
fraud_Towne, Greenholt and Koepp
shopping_net
6.14
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
f80a667cbdb1f7ad6e8e8570927483d5
1,371,222,860
28.239311
-96.149257
0
1,277,243
2020-06-14 15:14:48
630,451,534,402
fraud_Jones, Sawayn and Romaguera
misc_net
5.17
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
54eeda41a19e15a2deae358d121f874a
1,371,222,888
46.401781
-85.733168
0
1,277,244
2020-06-14 15:14:52
4,426,075,337,087,318,500
fraud_Thompson-Gleason
health_fitness
14.24
Kyle
James
M
621 Smith Hollow Apt. 738
Topeka
KS
66,616
39.0645
-95.6413
163,415
Clinical cytogeneticist
1975-06-25
77a23e5cd2a7c302040e46d20647311d
1,371,222,892
38.090016
-95.004282
0
1,277,245
2020-06-14 15:15:08
4,377,338,765,909,719
fraud_Jast and Sons
food_dining
51.83
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
7806e5a918604e5958de67891d82ec97
1,371,222,908
35.543726
-84.355062
0
1,277,246
2020-06-14 15:16:01
4,904,681,492,230,012
fraud_Haley, Jewess and Bechtelar
shopping_pos
3.04
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
a982dcb8829e05b2cf8a86f942c4d9d1
1,371,222,961
41.375099
-74.585968
0
1,277,247
2020-06-14 15:16:39
581,686,439,828
fraud_Gottlieb Group
kids_pets
10.26
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
ed45e2631c63944f8d9be5a441216b5a
1,371,222,999
41.36912
-80.891698
0
1,277,248
2020-06-14 15:16:52
30,150,717,898,388
fraud_Kessler Inc
travel
5.08
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
f31c0cb651a1dbea0b7672948851d30d
1,371,223,012
33.991896
-85.584664
0
1,277,249
2020-06-14 15:16:54
6,011,399,591,920,186
fraud_Reichel LLC
personal_care
9.13
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
f58d3a5484f1abdea44d923f9558d96f
1,371,223,014
41.609604
-74.312848
0
1,277,250
2020-06-14 15:16:57
6,011,104,316,292,105
fraud_Fahey Inc
kids_pets
17.05
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
77772b198829e0216f4bced85d231d27
1,371,223,017
36.260119
-79.194258
0
1,277,251
2020-06-14 15:17:00
4,710,792,708,725,663
fraud_Metz, Russel and Metz
kids_pets
27.43
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
931e187ff55b5eb3acb54c394867df21
1,371,223,020
40.473213
-85.070449
0
1,277,252
2020-06-14 15:17:16
4,745,996,322,265
fraud_Schimmel-Olson
kids_pets
66.07
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
ee7466b2b9f3ba05b54810efe017247d
1,371,223,036
42.140329
-85.831699
0
1,277,253
2020-06-14 15:17:21
3,523,843,138,706,408
fraud_McKenzie-Huels
food_dining
106.33
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
f44f5824ee4b4e593f73464b8aa5475e
1,371,223,041
33.467963
-86.80585
0
1,277,254
2020-06-14 15:17:30
342,952,484,382,519
fraud_Bradtke, Torp and Bahringer
personal_care
47.28
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
f72798a485c686340a38e4ca05bea651
1,371,223,050
41.04438
-73.058814
0
1,277,255
2020-06-14 15:17:39
4,797,297,220,948,469,000
fraud_Schuppe LLC
entertainment
17.61
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
df82903292a4b8061a4c40454fc17e72
1,371,223,059
38.88615
-87.378199
0
1,277,256
2020-06-14 15:18:18
3,567,879,740,649,740
fraud_Torp, Muller and Borer
health_fitness
54.55
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
af2e398cd4bcfb62b2a3f7ce9c92714a
1,371,223,098
43.902644
-76.723795
0
1,277,257
2020-06-14 15:18:40
36,722,699,017,270
fraud_Emmerich-Rau
personal_care
52.91
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
783faa850aa8e9b01868fda780e92b25
1,371,223,120
32.906435
-111.780671
0
1,277,258
2020-06-14 15:19:38
3,506,040,590,383,211
fraud_Padberg-Rogahn
entertainment
79.22
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
1c77cfa184c36e54b4b5f2a1c7a98044
1,371,223,178
45.409927
-111.720697
0
1,277,259
2020-06-14 15:19:58
3,589,289,942,931,264
fraud_Klocko LLC
misc_net
1.13
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
9f85ed77ad7fe5c067328807de43811b
1,371,223,198
43.38754
-98.332544
0
1,277,260
2020-06-14 15:20:09
4,710,792,708,725,663
fraud_Rau-Robel
kids_pets
71.62
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
ee352c6eea9941821a9ceedb95b9137d
1,371,223,209
40.79939
-86.315386
0
1,277,261
2020-06-14 15:20:10
377,026,671,291,680
fraud_Morissette-Schaefer
personal_care
3.98
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
833f15874e731b404af55adb36624e59
1,371,223,210
37.134849
-90.426246
0
1,277,262
2020-06-14 15:20:30
4,158,008,602,445
fraud_Botsford and Sons
home
92.46
Alicia
Miller
F
976 Hubbard Lodge
Randolph
MN
55,065
44.5274
-93.0196
1,201
Barrister
1979-12-27
d58aeae24fed91b9a7ddadb6a347c19d
1,371,223,230
43.83911
-93.455228
0
1,277,263
2020-06-14 15:20:34
3,511,058,278,399,773
fraud_Larson-Moen
entertainment
53.39
Briana
Santos
F
702 Tabitha Drive
New Goshen
IN
47,863
39.5803
-87.4616
205
Engineer, mining
1960-01-06
7414e614e8ac38f959167b57d8f12748
1,371,223,234
39.830824
-86.520859
0
1,277,264
2020-06-14 15:20:56
502,038,091,380
fraud_Klein Group
entertainment
78.05
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
4a66355114679abeefd81bdb3e6fe621
1,371,223,256
37.485804
-92.229671
0
1,277,265
2020-06-14 15:20:59
4,841,313,716,651,064
fraud_Kub-Heaney
health_fitness
73.66
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
d1ef591d402bf5426f7ac34277fa0cb6
1,371,223,259
43.381576
-73.085486
0
1,277,266
2020-06-14 15:21:16
583,699,482,621
fraud_Gaylord-Powlowski
home
5.69
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
1389fe4f3dc8a0bb773e2c3b2d09ee48
1,371,223,276
43.600644
-88.514195
0
1,277,267
2020-06-14 15:22:32
4,099,707,841,315,751
fraud_Eichmann-Kilback
home
25.5
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
3f4b1fa14238196677b0aba2f0fcbc60
1,371,223,352
38.069166
-77.772123
0
1,277,268
2020-06-14 15:23:10
3,542,162,746,848,552
fraud_Weber, Thiel and Hammes
kids_pets
34.63
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
ed5856486933cdb32f5bd4a339cf15d3
1,371,223,390
42.788152
-92.523632
0
1,277,269
2020-06-14 15:23:11
30,118,423,745,458
fraud_Thiel Ltd
travel
295.08
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
c24f89a1eebf514c3683eddf61ca5b9d
1,371,223,391
39.614352
-73.371861
0
1,277,270
2020-06-14 15:23:16
6,573,561,108,825,071
fraud_McCullough, Hudson and Schuster
food_dining
31.63
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
1ceb55b6e94e8b78c6b2230747036bcb
1,371,223,396
35.535459
-95.438369
0
1,277,271
2020-06-14 15:23:25
340,103,199,302,564
fraud_Mante, Luettgen and Hackett
health_fitness
117.45
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
070df1672b56acc36fcd6ea1f64329ad
1,371,223,405
36.073908
-80.29953
0
1,277,272
2020-06-14 15:23:37
4,003,771,737,807,706
fraud_Lakin, Ferry and Beatty
food_dining
15.77
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
e262d8bb2d826e4c813c3fa4e803f9d1
1,371,223,417
35.117026
-91.225867
0
1,277,273
2020-06-14 15:23:39
213,191,402,330,021
fraud_Kulas Group
health_fitness
8.13
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
2f344068c8a2c53dc1a350a3da233a6c
1,371,223,419
42.117941
-87.290986
0
1,277,274
2020-06-14 15:24:11
4,810,789,809,665,943,000
fraud_Bednar PLC
kids_pets
56.37
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
90974004535b24e76ff0e89fcfb07c8a
1,371,223,451
38.878734
-83.23009
0
1,277,275
2020-06-14 15:24:13
30,404,291,151,692
fraud_Hermann and Sons
shopping_pos
66.21
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
3f84f433527a3532d302eca7c06ad008
1,371,223,453
43.083123
-77.947648
0
1,277,276
2020-06-14 15:24:30
180,067,784,565,096
fraud_Prosacco LLC
personal_care
46.89
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
04c4850730161066b48bf0c1ebcb1ccc
1,371,223,470
43.885612
-87.86652
0
1,277,277
2020-06-14 15:24:34
6,011,492,816,282,597
fraud_Bahringer, Bergnaum and Quitzon
home
20.79
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
815ec7bc0de8ef56a9db0ec6522ac875
1,371,223,474
32.988835
-93.344927
0
1,277,278
2020-06-14 15:25:18
2,356,276,337,669,917
fraud_Schoen Ltd
kids_pets
67.27
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
e450943ca349310186e408b4677b3aaa
1,371,223,518
38.007766
-75.881643
0
1,277,279
2020-06-14 15:25:53
372,509,258,176,510
fraud_Mosciski, Ziemann and Farrell
shopping_net
2.23
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
b979275c342f29f5270cde1285098c6a
1,371,223,553
43.313491
-83.303527
0
1,277,280
2020-06-14 15:25:58
6,515,067,575,568,369
fraud_O'Reilly, Mohr and Purdy
home
43.32
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
575a2869831b412f6ccd746aab397115
1,371,223,558
35.866592
-80.907766
0
1,277,281
2020-06-14 15:26:47
377,993,105,397,617
fraud_Kling-Ernser
entertainment
13.64
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
da80380632e490490b76271fc7f016bd
1,371,223,607
44.017288
-88.164003
0
1,277,282
2020-06-14 15:26:51
6,538,441,737,335,434
fraud_Block-Parisian
misc_net
57.13
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
1f37cc43a635153d1f0021b91697b34e
1,371,223,611
41.886556
-79.323796
0
1,277,283
2020-06-14 15:27:07
3,561,212,938,177,173
fraud_Larkin, Stracke and Greenfelder
entertainment
183.85
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
e834fbdb91864ec60260cf03b480a449
1,371,223,627
31.979739
-85.783383
0
1,277,284
2020-06-14 15:27:10
30,143,535,920,989
fraud_Bednar Group
misc_net
74.73
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
1e91657b461a1e491aee505609fd26f0
1,371,223,630
40.419174
-75.749263
0
1,277,285
2020-06-14 15:27:32
4,951,647,200,979,051
fraud_O'Reilly, Mohr and Purdy
home
77.09
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
33b5e1166a32c447234b826235582890
1,371,223,652
38.029563
-89.401115
0
1,277,286
2020-06-14 15:28:13
180,048,185,037,117
fraud_Daugherty, Pouros and Beahan
shopping_pos
3.66
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
bead0b8a254ce789226d29600475e5ff
1,371,223,693
40.253105
-73.766586
0
1,277,287
2020-06-14 15:28:50
346,273,234,529,002
fraud_Kilback LLC
food_dining
81.94
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
a109689eabf5c71fcc44aa8a1018a03d
1,371,223,730
37.730385
-80.779712
0
1,277,288
2020-06-14 15:29:07
6,554,245,334,757,802
fraud_Kutch-Wilderman
home
47.55
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
b34fca85beebaeeac06fba098028564b
1,371,223,747
33.242594
-117.836418
0
1,277,289
2020-06-14 15:30:00
6,540,981,358,631,302
fraud_Moore, Williamson and Emmerich
home
75.09
Bryan
Torres
M
152 James Centers Apt. 768
Detroit
MI
48,221
42.426
-83.15
673,342
Retail manager
1967-06-19
f98eab56e56c0a5f4ff057408b3e45b6
1,371,223,800
41.434198
-83.106375
0
1,277,290
2020-06-14 15:30:03
4,149,635,823,017
fraud_Abbott-Rogahn
entertainment
65.27
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
27fb24fed76af0a5291e3fa6b3a82d1a
1,371,223,803
34.327419
-86.287621
0
1,277,291
2020-06-14 15:31:14
30,270,432,095,985
fraud_Boehm, Block and Jakubowski
misc_pos
1.91
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
0c0fe46612db649a26c8562836597bae
1,371,223,874
39.801196
-90.818517
0
1,277,292
2020-06-14 15:31:18
3,521,417,320,836,166
fraud_Zulauf LLC
personal_care
15.07
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
3ae87d1888ce5847f98f2788c50f43cd
1,371,223,878
39.533192
-85.402883
0
1,277,293
2020-06-14 15:31:58
375,534,208,663,984
fraud_Nolan-Williamson
kids_pets
49.96
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
9cc4282e7542157bb5070b673a745dea
1,371,223,918
37.432594
-79.49377
0
1,277,294
2020-06-14 15:32:05
374,497,717,543,058
fraud_Torp, Muller and Borer
health_fitness
14.08
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
db73287a34e320a40650adcf2aa69d2c
1,371,223,925
46.281242
-101.460984
0
1,277,295
2020-06-14 15:32:12
3,566,094,707,272,327
fraud_Bernier and Sons
kids_pets
36.06
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
102dd1b68d2485bd82ef78b7444e45e8
1,371,223,932
33.959322
-118.510753
0
1,277,296
2020-06-14 15:32:32
6,011,366,578,560,244
fraud_Connelly-Carter
home
55.2
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
d39bce469eb99ded2793434e39bd05b5
1,371,223,952
39.529398
-77.634042
0
1,277,297
2020-06-14 15:33:08
30,344,654,314,976
fraud_Monahan-Morar
personal_care
300.47
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
28addd06d24bec42e5695e0e6fe03454
1,371,223,988
40.710658
-121.435206
0
1,277,298
2020-06-14 15:33:48
3,527,536,963,490,470
fraud_Ruecker, Beer and Collier
shopping_net
3.16
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
f8120dfcb9c69671e60b5f3c2ba86b25
1,371,224,028
32.056078
-81.270738
0
1,277,299
2020-06-14 15:34:35
675,990,301,623
fraud_Rau-Grant
kids_pets
9.1
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
c9e60eec29063c345ae7cbc6ea0e30b5
1,371,224,075
41.119011
-75.05954
0