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
1,277,600
2020-06-14 17:28:59
6,011,104,316,292,105
fraud_Stamm-Witting
shopping_net
1.12
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
ed11f1cca10cac1c522a9e4c7f61249f
1,371,230,939
36.578133
-78.157927
0
1,277,601
2020-06-14 17:29:30
4,170,689,372,027,579
fraud_Reichert, Rowe and Mraz
shopping_net
1.23
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
8f2973bb723adff1fd5e8227dc2a20c4
1,371,230,970
36.319092
-98.155063
0
1,277,602
2020-06-14 17:29:41
3,506,592,072,985,012
fraud_Bernhard-Lesch
food_dining
54.51
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
a07d7921b896f0a9eeea02ae282c6231
1,371,230,981
37.97448
-90.402117
0
1,277,603
2020-06-14 17:30:00
4,908,846,471,916,297
fraud_Deckow-Dare
food_dining
13.17
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
4fbe806c72018642860b09d3027dcafd
1,371,231,000
33.227469
-98.170741
0
1,277,604
2020-06-14 17:30:09
343,464,013,864,032
fraud_Schoen-Quigley
kids_pets
71.82
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
b19cf3f83136349509864e210283a941
1,371,231,009
35.769173
-78.592371
0
1,277,605
2020-06-14 17:30:13
213,186,334,552,049
fraud_Emmerich-Rau
personal_care
11.74
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
011b2d9cfba5af569c23dc17d16538cf
1,371,231,013
41.200585
-78.383916
0
1,277,606
2020-06-14 17:30:16
38,057,513,087,029
fraud_Buckridge PLC
misc_pos
326.69
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
63da7b3b30835e3be80a90737154ab32
1,371,231,016
38.217961
-121.326131
0
1,277,607
2020-06-14 17:30:22
3,556,613,125,071,656
fraud_Predovic Inc
shopping_net
3.44
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
5e0dc5e4615c8f36f66e7b4492a2aca5
1,371,231,022
29.9583
-94.915365
0
1,277,608
2020-06-14 17:30:23
3,520,550,088,202,337
fraud_Stamm-Witting
shopping_net
170.08
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
50af2e80fbbf5da777ac5a040af6615a
1,371,231,023
47.625017
-91.031837
0
1,277,609
2020-06-14 17:30:29
372,520,049,757,633
fraud_Okuneva, Schneider and Rau
shopping_pos
109.77
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
3b9c8326663b9144dbbaa19adcbefc39
1,371,231,029
49.509898
-93.167316
0
1,277,610
2020-06-14 17:30:39
4,716,561,796,955,522
fraud_Swaniawski, Nitzsche and Welch
health_fitness
79.98
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
4bcd10fcab905dd1e70de54092826691
1,371,231,039
47.497322
-113.56059
0
1,277,611
2020-06-14 17:31:00
30,199,621,383,748
fraud_Schmeler, Bashirian and Price
shopping_net
310
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
2188dd7f0d7a58f650a671c28ffca96a
1,371,231,060
33.188806
-96.000465
0
1,277,612
2020-06-14 17:31:07
3,575,789,281,659,026
fraud_Kilback Group
food_dining
1.75
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
df9250f9760c35d4c0c9c4eec5598b8d
1,371,231,067
39.781002
-94.833548
0
1,277,613
2020-06-14 17:31:26
6,502,195,877,055,606
fraud_Wuckert, Wintheiser and Friesen
home
84.47
Nathan
Byrd
M
155 Gregory Mount Suite 791
Red Cliff
CO
81,649
39.4584
-106.3851
277
Human resources officer
1985-04-03
01b9bc366a7299cf7dbd8ccffb7d98be
1,371,231,086
39.456999
-105.713775
0
1,277,614
2020-06-14 17:31:28
4,981,132,848,794
fraud_Rolfson-Kunde
personal_care
54.39
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
a7a72b6f6e54b8e187098ece900cad30
1,371,231,088
39.519883
-80.143435
0
1,277,615
2020-06-14 17:31:48
3,568,736,585,751,727
fraud_Spencer PLC
entertainment
74.03
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
5d203b0ff20424a8904b8b7105769ab5
1,371,231,108
42.064694
-92.94337
0
1,277,616
2020-06-14 17:31:59
371,985,236,239,474
fraud_Klein Group
entertainment
132.6
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
ac54d3d51e9aae55da184a14eba813a7
1,371,231,119
43.681469
-75.886279
0
1,277,617
2020-06-14 17:32:04
36,485,887,555,770
fraud_Jacobi Inc
health_fitness
5.3
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
64066a8def1a411c04c80ae35183016f
1,371,231,124
40.897816
-81.863283
0
1,277,618
2020-06-14 17:32:10
4,917,187,576,956,394
fraud_Cole, Hills and Jewess
home
24.04
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
f515befbdc6441776f77db6eb8ca5d99
1,371,231,130
36.65248
-96.122141
0
1,277,619
2020-06-14 17:32:12
3,598,215,285,024,754
fraud_Kihn, Abernathy and Douglas
shopping_net
81.33
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
82c18b062a62020185eed121318036bc
1,371,231,132
40.972455
-73.958436
0
1,277,620
2020-06-14 17:34:32
371,985,236,239,474
fraud_Rippin-VonRueden
health_fitness
1.74
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
84242a2a783d65a35f13c39592a5b197
1,371,231,272
42.927009
-75.922539
0
1,277,621
2020-06-14 17:35:04
3,512,365,128,314,616
fraud_Fadel Inc
health_fitness
76.81
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
1b0bae09b960513f0b57fc0c77196db8
1,371,231,304
37.583357
-91.096298
0
1,277,622
2020-06-14 17:35:38
630,484,879,808
fraud_Bernier and Sons
kids_pets
48.02
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
8d430985066dd7d7d00db08a7047aa91
1,371,231,338
37.074047
-120.763301
0
1,277,623
2020-06-14 17:35:40
3,568,736,585,751,727
fraud_Erdman-Schaden
personal_care
72.53
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
f25dc045aad92bb3db3056f3d91b939a
1,371,231,340
41.612586
-93.739984
0
1,277,624
2020-06-14 17:35:43
4,989,847,570,577,635,000
fraud_Heathcote LLC
shopping_net
5.82
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
d47d83f36e3a41e2822bbf1e7ea7ec8e
1,371,231,343
34.087944
-80.677149
0
1,277,625
2020-06-14 17:36:41
3,589,289,942,931,264
fraud_Gislason Group
misc_pos
7.1
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
6c3683ef5179722b2911eec60f3223d9
1,371,231,401
43.568233
-98.441441
0
1,277,626
2020-06-14 17:37:17
377,234,009,633,447
fraud_Lubowitz, Terry and Stracke
personal_care
78.66
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
841c93af4baab2fe36540ab0450321d7
1,371,231,437
39.234512
-77.244468
0
1,277,627
2020-06-14 17:37:24
213,173,753,804,333
fraud_Lynch-Wisozk
home
33.66
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
4416f11b34913b8076a4cd7aa5363da7
1,371,231,444
41.151222
-87.132251
0
1,277,628
2020-06-14 17:38:07
213,178,765,398,315
fraud_Stanton, Jakubowski and Baumbach
shopping_net
16.09
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
38c77008259a558b357d2a235001cb48
1,371,231,487
42.947632
-108.266922
0
1,277,629
2020-06-14 17:38:28
4,501,449,508,569,485
fraud_Fritsch and Sons
health_fitness
75.28
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
092b4004eda80dc35697bfc58e5b042e
1,371,231,508
45.732909
-98.374781
0
1,277,630
2020-06-14 17:39:12
4,005,676,619,255,478
fraud_Nolan-Williamson
kids_pets
21.75
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
8d386cc5269b1a94ae7144241d4f4e58
1,371,231,552
30.389164
-90.763652
0
1,277,631
2020-06-14 17:39:16
4,992,346,398,065,154,000
fraud_Hoppe-Parisian
kids_pets
22.42
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
e663f418442a5ee752e07404eaa8581a
1,371,231,556
40.6885
-90.070185
0
1,277,632
2020-06-14 17:39:16
4,716,561,796,955,522
fraud_Schmeler Inc
misc_pos
3.78
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
8223f239335f264ae6697d05aae36f25
1,371,231,556
48.751959
-113.19115
0
1,277,633
2020-06-14 17:39:18
6,011,231,546,538,393
fraud_Roberts-Beahan
misc_pos
2.33
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
6d7c1045a26639adfd7cf739d20d2481
1,371,231,558
40.763935
-73.435491
0
1,277,634
2020-06-14 17:39:32
4,792,627,764,422,478,000
fraud_Bernier and Sons
kids_pets
52.3
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
0527649dd8f0c227f43341819b5a77c4
1,371,231,572
37.955425
-95.849746
0
1,277,635
2020-06-14 17:40:12
561,942,763,351
fraud_Kihn, Brakus and Goyette
personal_care
41.78
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
64e7dcdf1c699cce6b99fe4e3ea27bf0
1,371,231,612
39.890516
-77.913985
0
1,277,636
2020-06-14 17:40:15
3,520,550,088,202,337
fraud_Baumbach, Feeney and Morar
shopping_net
40.03
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
3302316026f41c237ab536fb1280109c
1,371,231,615
48.34464
-90.164103
0
1,277,637
2020-06-14 17:40:28
213,180,742,685,905
fraud_Ernser-Feest
home
150.13
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
84ed59abc7906ae5fcdf698d6308d915
1,371,231,628
39.512024
-124.4442
0
1,277,638
2020-06-14 17:41:03
6,511,349,151,405,438
fraud_Weber, Thiel and Hammes
kids_pets
37.52
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
324ea53eaa0559a6cb12490446f16e98
1,371,231,663
39.384282
-115.088967
0
1,277,639
2020-06-14 17:41:18
4,634,955,908,138,648
fraud_Kub-Heaney
health_fitness
43.09
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
56fa1566150df9e602cf332e01436d59
1,371,231,678
42.019052
-96.320551
0
1,277,640
2020-06-14 17:41:19
3,527,536,963,490,470
fraud_Labadie LLC
personal_care
66.85
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
4c68553c030fc67fac35720ff89bdda8
1,371,231,679
32.57091
-80.524784
0
1,277,641
2020-06-14 17:41:34
2,242,542,703,101,233
fraud_Donnelly PLC
misc_net
64.06
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
6e2a600c7d759ecc5a91f10dc8bacadd
1,371,231,694
38.267876
-84.906125
0
1,277,642
2020-06-14 17:41:57
3,518,758,680,062,249
fraud_Thompson-Gleason
health_fitness
117.1
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
d8066231b0666d8ae1082d14bc8faaa7
1,371,231,717
39.423736
-108.612083
0
1,277,643
2020-06-14 17:42:29
347,073,228,412,010
fraud_Gleason and Sons
kids_pets
53.88
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
9cffdcfc67568d6df40cd4465b83fd38
1,371,231,749
44.16893
-104.798013
0
1,277,644
2020-06-14 17:42:36
4,570,636,521,433,188
fraud_Kub PLC
personal_care
160.65
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
3e37b44fa1bf17a3c64dc8266f1d28f2
1,371,231,756
29.283511
-81.285044
0
1,277,645
2020-06-14 17:43:25
2,283,743,876,903,625
fraud_Nader-Maggio
personal_care
64.14
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
436d2d42555dff27d6fdd3879a3e51e0
1,371,231,805
34.850396
-85.10567
0
1,277,646
2020-06-14 17:44:12
4,710,826,438,164,848,000
fraud_Block-Hauck
travel
4.45
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
78cb2b6d9d3799d89d470b8bec092a0d
1,371,231,852
49.656824
-107.453763
0
1,277,647
2020-06-14 17:44:25
213,141,712,584,544
fraud_O'Hara-Wilderman
food_dining
63.05
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
f2c9008e45e7e60c57628920498f869a
1,371,231,865
31.644364
-90.128029
0
1,277,648
2020-06-14 17:44:40
2,266,735,643,685,262
fraud_Dare-Gibson
health_fitness
44.63
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
7a84b2a071e6ca0e00f141c6d832c92a
1,371,231,880
34.521123
-85.584208
0
1,277,649
2020-06-14 17:45:56
6,011,438,889,172,900
fraud_Pacocha-Weissnat
kids_pets
99.39
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
45d5c101a01f9eaad28c8830c494fc47
1,371,231,956
34.229909
-90.473653
0
1,277,650
2020-06-14 17:45:57
4,736,845,434,667,908,000
fraud_Langworth LLC
personal_care
2.41
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
1e46536d9fa1d4e187e41456f72114bc
1,371,231,957
43.965624
-73.080426
0
1,277,651
2020-06-14 17:46:07
4,708,992,452,821,239
fraud_Hettinger, McCullough and Fay
home
13.17
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
cdf7783c57f3b2904933391b71b203aa
1,371,231,967
36.430604
-91.215102
0
1,277,652
2020-06-14 17:46:08
376,262,134,119,629
fraud_Romaguera, Wehner and Tromp
kids_pets
108.21
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
258028dc440853778d22bc6e8842819a
1,371,231,968
28.019779
-82.619259
0
1,277,653
2020-06-14 17:46:47
5,456,712,664,803,820
fraud_Jerde-Hermann
travel
9.7
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
639ddd2a60c31a917aa0a85b13fe8345
1,371,232,007
36.723099
-105.934167
0
1,277,654
2020-06-14 17:46:51
4,355,790,796,238,265,000
fraud_Kuhn Group
food_dining
38.16
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
b1313e786e5929f7b5da1c40015fcb6d
1,371,232,011
39.659572
-90.811048
0
1,277,655
2020-06-14 17:47:00
213,102,873,001,603
fraud_Douglas-White
entertainment
72.81
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
b66969100fa87293a5ab6e0feb656025
1,371,232,020
43.514556
-124.342968
0
1,277,656
2020-06-14 17:47:42
30,235,438,713,303
fraud_Kihn Inc
shopping_pos
1.79
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
9616d44ec5851695772f9518faf74337
1,371,232,062
39.285796
-81.145295
0
1,277,657
2020-06-14 17:48:05
2,283,743,876,903,625
fraud_Satterfield-Lowe
travel
8.79
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
b4f97dc293bbe425f70726929a97f3ff
1,371,232,085
33.494886
-83.99802
0
1,277,658
2020-06-14 17:48:27
4,518,350,514,020,532
fraud_Donnelly LLC
entertainment
134.04
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
b04f3ae7a09cd26845fcaf55b54475fa
1,371,232,107
27.21382
-82.409419
0
1,277,659
2020-06-14 17:48:46
3,517,814,635,263,522
fraud_Bartoletti and Sons
personal_care
22.61
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
474917c3f712e2a501ae0b00d0becaac
1,371,232,126
36.6213
-79.725694
0
1,277,660
2020-06-14 17:49:05
4,364,010,865,167,176
fraud_Ritchie, Oberbrunner and Cremin
travel
9.25
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
077ee95b9997e98dd6cc71ed157c16e5
1,371,232,145
38.731403
-120.634974
0
1,277,661
2020-06-14 17:49:17
30,561,214,688,470
fraud_Bechtelar-Rippin
food_dining
2.99
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
ea321e18457845891e7c78883800cdaf
1,371,232,157
41.509626
-74.624956
0
1,277,662
2020-06-14 17:49:17
4,173,950,183,554,608
fraud_Torphy-Kertzmann
health_fitness
165.28
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
c6af7d60b306e7dac22a4df8331c3ae4
1,371,232,157
40.972147
-73.801816
0
1,277,663
2020-06-14 17:49:38
4,505,383,113,689
fraud_Little-Gleichner
travel
4.9
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
1897f1040048f27db8c2b8933176dab7
1,371,232,178
38.714522
-76.98134
0
1,277,664
2020-06-14 17:50:05
2,283,743,876,903,625
fraud_Mohr Inc
shopping_pos
6.69
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
1baf1483b93a4281b832a918f193da58
1,371,232,205
34.59661
-84.856566
0
1,277,665
2020-06-14 17:50:58
3,564,839,259,330,465
fraud_Kuhn Group
food_dining
16.02
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
73b6c0d81c41ed35d3e0a2e112cee278
1,371,232,258
37.977241
-123.011263
0
1,277,666
2020-06-14 17:51:19
342,952,484,382,519
fraud_Larson-Moen
entertainment
25.19
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
1a1437be3f94004778fca38f03cda014
1,371,232,279
41.034941
-73.208351
0
1,277,667
2020-06-14 17:52:12
180,036,456,789,979
fraud_Renner Ltd
home
3.36
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
7ebd0cfa3df22ee1015007b0d06ae713
1,371,232,332
42.713666
-91.786122
0
1,277,668
2020-06-14 17:52:43
3,519,232,971,341,141
fraud_Lakin, Ferry and Beatty
food_dining
39.28
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
cf9ef34dc86060e2071c6f09f9d1350f
1,371,232,363
40.738232
-80.537823
0
1,277,669
2020-06-14 17:53:29
3,521,417,320,836,166
fraud_Bahringer, Bergnaum and Quitzon
home
159.72
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
f648bdf917b67605e5a8f860e3ff84bd
1,371,232,409
40.631801
-85.587725
0
1,277,670
2020-06-14 17:56:13
4,755,696,071,492
fraud_Schimmel-Olson
kids_pets
122.98
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
2e59e32466119118622642bee03f5c9f
1,371,232,573
32.634717
-96.756131
0
1,277,671
2020-06-14 17:56:58
4,292,902,571,056,973,300
fraud_Jakubowski Group
food_dining
4.55
Jeffrey
Smith
M
135 Joseph Mountains
Sula
MT
59,871
45.8433
-113.8748
218
Therapist, horticultural
1995-08-16
ff41795f5b8bebd96334ef132ef735db
1,371,232,618
45.470602
-114.669411
0
1,277,672
2020-06-14 17:57:08
4,158,945,090,781,624
fraud_Jacobi Inc
health_fitness
76.98
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
e86d018e51f491f79abcf6eb04c4a04a
1,371,232,628
40.503105
-80.635373
0
1,277,673
2020-06-14 17:57:22
6,534,628,260,579,800
fraud_Stoltenberg-Beatty
shopping_pos
199.43
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
17c5169e9d03749dd456dc0c6f380ae0
1,371,232,642
43.87835
-72.906051
0
1,277,674
2020-06-14 17:57:30
213,141,712,584,544
fraud_Champlin-Casper
home
3.66
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
f7c2b395d09ea176dba0e3cfb9707f07
1,371,232,650
32.988617
-90.758779
0
1,277,675
2020-06-14 17:57:35
343,668,971,234,893
fraud_Monahan, Hermann and Johns
travel
9.91
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
db9e722e95b4fd103731e485a412356c
1,371,232,655
33.411772
-79.928841
0
1,277,676
2020-06-14 17:57:53
4,789,911,625,179,723
fraud_Terry-Huel
shopping_net
148.19
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
01bf9f50b86cb4de85edc3e86a78c7cd
1,371,232,673
40.026468
-72.516813
0
1,277,677
2020-06-14 17:58:24
4,158,945,090,781,624
fraud_Keeling-Crist
misc_pos
5.09
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
81ee114b85dafbbd964c185885dc1bab
1,371,232,704
39.518298
-79.486472
0
1,277,678
2020-06-14 17:58:56
213,180,742,685,905
fraud_Harris Group
food_dining
28.87
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
4aef84843de342a412bbfedf90a4e419
1,371,232,736
40.620905
-124.282498
0
1,277,679
2020-06-14 17:59:01
3,573,030,041,201,292
fraud_Baumbach Ltd
personal_care
5.64
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
023dad2240392e5cc5f25198641ebafe
1,371,232,741
41.255962
-109.631736
0
1,277,680
2020-06-14 18:00:38
4,586,810,168,620,942
fraud_Jast-McDermott
shopping_pos
173.04
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
287d53effac33e0afa11c922ae766b69
1,371,232,838
31.803437
-80.623354
0
1,277,681
2020-06-14 18:00:41
30,328,384,440,870
fraud_Gottlieb Group
kids_pets
54.98
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
9483846b5300bebf0013efdfc4b22977
1,371,232,841
40.606195
-94.036253
0
1,277,682
2020-06-14 18:01:17
6,534,628,260,579,800
fraud_Kuhn Group
food_dining
68.16
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
086ccde9e8e93a7c2938c957db4e9bb0
1,371,232,877
44.017949
-73.133264
0
1,277,683
2020-06-14 18:01:21
4,681,601,008,538,160
fraud_Willms, Kris and Bergnaum
shopping_pos
1.22
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
db0057f49b4ef9034fcf05c7c1d5e111
1,371,232,881
40.805348
-81.57253
0
1,277,684
2020-06-14 18:01:44
213,114,122,496,591
fraud_Thompson-Gleason
health_fitness
19.26
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
273fcd223d671563b5563b0e8a5c744b
1,371,232,904
44.777809
-93.853538
0
1,277,685
2020-06-14 18:02:10
3,514,865,930,894,695
fraud_Armstrong, Walter and Gottlieb
food_dining
6.93
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
551dd67a83d978d91c170ccd3fb6e81c
1,371,232,930
31.979186
-106.348979
0
1,277,686
2020-06-14 18:02:13
4,642,255,475,285,942
fraud_Lehner, Mosciski and King
misc_net
6.85
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
c8ab7c3eff3d7f7b4211f18a7d272505
1,371,232,933
38.176612
-110.507822
0
1,277,687
2020-06-14 18:02:43
180,042,946,491,150
fraud_Schuppe-Schuppe
food_dining
37.35
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
8b0fb51f6e62e89fbdf3f624be68524c
1,371,232,963
27.639782
-83.053854
0
1,277,688
2020-06-14 18:04:11
4,926,376,199,189,801
fraud_Larson, Quitzon and Spencer
travel
4.43
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
79301316e104d5bfcaf61dbcd36716e0
1,371,233,051
35.51384
-91.724051
0
1,277,689
2020-06-14 18:04:16
4,951,647,200,979,051
fraud_Erdman-Schaden
personal_care
105.57
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
0cc1dc8b465a09bd604b9e295ed0944b
1,371,233,056
38.761115
-89.912285
0
1,277,690
2020-06-14 18:04:28
180,094,419,304,907
fraud_Greenholt Ltd
health_fitness
54.14
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
c2826719fd0c6c97dc10a1b153a6d5fb
1,371,233,068
32.782637
-116.700385
0
1,277,691
2020-06-14 18:04:44
2,714,019,737,356,678
fraud_Dare-Gibson
health_fitness
11.3
Christina
Moore
F
542 Finley Ports Apt. 396
West Finley
PA
15,377
39.9914
-80.4408
724
Theme park manager
1995-08-30
9183f62515ec72bd7122f9a25dbc554b
1,371,233,084
40.274552
-79.527146
0
1,277,692
2020-06-14 18:05:00
3,546,897,637,165,774
fraud_Hermiston, Pacocha and Smith
health_fitness
2.13
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
a5e1fae881a59c6094de1601e2ce8351
1,371,233,100
32.371796
-95.875466
0
1,277,693
2020-06-14 18:05:50
6,011,438,889,172,900
fraud_Kub-Heaney
health_fitness
67
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
76b9c4fc2a9218c668bdc071289a3d80
1,371,233,150
34.868397
-91.61234
0
1,277,694
2020-06-14 18:06:00
4,003,989,662,068,504
fraud_Ernser-Lynch
food_dining
2.18
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
2f3713133e5c23124998938bca8a7e38
1,371,233,160
33.841267
-86.981655
0
1,277,695
2020-06-14 18:06:23
3,592,931,352,252,641
fraud_Wilkinson PLC
kids_pets
234.97
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
458b6207b2588176b612926ea9daaa53
1,371,233,183
45.343713
-91.912752
0
1,277,696
2020-06-14 18:06:49
4,178,097,073,221,156
fraud_Fisher Inc
shopping_net
8.66
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
a68fae9a919bf11b03061ec0850ecec9
1,371,233,209
41.080704
-86.221082
0
1,277,697
2020-06-14 18:06:55
3,517,527,805,128,735
fraud_Reichert, Huels and Hoppe
shopping_net
2.93
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
155c7e7fbff273f132ce43a15d1b46a5
1,371,233,215
42.132412
-88.924521
0
1,277,698
2020-06-14 18:07:11
4,292,743,669,224,718,000
fraud_Weber, Thiel and Hammes
kids_pets
14.47
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
77151dbee3d636e4d87e9b24602b768c
1,371,233,231
38.632419
-77.458425
0
1,277,699
2020-06-14 18:07:34
3,520,550,088,202,337
fraud_Jast and Sons
food_dining
5.36
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
5960dee3475bcc9c56d9555ef651a0ff
1,371,233,254
47.466481
-89.81081
0