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
1,269,000
2020-06-11 05:47:11
6,011,382,886,333,463
fraud_Hickle Group
shopping_pos
53.61
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
4a94566bdd752024b34110fa692bba6d
1,370,929,631
44.332231
-83.955471
0
1,269,001
2020-06-11 05:47:40
4,254,074,738,931,278
fraud_Marks Inc
gas_transport
73.13
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
7339a000534ab0e04af7425b84e23265
1,370,929,660
42.245257
-78.980878
0
1,269,002
2020-06-11 05:49:36
4,471,568,287,204
fraud_Nienow, Ankunding and Collier
misc_pos
30.89
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
ad1eecce86e7a2aa845d34ec573b276b
1,370,929,776
36.415785
-79.823899
0
1,269,003
2020-06-11 05:50:26
372,509,258,176,510
fraud_Morar Inc
grocery_net
38.67
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
5d9a955c2a5bc0328d3bbcc454ba5fd2
1,370,929,826
42.030943
-84.048074
0
1,269,004
2020-06-11 05:50:56
2,383,461,948,823,908
fraud_Sawayn PLC
shopping_pos
1.25
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
7e207261cb4867c7a41579327f03cefe
1,370,929,856
44.256907
-71.152102
0
1,269,005
2020-06-11 05:51:20
6,554,245,334,757,802
fraud_Vandervort-Funk
grocery_pos
69.12
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
54d6227ae0e786517dbf03c06feafc75
1,370,929,880
34.176525
-117.09986
0
1,269,006
2020-06-11 05:51:36
180,069,253,480,336
fraud_Koss and Sons
gas_transport
72.94
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
0c71eafa499ea450d298558f21a279d8
1,370,929,896
42.392414
-77.871107
0
1,269,007
2020-06-11 05:52:10
4,092,452,671,396,169,700
fraud_Eichmann-Russel
misc_pos
18.51
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
219a8df0ab46323edd0ba3dbbadff79e
1,370,929,930
35.229228
-79.283634
0
1,269,008
2020-06-11 05:53:39
2,706,977,570,537,524
fraud_Morissette PLC
shopping_pos
163.44
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
f335d8346faa29e98f82f2fc6a78dae3
1,370,930,019
39.665171
-83.071056
0
1,269,009
2020-06-11 05:54:36
4,500,002,361,389
fraud_Casper, Hand and Zulauf
grocery_pos
132.41
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
73bbd3a914930808ff6a8b8b6efc0909
1,370,930,076
39.118362
-75.035622
0
1,269,010
2020-06-11 05:55:17
36,485,887,555,770
fraud_Stroman, Hudson and Erdman
gas_transport
80.9
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
cf322f1c752876e113aea9363f6204a8
1,370,930,117
40.247111
-83.679727
0
1,269,011
2020-06-11 05:56:49
4,874,006,077,381,178
fraud_Hackett-Lueilwitz
grocery_pos
98.02
Patricia
Russell
F
89297 Wilson Green Suite 601
Moscow
IA
52,760
41.5646
-91.0859
533
Chief Technology Officer
1990-01-13
b3334529c793764e902844c8a0f00284
1,370,930,209
40.942817
-91.107693
0
1,269,012
2020-06-11 05:57:26
4,587,577,161,160,601
fraud_Harris Inc
gas_transport
57.34
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
3e2fd3d2424732cafb3fdfa9f9bcca34
1,370,930,246
43.644131
-68.525969
0
1,269,013
2020-06-11 05:58:50
213,161,231,269,724
fraud_McCullough LLC
misc_pos
53.26
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
865625438f2ef7fb091bb8827488ba90
1,370,930,330
34.103627
-85.173053
0
1,269,014
2020-06-11 06:00:06
4,560,004,149,983,868,400
fraud_Pacocha-O'Reilly
grocery_pos
209.35
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
cd6420f0d71e09a353556df48db0ce4d
1,370,930,406
38.209784
-103.676861
0
1,269,015
2020-06-11 06:01:01
4,025,612,008,285,111
fraud_Morissette PLC
shopping_pos
4.96
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
7548c8ac8801c50fca78a4c0607223f7
1,370,930,461
41.884882
-80.138169
0
1,269,016
2020-06-11 06:01:13
30,131,826,429,364
fraud_Huel-Langworth
misc_net
186.44
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
385bbfc17d0ff1cd21b1c4344c65b225
1,370,930,473
35.037091
-83.239253
0
1,269,017
2020-06-11 06:01:46
6,011,860,238,257,910
fraud_Vandervort-Funk
grocery_pos
162.72
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
e813e2a779b10727e0191aedf92d9bed
1,370,930,506
36.77666
-97.68049
0
1,269,018
2020-06-11 06:01:51
30,290,551,782,700
fraud_Hudson-Ratke
grocery_pos
80.78
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
eea0eef84f99b566af7710765ba31915
1,370,930,511
37.400779
-88.531869
0
1,269,019
2020-06-11 06:02:39
4,104,312,520,615,374
fraud_Kilback LLC
grocery_pos
110.32
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
4f4234103bc8d16b179fefeb9f322320
1,370,930,559
34.115901
-116.162315
0
1,269,020
2020-06-11 06:02:58
3,541,554,378,551,366
fraud_Cummings LLC
gas_transport
52.97
Brianna
Wilson
F
257 Victor Stravenue
Hampton
VA
23,666
37.0462
-76.4096
136,895
Accounting technician
1939-09-19
799b24bc078a00668bcda0c34a95a719
1,370,930,578
37.891597
-77.052481
0
1,269,021
2020-06-11 06:03:41
5,388,659,976,630,693
fraud_Dach-Borer
grocery_net
72.25
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
16c75f4032874b6bf6ff3caec596d955
1,370,930,621
42.738197
-90.285417
0
1,269,022
2020-06-11 06:03:43
2,222,001,896,600,109
fraud_Greenfelder, Bartoletti and Davis
misc_net
1.09
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
94f606a925f875df3fffedc2fd798bd3
1,370,930,623
38.285435
-89.916142
0
1,269,023
2020-06-11 06:03:54
6,547,670,341,037,171
fraud_Turner and Sons
shopping_pos
8.96
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
81ddda9738b1a7783d7120d986523f0c
1,370,930,634
40.554958
-75.036115
0
1,269,024
2020-06-11 06:05:18
4,464,457,352,619
fraud_Schumm, Bauch and Ondricka
grocery_pos
102.09
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
f311a8d3a9712ee31f9d8ea8f8e02b57
1,370,930,718
29.078348
-85.134975
0
1,269,025
2020-06-11 06:08:27
4,586,260,469,584
fraud_Brekke and Sons
gas_transport
74.57
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
31590d29f25ad4fc5c037c0f84c86a5c
1,370,930,907
39.914506
-96.198912
0
1,269,026
2020-06-11 06:08:30
4,839,615,922,685,395
fraud_Bednar Group
misc_net
8.58
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
a749087c5223aeead613941f7aeb714e
1,370,930,910
38.192278
-86.424062
0
1,269,027
2020-06-11 06:08:51
4,424,338,559,877,976
fraud_Weimann, Kuhic and Beahan
shopping_pos
6.47
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
e626145cf3921efd28bf2d5e640c9f79
1,370,930,931
40.510499
-84.246383
0
1,269,028
2020-06-11 06:10:09
6,011,360,759,745,864
fraud_Weimann, Kuhic and Beahan
shopping_pos
613.97
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
15dd896f9c1124fd953eab36d99b9885
1,370,931,009
38.33823
-78.596484
0
1,269,029
2020-06-11 06:11:20
6,511,349,151,405,438
fraud_Lockman Ltd
grocery_pos
166.61
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
05702f5bad4110143140bf56bbca4466
1,370,931,080
39.210152
-114.254577
0
1,269,030
2020-06-11 06:12:09
180,046,765,320,457
fraud_Goldner-Lemke
entertainment
5.86
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
d585cd893e4e6ea2d6be576722529e54
1,370,931,129
41.632314
-81.348741
0
1,269,031
2020-06-11 06:12:26
38,052,002,992,326
fraud_Luettgen PLC
gas_transport
75.43
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
a3586a1878c8ce7e70e46829fa648b7c
1,370,931,146
29.864789
-95.339686
0
1,269,032
2020-06-11 06:13:01
676,275,912,597
fraud_Bauch-Raynor
grocery_pos
82.57
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
9d4482c736695fec955e703fe9c33559
1,370,931,181
44.359238
-84.461803
0
1,269,033
2020-06-11 06:13:19
180,049,032,966,888
fraud_Pfeffer and Sons
shopping_pos
117.16
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
68b990eae438208d74e6962355a28861
1,370,931,199
47.193231
-89.680763
0
1,269,034
2020-06-11 06:13:31
4,149,238,353,975,790
fraud_Bradtke PLC
grocery_pos
97.75
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
be77958f5139b7e8a001791911a08fdd
1,370,931,211
39.555757
-80.401042
0
1,269,035
2020-06-11 06:13:35
4,390,966,588,600,993,000
fraud_Wuckert-Walter
grocery_net
129.27
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
1545710dc4efd4550a568ac5b35b14cc
1,370,931,215
34.934141
-98.009626
0
1,269,036
2020-06-11 06:13:49
5,456,712,664,803,820
fraud_Bahringer, Schoen and Corkery
shopping_pos
1.25
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
982a2f247d19c5250e7117b6daa039b9
1,370,931,229
36.140121
-105.906264
0
1,269,037
2020-06-11 06:13:49
180,031,190,491,743
fraud_Roberts-Beahan
misc_pos
31.22
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
64c19a7cea19ac83b45524ecc1737ccb
1,370,931,229
31.677989
-88.318983
0
1,269,038
2020-06-11 06:14:49
3,592,325,941,359,225
fraud_Price Inc
shopping_net
5.59
Ashley
Robinson
F
1007 Colton Forks
Hopewell
VA
23,860
37.2876
-77.295
31,970
Purchasing manager
1935-08-15
e2ec9be3666fc7aa9d4b3a42efc6bc3d
1,370,931,289
37.281878
-78.000652
0
1,269,039
2020-06-11 06:15:18
30,560,609,640,617
fraud_Roob, Conn and Tremblay
shopping_pos
6.01
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
22f336e22250d3277b8c2b7de1772f0e
1,370,931,318
40.798078
-92.638462
0
1,269,040
2020-06-11 06:15:48
3,506,042,666,828,517
fraud_Huels-Hahn
gas_transport
77.13
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
d5a8a2184e96e096a217612723ff1a10
1,370,931,348
38.834683
-81.351981
0
1,269,041
2020-06-11 06:16:39
4,158,758,517,677,931
fraud_Cummings Group
grocery_net
17.99
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
20e2b8d1e95b936d1fd6122b0286b2c7
1,370,931,399
43.482946
-95.934755
0
1,269,042
2020-06-11 06:17:51
5,501,083,170,975,659
fraud_Schuppe, Nolan and Hoeger
shopping_pos
2.8
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
ecd3e02d68d92a0de85f58ec0e70fd2c
1,370,931,471
42.011986
-81.37791
0
1,269,043
2020-06-11 06:18:09
501,802,953,619
fraud_Koepp-Witting
grocery_pos
133.68
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
c2aceb4ac5ba32779eccf454158bc77b
1,370,931,489
41.003361
-122.244153
0
1,269,044
2020-06-11 06:18:10
4,069,975,342,931,683
fraud_Kerluke PLC
misc_net
2.63
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
baf518c0cd1b3d3d1aeea533f53541e4
1,370,931,490
38.440582
-82.427885
0
1,269,045
2020-06-11 06:19:06
4,670,613,943,676,271
fraud_O'Keefe-Hudson
grocery_pos
102.24
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
a951a6c11ce29946727e0bfe484580e5
1,370,931,546
31.043633
-84.120113
0
1,269,046
2020-06-11 06:20:05
4,736,845,434,667,908,000
fraud_Schmitt Inc
gas_transport
76.14
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
8deedc684b3eae49a1d26977222901c2
1,370,931,605
44.253342
-73.58586
0
1,269,047
2020-06-11 06:20:06
4,208,110,975,550,360,000
fraud_Bahringer-Larson
grocery_net
46.09
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
b6eb7642728211f7bed95f9b75517b68
1,370,931,606
32.526231
-83.568803
0
1,269,048
2020-06-11 06:21:54
630,424,987,505
fraud_Miller-Harris
misc_net
6.09
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
5e3331351a203af80b8de06b23b19131
1,370,931,714
39.372317
-80.235454
0
1,269,049
2020-06-11 06:25:31
4,099,707,841,315,751
fraud_Shields Inc
grocery_net
49.59
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
02545ecdd48b1dec00682b44218bf239
1,370,931,931
38.987848
-77.780434
0
1,269,050
2020-06-11 06:26:30
3,526,826,139,003,047
fraud_Stamm-Rodriguez
misc_pos
759.61
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
d5cf3b61bab75809741b25a3748f39cd
1,370,931,990
43.683712
-85.622014
0
1,269,051
2020-06-11 06:27:02
5,130,484,058,948,421
fraud_Schumm, Bauch and Ondricka
grocery_pos
80.3
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
41fe0f439d245e7fcea6db892c6538c7
1,370,932,022
40.315268
-84.090029
0
1,269,052
2020-06-11 06:27:24
4,599,735,407,877,245,000
fraud_Bernhard-Lesch
food_dining
99.42
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
62912342b51c4c9c7c2431b40d48c24b
1,370,932,044
36.65305
-88.56484
0
1,269,053
2020-06-11 06:27:36
30,343,344,410,970
fraud_Block Group
misc_pos
4.84
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
63a4bba179d1cce08e249b575bacc9e4
1,370,932,056
41.972305
-78.370546
0
1,269,054
2020-06-11 06:27:36
60,487,002,085
fraud_Barton Inc
grocery_pos
29.68
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
f76f82fa9d1f0a7ae4426e5bdadbc6b5
1,370,932,056
33.114097
-90.564047
0
1,269,055
2020-06-11 06:28:40
2,229,378,226,512,508
fraud_Casper, Hand and Zulauf
grocery_pos
114.65
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
579713232411ca5633519bf2111f6f41
1,370,932,120
42.725669
-89.734431
0
1,269,056
2020-06-11 06:28:42
3,523,898,249,167,098
fraud_Conroy-Cruickshank
gas_transport
63.02
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
657d4c7117ebbe0acccaa0717ece062c
1,370,932,122
40.776912
-73.044647
0
1,269,057
2020-06-11 06:29:12
676,308,307,625
fraud_Pacocha-O'Reilly
grocery_pos
68.28
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
032cebd0c4b126e803199d2a1e6d4a6e
1,370,932,152
39.770579
-120.306119
0
1,269,058
2020-06-11 06:30:01
4,587,657,402,165,341,700
fraud_Hills-Olson
grocery_net
14.33
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
52bc6887f2a7adbc9574b607f3e49a4e
1,370,932,201
40.527083
-88.128267
0
1,269,059
2020-06-11 06:30:10
60,427,851,591
fraud_Parisian and Sons
gas_transport
76.71
Bradley
Martinez
M
3426 David Divide Suite 717
Burns Flat
OK
73,624
35.3492
-99.188
2,142
Politician's assistant
1976-06-30
1b92da95f9c1afdca440c806ee886076
1,370,932,210
35.166784
-100.012557
0
1,269,060
2020-06-11 06:30:35
4,550,599,031,376,731
fraud_Weimann, Kuhic and Beahan
shopping_pos
2.93
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
bc2f9cdb8a39c2680787637c5f7b0147
1,370,932,235
41.383045
-81.750332
0
1,269,061
2020-06-11 06:31:33
4,006,047,418,382
fraud_Rempel Inc
shopping_net
2.01
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
d9a02661fa0556214213033cb68686c3
1,370,932,293
37.091928
-83.923803
0
1,269,062
2020-06-11 06:31:50
3,575,789,281,659,026
fraud_Tillman, Dickinson and Labadie
gas_transport
55.68
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
7ebfeeb149fef638f16e3e0db18a924b
1,370,932,310
38.315734
-94.051672
0
1,269,063
2020-06-11 06:31:51
3,583,635,130,604,947
fraud_Koelpin and Sons
misc_net
1.39
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
9867eeb85c63bb871d1b85d1dad2dab2
1,370,932,311
40.321502
-75.545248
0
1,269,064
2020-06-11 06:32:10
4,689,147,265,057,949,000
fraud_Kuhic LLC
shopping_net
42.68
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
c5578eca3780f1db374ee6909c62bca7
1,370,932,330
41.676309
-95.806216
0
1,269,065
2020-06-11 06:33:07
377,234,009,633,447
fraud_Halvorson Group
misc_pos
59.89
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
ad83e8532e8c723cfeae0d72ac09a534
1,370,932,387
38.972695
-77.390853
0
1,269,066
2020-06-11 06:36:24
2,714,019,737,356,678
fraud_Wuckert-Walter
grocery_net
14.79
Christina
Moore
F
542 Finley Ports Apt. 396
West Finley
PA
15,377
39.9914
-80.4408
724
Theme park manager
1995-08-30
65786346fba55a4dd7295b78994a35d9
1,370,932,584
40.112131
-80.623888
0
1,269,067
2020-06-11 06:36:30
630,424,987,505
fraud_Sporer Inc
gas_transport
74.87
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
e4a7f7982c893b91c016a0def31eec02
1,370,932,590
39.094165
-79.754646
0
1,269,068
2020-06-11 06:38:22
502,038,091,380
fraud_Pouros-Conroy
shopping_pos
142.53
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
432b58426fa2b7b8898e19bdb4a410ad
1,370,932,702
36.321626
-92.312238
0
1,269,069
2020-06-11 06:40:40
213,161,869,125,933
fraud_Raynor, Feest and Miller
gas_transport
49.02
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
d7e2ecf5df42b8322cf6935f7cf09e62
1,370,932,840
45.353712
-70.174126
0
1,269,070
2020-06-11 06:40:58
4,191,109,180,926,792
fraud_Heller-Abshire
grocery_net
77.73
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
cb777cc4246cf459275b182a7d6dc996
1,370,932,858
40.606289
-82.110233
0
1,269,071
2020-06-11 06:42:36
6,011,360,759,745,864
fraud_Kassulke Inc
entertainment
3.97
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
4ef9545b534969d9f5f1932ec059f89b
1,370,932,956
39.793911
-78.46759
0
1,269,072
2020-06-11 06:42:58
4,476,840,372,112
fraud_Berge LLC
gas_transport
59.2
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
30436e3e25a5050767f6431ced53daff
1,370,932,978
34.019576
-86.222121
0
1,269,073
2020-06-11 06:49:31
375,974,680,629,816
fraud_Friesen-D'Amore
gas_transport
48.31
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
fbf8935a65e21aa5f110cab502593877
1,370,933,371
42.191401
-73.645119
0
1,269,074
2020-06-11 06:49:32
4,430,881,574,719,618
fraud_Kutch LLC
gas_transport
39.37
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
f313fead8afaa32b8d776d4bdbeb1f55
1,370,933,372
39.317923
-107.363349
0
1,269,075
2020-06-11 06:49:54
3,513,285,035,244,624
fraud_Emard Inc
gas_transport
81.65
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
d861bddd8dc6dc4699bb853f1b9273e7
1,370,933,394
36.958774
-82.076053
0
1,269,076
2020-06-11 06:51:08
2,288,813,824,604,479
fraud_Cartwright-Harris
grocery_pos
212.85
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
8da49c8f5ecb8fdb959bb02832f86985
1,370,933,468
39.987908
-73.134027
0
1,269,077
2020-06-11 06:51:10
676,173,792,455
fraud_Okuneva, Schneider and Rau
shopping_pos
331.55
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
7d2f1543902bef2fd7c2c9c35342c843
1,370,933,470
34.210906
-119.060698
0
1,269,078
2020-06-11 06:53:08
4,505,383,113,689
fraud_Raynor, Feest and Miller
gas_transport
45.98
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
be42a16b4c6b3f10147e761e57e407c1
1,370,933,588
38.317383
-76.031964
0
1,269,079
2020-06-11 06:56:48
5,580,563,567,307,107
fraud_Buckridge PLC
misc_pos
41.86
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
2ef3c123c783136df49b6dbd6f890522
1,370,933,808
39.213117
-78.782954
0
1,269,080
2020-06-11 06:57:02
60,495,593,109
fraud_Trantow PLC
grocery_net
96.31
Randall
Dillon
M
4440 George Mills Suite 591
Dallas
TX
75,210
32.7699
-96.743
1,263,321
Television camera operator
1942-11-24
4e3ef15e7d9d135b08f61dd90477aee5
1,370,933,822
33.625562
-96.550925
0
1,269,081
2020-06-11 06:59:54
4,181,833,256,558,614,000
fraud_Kutch-Hegmann
grocery_net
36.08
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
d4e7782354c6c316a881dbb1a74b8d17
1,370,933,994
36.180923
-106.170365
0
1,269,082
2020-06-11 07:02:02
4,708,992,452,821,239
fraud_Doyle Ltd
grocery_pos
138.58
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
da53711a647d6a27b04ccfee9b26ff7e
1,370,934,122
35.756731
-92.334764
0
1,269,083
2020-06-11 07:02:40
3,559,723,917,628,303
fraud_Stroman, Hudson and Erdman
gas_transport
68.4
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
ddc3f32805011c0df05a414a1fcf5b7c
1,370,934,160
42.252499
-88.552197
0
1,269,084
2020-06-11 07:05:20
4,469,777,115,158,235,000
fraud_Kutch and Sons
grocery_pos
66
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
d4119824ed38dc88df8745c59a75dffa
1,370,934,320
43.107642
-71.758457
0
1,269,085
2020-06-11 07:05:22
4,958,589,671,582,727,000
fraud_Bins, Balistreri and Beatty
shopping_pos
5.47
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
33d44c69b5e22b38eb3c066ce1f4ecfa
1,370,934,322
39.655029
-77.018246
0
1,269,086
2020-06-11 07:05:45
213,125,815,021,702
fraud_Buckridge PLC
misc_pos
33.16
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
685f00b0f16179df650e01e1b67522d1
1,370,934,345
42.20423
-74.313438
0
1,269,087
2020-06-11 07:07:27
38,295,635,583,927
fraud_Corwin-Collins
gas_transport
81.92
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
6aaf7279c396f5487d6876647b30b77d
1,370,934,447
33.211672
-99.582108
0
1,269,088
2020-06-11 07:07:33
213,141,712,584,544
fraud_Rau and Sons
grocery_pos
288.6
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
e3209276726a023c198344746355489b
1,370,934,453
32.158849
-91.091544
0
1,269,089
2020-06-11 07:09:01
6,011,367,958,204,270
fraud_Hudson-Ratke
grocery_pos
230.47
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
83add995b19b6fba8ecab11638c7adb1
1,370,934,541
42.093627
-81.779337
0
1,269,090
2020-06-11 07:09:31
3,558,652,751,678,952
fraud_Konopelski, Schneider and Hartmann
food_dining
94.85
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
6d95f0c5bbb0dbab770649202d4dff00
1,370,934,571
32.0837
-94.688754
0
1,269,091
2020-06-11 07:09:48
4,742,883,543,039,288,000
fraud_Kutch, Hermiston and Farrell
gas_transport
57.78
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
ee8f25621272147d6c751bc419fac518
1,370,934,588
19.9852
-156.082075
0
1,269,092
2020-06-11 07:14:08
2,720,894,374,956,739
fraud_Lind-Buckridge
entertainment
8.32
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
6c2f1ad9bec620a219d6b8197cc75ae7
1,370,934,848
42.178356
-81.953422
0
1,269,093
2020-06-11 07:14:25
3,560,318,482,131,952
fraud_Smith-Stokes
misc_pos
4.01
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
e4c9e2a51ebb65ef2a71be206c616c0a
1,370,934,865
35.000467
-86.760783
0
1,269,094
2020-06-11 07:14:33
213,114,122,496,591
fraud_Greenholt, Jacobi and Gleason
gas_transport
37.2
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
4bf96a55f4ad41f4f7f86f89745be11b
1,370,934,873
43.149383
-93.128844
0
1,269,095
2020-06-11 07:14:40
3,501,365,119,557,234
fraud_Miller-Hauck
grocery_pos
141.83
Danielle
Allen
F
87198 Macias Drive Suite 389
Loving
NM
88,256
32.274
-104.0914
1,925
Educational psychologist
1952-05-26
d0d01b03d0ef45009b01215146470119
1,370,934,880
32.433995
-104.161599
0
1,269,096
2020-06-11 07:15:10
3,554,849,923,339,851
fraud_Ernser-Lynch
food_dining
30.23
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
0d5c155146808f7ca6d16275ffe9da9b
1,370,934,910
35.272729
-97.908209
0
1,269,097
2020-06-11 07:16:42
4,079,773,899,158
fraud_Torp-Labadie
gas_transport
92.04
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
ec492d3145cad5b490b8c8f33a66da10
1,370,935,002
43.882972
-117.192911
0
1,269,098
2020-06-11 07:16:49
3,521,815,216,091,574
fraud_Roob LLC
grocery_net
54.72
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
78f1ecc7917f54ebe576e117db948c21
1,370,935,009
38.887934
-105.497509
0
1,269,099
2020-06-11 07:16:49
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fraud_Abernathy and Sons
food_dining
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Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
84bac68761587fca9b49ef8e27ad6680
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