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
1,295,800
2020-06-21 04:28:16
4,066,595,222,529
fraud_McDermott-Weimann
grocery_pos
141.81
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
fdf95cc4d408d2d5f8e6a9f7956dc386
1,371,788,896
38.633363
-83.372771
0
1,295,801
2020-06-21 04:32:19
4,634,955,908,138,648
fraud_Mosciski, Gislason and Mertz
grocery_pos
97.84
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
d73ac5f704e13b78a2b66bb9c94b4660
1,371,789,139
42.399114
-96.04221
0
1,295,802
2020-06-21 04:32:20
4,862,293,128,558
fraud_Terry-Huel
shopping_net
3.56
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
feb2c94cd2f9e351f69864876bef8a42
1,371,789,140
41.19095
-78.792601
0
1,295,803
2020-06-21 04:32:33
213,126,662,687,660
fraud_Bradtke PLC
grocery_pos
47.97
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
0e53e945b13ab6c78e2e2ae5f0af207d
1,371,789,153
27.200286
-99.967304
0
1,295,804
2020-06-21 04:32:49
4,302,475,216,404,898
fraud_Thiel-Thiel
entertainment
26.49
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
209bea1d477ec13a0109a856919d9793
1,371,789,169
42.507207
-94.023583
0
1,295,805
2020-06-21 04:33:01
676,281,772,837
fraud_Greenfelder, Bartoletti and Davis
misc_net
9.22
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
a13305b5f3a92dfac9f78b16d7a8addb
1,371,789,181
30.262676
-85.03386
0
1,295,806
2020-06-21 04:33:59
180,094,419,304,907
fraud_Rowe, Batz and Goodwin
grocery_pos
183.44
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
ad3fe778cf5743e1669f4e6a42bd94ad
1,371,789,239
33.149637
-116.602973
0
1,295,807
2020-06-21 04:34:24
2,576,709,887,791,552
fraud_Greenholt, Jacobi and Gleason
gas_transport
69.1
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
2c791e74b9dc53abc97d0aaba27e0798
1,371,789,264
33.290858
-117.13238
0
1,295,808
2020-06-21 04:34:59
213,178,765,398,315
fraud_Huel-Langworth
misc_net
12.53
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
69bacd005911f438da7e68e6926d12a5
1,371,789,299
42.385049
-109.089011
0
1,295,809
2020-06-21 04:35:08
345,832,460,465,610
fraud_Doyle Ltd
grocery_pos
61.76
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
dce3d18f4f26b553b379001c8dab8c6b
1,371,789,308
38.378341
-76.400091
0
1,295,810
2020-06-21 04:36:08
213,155,997,615,567
fraud_Haley Group
misc_pos
31.98
James
Yoder
M
83359 Lopez Point
Clune
PA
15,727
40.5503
-79.3237
168
Race relations officer
1978-10-04
6f5da237ee01d6c6afc324d141b9848a
1,371,789,368
39.558004
-79.077021
0
1,295,811
2020-06-21 04:36:53
4,710,792,708,725,663
fraud_Kuhic Inc
grocery_pos
69.56
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
a0dcae0b10e1b38ebd6027b864aa982e
1,371,789,413
40.548486
-84.43464
0
1,295,812
2020-06-21 04:37:48
346,243,940,647,414
fraud_Torp-Labadie
gas_transport
80.4
Sean
Miller
M
6340 Jeffrey Dale
Thornville
OH
43,076
39.8974
-82.4071
9,051
Audiological scientist
1983-01-08
d119d65979b405b4cd32cafdd40e0afc
1,371,789,468
38.981458
-82.221262
0
1,295,813
2020-06-21 04:38:11
370,877,495,212,014
fraud_Luettgen PLC
gas_transport
67.29
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
c379afe154f1b8da1260fac4e7b64d08
1,371,789,491
36.517218
-80.949692
0
1,295,814
2020-06-21 04:39:34
676,281,772,837
fraud_Vandervort-Funk
grocery_pos
96.37
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
372af97373323792908de9ecc685075f
1,371,789,574
30.954199
-83.793961
0
1,295,815
2020-06-21 04:39:40
3,565,196,229,855,512
fraud_Stark-Batz
entertainment
198.46
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
894a288a74452ed91d3f2a39b93ebbff
1,371,789,580
40.20737
-92.534122
0
1,295,816
2020-06-21 04:40:38
3,562,679,455,732,797
fraud_Mohr Inc
shopping_pos
3.75
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
a41242fd9570968f1ef5a0395ab92081
1,371,789,638
38.789593
-75.650864
0
1,295,817
2020-06-21 04:41:15
373,905,417,449,658
fraud_Reilly, Heaney and Cole
gas_transport
73.87
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
dc79fd5bdb88fc2da34608b39d2b4d5b
1,371,789,675
31.581523
-98.15151
0
1,295,818
2020-06-21 04:41:24
3,533,800,906,065,217
fraud_Quitzon, Green and Bashirian
shopping_pos
6.45
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
a852d5088f1f32d4aee3e5e089c9d2e4
1,371,789,684
40.524803
-97.780453
0
1,295,819
2020-06-21 04:41:29
571,465,035,400
fraud_Herzog Ltd
misc_pos
43.83
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
9f8514eec42c37575980cc932873a5d1
1,371,789,689
42.63621
-109.702557
0
1,295,820
2020-06-21 04:42:21
501,802,953,619
fraud_Strosin-Cruickshank
grocery_pos
154.86
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
ccc20bae40c35a9e87431fa1aadd1c0e
1,371,789,741
41.779141
-122.52385
0
1,295,821
2020-06-21 04:42:56
3,598,304,579,370,089
fraud_Schmitt Inc
gas_transport
59.37
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
d9702ec2459a86a731ba640dd3e8ebfb
1,371,789,776
37.392442
-97.464735
0
1,295,822
2020-06-21 04:43:39
4,623,560,839,669
fraud_Nienow, Ankunding and Collier
misc_pos
3.9
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
3f8ddd65a85987e076a6090101281ccf
1,371,789,819
41.42271
-94.196142
0
1,295,823
2020-06-21 04:45:55
3,502,377,050,801,561
fraud_Gottlieb, Considine and Schultz
shopping_net
9.28
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
a40ceeddd19e84247e654bb1739354e0
1,371,789,955
31.073476
-95.536355
0
1,295,824
2020-06-21 04:46:33
4,855,853,415,727,305,000
fraud_Wilkinson Ltd
entertainment
57.01
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
a990df75f8bcd822774b01ac4aa8b11f
1,371,789,993
44.300737
-88.583057
0
1,295,825
2020-06-21 04:46:40
3,575,789,281,659,026
fraud_Koss and Sons
gas_transport
55.46
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
2296c85f3ba57b5b73229769806f3885
1,371,790,000
39.546046
-93.277452
0
1,295,826
2020-06-21 04:46:44
6,526,955,903,501,879
fraud_Heathcote, Yost and Kertzmann
shopping_net
4.58
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
d4361c099667377ea60ad83800f432cd
1,371,790,004
26.627467
-80.783861
0
1,295,827
2020-06-21 04:46:46
2,713,913,904,780,408
fraud_Tillman, Dickinson and Labadie
gas_transport
101.5
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
9fddc1eea901012d6b65ab026907badc
1,371,790,006
32.717118
-91.392233
0
1,295,828
2020-06-21 04:47:10
3,547,560,454,237,873
fraud_Ruecker Group
misc_net
117.08
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
6f3cd2a568cb79fc8d213834364ab0e6
1,371,790,030
44.730813
-85.421254
0
1,295,829
2020-06-21 04:47:14
30,026,790,933,302
fraud_Gerlach Inc
shopping_net
77.37
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
b002aadd023794c4f1ebba801d967dd2
1,371,790,034
33.786631
-91.570381
0
1,295,830
2020-06-21 04:47:18
3,513,618,443,244,549
fraud_Swaniawski, Bahringer and Ledner
grocery_net
51.46
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
4f677c621203fc1820ba10164c8258c8
1,371,790,038
44.321292
-98.482727
0
1,295,831
2020-06-21 04:47:43
213,161,231,269,724
fraud_Grimes LLC
entertainment
36.25
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
82eff29cc62a9878237ee96ce953aa47
1,371,790,063
34.728619
-85.818133
0
1,295,832
2020-06-21 04:48:35
6,540,981,358,631,302
fraud_Hickle Group
shopping_pos
1.87
Bryan
Torres
M
152 James Centers Apt. 768
Detroit
MI
48,221
42.426
-83.15
673,342
Retail manager
1967-06-19
20558632ad8a1933a0b57a8b0140f500
1,371,790,115
41.829257
-83.178688
0
1,295,833
2020-06-21 04:49:22
4,839,615,922,685,395
fraud_Auer-Mosciski
grocery_pos
135.03
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
713cbd7895c1294d988900a6e8ccfe27
1,371,790,162
39.353699
-86.918269
0
1,295,834
2020-06-21 04:50:25
6,011,934,240,159,560
fraud_Schamberger-O'Keefe
grocery_pos
85.5
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
448aa56f7cd7e43a0dee3eee1b1df32e
1,371,790,225
45.003319
-68.441938
0
1,295,835
2020-06-21 04:53:05
4,186,530,744,674
fraud_Heller, Gutmann and Zieme
grocery_pos
70.25
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
86e42f5554619e7fee0da04adddee4cd
1,371,790,385
34.085863
-81.688467
0
1,295,836
2020-06-21 04:54:17
4,689,147,265,057,949,000
fraud_Reichert, Huels and Hoppe
shopping_net
69.65
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
89d849a3889a72aa38d214ade319be5d
1,371,790,457
41.086438
-96.955367
0
1,295,837
2020-06-21 04:55:19
344,342,339,068,828
fraud_Koepp-Parker
grocery_pos
72.72
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
f2e732c791feff988bce0bc08345bbc1
1,371,790,519
30.425776
-82.13318
0
1,295,838
2020-06-21 04:55:46
3,565,423,334,076,143
fraud_Cummings LLC
gas_transport
52.07
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
5514f2eefc631041c61f26cea14c3786
1,371,790,546
38.275042
-87.010748
0
1,295,839
2020-06-21 04:56:23
30,343,344,410,970
fraud_Mayert Group
shopping_pos
1.41
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
37cb9b4127e6f4588d801232f6d9e2e9
1,371,790,583
41.547766
-80.037141
0
1,295,840
2020-06-21 04:56:36
4,433,091,568,498,503
fraud_Cummerata-Jones
gas_transport
61.71
Linda
Davis
F
493 Todd Views
Gaithersburg
MD
20,882
39.2335
-77.1458
135,332
Clinical biochemist
1936-03-28
518c4402e3527b97855f48bd20285e97
1,371,790,596
38.447087
-77.710402
0
1,295,841
2020-06-21 04:57:21
4,998,109,455,173,950
fraud_Flatley Group
misc_pos
30.16
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
226360d2c4a2ec86c433910588fc22ba
1,371,790,641
38.790407
-94.952459
0
1,295,842
2020-06-21 04:57:25
3,521,815,216,091,574
fraud_Stracke-Lemke
grocery_pos
99.25
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
f587bbd13df9ae1bd62f242bde671743
1,371,790,645
39.814915
-105.865506
0
1,295,843
2020-06-21 04:57:32
374,125,201,044,065
fraud_Lockman, West and Runte
grocery_pos
71.96
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
3a68aabe5f832a1f1df2067a9a00b990
1,371,790,652
38.682858
-76.387343
0
1,295,844
2020-06-21 04:58:02
4,689,147,265,057,949,000
fraud_Haley Group
misc_pos
6.96
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
bfbc6a4feec7565d1364d3e93483e9c0
1,371,790,682
40.022644
-97.145514
0
1,295,845
2020-06-21 04:58:11
4,060,579,726,528,237
fraud_Kunze Inc
grocery_pos
89.61
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
af6f1564da618dfc89fe2e1f2e30560a
1,371,790,691
39.677614
-95.025653
0
1,295,846
2020-06-21 04:58:55
2,229,824,890,647,120
fraud_Jast Ltd
shopping_net
380.82
Walter
Blair
M
44951 Williams Brooks
Pearlington
MS
39,572
30.2508
-89.6011
1,414
Therapist, occupational
1958-02-17
c1006d9fe55c2ce5e5669b75dc30426e
1,371,790,735
29.970841
-88.711076
0
1,295,847
2020-06-21 05:00:07
4,129,767,952,109,660
fraud_Harris Inc
gas_transport
91.6
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
b4046023b3ea02bfc4e74ef6fe18d16c
1,371,790,807
46.860595
-96.363799
0
1,295,848
2020-06-21 05:00:44
676,245,600,876
fraud_Lind-Buckridge
entertainment
85.85
Ashley
Blanchard
F
292 Lowe Dam Suite 858
West Palm Beach
FL
33,417
26.7197
-80.1248
459,921
Historic buildings inspector/conservation officer
1960-06-14
40f6191ab051c4d41cafc7564d503bde
1,371,790,844
26.19854
-79.238347
0
1,295,849
2020-06-21 05:01:19
4,613,314,721,966
fraud_Spencer-Runolfsson
misc_pos
30.69
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
749e47993e56f2326b3c68ae9369121a
1,371,790,879
36.164554
-82.182442
0
1,295,850
2020-06-21 05:01:24
6,011,329,966,782,895
fraud_Hamill-Daugherty
misc_net
54.27
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
5a8ce5fc75a61d3c1eadb7eeeebc4dca
1,371,790,884
36.494673
-96.833716
0
1,295,851
2020-06-21 05:01:45
374,497,717,543,058
fraud_Simonis-Prohaska
misc_pos
65.79
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
51fc4550a574ecfe7d060aa560b3b661
1,371,790,905
47.661186
-101.527011
0
1,295,852
2020-06-21 05:01:53
3,592,931,352,252,641
fraud_Upton PLC
entertainment
30.86
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
94fca2849187f6ed3bb863da0a2a1ca7
1,371,790,913
44.645589
-93.558864
0
1,295,853
2020-06-21 05:03:31
344,342,339,068,828
fraud_Rau and Sons
grocery_pos
73.68
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
5f549a0f90675b707ca8625af407707d
1,371,791,011
32.297831
-82.232534
0
1,295,854
2020-06-21 05:05:04
2,285,066,385,084,291
fraud_Hintz-Bruen
grocery_net
48.96
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
707e552dd756c328abce1e65c1089c7b
1,371,791,104
32.505648
-88.434473
0
1,295,855
2020-06-21 05:08:42
4,956,828,990,005,111,000
fraud_Cummings LLC
gas_transport
74.97
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
e7702782fdb63ad3cccbfb1e5ef676dc
1,371,791,322
40.664749
-75.176044
0
1,295,856
2020-06-21 05:08:50
3,544,606,805,704,278
fraud_Hackett-Lueilwitz
grocery_pos
149.01
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
c3f3cf253c9ba8e4543805183a92087a
1,371,791,330
37.890125
-88.924292
0
1,295,857
2020-06-21 05:08:51
4,301,028,321,766,222,300
fraud_Fisher-Schowalter
shopping_net
94.33
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
7518b8fd92b8598f4d591c5ce5d826c4
1,371,791,331
40.826663
-81.291422
0
1,295,858
2020-06-21 05:08:53
3,553,629,419,254,918
fraud_Raynor, Feest and Miller
gas_transport
69.62
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
701fbdbe3a83f3489bc165a4c0bd8c67
1,371,791,333
48.311995
-122.248362
0
1,295,859
2020-06-21 05:09:22
6,011,399,591,920,186
fraud_Tillman, Dickinson and Labadie
gas_transport
61.78
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
b375c14a860e6f524335d7fa181ef143
1,371,791,362
41.260617
-73.319089
0
1,295,860
2020-06-21 05:10:02
372,520,049,757,633
fraud_Lind, Huel and McClure
gas_transport
57.03
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
314b2101662173013368b72a8bba2837
1,371,791,402
49.073764
-93.759062
0
1,295,861
2020-06-21 05:10:03
30,026,790,933,302
fraud_Lemke-Gutmann
shopping_net
85.36
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
c4d78959d4cec554d3ab725053c71b17
1,371,791,403
32.080048
-91.915929
0
1,295,862
2020-06-21 05:10:14
3,543,591,270,174,051
fraud_Friesen-Stamm
gas_transport
62.91
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
84acac7d9b56bb900feff0748479dcc6
1,371,791,414
39.547206
-79.785322
0
1,295,863
2020-06-21 05:10:17
374,656,033,243,756
fraud_Stehr, Jewess and Schimmel
misc_net
1.56
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
498dfaf65f9817afb8c2e44ead41ce01
1,371,791,417
39.018452
-77.495672
0
1,295,864
2020-06-21 05:10:20
4,587,657,402,165,341,700
fraud_Cole PLC
grocery_pos
44.48
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
a2cc2a82cfdef0b7d71b7ed37f454f05
1,371,791,420
41.888116
-87.735444
0
1,295,865
2020-06-21 05:10:23
3,587,044,315,915,002
fraud_Rodriguez Group
gas_transport
65.8
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
29ff93c8c4e942dec64173e0c88aefba
1,371,791,423
34.08158
-88.673102
0
1,295,866
2020-06-21 05:10:33
3,576,431,665,303,017
fraud_Durgan-Auer
misc_net
2.77
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
aef7adbf5a967e207110ab476570cfe3
1,371,791,433
32.991448
-112.418228
0
1,295,867
2020-06-21 05:10:35
3,523,898,249,167,098
fraud_Kiehn-Emmerich
grocery_pos
39.32
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
5cbfb52a28cc65cef0ae951c23e249a8
1,371,791,435
41.476412
-74.76982
0
1,295,868
2020-06-21 05:11:11
180,046,165,512,893
fraud_Zemlak Group
misc_net
343.81
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
aa1342f4a65d6620fcfbd9c6dcb307de
1,371,791,471
44.535007
-123.717014
0
1,295,869
2020-06-21 05:11:25
3,596,357,274,378,601
fraud_Auer-Mosciski
grocery_pos
84.88
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
14ad91d2a182241d7376b5c0555e95ad
1,371,791,485
40.689908
-79.182208
0
1,295,870
2020-06-21 05:12:42
501,831,082,224
fraud_Boyer-Reichert
shopping_net
6.64
Corey
Jones
M
709 George Underpass Apt. 080
West Decatur
PA
16,878
40.9493
-78.3129
1,762
Armed forces logistics/support/administrative officer
1962-05-04
c6c6794ed02ce80899718aa6afcc718e
1,371,791,562
40.45599
-79.241925
0
1,295,871
2020-06-21 05:14:50
213,156,747,557,083
fraud_Raynor, Reinger and Hagenes
gas_transport
61.43
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
f99a9ca8742544d71f349b300a7e4fce
1,371,791,690
35.037201
-117.235469
0
1,295,872
2020-06-21 05:15:07
372,382,441,451,095
fraud_Pacocha-Bauch
shopping_pos
140.75
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
ecb541f609eb3001a1c84d953eca3e55
1,371,791,707
42.784906
-74.438611
0
1,295,873
2020-06-21 05:16:36
3,560,318,482,131,952
fraud_Cole PLC
grocery_pos
157.3
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
1b008becacabe636d5808a3c508172f5
1,371,791,796
34.181415
-86.739693
0
1,295,874
2020-06-21 05:16:40
676,118,385,837
fraud_Kihn, Abernathy and Douglas
shopping_net
7.48
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
0978221f037e9b020c266865bf432b86
1,371,791,800
44.978565
-122.722875
0
1,295,875
2020-06-21 05:16:43
3,545,109,339,866,548
fraud_Schmitt Inc
gas_transport
26.03
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
4f926de2be73f92784a5baa79188f93d
1,371,791,803
33.101548
-91.338159
0
1,295,876
2020-06-21 05:17:19
6,011,652,924,285,713
fraud_Tillman, Fritsch and Schmitt
misc_net
20.35
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
1a0ab80f04f9d4d4c14a7f8ed73fd2d4
1,371,791,839
37.865543
-92.367413
0
1,295,877
2020-06-21 05:18:00
3,576,281,490,078,437
fraud_Monahan, Bogisich and Ledner
misc_pos
33.71
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
-86.6285
1,735
Financial adviser
1990-06-13
2ce5613b924f280c3ca0f91789f8e3c5
1,371,791,880
38.011371
-86.39097
0
1,295,878
2020-06-21 05:18:38
3,576,431,665,303,017
fraud_Miller-Hauck
grocery_pos
206.65
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
f97d4bee78b01233b4750ece6edafdd0
1,371,791,918
32.902751
-112.435872
0
1,295,879
2020-06-21 05:18:41
4,355,790,796,238,265,000
fraud_Zieme, Bode and Dooley
gas_transport
57.48
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
44bc29a4d55cd98945de4600e030cfe9
1,371,791,921
39.715048
-91.727254
0
1,295,880
2020-06-21 05:18:48
3,561,963,695,236,764
fraud_Torphy-Goyette
shopping_pos
109.06
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
960ae079af06834791f5ff10d2056191
1,371,791,928
41.438166
-71.802082
0
1,295,881
2020-06-21 05:18:55
4,503,101,193,493,053,000
fraud_Emard Inc
gas_transport
73.99
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
fd42b1737d815ce46f72bd200b1b6fc7
1,371,791,935
27.845865
-81.895815
0
1,295,882
2020-06-21 05:19:15
3,525,590,521,269,779
fraud_Torp-Labadie
gas_transport
65.34
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
78f9dce52ab72fcc30670d85b5537427
1,371,791,955
36.676134
-79.798882
0
1,295,883
2020-06-21 05:20:01
3,598,014,571,045,296
fraud_Luettgen PLC
gas_transport
62.22
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
12ffb74e7418765b3da63f79860bab13
1,371,792,001
34.629759
-77.384288
0
1,295,884
2020-06-21 05:22:29
30,044,330,818,990
fraud_Rutherford, Homenick and Bergstrom
grocery_net
70.11
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
a16b9ad94de7b28fa74a814058c24569
1,371,792,149
26.709619
-81.790405
0
1,295,885
2020-06-21 05:22:46
4,906,628,655,840,914,000
fraud_Kling Inc
gas_transport
57.69
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
b590e1cb091d7c88ab86b00d1e7b5a0e
1,371,792,166
24.69688
-80.684273
0
1,295,886
2020-06-21 05:23:33
348,253,506,557,335
fraud_Osinski, Ledner and Leuschke
grocery_pos
73.06
Thomas
Gibson
M
32745 Silva Springs Suite 040
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Armed forces logistics/support/administrative officer
1948-03-22
380aeabc91ac6a98f8811b4314904d4b
1,371,792,213
31.496855
-87.336516
0
1,295,887
2020-06-21 05:23:39
3,558,652,751,678,952
fraud_Mohr-Bayer
shopping_net
9.96
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
b96be2927e73adca1d969046cffc07fe
1,371,792,219
32.501609
-93.580833
0
1,295,888
2020-06-21 05:23:53
4,390,966,588,600,993,000
fraud_Trantow PLC
grocery_net
93.18
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
8bafa1ff604b25e8c47726091a672654
1,371,792,233
35.494076
-96.902337
0
1,295,889
2020-06-21 05:23:55
3,538,520,143,479,972
fraud_Heller-Langosh
gas_transport
52.32
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
dd4ba709dcf5057c78e4f02f85dc49ce
1,371,792,235
41.25973
-83.883784
0
1,295,890
2020-06-21 05:24:21
370,348,764,075,623
fraud_Mayert Group
shopping_pos
63.95
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
723318b08de1d1601300f4419d2c2df3
1,371,792,261
30.041501
-91.225186
0
1,295,891
2020-06-21 05:24:51
4,634,955,908,138,648
fraud_Bartoletti-Wunsch
gas_transport
77.45
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
f8330a9afc65b4a7a5cc3d27413a914d
1,371,792,291
40.918451
-95.675481
0
1,295,892
2020-06-21 05:25:51
2,305,336,922,781,618
fraud_Miller-Hauck
grocery_pos
139.81
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
289eb626cffef649ab40060b7513e1a9
1,371,792,351
39.825538
-91.726101
0
1,295,893
2020-06-21 05:27:20
4,277,232,699,798,846
fraud_Hickle Group
shopping_pos
7.26
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
a4fec5f2c57021a01daa4b5d3af31127
1,371,792,440
46.529067
-104.116472
0
1,295,894
2020-06-21 05:27:23
4,119,762,878,330,989
fraud_Eichmann-Russel
misc_pos
7.51
Melinda
Gutierrez
F
1497 West Gateway
Eureka
IL
61,530
40.7152
-89.2706
6,713
Archivist
1945-08-19
11f2191ffd41f6e7d6163d54fa2ef756
1,371,792,443
41.368366
-89.349834
0
1,295,895
2020-06-21 05:27:24
344,342,339,068,828
fraud_Bernhard-Lesch
food_dining
67.04
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
06ac7acadace2c9fcf6951e50c0e3938
1,371,792,444
30.7912
-80.686645
0
1,295,896
2020-06-21 05:28:05
376,445,266,762,684
fraud_Kiehn Inc
grocery_pos
84.1
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
e0e4e6bee11b6cbf060d14c6f20e3b5a
1,371,792,485
40.22534
-100.947761
0
1,295,897
2020-06-21 05:28:11
4,998,109,455,173,950
fraud_Schmitt Ltd
misc_net
6.35
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
3147469d989921bf2cd855cf2f85ccf2
1,371,792,491
38.415421
-94.242776
0
1,295,898
2020-06-21 05:28:14
6,511,349,151,405,438
fraud_Goyette, Howell and Collier
shopping_pos
9.71
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
abe227aac64eef2ec635dce03e8430a7
1,371,792,494
38.608104
-114.8496
0
1,295,899
2020-06-21 05:28:32
3,546,897,637,165,774
fraud_Koepp-Parker
grocery_pos
156.1
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
740c1be1f8932580d4b80f2d8ad1b39f
1,371,792,512
30.837172
-96.16225
0