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
18,600
2019-01-12 07:33:07
4,220,345,354,880
fraud_Quitzon, Green and Bashirian
shopping_pos
29.41
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
f62cb667d4b8235158ee73772c6a3e27
1,326,353,587
42.76803
-82.626682
0
18,601
2019-01-12 07:34:03
345,933,964,507,467
fraud_Kuhic Inc
grocery_pos
99.79
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
8a53b7235b643a649ed5c43633adf020
1,326,353,643
38.033756
-75.486957
0
18,602
2019-01-12 07:35:18
38,797,410,705,641
fraud_McDermott-Weimann
grocery_pos
303.58
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
bdd914c536ba19ac4611ce23934497cd
1,326,353,718
43.245743
-73.835641
1
18,603
2019-01-12 07:35:47
4,488,941,175,228,467
fraud_Goldner, Kovacek and Abbott
grocery_pos
208.88
Jacqueline
Washington
F
138 Stephen Ridges Apt. 978
Umatilla
FL
32,784
28.9254
-81.6801
11,432
Private music teacher
1986-03-31
e4dc293139c79ca63c1c10712a86e60d
1,326,353,747
28.92474
-82.317018
0
18,604
2019-01-12 07:36:21
5,130,484,058,948,421
fraud_Koss and Sons
gas_transport
71.31
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
88908fee3664bf9e504aae09e8dd64cb
1,326,353,781
40.563997
-84.225601
0
18,605
2019-01-12 07:38:17
375,248,307,838,179
fraud_Botsford Ltd
shopping_pos
1.73
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
1b782e1fc61b8dc16b8ef3f31a5105b4
1,326,353,897
38.70043
-80.241486
0
18,606
2019-01-12 07:39:15
2,576,709,887,791,552
fraud_Gottlieb, Considine and Schultz
shopping_net
99.36
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
b08e39ba74c27b3adf8100eed1cc290f
1,326,353,955
32.524727
-116.360837
0
18,607
2019-01-12 07:39:15
6,538,891,242,532,018
fraud_Murray Ltd
grocery_net
68.93
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
23c045935356212ee15d14b98f126082
1,326,353,955
35.591318
-91.164246
0
18,608
2019-01-12 07:40:57
2,286,236,465,059,468
fraud_Dickinson Ltd
misc_pos
1.15
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
1745124f047883b1f1eae8b28e5a1cc6
1,326,354,057
39.450609
-93.110764
0
18,609
2019-01-12 07:43:37
2,235,613,922,823,698
fraud_McDermott-Weimann
grocery_pos
179.31
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
216147bcc90df618097e61cb57df86a6
1,326,354,217
41.918098
-103.708183
0
18,610
2019-01-12 07:46:30
3,582,402,971,899,057
fraud_Lesch Ltd
shopping_pos
3.94
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
bf4bbcf7ff2ec383aed51a8bff97f518
1,326,354,390
48.536961
-115.971639
0
18,611
2019-01-12 07:46:31
180,046,617,132,290
fraud_Pfeffer LLC
grocery_net
81.38
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
5fa749e60efdc6be0395f549df049166
1,326,354,391
37.662337
-89.768698
0
18,612
2019-01-12 07:48:35
4,067,137,330,196,900
fraud_DuBuque LLC
grocery_pos
71.74
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
641d87c0d184c40a48658fe082ccddf3
1,326,354,515
33.955535
-87.334062
0
18,613
2019-01-12 07:49:58
4,951,647,200,979,051
fraud_Jenkins, Hauck and Friesen
gas_transport
56.73
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
357f4630425a5b7fb48ce2c7463f2ecf
1,326,354,598
38.507582
-89.798543
0
18,614
2019-01-12 07:50:07
4,220,345,354,880
fraud_Casper, Hand and Zulauf
grocery_pos
87.09
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
0e651c94ff774c64678b0529a9fd4585
1,326,354,607
41.889194
-82.991141
0
18,615
2019-01-12 07:50:32
6,011,305,591,981,276
fraud_Gerlach Inc
shopping_net
149.22
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
b531a16c86e0a179769e7a8de52dd010
1,326,354,632
35.499908
-86.035193
0
18,616
2019-01-12 07:52:17
4,599,735,407,877,245,000
fraud_Padberg-Welch
grocery_pos
94.31
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
d699cc4c67a6ee87d9631e6e153a869b
1,326,354,737
36.70063
-88.6902
0
18,617
2019-01-12 07:52:33
213,178,765,398,315
fraud_Kuvalis Ltd
gas_transport
75.01
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
d8875480c709e2bbc36d21128417369d
1,326,354,753
42.918272
-108.783265
0
18,618
2019-01-12 07:52:47
4,464,457,352,619
fraud_Schmitt Inc
gas_transport
57.67
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
712c6f0c5127fd68447592123c923dab
1,326,354,767
29.172886
-84.055199
0
18,619
2019-01-12 07:53:03
30,560,609,640,617
fraud_Mosciski, Gislason and Mertz
grocery_pos
132.46
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
526275211fd050e32fd267a85354799e
1,326,354,783
40.882135
-92.069993
0
18,620
2019-01-12 07:53:12
4,301,028,321,766,222,300
fraud_Auer-Mosciski
grocery_pos
87.09
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
8e4264ea406907dd90483ada5a4ce228
1,326,354,792
41.443513
-80.961609
0
18,621
2019-01-12 07:55:24
3,549,202,406,645,667
fraud_Okuneva, Schneider and Rau
shopping_pos
24.23
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
d56592c2c6e4261db886fae312c4da95
1,326,354,924
43.789979
-69.905004
0
18,622
2019-01-12 07:57:05
4,155,021,259,183,870
fraud_Miller-Hauck
grocery_pos
113.34
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
89a40b952e3b5dc4fd33c5f96488e953
1,326,355,025
35.700309
-98.79374
0
18,623
2019-01-12 07:57:58
36,153,880,429,415
fraud_Block-Parisian
misc_net
3.81
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
961f8987af0be6f820eb03f808857bf6
1,326,355,078
28.939644
-81.396683
0
18,624
2019-01-12 07:57:59
4,613,314,721,966
fraud_Paucek-Wiza
grocery_net
50.72
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
9bba6987dbbe33784d36e618b622391b
1,326,355,079
36.111267
-82.375468
0
18,625
2019-01-12 07:58:39
3,595,192,916,105,588
fraud_Koss and Sons
gas_transport
59.1
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
db881b0cf19f21011c8e841efcc6acdd
1,326,355,119
35.154282
-78.588451
0
18,626
2019-01-12 07:59:50
30,371,006,069,917
fraud_Brekke and Sons
gas_transport
69.6
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
03c6a479005c59496fe9fc2ec9d977df
1,326,355,190
39.070804
-88.729611
0
18,627
2019-01-12 08:01:20
4,500,002,361,389
fraud_Terry-Huel
shopping_net
9.92
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
26c31095d7483b4c879ba82ee567dadb
1,326,355,280
38.015315
-75.748559
0
18,628
2019-01-12 08:02:10
30,360,260,465,747
fraud_Corwin-Collins
gas_transport
43.83
Jennifer
Garcia
F
28777 Stewart Plains Apt. 495
Putnam
IL
61,560
41.1949
-89.4409
754
Presenter, broadcasting
1962-05-13
e770310933f91a161f72ad25695e1138
1,326,355,330
40.982578
-89.140418
0
18,629
2019-01-12 08:02:22
3,572,976,568,630,035
fraud_Parisian and Sons
gas_transport
60.11
William
Lopez
M
785 Kevin Walk Suite 237
Brainard
NE
68,626
41.1832
-96.9882
614
Associate Professor
1967-06-20
91a095dc1fbebc7a9b0fb81502023b43
1,326,355,342
40.48144
-97.74143
0
18,630
2019-01-12 08:03:30
4,683,638,447,911
fraud_Hackett-Lueilwitz
grocery_pos
108.11
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
e32551bdbb077269ea341c54d5223ad5
1,326,355,410
30.121907
-92.465994
0
18,631
2019-01-12 08:04:12
4,601,636,330,889
fraud_Torp-Labadie
gas_transport
77.74
Mark
Rivera
M
383 Contreras Hills Suite 658
Humble
TX
77,338
30.0041
-95.2825
194,500
Tax adviser
1990-12-18
c1df1b55daabb86e9a9589c4be417033
1,326,355,452
30.247701
-94.393314
0
18,632
2019-01-12 08:05:22
4,990,494,243,023
fraud_Murray Ltd
grocery_net
65.18
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
f13493e566c9652e9ac510972fe68d23
1,326,355,522
40.568593
-78.803128
0
18,633
2019-01-12 08:07:43
4,400,011,257,587,662,000
fraud_Schamberger-O'Keefe
grocery_pos
110.81
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
476bb4c8f8c84e8a8d0caf007e66761d
1,326,355,663
41.223164
-99.352646
0
18,634
2019-01-12 08:07:45
377,550,167,323,848
fraud_Cormier, Stracke and Thiel
entertainment
44.08
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
3802a83e46f07a8fae7c013823783d21
1,326,355,665
43.859178
-70.320949
0
18,635
2019-01-12 08:09:12
4,681,601,008,538,160
fraud_Cummerata-Jones
gas_transport
72.98
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
b244a1e39b6788b2e18190b2c855a700
1,326,355,752
39.68284
-79.959033
0
18,636
2019-01-12 08:09:37
2,252,055,259,910,912
fraud_Pouros-Haag
shopping_pos
139.39
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
85936921d11ec251c10d1d4c046830c4
1,326,355,777
43.787916
-90.958339
0
18,637
2019-01-12 08:10:48
4,683,638,447,911
fraud_Gerlach Inc
shopping_net
98.61
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
d93739bd16551a0c776c855a08b784b9
1,326,355,848
29.732225
-92.903019
0
18,638
2019-01-12 08:12:09
3,541,687,240,161,491
fraud_Miller-Hauck
grocery_pos
125.18
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
4ce3bd0bdb92121a6f5c31f21a7069da
1,326,355,929
30.478576
-81.035659
0
18,639
2019-01-12 08:13:57
4,383,521,454,815
fraud_Ferry, Reichel and DuBuque
grocery_net
32.23
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
0ddafa4a6b789274cd28cbdfc767f4d8
1,326,356,037
39.027689
-86.000427
0
18,640
2019-01-12 08:14:48
6,538,891,242,532,018
fraud_Balistreri-Nader
misc_pos
286.3
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
7269a0637263676bb4cf38aa8205228d
1,326,356,088
36.882426
-90.748116
0
18,641
2019-01-12 08:16:05
213,186,880,359,195
fraud_Heller-Langosh
gas_transport
74.32
Craig
Franco
M
9242 Vanessa Ramp Apt. 525
Smithfield
IL
61,477
40.4855
-90.2856
631
Futures trader
1973-02-14
9006ef53c6b440bc8394ced1bfcdc85d
1,326,356,165
40.510274
-90.986551
0
18,642
2019-01-12 08:18:27
3,560,697,798,177,746
fraud_Towne, Walker and Borer
grocery_net
95.65
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
f91c871ab7dd3db95b9e5d815ad6d534
1,326,356,307
34.702627
-117.027332
0
18,643
2019-01-12 08:18:58
348,253,506,557,335
fraud_McKenzie-Huels
food_dining
36.93
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
556f7a81ff3ca1d536b3dcf551b15ed9
1,326,356,338
30.670634
-88.873608
0
18,644
2019-01-12 08:20:27
4,988,304,376,504
fraud_Mraz-Herzog
gas_transport
39.6
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
2ac10c10f5b47cb7401f2e087337d16c
1,326,356,427
42.321733
-74.547198
0
18,645
2019-01-12 08:20:33
348,789,608,637,806
fraud_Willms, Kris and Bergnaum
shopping_pos
1.04
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
04547015cfa043635727a972ec416d85
1,326,356,433
41.096205
-99.375293
0
18,646
2019-01-12 08:21:09
4,958,589,671,582,727,000
fraud_Harris Inc
gas_transport
86.09
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
920c115bc103fd57ff4264d3885d0d68
1,326,356,469
37.924272
-77.170573
0
18,647
2019-01-12 08:22:30
4,384,910,379,661,778
fraud_Raynor, Reinger and Hagenes
gas_transport
63
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
0aa283ec01ea4e6acbd65194594b3d71
1,326,356,550
47.558141
-97.160954
0
18,648
2019-01-12 08:23:12
3,565,196,229,855,512
fraud_Hackett-Lueilwitz
grocery_pos
93.39
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
db6a9b7ced99cb79b6ec78c6301db38a
1,326,356,592
39.603269
-93.34132
0
18,649
2019-01-12 08:23:14
36,722,699,017,270
fraud_Bahringer-Larson
grocery_net
62.88
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
4535f49d4322bf94b075c0770b5a8bb0
1,326,356,594
32.526175
-111.171478
0
18,650
2019-01-12 08:25:49
30,242,921,189,660
fraud_Turner and Sons
shopping_pos
3.36
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
361dba5f350d3f2284bdaf2d9cfa7fc5
1,326,356,749
45.335487
-83.623987
0
18,651
2019-01-12 08:28:54
6,011,348,830,550,197
fraud_Corwin-Collins
gas_transport
100.52
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
5c1b984c0a9270ed038a931d529a50c0
1,326,356,934
34.006923
-86.199463
0
18,652
2019-01-12 08:29:28
3,559,723,917,628,303
fraud_DuBuque LLC
grocery_pos
101.63
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
510ac0cd452ed7fb869844693676bb4e
1,326,356,968
42.78649
-88.269066
0
18,653
2019-01-12 08:30:40
2,291,163,933,867,244
fraud_Deckow-O'Conner
grocery_pos
58.81
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
a711982dcaae05218321329d2a8cbc2f
1,326,357,040
34.66507
-81.288178
0
18,654
2019-01-12 08:31:20
676,372,984,911
fraud_Rodriguez Group
gas_transport
68.78
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
2794117caf74efd8650ed1392866edab
1,326,357,080
39.958339
-97.808569
0
18,655
2019-01-12 08:32:01
6,011,652,924,285,713
fraud_Stroman, Hudson and Erdman
gas_transport
78.41
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
9870e1c8fa6ae2319e8b2f3fec620431
1,326,357,121
38.183973
-92.22876
0
18,656
2019-01-12 08:32:12
347,612,609,554,823
fraud_Skiles-Ankunding
grocery_net
67.15
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
76474c34434411c433b32efa0f5d3152
1,326,357,132
45.611553
-69.413735
0
18,657
2019-01-12 08:32:47
343,464,013,864,032
fraud_Marks Inc
gas_transport
49.01
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
81c91a8177da0aa0cca92e5d69007ca9
1,326,357,167
35.486226
-78.798924
0
18,658
2019-01-12 08:33:46
377,993,105,397,617
fraud_Parisian, Schiller and Altenwerth
misc_net
8.61
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
bdbfec610ca9b38e71d8da5e844fa63e
1,326,357,226
44.862961
-88.318303
0
18,659
2019-01-12 08:34:15
3,527,063,666,782,582
fraud_Moen, Reinger and Murphy
grocery_pos
140.64
Amanda
Alexander
F
21810 James Mall
Camden
TX
75,934
30.9
-94.7547
99
Colour technologist
1965-11-21
3d3ebd8e0c43f531b01505f5561be41d
1,326,357,255
30.569469
-94.424295
0
18,660
2019-01-12 08:34:16
4,560,004,149,983,868,400
fraud_Tromp, Kerluke and Glover
grocery_net
97.61
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
ac25ae94eb122ec6123c3d42db576a81
1,326,357,256
38.154427
-104.03493
0
18,661
2019-01-12 08:35:34
3,530,503,964,418,806
fraud_Osinski, Ledner and Leuschke
grocery_pos
80.75
David
Nichols
M
0638 Fred Ramp Suite 086
Palmdale
CA
93,552
34.5715
-118.0231
171,170
Chemical engineer
1963-06-04
9af71914a81dc4f6b0ab7bea07f0dfc8
1,326,357,334
35.544254
-117.723855
0
18,662
2019-01-12 08:37:48
213,114,122,496,591
fraud_Ruecker Group
misc_net
2.31
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
6a9414b3391599b8c21209a1168ccb21
1,326,357,468
44.114688
-94.582514
0
18,663
2019-01-12 08:38:11
4,502,539,526,809,430,000
fraud_Daugherty, Pouros and Beahan
shopping_pos
238.46
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
31fe23cc17de9aee717d6334120610a9
1,326,357,491
36.798293
-91.38901
0
18,664
2019-01-12 08:38:43
30,143,535,920,989
fraud_Koelpin and Sons
misc_net
2.11
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
6d77d20c298319305792a886e5aadf16
1,326,357,523
40.136764
-76.082323
0
18,665
2019-01-12 08:42:32
3,547,560,454,237,873
fraud_Kuvalis Ltd
gas_transport
59.23
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
3bed3295cd170192a8d2ea63d60628ee
1,326,357,752
44.11945
-85.370323
0
18,666
2019-01-12 08:44:03
3,526,826,139,003,047
fraud_Eichmann, Bogan and Rodriguez
gas_transport
70.62
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
a335a15f4f5a2b91ed84d7c32f375c75
1,326,357,843
44.624415
-84.381862
0
18,667
2019-01-12 08:46:24
6,526,448,584,969,862
fraud_Koss and Sons
gas_transport
72.42
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
f48bebf5b10c37d3ea1d07ce3b256c0d
1,326,357,984
39.910261
-74.106024
0
18,668
2019-01-12 08:46:27
60,416,207,185
fraud_Conroy-Cruickshank
gas_transport
49.25
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
9420b2a5fcc8d4cd0111d456b246bcd6
1,326,357,987
42.028563
-108.704803
0
18,669
2019-01-12 08:47:58
4,716,561,796,955,522
fraud_Auer-Mosciski
grocery_pos
100.26
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
c424bb95b7f906328fc72a5613a414d0
1,326,358,078
47.297149
-113.665208
0
18,670
2019-01-12 08:50:07
4,716,561,796,955,522
fraud_VonRueden Group
grocery_net
77.81
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
18a1e2d5f827916d942f1813fbe4498a
1,326,358,207
49.252702
-113.18728
0
18,671
2019-01-12 08:50:53
180,094,419,304,907
fraud_Smitham-Schiller
grocery_net
29.18
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
20b6e48222f52e22b715137bd78a5199
1,326,358,253
34.29975
-116.650686
0
18,672
2019-01-12 08:51:41
2,657,850,734,909,997
fraud_Cruickshank-Mills
entertainment
38.81
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
f8d276f6c28bea08973da4b929b0feb6
1,326,358,301
43.265199
-83.771874
0
18,673
2019-01-12 08:52:07
3,521,815,216,091,574
fraud_Huel, Hammes and Witting
grocery_pos
98.51
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
b915ac5ad183c10d1b6fc7caae1ef2db
1,326,358,327
39.773901
-105.131689
0
18,674
2019-01-12 08:52:11
6,011,366,578,560,244
fraud_Cummings LLC
gas_transport
49.34
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
20e9b791706a421c3e968e0007dda622
1,326,358,331
41.259685
-77.979389
0
18,675
2019-01-12 08:52:41
213,180,742,685,905
fraud_Monahan, Bogisich and Ledner
misc_pos
5.1
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
18bc62563f2af65f420e89025790055b
1,326,358,361
40.093175
-124.659746
0
18,676
2019-01-12 08:52:49
4,488,258,847,705,225,700
fraud_O'Hara-Wilderman
food_dining
102.68
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
463a2016f55b08ef13d85c2c78ec2f09
1,326,358,369
34.400663
-80.282788
0
18,677
2019-01-12 08:53:31
340,953,839,692,349
fraud_Swaniawski, Bahringer and Ledner
grocery_net
20.95
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
e06dba00660cb6dc8e2bfd13dc78ffd0
1,326,358,411
43.285322
-83.826481
0
18,678
2019-01-12 08:55:31
4,599,735,407,877,245,000
fraud_Vandervort-Funk
grocery_pos
86.34
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
e19bbe1c2f64883f3cbfd46e70773fa3
1,326,358,531
35.984881
-89.663202
0
18,679
2019-01-12 08:59:45
30,270,432,095,985
fraud_Luettgen PLC
gas_transport
46.8
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
52771537e36b30ca0086eadb4562182b
1,326,358,785
40.835078
-91.734248
0
18,680
2019-01-12 09:03:07
630,424,987,505
fraud_Kuvalis Ltd
gas_transport
55.83
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
71f3a72f4c6aaee7b9fc96dd01c6c970
1,326,358,987
39.540339
-79.377946
0
18,681
2019-01-12 09:03:16
4,633,065,159,406,313
fraud_McCullough Group
grocery_net
12.56
Jasmine
Wade
F
90662 Lewis Avenue
Providence
RI
2,908
41.8383
-71.4377
203,571
Nurse, children's
1995-11-29
48b94c08099d377e4ffba440d7154d2a
1,326,358,996
42.750521
-71.20558
0
18,682
2019-01-12 09:03:27
4,681,601,008,538,160
fraud_Conroy-Cruickshank
gas_transport
50.39
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
ab875c53060dc611159d8367e837f95d
1,326,359,007
39.839613
-81.224545
0
18,683
2019-01-12 09:04:28
3,533,800,906,065,217
fraud_O'Keefe-Hudson
grocery_pos
106.68
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
4c9b2db14a5d7b5e7f2c652284632e4c
1,326,359,068
40.283628
-99.199374
0
18,684
2019-01-12 09:05:20
376,012,912,828,093
fraud_Hudson-Grady
shopping_pos
3.41
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
45260414cabb1f7291c7273e2fa6fdec
1,326,359,120
42.966807
-88.767858
0
18,685
2019-01-12 09:06:56
5,359,543,825,610,251
fraud_Connelly, Reichert and Fritsch
gas_transport
60.35
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
9caf8e23ff1d8854b063ab10dc56c204
1,326,359,216
46.197577
-110.383507
0
18,686
2019-01-12 09:07:04
4,198,470,814,557
fraud_Friesen-D'Amore
gas_transport
53.8
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
09119be1d4f2059afe76da8bdccbb609
1,326,359,224
41.294685
-94.479626
0
18,687
2019-01-12 09:08:44
6,592,074,504,369,261
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
207.34
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
ecd4ec4ba4f4a6e87eb5a5b722c92477
1,326,359,324
40.366261
-75.708112
0
18,688
2019-01-12 09:09:00
4,229,733,778,084,049
fraud_Harber Inc
gas_transport
73.72
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
4da22315cf43fe038e7dd560305ee0c5
1,326,359,340
38.05374
-86.330362
0
18,689
2019-01-12 09:12:12
4,334,230,547,694,630
fraud_Fisher-Schowalter
shopping_net
2.01
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
899aa99785cad061478676ba708bdca8
1,326,359,532
42.789005
-110.233025
0
18,690
2019-01-12 09:12:23
2,512,312,531,485,080
fraud_Lemke-Gutmann
shopping_net
24.89
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
d2328b93a06fd2b4b28426539c003682
1,326,359,543
42.609546
-82.438591
0
18,691
2019-01-12 09:13:27
3,576,431,665,303,017
fraud_Schmeler Inc
misc_pos
346.9
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
7dae1ff0235e815f1a6d7acebd88ad13
1,326,359,607
32.750375
-112.281293
0
18,692
2019-01-12 09:14:34
4,981,132,848,794
fraud_Lynch Ltd
shopping_pos
1.45
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
b66a7cec35fd0a1e364955b5edc94385
1,326,359,674
39.319261
-81.75946
0
18,693
2019-01-12 09:16:10
5,501,083,170,975,659
fraud_Bruen-Yost
misc_pos
9.77
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
6fec56d030a8ab535e6ce53055205ef4
1,326,359,770
40.326279
-82.177378
0
18,694
2019-01-12 09:16:19
6,011,652,924,285,713
fraud_Conroy-Cruickshank
gas_transport
66.4
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
334b2b02aaf9c92b77cd2680863eee0e
1,326,359,779
38.515773
-93.436614
0
18,695
2019-01-12 09:16:45
377,550,167,323,848
fraud_Metz-Boehm
shopping_pos
9.04
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
52d85a756d04c4f66cda8dfed47563d6
1,326,359,805
44.747477
-69.960731
0
18,696
2019-01-12 09:16:53
213,180,742,685,905
fraud_Torp-Lemke
misc_pos
5.92
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
71c86c7f66e6b1ca6c63c17c62e4c9c0
1,326,359,813
39.732126
-124.895214
0
18,697
2019-01-12 09:17:06
3,551,217,896,304,745
fraud_Gislason Group
misc_pos
29.32
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
5f0afd5044b4d54cbe94245e15a3185f
1,326,359,826
44.918858
-74.790764
0
18,698
2019-01-12 09:17:32
213,199,865,312,311
fraud_Kuphal-Predovic
misc_net
86.73
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
c10f493c06f4266e7ae7e64eb92e7f9a
1,326,359,852
34.472092
-84.59253
0
18,699
2019-01-12 09:18:08
213,148,039,875,802
fraud_O'Keefe-Hudson
grocery_pos
179.76
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
d85e4e6261f719f56eeb81335d4eb14f
1,326,359,888
28.03194
-81.734222
0