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
3,100
2020-06-22 08:24:48
583,699,482,621
fraud_Kuhic Inc
grocery_pos
89.84
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
b65bee4bebc633ea84d7b8f384fe9a02
1,371,889,488
44.800657
-88.17408
0
3,101
2020-06-22 08:25:29
4,467,456,915,153,312,300
fraud_Greenholt, O'Hara and Balistreri
shopping_net
9.45
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
4c42615b70075b959d562b85b5f5cee6
1,371,889,529
28.703499
-82.368508
0
3,102
2020-06-22 08:25:39
3,551,217,896,304,745
fraud_Bednar Group
misc_net
7.8
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
615a64999104c3cfdb20cb87154dab04
1,371,889,539
43.699953
-73.641307
0
3,103
2020-06-22 08:25:53
4,149,238,353,975,790
fraud_Kuhic Inc
grocery_pos
101.01
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
78995bdfa423f611c93dcd47070b92cf
1,371,889,553
39.492646
-80.884575
0
3,104
2020-06-22 08:26:08
3,534,718,226,968,689
fraud_Ruecker Group
misc_net
138.71
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
186951e3ccd37773195343be80c81b14
1,371,889,568
37.81033
-88.558341
0
3,105
2020-06-22 08:26:22
36,078,114,201,167
fraud_Dicki Ltd
grocery_net
74.25
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
cf917f6e79ed9edaefb90ce1f4f3b7c4
1,371,889,582
36.388693
-83.799251
0
3,106
2020-06-22 08:27:00
6,544,734,391,390,261
fraud_Hackett-Lueilwitz
grocery_pos
55.12
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
7832c3abd8cced9ba184b9262afa684f
1,371,889,620
42.153457
-87.197559
0
3,107
2020-06-22 08:28:28
4,634,955,908,138,648
fraud_Hudson-Ratke
grocery_pos
124.77
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
424b3f698e9b6d540a2da223bc61ce34
1,371,889,708
41.703828
-97.384878
0
3,108
2020-06-22 08:28:51
36,913,587,729,122
fraud_Huels-Hahn
gas_transport
98.89
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
709fcd80f78fd8a242ab7be646e8404f
1,371,889,731
43.302799
-116.029136
0
3,109
2020-06-22 08:28:58
2,297,447,006,766,555
fraud_Kiehn Inc
grocery_pos
127.92
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
1173feeb7f12211c7a789ca7248d179d
1,371,889,738
39.213223
-89.561661
0
3,110
2020-06-22 08:29:15
676,298,633,337
fraud_Schaefer, Maggio and Daugherty
gas_transport
64.77
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
6df4124bb1ac2aa5851aed4040be5a11
1,371,889,755
38.468292
-80.338804
0
3,111
2020-06-22 08:29:30
378,278,619,832,195
fraud_Jenkins, Hauck and Friesen
gas_transport
89.78
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
d41074abbc93b4345dd5a348b3c9d3a7
1,371,889,770
43.413935
-123.983894
0
3,112
2020-06-22 08:29:30
567,868,110,212
fraud_Strosin-Cruickshank
grocery_pos
200.54
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
52dc6425e696b62cd1a61e6e6da10da3
1,371,889,770
29.512623
-95.99995
0
3,113
2020-06-22 08:29:45
4,452,366,298,769,043
fraud_Heidenreich PLC
grocery_pos
105.4
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
6f4a35b3cb2998c1d4abea265d9f82f8
1,371,889,785
32.521861
-96.811536
0
3,114
2020-06-22 08:29:47
213,114,122,496,591
fraud_DuBuque LLC
grocery_pos
135.11
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
e89dc9403f39137b69d45c24da70ef5b
1,371,889,787
43.183566
-93.840717
0
3,115
2020-06-22 08:30:10
630,469,040,731
fraud_Turner, Ruecker and Parisian
misc_pos
5.91
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
9510c0311368a9a0df98e207e0751957
1,371,889,810
45.773236
-121.832377
0
3,116
2020-06-22 08:30:18
6,517,217,825,320,610
fraud_Fisher Inc
shopping_net
36.03
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
4f639ac7924a5bcd6081814ed733e650
1,371,889,818
31.014872
-90.105155
0
3,117
2020-06-22 08:30:38
213,198,837,352,314
fraud_Haley Group
misc_pos
34.48
John
Vega
M
4483 Sharp Ferry Apt. 468
Garfield
KS
67,529
38.0649
-99.2374
365
Equality and diversity officer
1991-02-03
c7ecac1a2f931783489ea9d95a51b6a6
1,371,889,838
38.845224
-100.033515
0
3,118
2020-06-22 08:30:46
6,592,243,974,328,236
fraud_Lockman Ltd
grocery_pos
64.63
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
4123dc3147f766cb2d9732bd9e998b31
1,371,889,846
31.37485
-87.058366
0
3,119
2020-06-22 08:30:50
4,736,845,434,667,908,000
fraud_Jenkins, Hauck and Friesen
gas_transport
45.19
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
be579d1f0f9698c9fa2101506f8de213
1,371,889,850
45.166404
-73.506048
0
3,120
2020-06-22 08:31:17
4,488,941,175,228,467
fraud_Friesen-D'Amore
gas_transport
59.99
Jacqueline
Washington
F
138 Stephen Ridges Apt. 978
Umatilla
FL
32,784
28.9254
-81.6801
11,432
Private music teacher
1986-03-31
6d8b2f75b79b0cc668d9246f6f9c7305
1,371,889,877
29.791229
-81.73833
0
3,121
2020-06-22 08:31:47
30,242,921,189,660
fraud_Huels-Nolan
gas_transport
39.59
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
1c7052e8d22a5591f2f8c8cc2ba9dc77
1,371,889,907
44.941882
-84.958525
0
3,122
2020-06-22 08:33:11
180,065,479,077,096
fraud_Rodriguez, Yost and Jenkins
misc_net
2.88
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
17957b882bd820d614dbf28aa2db4f00
1,371,889,991
40.360315
-77.411666
0
3,123
2020-06-22 08:33:27
4,229,733,778,084,049
fraud_Jones, Sawayn and Romaguera
misc_net
230.86
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
0db82426220d53582f05d110769a2ad2
1,371,890,007
38.528482
-85.064367
0
3,124
2020-06-22 08:33:40
676,173,792,455
fraud_Brekke and Sons
gas_transport
98.49
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
714d36de25ba86016f40a2010d847eaf
1,371,890,020
34.309006
-119.370995
0
3,125
2020-06-22 08:33:48
372,246,459,334,925
fraud_Bartoletti-Wunsch
gas_transport
62.52
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
9732162fb8b63a7b2ce4642736ece772
1,371,890,028
45.097595
-104.212943
0
3,126
2020-06-22 08:33:55
213,126,662,687,660
fraud_Bernier, Streich and Jewess
grocery_net
46.07
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
79afde1f46f91d9adfb87b432f8ed49e
1,371,890,035
27.094099
-99.778247
0
3,127
2020-06-22 08:34:17
6,011,603,272,871,604
fraud_Schaefer, McGlynn and Bosco
gas_transport
82.83
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
51a136fa4c77a1ead1a02f2b119f9ce5
1,371,890,057
32.994824
-84.407715
0
3,128
2020-06-22 08:34:29
4,586,260,469,584
fraud_Roberts-Beahan
misc_pos
275.54
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
07f002edc192568a30ec070ca59586a9
1,371,890,069
39.950568
-95.725756
0
3,129
2020-06-22 08:34:54
3,536,918,668,124,647
fraud_Dibbert and Sons
entertainment
60.45
Michelle
Juarez
F
44864 Melton Vista Suite 310
San Jose
CA
95,148
37.3304
-121.7913
973,849
Science writer
1955-06-12
12915bc86c928b19467870070f4f51dd
1,371,890,094
36.787144
-122.4647
0
3,130
2020-06-22 08:35:44
630,425,673,344
fraud_Luettgen PLC
gas_transport
37.48
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
070070531fe6d11fad0dd949266a2b45
1,371,890,144
37.584
-79.24664
0
3,131
2020-06-22 08:36:05
4,956,828,990,005,111,000
fraud_Tillman, Dickinson and Labadie
gas_transport
99.61
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
6543c52e7413fcf813fba43b3bfa8907
1,371,890,165
40.195397
-73.881625
0
3,132
2020-06-22 08:36:32
3,535,808,924,394,848
fraud_Vandervort-Funk
grocery_pos
94.7
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
cc49d55d685756c1310ce77031f5c24e
1,371,890,192
40.132811
-88.886552
0
3,133
2020-06-22 08:36:54
5,456,776,410,929,288
fraud_Jenkins, Hauck and Friesen
gas_transport
54.99
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
d62b7ad3ea303429d6ac399109c62428
1,371,890,214
41.580134
-79.972908
0
3,134
2020-06-22 08:38:51
4,223,708,906,367,574,000
fraud_Towne, Greenholt and Koepp
shopping_net
99.63
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
b8e4fa3a5e219460ab1334714a421774
1,371,890,331
38.600245
-84.523382
0
3,135
2020-06-22 08:39:43
2,703,186,189,652,095
fraud_Kutch-Hegmann
grocery_net
59.97
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
476f4d46661a5fca2b37c04eea4cdab1
1,371,890,383
36.800779
-81.336602
0
3,136
2020-06-22 08:39:45
213,156,747,557,083
fraud_Lehner, Mosciski and King
misc_net
4.39
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
b4fcc34b16584446c871e49d6f691e4e
1,371,890,385
33.20873
-119.163616
0
3,137
2020-06-22 08:40:50
4,277,232,699,798,846
fraud_Boyer PLC
shopping_net
32.85
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
1fa1951cdf55205b31d898561fdaa261
1,371,890,450
45.833117
-104.236617
0
3,138
2020-06-22 08:41:30
2,274,911,989,136,158
fraud_Volkman Ltd
misc_net
2.93
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
45ff639fd4155449ef95343231486b82
1,371,890,490
38.731152
-105.239489
0
3,139
2020-06-22 08:41:38
213,193,596,103,206
fraud_Lebsack and Sons
misc_net
95.09
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
2521f8af2bb79c5828442f92432b70fb
1,371,890,498
45.798031
-84.282601
0
3,140
2020-06-22 08:41:58
4,958,589,671,582,727,000
fraud_Kling-Ernser
entertainment
156.49
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
f7a7253beec0e20d2619a82eb523f6b9
1,371,890,518
38.788855
-76.996073
0
3,141
2020-06-22 08:42:13
5,456,776,410,929,288
fraud_Hermann and Sons
shopping_pos
338.29
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
a3647fa0c27a37d91be53685b8e49a44
1,371,890,533
40.884791
-80.178593
0
3,142
2020-06-22 08:42:43
30,234,966,027,947
fraud_Kling Inc
gas_transport
59.54
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
3c8526cc014261c7af1a2481bf81ec16
1,371,890,563
44.466376
-87.601604
0
3,143
2020-06-22 08:42:47
341,283,058,448,499
fraud_Strosin-Cruickshank
grocery_pos
109.7
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
7bf9ab9091df653c9861f5d284b57bbd
1,371,890,567
30.508905
-83.896934
0
3,144
2020-06-22 08:42:48
377,264,520,876,399
fraud_Schmitt Inc
gas_transport
51.67
Kara
Miles
F
2076 Thomas Roads Suite 970
Cassatt
SC
29,032
34.3424
-80.5
4,424
Lawyer
1961-07-31
07c3760c7954420860b6055e7d400824
1,371,890,568
33.85302
-80.982344
0
3,145
2020-06-22 08:43:20
345,389,171,551,808
fraud_Osinski, Ledner and Leuschke
grocery_pos
56.82
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
c12a8a93066a4e17837a2bfcea2ce4d6
1,371,890,600
34.638033
-89.982962
0
3,146
2020-06-22 08:43:50
4,587,657,402,165,341,700
fraud_Deckow-O'Conner
grocery_pos
30.58
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
140766806ba816ea90b2797fff995f6b
1,371,890,630
41.536729
-86.60099
0
3,147
2020-06-22 08:45:29
4,425,161,475,596,168
fraud_Botsford Ltd
shopping_pos
9.35
Brooke
Fisher
F
815 Heather Divide Apt. 965
San Angelo
TX
76,905
31.4647
-100.39
103,927
Drilling engineer
1962-06-27
6de0fccc2d5869e81704e24058e62ce9
1,371,890,729
31.442162
-100.817198
0
3,148
2020-06-22 08:45:42
4,536,996,888,716,062,000
fraud_Rodriguez, Yost and Jenkins
misc_net
135.58
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
9816b63f3f90db8ba581b652ff9057c7
1,371,890,742
35.273289
-105.478731
0
3,149
2020-06-22 08:47:11
3,596,217,206,093,829
fraud_Emard Inc
gas_transport
25.15
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
731e698f17baba4103be7c1455fa02f1
1,371,890,831
41.230954
-91.147297
0
3,150
2020-06-22 08:47:22
4,658,117,080,136
fraud_Schmitt Inc
gas_transport
71
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
4ee9bb5f3ae82ec654a9788486754475
1,371,890,842
34.721286
-108.184925
0
3,151
2020-06-22 08:48:14
36,153,880,429,415
fraud_Koss, McLaughlin and Mayer
food_dining
123.19
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
c2c7615032e73925843872c420f51033
1,371,890,894
28.211931
-82.277705
0
3,152
2020-06-22 08:48:29
4,302,480,582,202,074
fraud_Parisian and Sons
gas_transport
52.45
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
91ba4b6e739fbcc6861268dee044c77a
1,371,890,909
43.156863
-85.457249
0
3,153
2020-06-22 08:48:36
4,642,894,980,163
fraud_Jones, Sawayn and Romaguera
misc_net
4.35
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
cc761a521fcbac21f6aa3383fe7f7d76
1,371,890,916
39.872344
-94.428789
0
3,154
2020-06-22 08:48:54
2,233,882,705,243,596
fraud_Stehr, Jewess and Schimmel
misc_net
6.25
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
651911610e9ccd035a6730ad1bf34180
1,371,890,934
32.907472
-88.439564
0
3,155
2020-06-22 08:49:20
3,572,976,568,630,035
fraud_Harber Inc
gas_transport
50.04
William
Lopez
M
785 Kevin Walk Suite 237
Brainard
NE
68,626
41.1832
-96.9882
614
Associate Professor
1967-06-20
283afb69b970a9a4ddd0e99afd361231
1,371,890,960
40.700993
-96.017989
0
3,156
2020-06-22 08:49:24
3,527,063,666,782,582
fraud_Kerluke Inc
misc_net
12.07
Amanda
Alexander
F
21810 James Mall
Camden
TX
75,934
30.9
-94.7547
99
Colour technologist
1965-11-21
246b8b16ae4c738318f0554b3fca74e6
1,371,890,964
30.944042
-94.640416
0
3,157
2020-06-22 08:49:32
3,519,232,971,341,141
fraud_Bruen-Yost
misc_pos
3.35
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
0f326648850cd63ed723b42d933c4952
1,371,890,972
40.185224
-81.475341
0
3,158
2020-06-22 08:49:54
4,010,002,218,955,876
fraud_Smith-Stokes
misc_pos
69.55
Jennifer
Bishop
F
589 Matthew Brooks
Houston
TX
77,026
29.7972
-95.3288
2,906,700
Animator
1983-08-24
31cd61cffba41f6c5d180b045a38cef7
1,371,890,994
29.547807
-95.012788
0
3,159
2020-06-22 08:50:23
6,011,999,606,625,827
fraud_Gislason Group
misc_pos
7.33
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
50264183aed8839d4648129cb65d6aa1
1,371,891,023
40.827414
-74.634866
0
3,160
2020-06-22 08:51:11
38,052,002,992,326
fraud_Ferry, Reichel and DuBuque
grocery_net
83.81
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
89e46809b96aeaedeb1507624c7f2e51
1,371,891,071
30.493416
-95.704306
0
3,161
2020-06-22 08:51:37
180,048,185,037,117
fraud_Moen, Reinger and Murphy
grocery_pos
242.64
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
3cd4e925b44e702096d3dfc7040ebae7
1,371,891,097
40.350589
-74.928987
0
3,162
2020-06-22 08:52:10
4,481,131,401,752
fraud_Spinka-Welch
grocery_net
46.96
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
a800dd9fd2c3da4895aae7c1f6ae3171
1,371,891,130
43.13053
-71.50816
0
3,163
2020-06-22 08:52:50
3,514,897,282,719,543
fraud_Stoltenberg-Beatty
shopping_pos
1.84
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
eda15e5428285a01837660773cbfc085
1,371,891,170
42.945315
-76.576759
0
3,164
2020-06-22 08:52:54
343,819,048,608,995
fraud_Deckow-O'Conner
grocery_pos
84.57
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
26a08234e32dc0815feaf05d247bd305
1,371,891,174
41.141318
-92.818766
0
3,165
2020-06-22 08:52:55
4,538,566,639,857
fraud_Padberg-Welch
grocery_pos
85.95
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
922ddfdaec8c672453878f6b94c29865
1,371,891,175
41.665353
-74.230237
0
3,166
2020-06-22 08:53:03
60,490,596,305
fraud_Kiehn-Emmerich
grocery_pos
154.56
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
69e6fb56d3fa8f8bead1866f47f9b26c
1,371,891,183
35.30495
-91.315553
0
3,167
2020-06-22 08:53:15
213,141,712,584,544
fraud_Heller-Langosh
gas_transport
80.87
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
4af78bfc660c7aad8d480d081fe95c21
1,371,891,195
33.029642
-89.218168
0
3,168
2020-06-22 08:53:48
213,180,742,685,905
fraud_Block-Parisian
misc_net
3.06
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
3a6ced4754d03e3f27e8481e51bdacd0
1,371,891,228
39.657241
-123.510251
0
3,169
2020-06-22 08:54:05
4,044,436,772,018,844,700
fraud_Moore, Dibbert and Koepp
misc_net
37.07
Amy
Abbott
F
01505 Amy Stravenue
Dayton
OH
45,415
39.8355
-84.2613
479,994
Environmental manager
1970-11-09
1bbed9bcb5abc1e9dfcb5547f0de57d2
1,371,891,245
39.177503
-83.31791
0
3,170
2020-06-22 08:54:18
2,264,937,662,466,770
fraud_Conroy-Cruickshank
gas_transport
47.98
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
57dd7bc393c6c2f4866711d1a8f62417
1,371,891,258
29.677738
-98.969462
0
3,171
2020-06-22 08:55:07
3,598,215,285,024,754
fraud_Reynolds-Schinner
misc_pos
169.58
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
24cfb5bd319ac8815d6473246e092f82
1,371,891,307
41.432905
-72.999432
0
3,172
2020-06-22 08:55:09
4,195,832,462,863,385
fraud_Bernhard Inc
gas_transport
57.76
Victoria
Mcbride
F
0688 Kevin Manor
Clarksville
MO
63,336
39.3465
-90.9362
1,146
Exercise physiologist
1929-04-07
37465b65fd9d2231f5c459c1a496d194
1,371,891,309
40.215877
-90.004629
0
3,173
2020-06-22 08:55:12
6,011,393,492,413,821
fraud_Fisher Inc
shopping_net
272.77
Natalie
Watson
F
386 James Roads Apt. 233
Los Angeles
CA
90,014
34.0443
-118.2509
2,383,912
Journalist, newspaper
1959-05-30
8f8c43598ea1e1d6757bbf123c696446
1,371,891,312
33.087679
-118.386873
0
3,174
2020-06-22 08:55:47
6,011,504,998,544,485
fraud_Vandervort-Funk
grocery_pos
82.06
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
3312ce999dd1d1cb0b0c65f2a8e4e966
1,371,891,347
32.081497
-87.671388
0
3,175
2020-06-22 08:56:07
4,319,584,480,204,989,000
fraud_Brown PLC
misc_net
8.61
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
5d489b83c5858f8ba54280281ce2a39c
1,371,891,367
38.058141
-81.702733
0
3,176
2020-06-22 08:56:54
3,598,304,579,370,089
fraud_Bartoletti-Wunsch
gas_transport
56.91
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
95f5c6b74c285f439e1172b418cdeb2e
1,371,891,414
37.154447
-97.561359
0
3,177
2020-06-22 08:57:07
3,529,597,810,116,815
fraud_Pacocha-O'Reilly
grocery_pos
92.3
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
4952e62eb726211f45569da0842cd7db
1,371,891,427
39.706791
-78.357164
0
3,178
2020-06-22 08:58:29
2,233,882,705,243,596
fraud_Jones, Sawayn and Romaguera
misc_net
1.19
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
89074edd7a14bb553ff7a13e5b6ecec3
1,371,891,509
33.951302
-88.931569
0
3,179
2020-06-22 08:59:17
3,517,814,635,263,522
fraud_Pacocha-O'Reilly
grocery_pos
152.93
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
8a9766c6298c027c2fc0c2a2d59e5e6a
1,371,891,557
37.698023
-80.388096
0
3,180
2020-06-22 08:59:46
38,530,489,946,071
fraud_Harber Inc
gas_transport
61.95
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
bfde2cd7c241b4df00e33385163ab16e
1,371,891,586
34.483345
-81.432222
0
3,181
2020-06-22 09:00:08
30,248,898,834,493
fraud_Balistreri-Nader
misc_pos
2.36
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
17589dacb8d835fa4729d511199a8f9e
1,371,891,608
31.6686
-99.706731
0
3,182
2020-06-22 09:00:47
571,465,035,400
fraud_Smith-Stokes
misc_pos
35.7
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
e5295793e5062a79949e15037ecc9402
1,371,891,647
42.415733
-109.774231
0
3,183
2020-06-22 09:01:02
213,136,802,746,375
fraud_Rau and Sons
grocery_pos
132.55
Christine
Davis
F
736 Moss Motorway Suite 549
Humboldt
AZ
86,329
34.5189
-112.2523
1,179
Civil engineer, contracting
1955-01-20
dbefde0e116716ded5bd5e79d4553fda
1,371,891,662
33.61364
-112.874828
0
3,184
2020-06-22 09:01:27
4,767,265,376,804,500
fraud_Metz-Boehm
shopping_pos
68.57
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
eac2945246d4154116b28354c64a9ee5
1,371,891,687
41.014722
-75.608638
0
3,185
2020-06-22 09:01:32
180,017,442,990,269
fraud_Koepp-Parker
grocery_pos
75.09
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
330406890833c62422a4419d0010228d
1,371,891,692
42.285843
-73.2341
0
3,186
2020-06-22 09:02:08
4,613,314,721,966
fraud_Ankunding LLC
shopping_net
81.32
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
20098795f5f4296562adade1a5ab7a63
1,371,891,728
35.250801
-81.746381
0
3,187
2020-06-22 09:02:30
4,707,867,759,656,333
fraud_Heller-Langosh
gas_transport
57.98
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
24bb91ee64fc3cff56a5ead9a3a82067
1,371,891,750
36.861852
-83.919423
0
3,188
2020-06-22 09:02:33
343,668,971,234,893
fraud_Gutmann-Upton
misc_pos
61.92
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
e13d08a3ded0837e8889649694375106
1,371,891,753
34.717426
-81.474199
0
3,189
2020-06-22 09:02:44
6,011,104,316,292,105
fraud_Koelpin and Sons
misc_net
45.53
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
aea59620c87e32f0e446fcfcf28077d7
1,371,891,764
36.776715
-79.063798
0
3,190
2020-06-22 09:03:45
6,523,180,720,198,790
fraud_Koelpin and Sons
misc_net
11.58
Alan
Taylor
M
560 Molina Path
Oakdale
NY
11,769
40.7382
-73.1297
9,506
Biochemist, clinical
1953-04-13
7e9ab67dfe2ecee47fd6ef86f429949d
1,371,891,825
40.971628
-72.765294
0
3,191
2020-06-22 09:03:52
3,583,635,130,604,947
fraud_Boyer PLC
misc_pos
9.87
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
de6b97e4e65ef4cf28e7dd659eedf657
1,371,891,832
39.120819
-75.042403
0
3,192
2020-06-22 09:04:29
3,556,613,125,071,656
fraud_Raynor, Reinger and Hagenes
gas_transport
88.71
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
e3f48827197692fb12d89a9dbbd32bd3
1,371,891,869
29.957052
-94.694037
0
3,193
2020-06-22 09:04:55
3,582,402,971,899,057
fraud_Kuhn LLC
shopping_pos
3.49
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
742ccfddd26fec897ccebd0d6f84bcfb
1,371,891,895
48.519758
-115.934522
0
3,194
2020-06-22 09:05:11
6,538,441,737,335,434
fraud_Harber Inc
gas_transport
48.58
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
21070b846f180cd663ffe4ecf19ac3ed
1,371,891,911
40.925496
-79.262401
0
3,195
2020-06-22 09:05:14
180,067,151,859,700
fraud_Kutch and Sons
grocery_pos
220.95
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
b5045eefaab4aa2b8a94b62a1c15832f
1,371,891,914
42.032178
-87.6549
0
3,196
2020-06-22 09:05:16
2,305,336,922,781,618
fraud_Kiehn Inc
grocery_pos
118.38
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
2131880f20837298a6ea5d43266215a2
1,371,891,916
41.621325
-91.95135
0
3,197
2020-06-22 09:05:19
30,510,856,607,165
fraud_Bernier, Volkman and Hoeger
misc_net
4.17
Frederick
Robinson
M
1125 Ray Track
Livonia
MI
48,154
42.3958
-83.3772
96,942
Horticultural consultant
1965-04-01
506f36ecdf2d5c4ab74c4b1094a9982e
1,371,891,919
42.797342
-84.071268
0
3,198
2020-06-22 09:05:54
3,585,052,663,373,890
fraud_Conroy-Cruickshank
gas_transport
87.43
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
7ae87a396b4906db1198f8b75f119e63
1,371,891,954
43.188502
-76.336246
0
3,199
2020-06-22 09:06:12
4,464,457,352,619
fraud_Conroy-Cruickshank
gas_transport
67.53
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
e368587c5da299cf6f43b7263557862c
1,371,891,972
29.192844
-84.380916
0