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
12,000
2020-06-25 02:11:10
6,011,399,591,920,186
fraud_Zieme, Bode and Dooley
gas_transport
86.51
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
8a872d03d5c38cf254fad66bf6a5d55b
1,372,126,270
41.704142
-73.820808
0
12,001
2020-06-25 02:16:36
630,469,040,731
fraud_Botsford Ltd
shopping_pos
13.94
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
521d7a43e5b07226cf2443e98890793b
1,372,126,596
46.50951
-121.56952
0
12,002
2020-06-25 02:17:17
4,259,996,134,423
fraud_Flatley-Durgan
misc_net
4.86
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
b50fa7edc4db649879ed979b4900cca6
1,372,126,637
37.552215
-99.086361
0
12,003
2020-06-25 02:19:36
6,011,504,998,544,485
fraud_Tillman, Dickinson and Labadie
gas_transport
76.68
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
3eb039529fc3144716d23dd7cafbd5f4
1,372,126,776
32.61965
-86.613593
0
12,004
2020-06-25 02:24:14
375,767,678,113,375
fraud_Schumm PLC
shopping_net
39.92
Christopher
Patterson
M
16744 Campbell Wall Apt. 372
Timberville
VA
22,853
38.6476
-78.7717
4,367
Waste management officer
1962-04-12
1cf9cf51a451451367ee3ef37efa7cf9
1,372,127,054
38.218545
-78.274845
0
12,005
2020-06-25 02:24:22
6,011,999,606,625,827
fraud_Will Ltd
food_dining
116.17
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
bf562bfd503f848ad78120b110529aad
1,372,127,062
40.778588
-73.684559
0
12,006
2020-06-25 02:25:40
4,862,293,128,558
fraud_Cole PLC
grocery_pos
135.91
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
44dc4e8f9046a87b306f11b734fa257e
1,372,127,140
40.500799
-78.80099
0
12,007
2020-06-25 02:25:49
3,527,536,963,490,470
fraud_Cole PLC
grocery_pos
124.34
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
fefc3284375e37742db7ffd91efcdc87
1,372,127,149
32.200094
-80.437784
0
12,008
2020-06-25 02:27:20
3,562,679,455,732,797
fraud_Bartoletti-Wunsch
gas_transport
78.18
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
b72537eac6fe2362f1fc4ab5d637a44a
1,372,127,240
38.827643
-76.576346
0
12,009
2020-06-25 02:28:57
348,253,506,557,335
fraud_Lesch, D'Amore and Brown
food_dining
59.42
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
43bfd8641d55349727547bcd0d160c95
1,372,127,337
31.142605
-88.109788
0
12,010
2020-06-25 02:30:33
4,377,338,765,909,719
fraud_Swaniawski, Bahringer and Ledner
grocery_net
47.1
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
51a33bd3d1fed4fa4ad246e6d344158d
1,372,127,433
36.062796
-84.452003
0
12,011
2020-06-25 02:31:20
36,192,615,525,683
fraud_Paucek-Wiza
grocery_net
35.05
Susan
Garcia
F
582 Rodriguez Wells
Albuquerque
NM
87,109
35.1506
-106.569
641,349
Civil Service administrator
1976-04-11
67bf3841f6621af0221b21c29d39c41d
1,372,127,480
35.200059
-107.227794
0
12,012
2020-06-25 02:32:12
567,868,110,212
fraud_Osinski, Ledner and Leuschke
grocery_pos
182.86
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
c469c8c9ec6944254d104e73b30a4d72
1,372,127,532
29.531587
-95.988001
0
12,013
2020-06-25 02:32:28
4,906,628,655,840,914,000
fraud_Koelpin and Sons
misc_net
49.33
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
134c78ff5f0e3a1080439b0e2d382164
1,372,127,548
23.916619
-80.409738
0
12,014
2020-06-25 02:32:44
3,560,336,828,629,935
fraud_Labadie, Treutel and Bode
shopping_net
107.51
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
c1172d651e517ac0e2ecd44f8ef2d0bd
1,372,127,564
42.804802
-92.198549
0
12,015
2020-06-25 02:34:11
581,293,083,266
fraud_Pouros-Conroy
shopping_pos
151.52
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
81c49275f2bfbb48e87e62c225091482
1,372,127,651
36.272047
-97.357293
0
12,016
2020-06-25 02:34:20
4,874,017,206,859,125
fraud_Ruecker Group
misc_net
260.43
Lauren
Williams
F
065 Jones Stravenue
Lake Oswego
OR
97,034
45.4093
-122.6847
42,817
Planning and development surveyor
1982-05-28
1ef70e48a47d8681de5cdbde0b8d10c8
1,372,127,660
45.058111
-121.889155
0
12,017
2020-06-25 02:34:25
4,103,158,249,977
fraud_Shields Inc
grocery_net
46.6
Christopher
Adkins
M
3512 Knight Center
Lorenzo
TX
79,343
33.6666
-101.5277
1,571
Petroleum engineer
1982-06-27
30122b803cb5f4b9379ce3e7ee45b626
1,372,127,665
33.600168
-101.354253
0
12,018
2020-06-25 02:36:57
4,423,489,490,781,412
fraud_Kuhic, Bins and Pfeffer
shopping_net
238.24
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
57d4e155e6040b1ff7d7a2fe66db2476
1,372,127,817
42.477909
-90.005264
0
12,019
2020-06-25 02:37:37
4,599,285,557,366,057
fraud_Heller-Langosh
gas_transport
57.02
Mary
Williams
F
00315 Ashley Valleys
Burrton
KS
67,020
38.0261
-97.6666
1,689
Gaffer
1997-11-18
8803d7f7251924581b5a25f0d512f132
1,372,127,857
38.859486
-97.619169
0
12,020
2020-06-25 02:38:21
180,065,479,077,096
fraud_Bernhard Inc
gas_transport
77.2
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
6a8bbe1dfa7abef7b84c10cf08a19076
1,372,127,901
39.585498
-77.425936
0
12,021
2020-06-25 02:41:56
213,178,850,083,780
fraud_Dach-Borer
grocery_net
51.05
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
b6bcc9a5689f84fb097ad37963b4005e
1,372,128,116
45.761593
-119.408689
0
12,022
2020-06-25 02:43:10
4,383,521,454,815
fraud_Wolf Inc
grocery_pos
41.26
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
35af238c7a0a3140058dc2a4bd300162
1,372,128,190
39.356002
-85.481731
0
12,023
2020-06-25 02:44:35
4,110,266,553,600,176,000
fraud_Bartoletti-Wunsch
gas_transport
60.54
Sandra
Schwartz
F
3789 Mark Walks
Sunflower
MS
38,778
33.5567
-90.5451
1,686
Education officer, community
1986-11-06
5cb8edbd240f46ef4d5e2a30901fb988
1,372,128,275
32.647059
-90.096923
0
12,024
2020-06-25 02:46:15
180,094,419,304,907
fraud_Auer-Mosciski
grocery_pos
184.77
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
44abe6b44bb484e8d3bf24ce33c5b3d6
1,372,128,375
33.086055
-116.348615
0
12,025
2020-06-25 02:46:17
675,945,690,716
fraud_Friesen-D'Amore
gas_transport
61.31
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
1d47fb55abe9b5fb82db08b1fc0d9cef
1,372,128,377
41.453496
-80.436847
0
12,026
2020-06-25 02:46:22
38,580,485,618,059
fraud_Moore, Dibbert and Koepp
misc_net
10.98
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
ac3579de202cdb3e470aa615dba59a28
1,372,128,382
48.444963
-102.20768
0
12,027
2020-06-25 02:46:38
4,294,930,380,592
fraud_Conroy-Cruickshank
gas_transport
55.66
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
faa8f219313389dbafe6494fa28792e0
1,372,128,398
37.939523
-79.544995
0
12,028
2020-06-25 02:48:13
3,543,591,270,174,051
fraud_Corwin-Collins
gas_transport
37.82
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
26c3596dca701dc4a4a1c3af23b983af
1,372,128,493
40.873611
-78.593341
0
12,029
2020-06-25 02:49:17
377,993,105,397,617
fraud_Lockman, West and Runte
grocery_pos
31.67
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
08e5f8bc46733de7a9044997282fa1fa
1,372,128,557
43.883178
-87.498459
0
12,030
2020-06-25 02:49:24
378,858,024,506,425
fraud_Raynor, Reinger and Hagenes
gas_transport
95.66
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
3c85d93114f84a90456f371279062ba0
1,372,128,564
33.706184
-111.851494
0
12,031
2020-06-25 02:50:15
30,428,204,673,351
fraud_Lemke-Gutmann
shopping_net
81.25
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
10652f360fd4265401e852ca4981c171
1,372,128,615
40.598131
-76.774603
0
12,032
2020-06-25 02:52:09
6,597,888,193,422,452
fraud_Parisian and Sons
gas_transport
51.39
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
bb17a1d2c4a7f6c9b04f6f0d2aa83b73
1,372,128,729
32.826537
-99.223644
0
12,033
2020-06-25 02:53:26
4,502,539,526,809,430,000
fraud_Terry, Johns and Bins
misc_pos
13.31
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
f57473f3c2604b6ffc746b01ce6b7362
1,372,128,806
36.63475
-90.890502
0
12,034
2020-06-25 02:54:05
4,855,488,158,131,690,000
fraud_Cartwright-Harris
grocery_pos
94.2
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
e9ffcad18c259e5dee5f8a84a7537946
1,372,128,845
44.802654
-72.286542
0
12,035
2020-06-25 02:56:02
379,141,394,109,214
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
136.98
Gerald
Anthony
M
252 Melissa Rapids Suite 944
Monetta
SC
29,105
33.8084
-81.5956
1,514
Chief Strategy Officer
1966-12-15
9b2b8f86f484044b4e0d32f1e7364a96
1,372,128,962
33.333754
-81.924523
0
12,036
2020-06-25 02:56:17
375,848,982,312,810
fraud_Kunde-Sanford
misc_net
26.24
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
a17f9645ac26caf27b5bb619bbd8880d
1,372,128,977
31.52766
-97.979151
0
12,037
2020-06-25 02:56:25
3,533,800,906,065,217
fraud_Johns-Hoeger
entertainment
19.22
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
62dc34312e7ff73d119af82bcf213f8a
1,372,128,985
39.5122
-99.551105
0
12,038
2020-06-25 02:56:56
4,613,314,721,966
fraud_Keeling-Crist
misc_pos
28.41
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
cce849aa2b2e812c05f58b48d7b4ad69
1,372,129,016
35.718071
-82.335446
0
12,039
2020-06-25 02:56:58
3,583,293,909,206,278
fraud_Bauch-Raynor
grocery_pos
115.6
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
8700de942ec98b75b47a3ed63b6a5f23
1,372,129,018
34.553041
-107.507323
0
12,040
2020-06-25 02:58:52
180,065,479,077,096
fraud_Beier LLC
entertainment
33.62
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
3903a076f494ab5da8c1fae27a1022c4
1,372,129,132
38.80583
-77.571328
0
12,041
2020-06-25 02:58:54
571,314,334,723
fraud_Brown PLC
misc_net
5.73
Lori
Mclean
F
4548 Werner Wells Apt. 441
Mc Clellandtown
PA
15,458
39.8882
-79.8694
2,379
Sales professional, IT
1971-01-19
85ba4d425ed86d70dfb0602187c46962
1,372,129,134
40.157159
-80.553802
0
12,042
2020-06-25 02:59:09
375,082,648,741,747
fraud_Corwin-Collins
gas_transport
58.02
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
7a6958f1d09ff028ab4ecb521643fbb1
1,372,129,149
46.982595
-97.598184
0
12,043
2020-06-25 02:59:16
3,566,875,419,572,867
fraud_Dickinson Ltd
misc_pos
47.44
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
0d05219681504ee3c44c6aed9e09e6ff
1,372,129,156
44.205511
-73.075148
0
12,044
2020-06-25 03:00:48
3,585,740,823,295,298
fraud_Roob LLC
grocery_net
47.36
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
05e8507f67e19942db9a4a93a4b9ab42
1,372,129,248
33.652087
-99.898927
0
12,045
2020-06-25 03:02:49
349,612,764,943,496
fraud_Bahringer, Schoen and Corkery
shopping_pos
144.79
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
5843a4fc0e83c38b49304181511409c3
1,372,129,369
36.302588
-84.239922
0
12,046
2020-06-25 03:03:45
4,890,424,426,862,857,000
fraud_Johnston, Nikolaus and Maggio
grocery_net
88.85
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
d62b419119399d791bca1badf914555c
1,372,129,425
39.311362
-121.745045
0
12,047
2020-06-25 03:04:23
4,171,397,999,167,005
fraud_Reinger, Weissnat and Strosin
food_dining
33.05
Ashley
Mcdonald
F
3160 Tina Estates Suite 234
Marietta
SC
29,661
35.0296
-82.5136
5,648
Museum/gallery exhibitions officer
1934-10-06
feadc242cd18214f541529e4aebbb99d
1,372,129,463
35.941622
-81.734654
0
12,048
2020-06-25 03:05:05
4,018,105,808,392,773,600
fraud_Jenkins, Hauck and Friesen
gas_transport
63.84
Katherine
Love
F
5884 Sandoval Square Apt. 371
Allenhurst
NJ
7,711
40.2367
-74.0067
1,533
Administrator, charities/voluntary organisations
1935-04-15
6313a76e7d68a70b76870821a0edf2ac
1,372,129,505
40.679526
-74.768904
0
12,049
2020-06-25 03:06:05
4,997,733,566,924,489
fraud_Kiehn Inc
grocery_pos
180.63
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
c1c912a840942e431578c04f4d45c9b9
1,372,129,565
44.732797
-92.692489
0
12,050
2020-06-25 03:07:58
3,541,687,240,161,491
fraud_Stroman, Hudson and Erdman
gas_transport
64.25
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
f515f98846292956316586cc1c61ea2f
1,372,129,678
32.016547
-81.036745
0
12,051
2020-06-25 03:08:47
6,538,891,242,532,018
fraud_Durgan-Auer
misc_net
465.1
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
ab7e103d3714c8fb23f6dca45342928a
1,372,129,727
36.485322
-91.338238
0
12,052
2020-06-25 03:09:26
30,270,432,095,985
fraud_Rippin, Kub and Mann
misc_net
1.25
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
887b6eabaed8541cec46a69b25dfecc2
1,372,129,766
41.322785
-90.461461
0
12,053
2020-06-25 03:10:07
4,149,238,353,975,790
fraud_Boehm, Block and Jakubowski
misc_pos
45.31
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
96351b178b3e4926a1e2ce6fb2858d65
1,372,129,807
40.852863
-79.259872
0
12,054
2020-06-25 03:10:08
6,011,438,889,172,900
fraud_Bogisich Inc
grocery_pos
201.82
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
ac3db7770856fe4863ae62ba88d6d78a
1,372,129,808
33.781228
-91.718594
0
12,055
2020-06-25 03:11:03
30,026,790,933,302
fraud_Dicki Ltd
grocery_net
52.92
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
c92548f3749cc7d5a8bdcd969eef2a1c
1,372,129,863
32.287361
-90.299891
0
12,056
2020-06-25 03:11:05
4,210,078,554,961,359,000
fraud_Parisian and Sons
gas_transport
62.61
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
36bf9d95a5db5e2a1c7cf0e5de7f6312
1,372,129,865
44.120765
-123.356861
0
12,057
2020-06-25 03:11:40
4,740,713,119,940,984
fraud_Beier LLC
entertainment
56.43
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
ed6e99afa64025962f395d5c0c9afdb5
1,372,129,900
40.553053
-74.123351
0
12,058
2020-06-25 03:12:15
4,683,638,447,911
fraud_Okuneva, Schneider and Rau
shopping_pos
122.49
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
9efa6177d5fec2f66b544ff721828e6d
1,372,129,935
30.096678
-92.268828
0
12,059
2020-06-25 03:12:55
4,707,867,759,656,333
fraud_Kohler, Lindgren and Koelpin
grocery_net
67.63
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
c9cd7683cb8cbb81e6fc70280c684dda
1,372,129,975
37.455036
-83.560145
0
12,060
2020-06-25 03:13:02
4,426,075,337,087,318,500
fraud_Erdman-Kertzmann
gas_transport
69.52
Kyle
James
M
621 Smith Hollow Apt. 738
Topeka
KS
66,616
39.0645
-95.6413
163,415
Clinical cytogeneticist
1975-06-25
d8d8bb9bb5d7b3e3ec3f9c14a64f1374
1,372,129,982
39.487646
-96.139443
0
12,061
2020-06-25 03:13:02
3,595,192,916,105,588
fraud_Kris-Weimann
misc_net
3.28
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
27abcc737a3ec94c862c08be0269c3ed
1,372,129,982
36.002984
-79.184789
0
12,062
2020-06-25 03:13:03
378,904,938,837,132
fraud_Jaskolski-Vandervort
misc_net
3.34
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
cb29aea4f10c74c4f0703d14d8028f05
1,372,129,983
35.714762
-98.073397
0
12,063
2020-06-25 03:15:03
30,290,551,782,700
fraud_Klein Group
entertainment
7.51
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
fd289fb2f43bc0f5f15ecb3ea799e903
1,372,130,103
36.071715
-88.283293
0
12,064
2020-06-25 03:15:09
2,280,870,154,157,385
fraud_Cummerata-Jones
gas_transport
57.15
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
a7c44e481b2a17f8f8e9c64725d8c035
1,372,130,109
39.104612
-89.334591
0
12,065
2020-06-25 03:16:41
6,011,104,316,292,105
fraud_Robel, Cummerata and Prosacco
gas_transport
76.53
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
fbfd6b2810ba5a2979f99d6808864552
1,372,130,201
36.067045
-78.067981
0
12,066
2020-06-25 03:17:51
4,979,422,371,139,333
fraud_Mohr-Bayer
shopping_net
18.22
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
8ee5a549fbe900c7d3bf6bd634295238
1,372,130,271
41.587995
-98.803605
0
12,067
2020-06-25 03:18:24
3,598,215,285,024,754
fraud_Heller, Gutmann and Zieme
grocery_pos
201.84
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
d3d476e5bf8282136cd09fc97646f3c9
1,372,130,304
41.609817
-73.327921
0
12,068
2020-06-25 03:19:13
4,666,314,527,820,883,000
fraud_Christiansen, Goyette and Schamberger
gas_transport
71.36
Guy
Thompson
M
5812 Ramos Oval Suite 598
Ravenna
NE
68,869
41.0233
-98.9041
2,202
Solicitor, Scotland
1974-06-21
393286e038bd77f7eaa0fbb5a25cc5dd
1,372,130,353
41.12795
-98.017663
0
12,069
2020-06-25 03:20:32
3,583,635,130,604,947
fraud_Gutmann Ltd
grocery_net
24.37
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
b70a1c7ef50112f608b5e767daa00efb
1,372,130,432
39.810291
-75.100504
0
12,070
2020-06-25 03:21:03
4,560,004,149,983,868,400
fraud_Heidenreich PLC
grocery_pos
208.81
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
14228ec8f13d5fb46dcdb3ec5de2d1e4
1,372,130,463
38.92697
-105.317077
0
12,071
2020-06-25 03:24:07
4,497,451,418,073,897,000
fraud_Eichmann, Bogan and Rodriguez
gas_transport
41.65
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
6930ad4380d678bead867c310021482d
1,372,130,647
32.681892
-92.964916
0
12,072
2020-06-25 03:24:12
180,058,696,935,600
fraud_Goldner, Kovacek and Abbott
grocery_pos
53.34
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
97432ac5e5b1155737e69de58180c942
1,372,130,652
42.260161
-75.537731
0
12,073
2020-06-25 03:25:07
4,789,911,625,179,723
fraud_Swift, Bradtke and Marquardt
grocery_net
101.6
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
1622653f1197d527ff03897794fc23d6
1,372,130,707
41.804873
-72.087856
0
12,074
2020-06-25 03:25:43
4,792,627,764,422,478,000
fraud_Kuhic Inc
grocery_pos
231.53
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
b77b9a67b5c537fd18cc8f4d9d02332e
1,372,130,743
39.349681
-94.541731
0
12,075
2020-06-25 03:27:47
213,107,169,859,697
fraud_Reynolds-Schinner
misc_pos
19.64
Megan
Fernandez
F
77127 Paul Station Apt. 495
Woods Cross
UT
84,087
40.8874
-111.9027
13,983
Insurance broker
1979-08-14
534e9321d32b3b839877e09cf9f65f7b
1,372,130,867
41.834039
-111.839774
0
12,076
2020-06-25 03:28:19
213,113,028,819,344
fraud_Kuhic LLC
shopping_net
1.23
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
f34fcdb235bb4ef53b1a95a6139fc1b2
1,372,130,899
43.651211
-75.369615
0
12,077
2020-06-25 03:30:54
3,592,931,352,252,641
fraud_Little, Gutmann and Lynch
shopping_net
110.47
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
7f1b0463825448f336bfe9889376c931
1,372,131,054
44.948121
-92.414707
0
12,078
2020-06-25 03:31:25
4,586,810,168,620,942
fraud_Cummerata-Jones
gas_transport
46.7
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
1cd896e0cb30e94aa1515684d6d3fbfc
1,372,131,085
33.338346
-80.675926
0
12,079
2020-06-25 03:31:51
4,128,027,264,554,082
fraud_Dach-Nader
misc_net
9.02
Kyle
Park
M
7507 Larry Passage Suite 859
Mount Perry
OH
43,760
39.8788
-82.188
1,831
Barrister's clerk
1953-10-18
7e1ba6e2ade94bf14774d509fd57fdc7
1,372,131,111
40.725205
-83.144778
0
12,080
2020-06-25 03:33:04
4,488,258,847,705,225,700
fraud_Hudson-Grady
shopping_pos
1.27
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
12b62f980e1c039662ebb9842592dda1
1,372,131,184
33.225965
-81.024729
0
12,081
2020-06-25 03:33:05
4,826,655,832,045,236
fraud_Reichert, Huels and Hoppe
shopping_net
6.47
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
f05e4d03668a1e205ce66a3e4e5300d9
1,372,131,185
42.402607
-69.473432
0
12,082
2020-06-25 03:33:27
3,596,357,274,378,601
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
78.28
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
4f6ebb9f16554db364d8627ad697e79e
1,372,131,207
41.90494
-78.557898
0
12,083
2020-06-25 03:34:04
2,318,062,975,163,331
fraud_Dickinson-Rempel
misc_pos
245.98
William
Martinez
M
0207 Griffith Plains Apt. 544
Louisiana
MO
63,353
39.4336
-91.0664
4,593
Teacher, early years/pre
1940-11-11
5dfd1675e1dc365ff9a9e019d9a97fc0
1,372,131,244
38.552007
-90.136326
0
12,084
2020-06-25 03:34:53
676,173,792,455
fraud_Smitham-Boehm
grocery_net
66.36
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
e090d331ab5042383fb861957fa8dda8
1,372,131,293
33.424353
-118.463671
0
12,085
2020-06-25 03:35:09
3,526,826,139,003,047
fraud_Greenholt, O'Hara and Balistreri
shopping_net
1.73
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
77ca12b2862d00c5e96042a3c1b93405
1,372,131,309
43.509382
-84.434527
0
12,086
2020-06-25 03:35:20
373,043,435,942,726
fraud_Cole PLC
grocery_pos
94
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
244648aa72799be742fc2cb207792ca1
1,372,131,320
29.176076
-95.373076
0
12,087
2020-06-25 03:35:27
4,973,530,368,125,489,000
fraud_Yost, Block and Koepp
misc_pos
4.27
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
77e13db2059b5f91bdbb1878804b84c7
1,372,131,327
36.016774
-94.27251
0
12,088
2020-06-25 03:36:07
2,576,709,887,791,552
fraud_Gutmann-Upton
misc_pos
3.69
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
132de80755c3d79c8f63c2897e3cc8b5
1,372,131,367
33.210418
-116.272261
0
12,089
2020-06-25 03:37:08
6,011,305,591,981,276
fraud_Raynor, Reinger and Hagenes
gas_transport
67.79
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
6c3230ca849bfd00e9e75c81d40791b6
1,372,131,428
33.769101
-87.342193
0
12,090
2020-06-25 03:37:24
38,295,635,583,927
fraud_Kutch, Hermiston and Farrell
gas_transport
53.08
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
83316c616e7f8ea802e138eab403a1e8
1,372,131,444
33.178028
-99.013343
0
12,091
2020-06-25 03:37:28
630,423,337,322
fraud_Tromp, Kerluke and Glover
grocery_net
71.95
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
f7ce9f9b113da75ec9a607590b3e3bcd
1,372,131,448
48.641137
-117.526991
0
12,092
2020-06-25 03:38:09
213,113,028,819,344
fraud_Harris Group
food_dining
87.71
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
13c7246f158fcd865bba0fe5e6fe413d
1,372,131,489
43.996512
-75.248635
0
12,093
2020-06-25 03:39:34
4,745,996,322,265
fraud_Kohler, Lindgren and Koelpin
grocery_net
5.57
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
27c288bb8c25777fe4a1271baf9ae957
1,372,131,574
40.839744
-86.610137
0
12,094
2020-06-25 03:39:44
213,178,850,083,780
fraud_Corwin-Collins
gas_transport
59.59
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
563535a83c562dab8d093a30a088a09b
1,372,131,584
45.181239
-118.93965
0
12,095
2020-06-25 03:40:59
2,706,977,570,537,524
fraud_Heathcote, Yost and Kertzmann
shopping_net
103.69
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
3d4d2e487c362119a89fb06f61d5e859
1,372,131,659
38.7165
-82.298476
0
12,096
2020-06-25 03:42:03
30,491,348,102,802
fraud_Parisian and Sons
gas_transport
73.59
Tommy
Dixon
M
8829 Steele Station
Dresden
KS
67,635
39.6094
-100.4112
169
Librarian, public
1953-07-30
737bcefa9ab249acf55333da750986d2
1,372,131,723
39.471552
-99.491771
0
12,097
2020-06-25 03:42:09
3,533,800,906,065,217
fraud_Pacocha-Bauch
shopping_pos
7.99
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
ee3c66d0b76c23545b2c0366e90615e6
1,372,131,729
39.406469
-98.94547
0
12,098
2020-06-25 03:42:40
3,514,865,930,894,695
fraud_Swaniawski, Lowe and Robel
shopping_pos
58.84
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
5e71c1c455c4cbb2ade47844cf77f03c
1,372,131,760
33.174081
-105.557943
0
12,099
2020-06-25 03:42:52
375,974,680,629,816
fraud_Kling Inc
gas_transport
43.85
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
ae0e2b8c523b0e51750b553908b0ac02
1,372,131,772
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