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
1,285,700
2020-06-16 18:36:39
6,011,693,194,885,790
fraud_White and Sons
home
2.08
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
63947728bba4f776c92ed893bebba746
1,371,407,799
44.930218
-94.2396
0
1,285,701
2020-06-16 18:36:39
30,407,675,418,785
fraud_Erdman-Durgan
health_fitness
44
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
cdbde3eb7acb1aaa3cdf438edf24b6ad
1,371,407,799
41.278451
-75.79911
0
1,285,702
2020-06-16 18:36:39
4,998,109,455,173,950
fraud_Yost, Schamberger and Windler
kids_pets
126.18
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
d042b671e794efac6266818691947e0f
1,371,407,799
38.696134
-94.889047
0
1,285,703
2020-06-16 18:36:57
4,836,998,673,805,450
fraud_Ullrich Ltd
kids_pets
4.39
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
913a3e15411dc41a6a0a1b9b95d2d2d4
1,371,407,817
45.968458
-85.408526
0
1,285,704
2020-06-16 18:37:00
3,517,527,805,128,735
fraud_Gleason-Macejkovic
shopping_net
2.26
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
397a07b239a5089a53ed89f850c2325b
1,371,407,820
40.562817
-87.178958
0
1,285,705
2020-06-16 18:37:30
213,161,293,389,774
fraud_Monahan, Hermann and Johns
travel
4.63
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
1d43565e1c8c5422fbd313dfa533984c
1,371,407,850
42.197781
-76.931168
0
1,285,706
2020-06-16 18:37:53
4,428,154,703,770,710
fraud_Runte-Mohr
food_dining
49.86
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
5679cff5f7babbd20aff3106d1815566
1,371,407,873
46.409042
-117.329941
0
1,285,707
2020-06-16 18:38:06
4,904,681,492,230,012
fraud_Abbott-Rogahn
entertainment
26.53
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
75152cf405740b0309704200355b39eb
1,371,407,886
41.97505
-74.372133
0
1,285,708
2020-06-16 18:38:23
577,588,686,219
fraud_Rippin-VonRueden
health_fitness
5.06
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
8a80e343ca07340b682c7a0b882862b1
1,371,407,903
40.225034
-80.426818
0
1,285,709
2020-06-16 18:38:32
502,012,776,709
fraud_Koss, Hansen and Lueilwitz
home
18.95
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
ba554dd69d04b4c333fa5fe4f9087ea7
1,371,407,912
42.669193
-74.282368
0
1,285,710
2020-06-16 18:38:35
4,610,050,989,831,291
fraud_Botsford PLC
home
69.64
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
c92219aa7d19a82d933fb143e60178d0
1,371,407,915
42.431822
-80.638657
0
1,285,711
2020-06-16 18:38:45
4,862,293,128,558
fraud_Hammes-Beatty
kids_pets
2.28
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
b40f22f04d129f29d8f53bf79350fdc3
1,371,407,925
40.822852
-77.124001
0
1,285,712
2020-06-16 18:38:53
3,558,881,852,140,592
fraud_Waelchi-Wolf
kids_pets
49.87
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
077d69be80cf9dd9d2ddf29cb5bfdc32
1,371,407,933
35.423928
-111.71261
0
1,285,713
2020-06-16 18:38:59
3,527,536,963,490,470
fraud_Collier LLC
home
67
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
9e3d6e4d3f5aaf01a1c0b9f6cbf2b1b4
1,371,407,939
33.525498
-80.187505
0
1,285,714
2020-06-16 18:39:04
2,475,085,306,462,014
fraud_Barton LLC
kids_pets
49.84
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
873ae53d011ac71cd47acb0eb0c54ca9
1,371,407,944
44.516174
-94.557373
0
1,285,715
2020-06-16 18:39:20
4,956,828,990,005,111,000
fraud_Little, Gutmann and Lynch
shopping_net
9.95
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
f968d50ebb41cc0ffc497f2eddd8d33c
1,371,407,960
40.657941
-73.37477
0
1,285,716
2020-06-16 18:39:27
3,558,881,852,140,592
fraud_Mante, Luettgen and Hackett
health_fitness
1.11
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
ca32ca178675450440011ced553ecbb9
1,371,407,967
35.677666
-111.852297
0
1,285,717
2020-06-16 18:39:29
343,819,048,608,995
fraud_Baumbach Ltd
personal_care
4.95
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
53b806b88766ebc0a8093323fc6e8571
1,371,407,969
41.66549
-93.708763
0
1,285,718
2020-06-16 18:39:36
4,681,601,008,538,160
fraud_Streich, Dietrich and Barton
shopping_net
96.2
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
82d4593e0046b13fe1a21f4525adfdc7
1,371,407,976
40.323212
-80.264092
0
1,285,719
2020-06-16 18:39:45
4,158,008,602,445
fraud_Volkman PLC
food_dining
6.21
Alicia
Miller
F
976 Hubbard Lodge
Randolph
MN
55,065
44.5274
-93.0196
1,201
Barrister
1979-12-27
2d64ba6205ffdbb04abe185bd3229f11
1,371,407,985
44.867989
-93.901695
0
1,285,720
2020-06-16 18:39:48
2,283,743,876,903,625
fraud_Kemmer-Buckridge
misc_pos
99.21
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
683e06fc49a5146f761642319399504c
1,371,407,988
34.784004
-84.371653
0
1,285,721
2020-06-16 18:41:08
4,561,892,980,175
fraud_Bogisich-Weimann
kids_pets
62.97
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
c81143797d0f96e42b4369f58a7bc93a
1,371,408,068
39.520874
-85.496082
0
1,285,722
2020-06-16 18:41:24
6,011,893,664,860,915
fraud_Goyette, Howell and Collier
shopping_pos
22.26
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
75ab253baaa6f37e68cc440894e97d4d
1,371,408,084
38.812293
-105.304915
0
1,285,723
2020-06-16 18:42:13
4,981,132,848,794
fraud_Beier and Sons
home
87.73
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
e02fff258faf3fdfbac64f91aad2f726
1,371,408,133
40.066215
-80.418438
0
1,285,724
2020-06-16 18:43:00
4,727,244,663,135,968
fraud_Reichel LLC
personal_care
2.19
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
35fdbcb6c3c1c0849026e32ce75504b8
1,371,408,180
31.796266
-88.535897
0
1,285,725
2020-06-16 18:43:25
4,302,480,582,202,074
fraud_Pacocha-Weissnat
kids_pets
96.54
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
af6d291b81c579900dacbd2a5238767b
1,371,408,205
42.866761
-85.55929
0
1,285,726
2020-06-16 18:43:32
4,509,922,033,272,157
fraud_Kozey-Kuhlman
personal_care
4.07
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
3633d8406353c4d9e27325723013fe15
1,371,408,212
42.390268
-96.718954
0
1,285,727
2020-06-16 18:44:03
349,612,764,943,496
fraud_Lind-Buckridge
entertainment
81.85
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
a393762f8b6a1ca13c57ac39ce736c8b
1,371,408,243
36.260712
-82.804613
0
1,285,728
2020-06-16 18:44:22
639,023,984,367
fraud_Mohr Inc
shopping_pos
9.7
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
2801488ad8bd70b3446f8986ffe4fe50
1,371,408,262
45.338724
-74.124386
0
1,285,729
2020-06-16 18:44:26
4,481,131,401,752
fraud_Dare-Marvin
entertainment
106.03
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
e27c68a745d6da49ffde7cf55e3d7c6a
1,371,408,266
41.60737
-71.859446
0
1,285,730
2020-06-16 18:45:10
4,092,452,671,396,169,700
fraud_Turcotte, McKenzie and Koss
entertainment
19.99
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
f637f4fee2bef65a01a1d8063067e1f7
1,371,408,310
34.263245
-77.674742
0
1,285,731
2020-06-16 18:45:19
4,025,612,008,285,111
fraud_Rau-Robel
kids_pets
17.84
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
35e4e6274cfb149148ea89cfe730cd35
1,371,408,319
41.243537
-78.266521
0
1,285,732
2020-06-16 18:45:55
3,521,417,320,836,166
fraud_Quitzon-Goyette
home
45.12
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
21a39ef55f8c39fd91348b693e86fb29
1,371,408,355
39.30668
-86.269254
0
1,285,733
2020-06-16 18:45:55
3,596,357,274,378,601
fraud_Dare, Casper and Bartoletti
kids_pets
30.02
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
b50d7e2a6dc073fde3af4f7fad78e9b7
1,371,408,355
40.332728
-78.374481
0
1,285,734
2020-06-16 18:46:23
4,334,230,547,694,630
fraud_Romaguera Ltd
health_fitness
43.63
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
ab7aa2a675eb529eb5070987750a856c
1,371,408,383
42.438254
-111.557044
0
1,285,735
2020-06-16 18:46:55
375,974,680,629,816
fraud_Fisher-Schowalter
shopping_net
2.31
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
c5a6ec16a17d9fdfc637d5f9e45e58da
1,371,408,415
42.162512
-72.36874
0
1,285,736
2020-06-16 18:47:06
346,273,234,529,002
fraud_Lemke-Gutmann
shopping_net
2.4
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
395d8ce2037309f11a6cd835efab9b80
1,371,408,426
37.457668
-81.267747
0
1,285,737
2020-06-16 18:47:27
4,169,759,661,243,568
fraud_Yost, Block and Koepp
misc_pos
36.26
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
171efb0cb99428c0770f34001b18a88d
1,371,408,447
40.555999
-77.531327
0
1,285,738
2020-06-16 18:47:49
341,283,058,448,499
fraud_Fadel-Hilpert
health_fitness
1
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
87b08fb4e68fc057ef9c34b1807b433e
1,371,408,469
30.328103
-85.606165
0
1,285,739
2020-06-16 18:47:53
630,441,765,090
fraud_Hahn, Bahringer and McLaughlin
personal_care
29.07
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
4e94bda172556e87cc5cb4197c311b3b
1,371,408,473
32.524965
-99.01761
0
1,285,740
2020-06-16 18:48:07
180,049,032,966,888
fraud_Daugherty-Thompson
food_dining
55.92
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
62e89cb62bfa1caaefc45ef331c12a34
1,371,408,487
46.579942
-91.290459
0
1,285,741
2020-06-16 18:48:13
30,234,966,027,947
fraud_Schneider, Hayes and Nikolaus
food_dining
51.57
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
51c7fa77bf7779fbdc8485698ac6a0f2
1,371,408,493
43.208349
-87.545534
0
1,285,742
2020-06-16 18:48:46
213,124,978,348,176
fraud_Reilly LLC
home
84.69
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
4cf1bef5b71e0df6b487b153b8c7186a
1,371,408,526
42.94004
-77.445403
0
1,285,743
2020-06-16 18:49:23
36,722,699,017,270
fraud_Dare-Marvin
entertainment
103.79
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
9bbe8532fd03ddaca9269c0148e4b7dc
1,371,408,563
32.533968
-110.240568
0
1,285,744
2020-06-16 18:49:49
4,725,673,654,161,314
fraud_Schroeder, Hauck and Treutel
entertainment
69.07
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
4b2c11415b74323edad687761e35e2ee
1,371,408,589
40.69412
-71.797992
0
1,285,745
2020-06-16 18:50:20
3,551,217,896,304,745
fraud_Schiller, Blanda and Johnson
home
99.24
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
c19af7b82b6c5ef60a07d5fd89bf1a5b
1,371,408,620
44.6181
-74.139636
0
1,285,746
2020-06-16 18:50:32
6,011,542,681,743,618
fraud_Larkin, Stracke and Greenfelder
entertainment
132.55
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
1ee904b7077a06335e8b829f1319e248
1,371,408,632
39.745489
-79.509021
0
1,285,747
2020-06-16 18:50:34
577,588,686,219
fraud_Schuppe, Nolan and Hoeger
shopping_pos
110.38
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
147ef06376cfe8040e3577a827dbfe1a
1,371,408,634
40.526469
-79.925626
0
1,285,748
2020-06-16 18:50:38
4,191,109,180,926,792
fraud_Nader-Maggio
personal_care
48.92
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
de922752c7d2929db2c9ec328071d119
1,371,408,638
40.38333
-83.437303
0
1,285,749
2020-06-16 18:50:53
3,565,414,434,959,494
fraud_Hoppe-Parisian
kids_pets
28.35
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
1f135a2f467fe5ee52a9fafe7a8eda3d
1,371,408,653
39.361581
-87.379293
0
1,285,750
2020-06-16 18:50:54
6,596,735,789,587,928
fraud_Runte, Green and Emard
health_fitness
53.53
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
70609a2862b286c727919536ad86d4f9
1,371,408,654
44.668397
-94.38474
0
1,285,751
2020-06-16 18:51:02
4,512,828,414,983,802,000
fraud_Pouros, Walker and Spencer
kids_pets
38.09
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
b82ab692767915c2141bc0e6726c821c
1,371,408,662
39.71424
-78.804981
0
1,285,752
2020-06-16 18:51:38
4,025,612,008,285,111
fraud_Schaefer, Fay and Hilll
entertainment
13.78
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
4e4ab9fc04a54ef34b26a07cab6aeed2
1,371,408,698
41.021509
-79.712401
0
1,285,753
2020-06-16 18:52:14
371,284,100,299,909
fraud_Hahn, Bahringer and McLaughlin
personal_care
52.77
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
e24fd0f97fda80fbee2fd6d4d3af4972
1,371,408,734
35.405726
-101.434358
0
1,285,754
2020-06-16 18:52:30
4,482,427,013,979,020
fraud_Yost, Schamberger and Windler
kids_pets
100.27
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
96c929651690f81cce9658a0dcda1c08
1,371,408,750
37.854106
-82.086643
0
1,285,755
2020-06-16 18:53:02
3,521,417,320,836,166
fraud_Schoen-Quigley
kids_pets
32.98
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
08245e99dfabb2909af13eef11254561
1,371,408,782
40.123778
-86.605614
0
1,285,756
2020-06-16 18:53:50
36,890,292,963,032
fraud_Kling-Ernser
entertainment
36.16
Kimberly
Webb
F
380 Martin Mission
Girard
GA
30,426
33.0437
-81.7106
1,100
Conservator, museum/gallery
1950-04-05
cf490354bf61ebe394bb85c6ab21ec7b
1,371,408,830
33.737957
-80.741952
0
1,285,757
2020-06-16 18:55:05
3,533,800,906,065,217
fraud_Fahey Inc
kids_pets
130.95
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
eea15f83acc1f0e143db52aaceb6e03e
1,371,408,905
40.110163
-99.066225
0
1,285,758
2020-06-16 18:55:20
3,598,215,285,024,754
fraud_Donnelly LLC
entertainment
58.56
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
532d83fba0cf3c8e420c1fcd6867b7dd
1,371,408,920
40.31159
-73.677404
0
1,285,759
2020-06-16 18:55:51
4,005,676,619,255,478
fraud_Kilback Group
food_dining
21.81
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
4f46dc8779b993c5a46bddf2ee4b2eef
1,371,408,951
31.17448
-89.930714
0
1,285,760
2020-06-16 18:56:13
180,048,185,037,117
fraud_Stark-Koss
home
41.81
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
a5484ec6994451f2f9f5857e26fa4e62
1,371,408,973
41.098762
-75.306532
0
1,285,761
2020-06-16 18:56:31
4,223,708,906,367,574,000
fraud_Lesch, D'Amore and Brown
food_dining
64.6
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
d29bf25937d132117b732857f8fe5cd8
1,371,408,991
38.276157
-85.100757
0
1,285,762
2020-06-16 18:56:48
4,424,338,559,877,976
fraud_Kertzmann LLC
health_fitness
6.38
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
3c595fb634c452ff7c3f10cfe2d7f2d4
1,371,409,008
40.037094
-83.934375
0
1,285,763
2020-06-16 18:57:20
2,291,163,933,867,244
fraud_Schoen, Nienow and Bauch
personal_care
40.74
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
1f45e8578410039382cac88ecb16705d
1,371,409,040
34.404867
-81.529718
0
1,285,764
2020-06-16 18:57:22
5,456,776,410,929,288
fraud_Kub-Heaney
health_fitness
36.4
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
2f1d0ffa9919c45bcd9e2ad56f9f75af
1,371,409,042
40.386301
-79.117385
0
1,285,765
2020-06-16 18:57:36
375,904,527,651,269
fraud_Torphy-Kertzmann
health_fitness
2.81
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
57305e34b347732f8a84f4e3a29a2cd5
1,371,409,056
40.10702
-98.353363
0
1,285,766
2020-06-16 18:57:51
4,561,546,772,499
fraud_Ernser-Lynch
food_dining
29.37
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
d3caff6ccbb7abe699ffd1f3d94a808d
1,371,409,071
34.18958
-105.208471
0
1,285,767
2020-06-16 18:58:42
6,011,581,063,717,667
fraud_Abbott-Steuber
personal_care
18.23
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
025c569905372e22c0b8955d000c5638
1,371,409,122
40.737483
-91.5747
0
1,285,768
2020-06-16 18:59:00
676,369,110,710
fraud_Heathcote, Yost and Kertzmann
shopping_net
2.59
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
62c6ddfcba704f083d04038a6d685473
1,371,409,140
42.175982
-83.769483
0
1,285,769
2020-06-16 18:59:06
3,525,590,521,269,779
fraud_Ritchie, Oberbrunner and Cremin
travel
2.97
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
c78d78fabc6156d9a1328a0c0e15c647
1,371,409,146
36.847516
-79.874493
0
1,285,770
2020-06-16 19:00:35
2,233,882,705,243,596
fraud_O'Connell-Ullrich
home
26.25
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
ce0449c9bcc82e044f94225bbd8d4ac6
1,371,409,235
32.638485
-89.235226
0
1,285,771
2020-06-16 19:00:46
180,094,608,895,855
fraud_Abbott-Rogahn
entertainment
4.9
Tammie
Harper
F
57887 Gutierrez Harbor
Westfir
OR
97,492
43.7575
-122.481
597
Forensic psychologist
1961-05-19
432e31caee503a356fc23c4783df36be
1,371,409,246
43.458724
-122.904429
0
1,285,772
2020-06-16 19:01:16
375,534,208,663,984
fraud_Haag-Blanda
food_dining
59.14
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
752d2b921d7fc25f6c057fc6cb3ff4bf
1,371,409,276
38.209534
-79.252777
0
1,285,773
2020-06-16 19:01:21
377,113,842,678,100
fraud_Beier and Sons
home
45.97
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
14f2936402145f28165577baa8ae94f1
1,371,409,281
38.764405
-74.34679
0
1,285,774
2020-06-16 19:01:49
3,524,574,586,339,330
fraud_Wilkinson LLC
personal_care
9.95
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
4560487557cbf869dd4fa8cdf32a8e7e
1,371,409,309
27.692023
-80.070405
0
1,285,775
2020-06-16 19:03:04
6,011,399,591,920,186
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
8.42
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
0471a7da164779ffe40f9e4f71f1cf9e
1,371,409,384
42.955667
-73.848552
0
1,285,776
2020-06-16 19:04:11
3,518,669,219,150,142
fraud_Prosacco LLC
personal_care
6.47
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
7cbc2ffa0ec3afca81c2af48626ae480
1,371,409,451
38.976508
-83.27215
0
1,285,777
2020-06-16 19:04:12
2,242,542,703,101,233
fraud_Kutch, Steuber and Gerhold
food_dining
51.81
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
ac9a26371f699d7c86fd84e7e54dc7bb
1,371,409,452
38.060625
-84.672648
0
1,285,778
2020-06-16 19:04:16
370,348,764,075,623
fraud_Beer-Jast
kids_pets
59.99
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
915e2eb704283c86a4fc2d7142e1f2bd
1,371,409,456
30.944373
-89.707501
0
1,285,779
2020-06-16 19:04:27
3,540,075,240,003,197
fraud_Ledner, Hartmann and Feest
health_fitness
9.26
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
52e26cd8bfabf95bf40d7f5fdeaaa140
1,371,409,467
44.987677
-92.902194
0
1,285,780
2020-06-16 19:04:54
30,428,204,673,351
fraud_Lang, Towne and Schuppe
kids_pets
44.92
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
022be7cbd1ff07589a1d278759d17f1c
1,371,409,494
40.914589
-75.996108
0
1,285,781
2020-06-16 19:05:12
3,567,697,931,646,329
fraud_Stamm-Rodriguez
misc_pos
6.16
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
2d335f65c8637a620695c936f10beaae
1,371,409,512
42.308701
-73.947738
0
1,285,782
2020-06-16 19:06:05
4,301,028,321,766,222,300
fraud_Abshire PLC
entertainment
72.04
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
dfb529b27e4d773f322fb4d5a7bac988
1,371,409,565
39.634451
-80.235743
0
1,285,783
2020-06-16 19:06:13
4,681,699,462,969
fraud_Durgan, Gislason and Spencer
home
36.8
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
e33b5bc5a4b948b0591885d4c56535aa
1,371,409,573
36.580821
-85.623869
0
1,285,784
2020-06-16 19:07:00
4,378,993,458,389,626
fraud_Ruecker Group
misc_net
9.51
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
048b6d9b3756cb871f69a872a9e783b2
1,371,409,620
43.031223
-71.338505
0
1,285,785
2020-06-16 19:07:16
30,546,453,310,167
fraud_Tromp Group
travel
9.06
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
ed46de023545933ae755c8157b1ec38a
1,371,409,636
44.097104
-71.247216
0
1,285,786
2020-06-16 19:07:32
3,518,758,680,062,249
fraud_Collier LLC
home
35.32
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
a539a883f8f2e84801f10f661ec885c2
1,371,409,652
38.861124
-110.202519
0
1,285,787
2020-06-16 19:08:00
3,520,550,088,202,337
fraud_Pfeffer and Sons
shopping_pos
164.26
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
288927c6ba2971cc6a1e4940e6f46bb2
1,371,409,680
47.089806
-90.911794
0
1,285,788
2020-06-16 19:09:59
4,658,490,815,480,264
fraud_Haley, Batz and Auer
health_fitness
9.88
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
5698ee967cc8ffc0c576d7d85422145e
1,371,409,799
39.747304
-80.490299
0
1,285,789
2020-06-16 19:10:03
3,576,511,691,045,060
fraud_Hoppe, Harris and Bednar
entertainment
135.16
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
bb40f1884116c787f5769dacb411ddd0
1,371,409,803
33.970034
-80.649328
0
1,285,790
2020-06-16 19:10:08
378,858,024,506,425
fraud_Parker-Kunde
personal_care
249.03
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
aa4508a3a17e6bf954218ca9d737dc6e
1,371,409,808
34.458067
-112.257763
0
1,285,791
2020-06-16 19:10:13
6,544,734,391,390,261
fraud_Carroll PLC
health_fitness
22.75
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
2b35227bbcf3432a865fa32db9d6882f
1,371,409,813
42.415727
-88.28747
0
1,285,792
2020-06-16 19:10:22
4,640,395,708,703
fraud_Little Ltd
kids_pets
27.13
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
1d2aac4b58043449a8d2846d37c25232
1,371,409,822
31.12647
-91.970058
0
1,285,793
2020-06-16 19:10:32
6,506,116,513,503,136
fraud_McDermott, Osinski and Morar
home
27.07
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
562cf84210248cd3d4c095af4d4f9873
1,371,409,832
31.502442
-95.432359
0
1,285,794
2020-06-16 19:10:37
38,057,513,087,029
fraud_Langosh, Wintheiser and Hyatt
food_dining
22.7
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
4c3c2e2ae3ea16d0879a4b437842ff49
1,371,409,837
36.534371
-122.450019
0
1,285,795
2020-06-16 19:10:53
4,377,338,765,909,719
fraud_Bahringer-Streich
food_dining
9.72
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
dcbcbdce3b15f5f22ae6ae6bd7d19d5c
1,371,409,853
35.777784
-83.477624
0
1,285,796
2020-06-16 19:11:08
30,561,214,688,470
fraud_Rempel Inc
shopping_net
2.26
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
587b78a69109ecd11e54950df30d7cba
1,371,409,868
41.250371
-74.516158
0
1,285,797
2020-06-16 19:11:28
6,595,970,453,799,027
fraud_Medhurst Inc
home
52.71
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
04522e4da6d9d554b199c58ff3c23fae
1,371,409,888
39.948285
-73.567858
0
1,285,798
2020-06-16 19:11:32
180,011,453,250,192
fraud_Medhurst Inc
home
98.03
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
58e9f551331473b024eaab696fdd926f
1,371,409,892
40.225598
-91.381238
0
1,285,799
2020-06-16 19:11:32
30,074,693,890,476
fraud_Terry-Huel
shopping_net
2.65
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
8bf4845bf793657a54e69d3ca339ab9f
1,371,409,892
38.172377
-100.921366
0