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
14,500
2020-06-26 07:06:08
3,560,318,482,131,952
fraud_Haley, Jewess and Bechtelar
shopping_pos
239.29
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
1d2e9bf2215a518db7275f09f414a24f
1,372,230,368
34.342434
-87.816024
0
14,501
2020-06-26 07:07:10
4,917,187,576,956,394
fraud_Brown-Greenholt
entertainment
56.73
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
67a3dff0409f9bb11452ed6bd8adbdb2
1,372,230,430
35.572879
-96.623363
0
14,502
2020-06-26 07:07:24
4,836,998,673,805,450
fraud_Bernhard Inc
gas_transport
74.84
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
8f0f0f213575cbdf7b2ee38ec4dc1333
1,372,230,444
45.19492
-87.048103
0
14,503
2020-06-26 07:07:59
4,586,260,469,584
fraud_Block-Parisian
misc_net
2.47
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
eda88b2e8bea4e1b72bc228dc6e30954
1,372,230,479
40.371809
-94.622637
0
14,504
2020-06-26 07:09:17
30,408,301,059,761
fraud_Murray-Smitham
grocery_pos
46.45
Brandon
Pittman
M
2881 Frey Village
Cross
SC
29,436
33.3364
-80.1859
4,471
Occupational hygienist
1973-10-09
c102676ea9b02c5f46b3eb1588dc3091
1,372,230,557
32.78809
-79.757782
0
14,505
2020-06-26 07:09:27
2,657,850,734,909,997
fraud_Jenkins, Hauck and Friesen
gas_transport
56.07
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
1d5d92150811ea40ad8c79d26aaf5de5
1,372,230,567
43.251917
-83.273551
0
14,506
2020-06-26 07:10:05
2,720,894,374,956,739
fraud_Heidenreich PLC
grocery_pos
54.75
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
1ccfe6f8f088f6197685d658fda8f655
1,372,230,605
43.138738
-83.521934
0
14,507
2020-06-26 07:11:55
4,501,449,508,569,485
fraud_Bailey-Morar
grocery_pos
103.13
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
a5d662d630b58dd014519f82e46d1865
1,372,230,715
45.107689
-97.891631
0
14,508
2020-06-26 07:11:59
3,502,377,050,801,561
fraud_Hoppe, Harris and Bednar
entertainment
103
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
082b3c42604b456722297ccfb27a444e
1,372,230,719
30.058831
-94.562774
0
14,509
2020-06-26 07:12:19
3,595,192,916,105,588
fraud_Goodwin-Nitzsche
grocery_pos
72.26
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
7d13402646ac9012a2d72471cd91c366
1,372,230,739
34.776658
-79.351031
0
14,510
2020-06-26 07:13:30
30,042,378,430,132
fraud_Conroy-Cruickshank
gas_transport
61.26
Connor
Grant
M
0654 Kevin Turnpike Apt. 084
Northport
NY
11,768
40.9051
-73.3309
21,902
Tour manager
1976-05-16
9d65c5cc43471305d005484d499daba3
1,372,230,810
40.668713
-73.106455
0
14,511
2020-06-26 07:15:00
4,708,992,452,821,239
fraud_Balistreri-Nader
misc_pos
580.18
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
099ec3d7b6fd53c033d815a1fbdc14a5
1,372,230,900
35.462982
-91.099498
0
14,512
2020-06-26 07:16:23
348,789,608,637,806
fraud_Padberg-Welch
grocery_pos
153.17
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
df6bc5a60a0ecc6e2d73ffc0c9e22fc5
1,372,230,983
40.868342
-99.088911
0
14,513
2020-06-26 07:16:23
4,116,554,952,971,686
fraud_Lockman, West and Runte
grocery_pos
90.7
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
e7e22caeff2d00223ade4567d68e9a96
1,372,230,983
26.75967
-80.007685
0
14,514
2020-06-26 07:16:36
3,583,635,130,604,947
fraud_Cassin-Harvey
grocery_net
135.5
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
b379a3f493c751a775592e9eb228b632
1,372,230,996
40.346243
-76.042013
0
14,515
2020-06-26 07:19:19
60,422,928,733
fraud_Schaefer, Maggio and Daugherty
gas_transport
62.44
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
e7469dc35eb25bd0b605418dea15fc7c
1,372,231,159
34.118332
-82.554127
0
14,516
2020-06-26 07:20:06
30,029,052,116,970
fraud_Huels-Hahn
gas_transport
81.01
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
0ab4b8b901530b27a44030dd8efc65fd
1,372,231,206
42.733427
-78.289448
0
14,517
2020-06-26 07:20:49
375,082,648,741,747
fraud_Deckow-O'Conner
grocery_pos
95.92
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
213e8d74387b55b15c414bd238e231fa
1,372,231,249
48.093958
-97.122689
0
14,518
2020-06-26 07:22:45
4,308,156,300,921,054
fraud_Kihn, Abernathy and Douglas
shopping_net
89.81
William
Marshall
M
454 Sawyer Forks Apt. 231
Collegeville
MN
56,321
45.5783
-94.4199
1,536
Farm manager
1981-02-18
3116bbc71b3670ef7303cbb4e07af9b7
1,372,231,365
46.417591
-94.250111
0
14,519
2020-06-26 07:22:50
6,595,970,453,799,027
fraud_Labadie, Treutel and Bode
shopping_net
536.13
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
6c4a4a6eee661c64f0b067d846a2fa78
1,372,231,370
40.279634
-74.389257
0
14,520
2020-06-26 07:22:58
30,030,380,240,193
fraud_Koepp-Witting
grocery_pos
102.76
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
9c41e84b03a33bd0f491bae17dc7316c
1,372,231,378
30.524248
-98.949294
0
14,521
2020-06-26 07:22:59
36,890,292,963,032
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
133.66
Kimberly
Webb
F
380 Martin Mission
Girard
GA
30,426
33.0437
-81.7106
1,100
Conservator, museum/gallery
1950-04-05
c2bc7fb314be134cbd85cb2508baf079
1,372,231,379
33.357532
-82.650537
0
14,522
2020-06-26 07:23:09
567,868,110,212
fraud_Balistreri-Nader
misc_pos
210.86
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
da457e7b9934b0bd9f2d5f26c236d790
1,372,231,389
29.979716
-96.394096
0
14,523
2020-06-26 07:23:46
180,064,817,343,047
fraud_Jones, Sawayn and Romaguera
misc_net
10.48
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
14876b5426fede00c22b77a0243f17d3
1,372,231,426
37.22534
-86.444087
0
14,524
2020-06-26 07:23:57
4,254,074,738,931,278
fraud_Berge LLC
gas_transport
58.52
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
323d0eb3ca8eb63bdc7657f4ca725fc6
1,372,231,437
41.297566
-77.498865
0
14,525
2020-06-26 07:25:29
630,484,879,808
fraud_McCullough Group
grocery_net
49.37
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
039052f7920d60902f50497dfec4c217
1,372,231,529
36.96828
-119.972177
0
14,526
2020-06-26 07:25:55
2,233,882,705,243,596
fraud_Streich, Hansen and Veum
gas_transport
62.61
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
5810f7f6a1e91649615a5da517c73383
1,372,231,555
32.437232
-89.877023
0
14,527
2020-06-26 07:27:06
30,487,648,872,433
fraud_Metz-Boehm
shopping_pos
2.22
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
ffea0ccfc93914517d28043e1bf1161d
1,372,231,626
38.228042
-85.700105
0
14,528
2020-06-26 07:28:07
4,158,945,090,781,624
fraud_Kerluke, Considine and Macejkovic
misc_net
4.05
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
43d559fe36304961666dbb59c9940e24
1,372,231,687
39.542414
-78.978479
0
14,529
2020-06-26 07:28:10
5,580,563,567,307,107
fraud_Bernier, Streich and Jewess
grocery_net
51.81
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
65bb4555386b0e4b66a73a0d26df8406
1,372,231,690
39.222255
-80.74913
0
14,530
2020-06-26 07:28:58
3,511,378,610,369,890
fraud_Greenfelder, Bartoletti and Davis
misc_net
35.01
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
5372a49f0989563f76f85471f4b6b481
1,372,231,738
34.968712
-86.411653
0
14,531
2020-06-26 07:29:34
4,220,495,028,289,516,500
fraud_Boyer-Reichert
shopping_net
43.67
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
05dc97fb9173e0db217fc648688ae63f
1,372,231,774
33.403539
-118.475872
0
14,532
2020-06-26 07:29:50
3,533,012,926,413,100
fraud_Huel-Langworth
misc_net
229.62
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
e16df8223bc944d3ea85668f120958aa
1,372,231,790
44.064444
-76.08571
0
14,533
2020-06-26 07:31:15
60,422,928,733
fraud_O'Hara-Wilderman
food_dining
42.45
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
3e1405ed0ba3fc81cf20ae6e27ec70de
1,372,231,875
34.584232
-82.971077
0
14,534
2020-06-26 07:33:31
4,973,530,368,125,489,000
fraud_Conroy-Cruickshank
gas_transport
94.08
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
781849db087e399b6db9863d49c2eca0
1,372,232,011
35.84173
-94.300016
0
14,535
2020-06-26 07:33:42
30,118,423,745,458
fraud_Brekke and Sons
gas_transport
64.8
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
ca6bec973bf027d4bdd60d4d3fea8084
1,372,232,022
40.865814
-74.617722
0
14,536
2020-06-26 07:35:26
370,612,217,861,404
fraud_Bernier, Streich and Jewess
grocery_net
82.22
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
13c6b00304e079f4ff06bd060722117b
1,372,232,126
40.663598
-74.559729
0
14,537
2020-06-26 07:39:59
4,792,627,764,422,478,000
fraud_Kerluke PLC
misc_net
32.67
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
6bc8a877a5a25126281179b5146f663b
1,372,232,399
38.685056
-94.080304
0
14,538
2020-06-26 07:40:59
4,426,075,337,087,318,500
fraud_Prohaska-Murray
gas_transport
90.83
Kyle
James
M
621 Smith Hollow Apt. 738
Topeka
KS
66,616
39.0645
-95.6413
163,415
Clinical cytogeneticist
1975-06-25
f30f459d34df889cee9bba8d5cbfea39
1,372,232,459
38.898041
-94.890501
0
14,539
2020-06-26 07:42:24
2,512,312,531,485,080
fraud_Christiansen, Goyette and Schamberger
gas_transport
74.17
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
7ff7ba9aeff62200e98edd9b28a2be1c
1,372,232,544
41.629913
-82.12256
0
14,540
2020-06-26 07:44:07
4,873,783,502,705,038
fraud_Reynolds-Schinner
misc_pos
6.22
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
ec89864efc6a41896b81aab6ce5f9c56
1,372,232,647
47.991375
-122.47858
0
14,541
2020-06-26 07:45:15
377,654,590,313,960
fraud_Hickle Group
shopping_pos
48.01
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
84375bd37adb25963c3618b57bdc464a
1,372,232,715
36.018443
-83.084657
0
14,542
2020-06-26 07:45:38
2,264,937,662,466,770
fraud_Friesen-D'Amore
gas_transport
48.5
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
5901b2ab6a3d959dd2a626b7c7e371c2
1,372,232,738
28.416742
-98.94826
0
14,543
2020-06-26 07:45:44
347,073,228,412,010
fraud_Kiehn-Emmerich
grocery_pos
119.39
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
a9613de3efb491828ccbeb08f0166afb
1,372,232,744
44.684248
-103.48589
0
14,544
2020-06-26 07:46:20
180,067,784,565,096
fraud_Heathcote, Yost and Kertzmann
shopping_net
383.83
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
e9b862b52e45864e8c236f584330d9de
1,372,232,780
42.406314
-88.806672
0
14,545
2020-06-26 07:46:35
4,810,789,809,665,943,000
fraud_Bogisich-Homenick
misc_net
8.96
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
fb5f533e80409c5d251743704714d2a8
1,372,232,795
39.286792
-84.31832
0
14,546
2020-06-26 07:47:02
676,118,385,837
fraud_Jenkins, Hauck and Friesen
gas_transport
64.94
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
27d5f1e27056b975c1a50692f9e4c617
1,372,232,822
44.785338
-121.84755
0
14,547
2020-06-26 07:48:40
3,545,109,339,866,548
fraud_Smitham-Schiller
grocery_net
22.95
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
9301a96f1fec3ca197faf56b85bcf65b
1,372,232,920
34.077442
-90.583629
0
14,548
2020-06-26 07:48:53
4,500,002,361,389
fraud_Huel, Hammes and Witting
grocery_pos
144.35
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
4e3914a9434c21fa6ae6565987a25295
1,372,232,933
37.620843
-76.019095
0
14,549
2020-06-26 07:49:43
6,011,104,316,292,105
fraud_Bailey-Morar
grocery_pos
78.22
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
34f39af55b60802b05518a1855af9a0b
1,372,232,983
36.657198
-78.647937
0
14,550
2020-06-26 07:50:01
4,956,828,990,005,111,000
fraud_McCullough Group
grocery_net
34.13
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
314ae89d4e03ef4c631f162e36852c6c
1,372,233,001
41.288289
-73.629609
0
14,551
2020-06-26 07:50:20
3,583,635,130,604,947
fraud_Keeling-Crist
misc_pos
3.46
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
c2b94cb42f1ef5aa3f5ddb0c334f7317
1,372,233,020
39.122832
-75.400384
0
14,552
2020-06-26 07:51:18
4,635,330,563,105,903
fraud_Huels-Nolan
gas_transport
85.88
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
e221d6d7b3166d3e15b8a4252b277291
1,372,233,078
39.225437
-76.69952
0
14,553
2020-06-26 07:52:00
30,143,713,661,454
fraud_Emard Inc
gas_transport
54.91
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
c93547063938f7adc8b93d1d6e17f535
1,372,233,120
48.019684
-96.002388
0
14,554
2020-06-26 07:53:39
2,235,613,922,823,698
fraud_Corwin-Collins
gas_transport
77.71
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
2d8a955ff89710ba24632d044d43e186
1,372,233,219
43.395215
-105.662342
0
14,555
2020-06-26 07:54:04
2,248,735,346,244,816
fraud_Nitzsche, Kessler and Wolff
shopping_pos
1.29
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
11ba34bc1270e642e0d9df802ed4a934
1,372,233,244
37.939079
-100.879002
0
14,556
2020-06-26 07:55:31
4,355,790,796,238,265,000
fraud_DuBuque LLC
grocery_pos
128.22
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
30881fb60976e4e773c8c732e21c8aba
1,372,233,331
40.671333
-90.926178
0
14,557
2020-06-26 07:55:48
213,180,742,685,905
fraud_Stroman, Hudson and Erdman
gas_transport
50.83
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
c61f4dee68ba8e5097c8f2e4f4839c34
1,372,233,348
39.584131
-123.819006
0
14,558
2020-06-26 07:56:20
4,900,628,639,996
fraud_Mraz-Herzog
gas_transport
68.9
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
9fdf9e6d1c766a288e00e081c6d4a027
1,372,233,380
34.044703
-117.351245
0
14,559
2020-06-26 07:57:17
4,908,846,471,916,297
fraud_DuBuque LLC
grocery_pos
205.59
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
d7773f12c007084db89baabeb7884564
1,372,233,437
32.381465
-96.950032
0
14,560
2020-06-26 07:58:36
4,613,314,721,966
fraud_Monahan, Bogisich and Ledner
misc_pos
37.5
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
e58a0da187fc119b7d43e6d4566e9652
1,372,233,516
36.626533
-82.137129
0
14,561
2020-06-26 07:58:57
343,668,971,234,893
fraud_Kutch, Steuber and Gerhold
food_dining
154.34
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
7d836854c44a57b030e49cca5383c18f
1,372,233,537
33.641517
-81.642569
0
14,562
2020-06-26 07:59:21
4,822,367,783,500,458
fraud_Sporer Inc
gas_transport
85.84
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
6d9a2f2bb16066d729abbf26d2f0836b
1,372,233,561
28.731407
-81.37534
0
14,563
2020-06-26 08:00:01
3,552,581,383,553,463
fraud_Pouros-Conroy
shopping_pos
6.22
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
6e95fdd993cd5edec911c7fa8991b734
1,372,233,601
35.58872
-84.779835
0
14,564
2020-06-26 08:00:19
4,642,255,475,285,942
fraud_Adams, Kovacek and Kuhlman
grocery_net
65.47
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
d72de6c0c2ee4f374180f88454e4d8c1
1,372,233,619
39.037923
-109.95521
0
14,565
2020-06-26 08:01:06
581,686,439,828
fraud_Roob LLC
grocery_net
39.41
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
644de77f069f3f17a5c0222ccf73eb98
1,372,233,666
42.13335
-79.675577
0
14,566
2020-06-26 08:02:14
4,908,846,471,916,297
fraud_Bins-Rice
gas_transport
91.4
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
2059a54daafcc65162798b2b19bfb0a7
1,372,233,734
31.594451
-97.776495
0
14,567
2020-06-26 08:04:12
30,248,898,834,493
fraud_Erdman-Kertzmann
gas_transport
74.7
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
2f7225b8d884e98df662d2a9649e82d0
1,372,233,852
32.609194
-100.116056
0
14,568
2020-06-26 08:04:18
4,089,096,483,689,733,600
fraud_Olson, Becker and Koch
gas_transport
70.1
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
bd8e365e44f6ff5922b7a7c3bbf66107
1,372,233,858
33.140659
-94.039572
0
14,569
2020-06-26 08:05:36
2,610,529,083,834,453
fraud_Towne, Walker and Borer
grocery_net
44.07
Tanya
Dickerson
F
053 Kim Valley Suite 928
Old Hickory
TN
37,138
36.2416
-86.6117
22,191
Prison officer
1994-07-27
bee7f1656d2a85252352982ab09b441e
1,372,233,936
36.01766
-85.67236
0
14,570
2020-06-26 08:06:15
180,065,479,077,096
fraud_Huels-Hahn
gas_transport
73.25
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
669c4da827218cc625f4050ee860789a
1,372,233,975
39.457349
-76.876643
0
14,571
2020-06-26 08:07:40
2,297,447,006,766,555
fraud_Cole PLC
grocery_pos
128.04
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
819882bc04880f8e24a90c2367e997eb
1,372,234,060
40.925412
-89.011604
0
14,572
2020-06-26 08:07:58
3,577,596,616,955,856
fraud_Gibson-Deckow
entertainment
186.83
David
Rogers
M
265 Mullen Park Apt. 307
Summerfield
NC
27,358
36.2245
-79.8901
14,075
Buyer, industrial
1929-04-22
f05696684ba08a0016b188805ccc573c
1,372,234,078
36.435656
-80.277253
0
14,573
2020-06-26 08:09:23
3,561,963,695,236,764
fraud_Cormier LLC
shopping_net
88.56
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
3bc0c07f9dd532146a15833114fa52bc
1,372,234,163
40.897644
-72.961786
0
14,574
2020-06-26 08:10:00
30,175,986,190,993
fraud_Thiel PLC
misc_pos
3.91
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
fd3dcd9b2309d0e72659b961ea3ee5c8
1,372,234,200
48.2177
-96.540041
0
14,575
2020-06-26 08:10:34
4,979,422,371,139,333
fraud_Lehner, Mosciski and King
misc_net
44.9
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
6a714ddd72ab48d058d3334b1285eb46
1,372,234,234
42.238455
-100.21593
0
14,576
2020-06-26 08:11:01
6,526,448,584,969,862
fraud_Christiansen-Gusikowski
misc_pos
2.27
Nathan
Stewart
M
63502 Brown Road Apt. 318
West Long Branch
NJ
7,764
40.2878
-74.0162
8,097
Mechanical engineer
1964-02-18
4e4c1901643f52287c7da56422042a31
1,372,234,261
41.144106
-73.101884
0
14,577
2020-06-26 08:11:02
3,527,536,963,490,470
fraud_Hackett-Lueilwitz
grocery_pos
101.64
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
e4c478f3afad7a874d62df44e048cc0b
1,372,234,262
32.111232
-81.40608
0
14,578
2020-06-26 08:12:13
4,198,470,814,557
fraud_Hills-Olson
grocery_net
53.27
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
2c07629f5be7bcc48343d94cfd60a09e
1,372,234,333
40.563607
-94.374981
0
14,579
2020-06-26 08:12:41
346,273,234,529,002
fraud_Auer-Mosciski
grocery_pos
188.09
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
70435f10a85b241f3c899a548019954f
1,372,234,361
38.340721
-80.930624
0
14,580
2020-06-26 08:13:11
345,389,171,551,808
fraud_Parisian and Sons
gas_transport
74.69
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
13866fc274b0a49b34e8f32099d7adb1
1,372,234,391
34.52035
-90.369927
0
14,581
2020-06-26 08:13:24
6,011,388,901,471,808
fraud_Heller-Langosh
gas_transport
64.16
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
e15ff3da4f49f3d5566201b42acebec9
1,372,234,404
40.872148
-80.094987
0
14,582
2020-06-26 08:13:40
6,538,891,242,532,018
fraud_Luettgen PLC
gas_transport
87.4
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
be32ec551656e6b375cd14380137fa19
1,372,234,420
36.163967
-90.455327
0
14,583
2020-06-26 08:13:42
371,985,236,239,474
fraud_Kihn, Abernathy and Douglas
shopping_net
8.51
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
8bc9ad4a504ddcd7f0f75b8988b9bacd
1,372,234,422
43.24472
-75.037821
0
14,584
2020-06-26 08:15:05
3,521,417,320,836,166
fraud_O'Keefe-Hudson
grocery_pos
218.36
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
204a5c73483d2c05e1f9cc8530df5abd
1,372,234,505
40.030167
-87.190412
0
14,585
2020-06-26 08:15:25
3,523,898,249,167,098
fraud_Mosciski, Gislason and Mertz
grocery_pos
90.5
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
f857bf109855c43ecf6291dd678476d8
1,372,234,525
41.223511
-73.816515
0
14,586
2020-06-26 08:15:57
30,135,235,368,675
fraud_Padberg-Welch
grocery_pos
241.58
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
11f2706d9b10ae4fc1d33a18e8562ee0
1,372,234,557
39.14352
-95.164599
0
14,587
2020-06-26 08:16:38
3,517,814,635,263,522
fraud_Berge LLC
gas_transport
71.21
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
b3014b5615ef83e2093b79384669ae1d
1,372,234,598
36.975386
-81.458947
0
14,588
2020-06-26 08:17:09
4,890,424,426,862,857,000
fraud_Prohaska-Murray
gas_transport
73.86
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
bb76509781b414149507834ceecad6e1
1,372,234,629
38.693488
-120.95335
0
14,589
2020-06-26 08:18:04
4,501,449,508,569,485
fraud_Erdman-Kertzmann
gas_transport
61.69
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
13cdf05084f654ed68b2abc8a5c77048
1,372,234,684
45.915255
-98.648984
0
14,590
2020-06-26 08:18:25
3,552,581,383,553,463
fraud_Turcotte-Halvorson
misc_pos
1.26
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
1c06a941cc0d74b375364023c1adb29b
1,372,234,705
34.280261
-83.458969
0
14,591
2020-06-26 08:20:28
3,592,931,352,252,641
fraud_Bahringer, Osinski and Block
food_dining
18.13
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
195092d79440eb406e60a507dea5d083
1,372,234,828
45.56102
-92.503159
0
14,592
2020-06-26 08:21:10
581,293,083,266
fraud_Bahringer, Schoen and Corkery
shopping_pos
122.73
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
5d24603360f7497fb8f0ef2fe82b4267
1,372,234,870
37.293186
-98.284231
0
14,593
2020-06-26 08:21:51
345,933,964,507,467
fraud_Kuphal-Bartoletti
misc_net
8.81
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
4915ef39f74a98afa19b7edc7ccaab01
1,372,234,911
38.275606
-75.124091
0
14,594
2020-06-26 08:22:18
213,175,487,106,448
fraud_Harris Inc
gas_transport
42.31
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
b44876cc6b5025fdd5da9ad365757edd
1,372,234,938
33.349359
-99.710342
0
14,595
2020-06-26 08:23:23
3,565,196,229,855,512
fraud_Streich, Hansen and Veum
gas_transport
63.2
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
066db1ab07b0db9afceeff4dd683ee86
1,372,235,003
40.427103
-93.357076
0
14,596
2020-06-26 08:23:25
3,534,330,126,107,879
fraud_Kuhic LLC
shopping_net
89.64
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
082cca15dc21f0b815e373431edbb77c
1,372,235,005
44.637474
-108.678607
0
14,597
2020-06-26 08:24:49
348,789,608,637,806
fraud_Kassulke PLC
shopping_net
2.52
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
6802387b1b2ae66aaa9bbe6d9a19cf0f
1,372,235,089
39.961115
-98.361943
0
14,598
2020-06-26 08:26:16
4,561,368,699,336,875
fraud_Luettgen PLC
gas_transport
67.83
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
6eee00a2c178ab40abd592bc777d8ceb
1,372,235,176
34.630947
-80.90191
0
14,599
2020-06-26 08:27:42
213,199,865,312,311
fraud_Torp-Labadie
gas_transport
52.68
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
0f2e8ca7ad43a0a0d9e76618d6533b1d
1,372,235,262
34.614519
-84.679734
0