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
2,400
2020-06-22 03:08:28
3,552,581,383,553,463
fraud_Rau and Sons
grocery_pos
76.6
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
bb2090aa0c38cfa1ad76daa57cea4bdf
1,371,870,508
35.426254
-84.590245
0
2,401
2020-06-22 03:08:41
3,527,063,666,782,582
fraud_Parisian and Sons
gas_transport
52.58
Amanda
Alexander
F
21810 James Mall
Camden
TX
75,934
30.9
-94.7547
99
Colour technologist
1965-11-21
913ee98455379997bdf09244118c262c
1,371,870,521
30.585407
-94.404529
0
2,402
2020-06-22 03:08:42
6,011,399,591,920,186
fraud_Hintz-Bruen
grocery_net
33.78
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
7d8e8436ad23cc2e67a952135c7ae116
1,371,870,522
42.931133
-73.511019
0
2,403
2020-06-22 03:09:13
213,157,767,990,030
fraud_Hayes, Marquardt and Dibbert
misc_net
90.35
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
32d5060c0d4626ed5c80fa8ad7a66d9a
1,371,870,553
40.682657
-108.546293
0
2,404
2020-06-22 03:09:31
342,952,484,382,519
fraud_Cole PLC
grocery_pos
103.57
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
a664bc3000ff0155cc216b7447c93ada
1,371,870,571
41.868304
-72.503143
0
2,405
2020-06-22 03:09:40
4,769,426,683,924,059,000
fraud_Marks Inc
gas_transport
66.41
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
4504c25566464eb4b279bc21d94689f5
1,371,870,580
40.251034
-76.705358
0
2,406
2020-06-22 03:10:47
4,390,966,588,600,993,000
fraud_Kutch, Hermiston and Farrell
gas_transport
54.7
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
4028c74bb44760f93609d5fcb19954a9
1,371,870,647
36.272846
-98.542584
0
2,407
2020-06-22 03:12:06
5,289,285,402,893,489
fraud_Brekke and Sons
gas_transport
64.99
Amanda
Adams
F
08580 Jeremy Falls
Bay City
OR
97,107
45.5197
-123.8761
1,530
Colour technologist
1986-11-24
bc4870968658a61db7374f8d2977bcfe
1,371,870,726
45.25227
-124.37068
0
2,408
2020-06-22 03:12:20
30,551,643,947,183
fraud_Adams, Kovacek and Kuhlman
grocery_net
46.15
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
8d99c076569f62e022684d5018ef33e1
1,371,870,740
35.810395
-82.076116
0
2,409
2020-06-22 03:12:25
567,868,110,212
fraud_Schultz, Simonis and Little
grocery_pos
200.89
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
4559a12cf43466479d14193da3be3cea
1,371,870,745
29.600241
-94.526056
0
2,410
2020-06-22 03:12:33
3,582,754,887,089,201
fraud_Kutch LLC
gas_transport
60.27
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
98a9af09952d441612d417937e4c72e5
1,371,870,753
33.663285
-93.749341
0
2,411
2020-06-22 03:13:07
6,011,492,816,282,597
fraud_Kilback LLC
grocery_pos
35.17
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
d5f7c3aac072ce41ad37fc461690652a
1,371,870,787
33.462012
-93.501615
0
2,412
2020-06-22 03:14:35
4,169,388,510,116
fraud_Lehner, Reichert and Mills
misc_pos
104.84
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
df7864185b9d029c610bf1f69e05ed0a
1,371,870,875
42.666099
-76.789675
0
2,413
2020-06-22 03:14:45
2,280,870,154,157,385
fraud_Tillman, Dickinson and Labadie
gas_transport
63.67
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
74bff79e0ad9dbcc8e7bba875fe20521
1,371,870,885
40.64417
-89.69303
0
2,414
2020-06-22 03:14:50
340,103,199,302,564
fraud_Wilkinson Ltd
entertainment
11.59
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
715b8ad4084219e7ffcd8a1758012d18
1,371,870,890
35.463776
-79.611545
0
2,415
2020-06-22 03:14:52
3,586,008,444,788,268
fraud_Maggio-Fahey
misc_pos
70.75
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
0f721eb9293c17e21e1777463bd8b4fc
1,371,870,892
47.341399
-122.825136
0
2,416
2020-06-22 03:15:37
36,722,699,017,270
fraud_Bins-Rice
gas_transport
52.57
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
7d3bc58151082075c28eebf431e8ffac
1,371,870,937
33.666129
-111.365262
0
2,417
2020-06-22 03:17:12
4,247,921,790,666
fraud_Tillman, Dickinson and Labadie
gas_transport
74.26
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
9e5be12768f0e1337df14aa67fb3e482
1,371,871,032
38.904241
-84.434817
0
2,418
2020-06-22 03:17:43
630,484,879,808
fraud_Barton Inc
grocery_pos
91.75
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
47fbe3f5492718bb6cfe6b1dea6c695e
1,371,871,063
36.263346
-120.993531
0
2,419
2020-06-22 03:17:53
676,309,913,934
fraud_Raynor, Reinger and Hagenes
gas_transport
89.46
Robert
Martinez
M
3683 Parrish Circles
Pueblo
CO
81,005
38.2352
-104.66
151,815
Further education lecturer
1988-01-04
1cccf4c01047f0ce60809c4ee279beb9
1,371,871,073
38.766809
-103.678892
0
2,420
2020-06-22 03:17:57
180,094,419,304,907
fraud_Lockman, West and Runte
grocery_pos
171.78
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
095043dc312dadac9d27f26dbc61915c
1,371,871,077
34.620956
-117.338219
0
2,421
2020-06-22 03:18:24
30,030,380,240,193
fraud_Nitzsche, Kessler and Wolff
shopping_pos
132.25
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
c5130be5b27cec594dd5fa579e36e42a
1,371,871,104
31.241141
-100.062297
0
2,422
2020-06-22 03:19:03
3,564,182,536,169,293
fraud_Heller, Gutmann and Zieme
grocery_pos
121.71
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
21b7a211f610dd71b33384bede4e9d93
1,371,871,143
40.731931
-80.924904
0
2,423
2020-06-22 03:19:07
3,513,506,355,699,497
fraud_Herman Inc
misc_pos
12.84
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
29c791b5e7799c38f2b132e903f2c2cb
1,371,871,147
31.927998
-90.590672
0
2,424
2020-06-22 03:19:16
2,383,461,948,823,908
fraud_Howe Ltd
misc_pos
3.57
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
0e71ff608d84980b7a33de33111d60b8
1,371,871,156
44.048009
-70.933163
0
2,425
2020-06-22 03:19:25
30,518,196,150,127
fraud_Kling Inc
gas_transport
52.55
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
03da1263fd6259ebcdc53afbeb089594
1,371,871,165
41.221581
-87.083026
0
2,426
2020-06-22 03:19:47
3,597,926,034,019,603
fraud_Erdman-Kertzmann
gas_transport
64.29
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
24117c9bb1099ff9d3a95a071c3297b6
1,371,871,187
34.745493
-89.839031
0
2,427
2020-06-22 03:19:54
2,713,913,904,780,408
fraud_Schroeder, Hauck and Treutel
entertainment
22.25
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
4b9be52ac26aa474e9060bdf7dd83571
1,371,871,194
32.207307
-90.920222
0
2,428
2020-06-22 03:19:58
2,712,209,726,293,386
fraud_Tromp, Kerluke and Glover
grocery_net
68.84
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
3103645efe532d90b745e123515c6607
1,371,871,198
31.13682
-90.403773
0
2,429
2020-06-22 03:20:11
676,308,307,625
fraud_Collier Inc
grocery_net
95.62
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
76e17de8cabc341fabe3912fb21d2be0
1,371,871,211
38.451225
-119.473421
0
2,430
2020-06-22 03:20:28
341,283,058,448,499
fraud_Spencer-Runolfsson
misc_pos
8.61
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
818a7e10e0d42d216f6e5b8d27294c46
1,371,871,228
30.231371
-85.155855
0
2,431
2020-06-22 03:20:28
372,509,258,176,510
fraud_Stroman, Hudson and Erdman
gas_transport
60.7
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
f9b14bbb407d2fe42864671e11f379a2
1,371,871,228
43.390677
-82.689618
0
2,432
2020-06-22 03:21:00
4,427,805,710,168
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
58.48
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
28e37675c68ca36fe1c279d651e7001c
1,371,871,260
34.020247
-105.706969
0
2,433
2020-06-22 03:21:09
3,513,285,035,244,624
fraud_Huel Ltd
misc_net
875.04
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
5b0f6327129de1c595c2c83afcfd6539
1,371,871,269
37.314284
-81.025239
0
2,434
2020-06-22 03:22:11
4,824,023,901,222,438
fraud_Greenholt, Jacobi and Gleason
gas_transport
50.77
Christina
Nelson
F
1233 Sutton Road Suite 701
Bynum
TX
76,631
31.9907
-96.9837
522
Commercial/residential surveyor
1946-03-21
82aa51847507208a512f97e79421988a
1,371,871,331
32.655925
-96.612226
0
2,435
2020-06-22 03:22:55
3,576,511,691,045,060
fraud_Mraz-Herzog
gas_transport
64.04
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
085228979de4fe9f1fdf0f4cbe66357c
1,371,871,375
33.607935
-80.593946
0
2,436
2020-06-22 03:23:15
4,260,059,589,824,237
fraud_Kutch, Steuber and Gerhold
food_dining
46.14
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
7e6b5164e2d2877b723c568166469f50
1,371,871,395
42.519801
-100.132754
0
2,437
2020-06-22 03:23:28
3,541,687,240,161,491
fraud_Stehr, Jewess and Schimmel
misc_net
9.32
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
3d44a04df6cfc436979b99cf1c3dbea5
1,371,871,408
31.742646
-80.713955
0
2,438
2020-06-22 03:23:59
3,534,330,126,107,879
fraud_Schumm, Bauch and Ondricka
grocery_pos
88.67
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
f5e607cb00ed9926334429a02c7ec212
1,371,871,439
45.973613
-109.164152
0
2,439
2020-06-22 03:24:02
4,792,627,764,422,478,000
fraud_Ortiz Group
grocery_net
48.85
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
89a1f17c1d6510a7984e53fa137c0c8f
1,371,871,442
38.51504
-95.815758
0
2,440
2020-06-22 03:25:48
4,116,554,952,971,686
fraud_Willms, Kris and Bergnaum
shopping_pos
4.72
Bridget
Bowen
F
49120 Regina Island Apt. 170
Port Saint Lucie
FL
34,953
27.2625
-80.3793
181,438
Primary school teacher
1934-03-19
5cb5e3f55f8138ce5c66c5ba7473f844
1,371,871,548
28.132406
-80.262968
0
2,441
2020-06-22 03:26:17
4,220,495,028,289,516,500
fraud_Jacobi and Sons
shopping_pos
9.03
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
976749837f34e587453fe05f5ee53307
1,371,871,577
33.352994
-117.65994
0
2,442
2020-06-22 03:26:43
4,536,996,888,716,062,000
fraud_Connelly, Reichert and Fritsch
gas_transport
66.47
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
f21f60bec6155eb5fbd2fcf004713d88
1,371,871,603
35.3089
-105.560888
0
2,443
2020-06-22 03:27:16
3,554,849,923,339,851
fraud_Mayert Group
shopping_pos
7.03
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
9017f75417296b260f0e3815a0dcda9b
1,371,871,636
35.985905
-96.089732
0
2,444
2020-06-22 03:27:21
4,512,828,414,983,802,000
fraud_Koepp-Witting
grocery_pos
112.28
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
d739c24f201e16c19861bcbddd68123b
1,371,871,641
39.435013
-79.88922
0
2,445
2020-06-22 03:27:48
4,670,613,943,676,271
fraud_Pfeffer and Sons
shopping_pos
3.01
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
bb8729f5047f6edb193f2941674f243d
1,371,871,668
32.278127
-84.090412
0
2,446
2020-06-22 03:28:15
4,906,628,655,840,914,000
fraud_Osinski, Ledner and Leuschke
grocery_pos
39.26
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
c61df3c6d1847c9b37427389daaf9ac8
1,371,871,695
24.827857
-82.138222
0
2,447
2020-06-22 03:28:20
4,226,219,726,886,853,000
fraud_Cummings LLC
gas_transport
71.6
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
a48ba26a6e3a9f6dc306c6dd13b4c3a8
1,371,871,700
39.224196
-85.04039
0
2,448
2020-06-22 03:28:23
3,582,754,887,089,201
fraud_Labadie, Treutel and Bode
shopping_net
1.4
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
63a5928b85033168ab3fa40752d238c3
1,371,871,703
33.841459
-93.188073
0
2,449
2020-06-22 03:28:56
3,518,234,918,950,662
fraud_Deckow-O'Conner
grocery_pos
195.12
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
741d47d53b8088152d40dc08df2f5743
1,371,871,736
33.064844
-96.101012
0
2,450
2020-06-22 03:30:12
3,545,109,339,866,548
fraud_Corwin-Collins
gas_transport
68.36
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
888bff00067d585656777e2d8bb64dab
1,371,871,812
32.735583
-90.186164
0
2,451
2020-06-22 03:30:22
30,234,966,027,947
fraud_Wiegand-Lowe
grocery_net
46.74
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
c83930bbdae9f25725ec46043c1d6e0a
1,371,871,822
44.598213
-87.726658
0
2,452
2020-06-22 03:30:51
213,193,596,103,206
fraud_Kunze Inc
grocery_pos
91.92
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
92d8159fb6bab7314e24e2185d972255
1,371,871,851
45.855349
-84.703658
0
2,453
2020-06-22 03:31:02
213,124,978,348,176
fraud_Stracke-Lemke
grocery_pos
134.86
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
65123a82253b484381a0c4194c97134b
1,371,871,862
41.587178
-78.695099
0
2,454
2020-06-22 03:31:28
3,576,021,480,694,169
fraud_Bartoletti-Wunsch
gas_transport
72.18
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
b2665f1ada7ee5b0cfeb9bed2dbb4103
1,371,871,888
38.891359
-95.22102
0
2,455
2020-06-22 03:31:35
6,011,109,736,646,996
fraud_Dickinson-Rempel
misc_pos
105.6
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
aad4e723e7560e08caa631aba8dfb189
1,371,871,895
33.986197
-78.422066
0
2,456
2020-06-22 03:32:01
3,582,402,971,899,057
fraud_Welch Inc
misc_net
4.72
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
c12a50a17690b3806bd208ac304d950e
1,371,871,921
48.361239
-115.955417
0
2,457
2020-06-22 03:32:33
4,195,740,185,974
fraud_Bailey-Morar
grocery_pos
100.96
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
1946b20bc02ad7da4ec6ea6fc603d772
1,371,871,953
45.961335
-123.480742
0
2,458
2020-06-22 03:33:12
2,720,433,095,629,877
fraud_Heidenreich PLC
grocery_pos
73.52
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
41f3915fcc05643ccd1a6e2b67932e37
1,371,871,992
43.74951
-70.328234
0
2,459
2020-06-22 03:35:35
4,514,242,065,619,750
fraud_Paucek-Wiza
grocery_net
76.75
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
589eac868a72f88a57adcfd7f1ed675a
1,371,872,135
41.442988
-105.967516
0
2,460
2020-06-22 03:35:55
6,011,388,901,471,808
fraud_Zieme, Bode and Dooley
gas_transport
61.26
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
03f2f499c289afbaa30b9b96b691a436
1,371,872,155
40.31023
-80.029054
0
2,461
2020-06-22 03:36:28
30,266,994,494,236
fraud_Conroy-Cruickshank
gas_transport
47.58
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
bf07e45ea88cc491f6280c4795e68908
1,371,872,188
37.972914
-77.20092
0
2,462
2020-06-22 03:37:29
4,208,110,975,550,360,000
fraud_Huels-Hahn
gas_transport
60.29
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
276d1dc6a6345adfb0c318fc19e75c55
1,371,872,249
31.628143
-83.456604
0
2,463
2020-06-22 03:37:33
346,273,234,529,002
fraud_Osinski, Ledner and Leuschke
grocery_pos
226.66
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
19a5b7a7979ae22b078553524c6f29b0
1,371,872,253
36.807865
-79.682764
0
2,464
2020-06-22 03:37:54
4,725,673,654,161,314
fraud_Bednar Group
misc_net
3.94
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
a2f22817e6d362c8815e65a88095938a
1,371,872,274
41.380516
-71.38533
0
2,465
2020-06-22 03:38:06
630,451,534,402
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
129.56
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
a7ea51d482b267136a063dc8fa75b900
1,371,872,286
45.600783
-86.170747
0
2,466
2020-06-22 03:38:31
4,810,839,835,482,794,000
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
112.47
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
f57e9635b95cc3de0701d6827b80baca
1,371,872,311
37.444337
-94.529889
0
2,467
2020-06-22 03:38:35
4,005,676,619,255,478
fraud_Kerluke, Considine and Macejkovic
misc_net
868.48
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
2316b3d5045b9dcba383d5c27031ea4a
1,371,872,315
30.283263
-90.606406
1
2,468
2020-06-22 03:38:36
6,011,652,924,285,713
fraud_Erdman-Kertzmann
gas_transport
60.74
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
255e6b408095d51d6c42130a2d1a080c
1,371,872,316
37.800711
-93.014481
0
2,469
2020-06-22 03:39:01
379,897,244,598,068
fraud_Nader-Heller
misc_net
4.86
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
3d35eb2d02e753357450b025b96a69d7
1,371,872,341
38.5155
-86.411685
0
2,470
2020-06-22 03:39:04
4,640,395,708,703
fraud_Koepp-Witting
grocery_pos
136.19
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
4f74d21c7d5aa073d715b2571015be7e
1,371,872,344
30.286127
-91.258325
0
2,471
2020-06-22 03:39:22
3,540,210,836,308,425
fraud_Dach-Borer
grocery_net
45.04
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
f1f0a2421e547b7e2a79ab6e260a49bb
1,371,872,362
34.177324
-102.51482
0
2,472
2020-06-22 03:39:41
370,612,217,861,404
fraud_Robel, Cummerata and Prosacco
gas_transport
64.6
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
2438d19250b2501a4953517c72c14449
1,371,872,381
39.319869
-74.852338
0
2,473
2020-06-22 03:41:11
2,285,066,385,084,291
fraud_Kutch and Sons
grocery_pos
59.5
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
b4459b90fb2995d89e5ee2808eff5397
1,371,872,471
31.171081
-89.847769
0
2,474
2020-06-22 03:41:13
180,046,165,512,893
fraud_O'Hara-Wilderman
food_dining
114.67
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
8332b84f03fb77a6263c4b140555a1ba
1,371,872,473
45.141121
-121.93901
0
2,475
2020-06-22 03:41:20
4,169,759,661,243,568
fraud_Wolf Inc
grocery_pos
65.91
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
a4596d72223822f86224574583b8541f
1,371,872,480
39.746253
-75.578998
0
2,476
2020-06-22 03:41:34
6,011,252,220,172,077
fraud_Bernhard Inc
gas_transport
35.1
Melvin
Wright
M
210 Dean Causeway Suite 130
Alton
IA
51,003
42.9782
-96.0173
1,700
Engineer, land
2001-12-19
da47e6a43d444c2954fa9368557682f9
1,371,872,494
42.397369
-95.570863
0
2,477
2020-06-22 03:41:37
2,296,006,538,441,789
fraud_Bahringer-Larson
grocery_net
56.75
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
350e9a97bc81cf48c2f1b1bfb3bd3ea6
1,371,872,497
40.151749
-74.821953
0
2,478
2020-06-22 03:41:45
3,567,879,740,649,740
fraud_Langworth, Boehm and Gulgowski
shopping_net
11.19
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
30a05d0a40b7af56913ad9b69dd7cb16
1,371,872,505
43.186266
-75.356191
0
2,479
2020-06-22 03:42:19
2,356,276,337,669,917
fraud_Roob LLC
grocery_net
88.48
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
c78ff7c014350de3ff1d43f0874d72fc
1,371,872,539
38.773185
-75.58829
0
2,480
2020-06-22 03:42:32
6,573,561,108,825,071
fraud_Rau and Sons
grocery_pos
104.18
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
33f459d747d0728de9b22ec38806c85a
1,371,872,552
36.962168
-96.648994
0
2,481
2020-06-22 03:42:53
4,430,881,574,719,618
fraud_Monahan, Bogisich and Ledner
misc_pos
98.91
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
045356a9e1e61707c3e0c82e5bf181dd
1,371,872,573
39.716049
-105.797725
0
2,482
2020-06-22 03:43:17
4,063,094,974,360,571,400
fraud_Mayert Group
shopping_pos
38.8
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
8b42fd0c25c1c75985e6eacca1848fa1
1,371,872,597
40.893672
-112.722382
0
2,483
2020-06-22 03:43:18
4,308,156,300,921,054
fraud_Eichmann-Russel
misc_pos
40.6
William
Marshall
M
454 Sawyer Forks Apt. 231
Collegeville
MN
56,321
45.5783
-94.4199
1,536
Farm manager
1981-02-18
b44b1f829123c464fc15c5deeb5cc6b6
1,371,872,598
46.348092
-93.710249
0
2,484
2020-06-22 03:43:23
3,567,697,931,646,329
fraud_Torp-Labadie
gas_transport
64.21
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
c6be74cd0e59ff2c5984baca7ca5089a
1,371,872,603
42.098474
-74.128669
0
2,485
2020-06-22 03:43:41
344,709,867,813,900
fraud_Flatley Group
misc_pos
5.55
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
a3049427c179868a250b2072201d0cd4
1,371,872,621
26.988192
-82.24425
0
2,486
2020-06-22 03:44:20
4,689,147,265,057,949,000
fraud_Zieme, Bode and Dooley
gas_transport
69.67
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
cf4435ee3c65279d5d65d6cec5714fc3
1,371,872,660
41.642158
-95.481079
0
2,487
2020-06-22 03:44:50
372,520,049,757,633
fraud_Kutch, Hermiston and Farrell
gas_transport
42.11
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
5b6aff7166bf14fefc4067e4b42224f3
1,371,872,690
48.183328
-92.918954
0
2,488
2020-06-22 03:45:01
5,388,659,976,630,693
fraud_Wolf Inc
grocery_pos
141.75
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
8a22da5f6f529e078ad42cefe5893b48
1,371,872,701
43.790548
-90.38355
0
2,489
2020-06-22 03:45:38
213,174,467,670,432
fraud_Bednar Group
misc_net
7.79
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
1f268272eddb456f7bacfd0bb3cff14c
1,371,872,738
39.36583
-76.033294
0
2,490
2020-06-22 03:45:57
3,513,285,035,244,624
fraud_Kuhn LLC
misc_net
9.61
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
87c16596ccb480b404e5015e2f8f9cec
1,371,872,757
37.544878
-80.312425
0
2,491
2020-06-22 03:46:32
3,525,590,521,269,779
fraud_Conroy-Cruickshank
gas_transport
64.06
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
397c191564df36b9ca1e42085702118c
1,371,872,792
35.284465
-80.158965
0
2,492
2020-06-22 03:47:20
30,551,643,947,183
fraud_Dooley-Thompson
misc_net
2.77
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
3140374f4388ab1715f18633d2fdb253
1,371,872,840
34.633006
-80.61276
0
2,493
2020-06-22 03:47:46
2,703,186,189,652,095
fraud_Raynor, Feest and Miller
gas_transport
59.08
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
cf51bbb62584dae7522f8a06756ab2b5
1,371,872,866
36.18032
-80.604108
0
2,494
2020-06-22 03:47:51
4,476,840,372,112
fraud_Kutch and Sons
grocery_pos
41.73
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
59241034ce31b0f1eb2850aa493e4267
1,371,872,871
33.775447
-85.72729
0
2,495
2020-06-22 03:48:20
3,524,574,586,339,330
fraud_Skiles-Ankunding
grocery_net
13.25
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
d40a602f3d62fc3849bacd25c413952b
1,371,872,900
27.874482
-80.381534
1
2,496
2020-06-22 03:49:12
4,226,219,726,886,853,000
fraud_Bahringer-Larson
grocery_net
41.36
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
97f6a5b869e944ea8f4a2fb52bd81295
1,371,872,952
38.310753
-83.178116
0
2,497
2020-06-22 03:51:42
4,908,846,471,916,297
fraud_Stracke-Lemke
grocery_pos
198.98
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
f09482b444ebfcea665f9bd1ef15beb5
1,371,873,102
33.162327
-97.755672
0
2,498
2020-06-22 03:52:07
344,342,339,068,828
fraud_Larkin, Stracke and Greenfelder
entertainment
4.52
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
1f3d6e3c3fe8c1fc93123ebee6bd192f
1,371,873,127
30.553011
-82.103069
0
2,499
2020-06-22 03:52:49
561,942,763,351
fraud_Rohan, White and Aufderhar
misc_net
23.66
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
b7dd11d730b0b47c1f6b1202bdde5b77
1,371,873,169
39.243418
-77.26846
0