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
1,291,400
2020-06-19 10:53:18
4,810,839,835,482,794,000
fraud_Hamill-Daugherty
misc_net
2.14
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
56ea0f708c324f24f7f38c2e9879b758
1,371,639,198
35.812862
-94.266552
0
1,291,401
2020-06-19 10:53:55
3,562,679,455,732,797
fraud_Hudson-Grady
shopping_pos
3.67
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
3761980b16a8c3b284e7ab7db5437f88
1,371,639,235
38.513654
-76.914219
0
1,291,402
2020-06-19 10:55:29
30,404,291,151,692
fraud_Block Group
misc_pos
71.62
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
134dd0a70f8238e615184186e93a7d79
1,371,639,329
42.471985
-79.799641
0
1,291,403
2020-06-19 10:57:07
4,536,996,888,716,062,000
fraud_Bernier, Streich and Jewess
grocery_net
64.48
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
a91c4edd7c99cc5db52f39d9d73a0fd5
1,371,639,427
35.198078
-105.658911
0
1,291,404
2020-06-19 10:57:13
6,011,681,934,117,244
fraud_McGlynn-Jaskolski
misc_pos
4
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
0d08fa77f04d4c909131f446ab03218b
1,371,639,433
35.550836
-86.812425
0
1,291,405
2020-06-19 10:57:37
3,544,606,805,704,278
fraud_Pacocha-O'Reilly
grocery_pos
135.69
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
a77ff78bc1089def0244d55d34feb6d5
1,371,639,457
37.508326
-90.470307
0
1,291,406
2020-06-19 10:58:03
38,580,485,618,059
fraud_Goodwin-Nitzsche
grocery_pos
143.39
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
f0dd6607659c54a0e5aae9421304aa4a
1,371,639,483
49.135947
-103.792601
0
1,291,407
2020-06-19 10:58:04
3,597,337,756,918,966
fraud_Rutherford, Homenick and Bergstrom
grocery_net
93.22
Linda
Gonzalez
F
17667 Price Spur Apt. 366
Glen Rock
PA
17,327
39.7813
-76.7477
7,565
Insurance claims handler
1952-03-08
a6c32535082c33e564255b099656bb34
1,371,639,484
39.816438
-77.077509
0
1,291,408
2020-06-19 10:58:59
6,554,245,334,757,802
fraud_Bradtke PLC
grocery_pos
91.63
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
9ab06b0efcc25281ad40d843e1f3a300
1,371,639,539
32.695546
-117.352238
0
1,291,409
2020-06-19 11:01:10
4,301,028,321,766,222,300
fraud_Osinski, Ledner and Leuschke
grocery_pos
103.4
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
19dedf11a849c599a64e41c94cd0edb5
1,371,639,670
40.809541
-80.424568
0
1,291,410
2020-06-19 11:01:38
3,577,578,023,716,568
fraud_Padberg-Welch
grocery_pos
197.62
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
0ce7ed22e2e4d3d9a6d09a894c93860e
1,371,639,698
41.027375
-81.83705
0
1,291,411
2020-06-19 11:02:18
3,575,789,281,659,026
fraud_McDermott-Weimann
grocery_pos
121.29
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
bc1e0623ac6afba49775bea358f72c29
1,371,639,738
38.211527
-94.317057
0
1,291,412
2020-06-19 11:02:22
30,560,609,640,617
fraud_Goyette Inc
shopping_net
9.92
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
2237c2f6c89278e8026b6f59c73f5f24
1,371,639,742
39.8573
-91.17191
0
1,291,413
2020-06-19 11:02:39
5,456,712,664,803,820
fraud_Mraz-Herzog
gas_transport
68.23
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
3fd7f9d41d2a390e95738f2a3b10e589
1,371,639,759
36.340465
-106.096299
0
1,291,414
2020-06-19 11:05:15
4,727,244,663,135,968
fraud_Moore, Dibbert and Koepp
misc_net
8.13
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
33843a011a74f256c9635d5f1876e8b4
1,371,639,915
31.340539
-88.713924
0
1,291,415
2020-06-19 11:05:43
4,247,921,790,666
fraud_Johns-Hoeger
entertainment
3.67
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
5946f8f06478b7e0fc733dd708526d30
1,371,639,943
38.689794
-82.866467
0
1,291,416
2020-06-19 11:05:44
4,769,426,683,924,059,000
fraud_Rutherford-Mertz
grocery_pos
115.48
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
b21745915ab7e78e4d843fa76a1ee1b0
1,371,639,944
40.94618
-77.127501
0
1,291,417
2020-06-19 11:06:49
4,810,789,809,665,943,000
fraud_Schamberger-O'Keefe
grocery_pos
65.42
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
13609ee12325845c6cd52daee5831d52
1,371,640,009
39.235543
-84.377353
0
1,291,418
2020-06-19 11:07:13
6,535,328,428,560,433
fraud_Klocko LLC
misc_net
4.93
Michelle
Beck
F
2887 Olson Road Suite 439
Minneapolis
MN
55,428
45.0632
-93.3811
1,022,298
Analytical chemist
1967-10-28
0f9a1a031a1baaf73f6703bce064bb50
1,371,640,033
45.112462
-94.011794
0
1,291,419
2020-06-19 11:07:40
5,580,563,567,307,107
fraud_Casper, Hand and Zulauf
grocery_pos
93.7
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
4b2533bec1b6d72bc222e70ef8cd5096
1,371,640,060
39.440573
-79.193841
0
1,291,420
2020-06-19 11:07:51
2,475,085,306,462,014
fraud_Roberts-Beahan
misc_pos
40.52
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
5fc2e4dd204116dfb7af4d354b0816aa
1,371,640,071
43.800597
-96.087193
0
1,291,421
2020-06-19 11:07:53
6,011,893,664,860,915
fraud_Hintz-Bruen
grocery_net
84.1
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
76e103bcac38d2bad768c52b1d7661c3
1,371,640,073
38.665735
-105.649563
0
1,291,422
2020-06-19 11:07:57
341,546,199,006,537
fraud_Hermann and Sons
shopping_pos
6.26
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
48418dd9e9065822c7bd5d4cbc499a9a
1,371,640,077
65.249053
-164.866821
0
1,291,423
2020-06-19 11:08:47
3,535,808,924,394,848
fraud_Mosciski, Ziemann and Farrell
shopping_net
107.18
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
0f3c944eb7f648b916ceea76826637a6
1,371,640,127
39.8443
-89.63893
0
1,291,424
2020-06-19 11:08:48
3,514,865,930,894,695
fraud_Jenkins, Hauck and Friesen
gas_transport
58.68
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
f825dbb2a8447c6427d80b242530baa9
1,371,640,128
32.986004
-104.988643
0
1,291,425
2020-06-19 11:08:59
4,653,879,239,169,997
fraud_Shields Inc
grocery_net
155.3
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
90feb89a6c1c2516df755befda07fb32
1,371,640,139
36.133012
-85.554321
0
1,291,426
2020-06-19 11:09:32
180,018,375,329,178
fraud_Haley Group
misc_pos
132.21
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
479cf0ca288042c3e473618069178f19
1,371,640,172
41.97848
-83.994923
0
1,291,427
2020-06-19 11:10:39
4,841,313,716,651,064
fraud_Buckridge PLC
misc_pos
37.08
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
6696777ba47e199125794998dc25c25c
1,371,640,239
43.612709
-71.8702
0
1,291,428
2020-06-19 11:11:23
2,248,348,993,063,230
fraud_Harris Inc
gas_transport
57.34
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
fedfd2a7b5c2c5c44bf604248c4cefbb
1,371,640,283
41.980326
-82.039951
0
1,291,429
2020-06-19 11:11:25
2,280,870,154,157,385
fraud_Rempel Inc
shopping_net
2.86
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
c429e32af4bcdf456d7aae2df38f04c7
1,371,640,285
39.855849
-90.737451
0
1,291,430
2020-06-19 11:11:55
2,235,335,206,132,667
fraud_Connelly, Reichert and Fritsch
gas_transport
59.29
Maria
Rosales
F
6611 Parrish Garden Apt. 428
Waynesfield
OH
45,896
40.6072
-83.9585
2,089
Building control surveyor
1963-06-22
f5f4c8803ae79712988991fcaf33795b
1,371,640,315
41.349492
-84.526601
0
1,291,431
2020-06-19 11:12:01
30,376,238,035,123
fraud_Gerlach Inc
shopping_net
6.18
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
d9d1ee02af648df07ab9623e88aeb696
1,371,640,321
43.339378
-125.142204
0
1,291,432
2020-06-19 11:12:13
376,028,110,684,021
fraud_Heller, Gutmann and Zieme
grocery_pos
94.68
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
956c23dd4a4abd6a402b4a6de3ea7286
1,371,640,333
39.83072
-94.138963
0
1,291,433
2020-06-19 11:14:37
3,564,839,259,330,465
fraud_Mohr-Bayer
shopping_net
9.85
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
9942a4362bbe81827621e639e253bdc9
1,371,640,477
37.795399
-122.385893
0
1,291,434
2020-06-19 11:14:45
4,225,990,116,481,262,600
fraud_Denesik and Sons
shopping_pos
7.39
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
31c3af6b55fe93b37c726845a95d54ea
1,371,640,485
19.186527
-155.776865
0
1,291,435
2020-06-19 11:15:05
4,683,638,447,911
fraud_Corwin-Gorczany
misc_net
120.46
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
fa60e6906ba26d4488d455f78071d6aa
1,371,640,505
29.805555
-92.982248
0
1,291,436
2020-06-19 11:15:19
4,260,128,500,325
fraud_Dicki Ltd
grocery_net
46.23
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
5069983c72d0ae5a85d18021f27f6bc7
1,371,640,519
37.664652
-82.288948
0
1,291,437
2020-06-19 11:15:36
374,821,819,075,109
fraud_Rau and Sons
grocery_pos
72.94
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
b4e0d61157c2af720063a83d760fc61b
1,371,640,536
43.469407
-77.220752
0
1,291,438
2020-06-19 11:15:55
38,199,021,865,320
fraud_Osinski, Ledner and Leuschke
grocery_pos
110.84
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
e3f2833ccab91ea4d446ee8137b14e6b
1,371,640,555
43.786679
-72.227853
0
1,291,439
2020-06-19 11:16:09
4,060,579,726,528,237
fraud_Johns-Hoeger
entertainment
63.84
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
34a1784f528287c27e88c70dc461e4ac
1,371,640,569
38.45074
-95.555185
0
1,291,440
2020-06-19 11:18:12
6,011,109,736,646,996
fraud_Rowe, Batz and Goodwin
grocery_pos
186.36
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
9baf8ccc83a63674abcae251c106adce
1,371,640,692
35.178369
-77.266723
0
1,291,441
2020-06-19 11:18:18
36,078,114,201,167
fraud_Morissette PLC
shopping_pos
8.89
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
426b94a683fb9bb0aabb09b06769a859
1,371,640,698
37.076279
-83.758642
0
1,291,442
2020-06-19 11:18:44
377,895,991,033,232
fraud_Bernhard, Grant and Langworth
shopping_pos
281.92
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
c35148bcc23e7a4d62dc38e477787612
1,371,640,724
41.564253
-72.289499
0
1,291,443
2020-06-19 11:19:17
4,646,845,581,490,336,000
fraud_McGlynn-Heathcote
misc_net
5.14
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
e81e985f4076f10d80ad33d242b02045
1,371,640,757
40.5264
-72.897615
0
1,291,444
2020-06-19 11:19:20
376,028,110,684,021
fraud_Botsford Ltd
shopping_pos
133.27
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
4b8443ad4e388070cb13d471e57593f1
1,371,640,760
39.8884
-93.330546
0
1,291,445
2020-06-19 11:19:22
30,197,398,657,930
fraud_Monahan, Bogisich and Ledner
misc_pos
1.85
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
cdfb7a45b0df0306305fe85ebf5b8d31
1,371,640,762
35.795081
-78.439991
0
1,291,446
2020-06-19 11:20:19
502,049,568,400
fraud_Kuphal-Bartoletti
misc_net
1.1
Daniel
Melton
M
6157 Nichols Mews
Marion
CT
6,444
41.7918
-72.7188
370
Health service manager
1962-02-13
de13b89448bea696b333ec95aa02ddc6
1,371,640,819
40.8574
-72.974673
0
1,291,447
2020-06-19 11:21:59
374,821,819,075,109
fraud_Stoltenberg-Beatty
shopping_pos
4.52
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
f9755dc4943e7669626e0eb875bb78f3
1,371,640,919
42.210025
-77.921289
0
1,291,448
2020-06-19 11:22:07
4,792,627,764,422,478,000
fraud_Emmerich-Luettgen
grocery_net
44.48
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
a2a76397e3010ad63aa42574104a5130
1,371,640,927
38.931329
-95.462298
0
1,291,449
2020-06-19 11:23:24
6,538,891,242,532,018
fraud_Mante Group
misc_net
67.16
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
8baf44d716810108972be1fe60c95149
1,371,641,004
36.570741
-91.555147
0
1,291,450
2020-06-19 11:24:42
3,559,723,917,628,303
fraud_Terry, Johns and Bins
misc_pos
34.53
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
2fb531092d5c0efca23f654514e815a6
1,371,641,082
42.550863
-88.810642
0
1,291,451
2020-06-19 11:25:22
4,302,480,582,202,074
fraud_Kris-Weimann
misc_net
14.76
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
31981106d69cba28e7dfe56bd52d09b2
1,371,641,122
44.096654
-86.398903
0
1,291,452
2020-06-19 11:26:12
36,913,587,729,122
fraud_Goldner, Kovacek and Abbott
grocery_pos
171.13
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
7ca390e44ee0d0764b26f774a4672aae
1,371,641,172
44.393834
-116.400686
0
1,291,453
2020-06-19 11:26:30
4,839,615,922,685,395
fraud_Harber Inc
gas_transport
60.84
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
2f2c79ceabff4c7580bc278293631cc9
1,371,641,190
39.515547
-86.453122
0
1,291,454
2020-06-19 11:26:53
213,124,978,348,176
fraud_Goodwin-Nitzsche
grocery_pos
147.52
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
e3fca9664ce0e3adac97e3d9f1257b59
1,371,641,213
41.692749
-78.974228
0
1,291,455
2020-06-19 11:27:30
180,064,817,343,047
fraud_Sporer Inc
gas_transport
53.44
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
4513cab6c34340ba716f2fe83d5932a3
1,371,641,250
37.392488
-86.06736
0
1,291,456
2020-06-19 11:28:11
4,561,546,772,499
fraud_Hills-Olson
grocery_net
26.39
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
3fbe6b45f6a07347f88b374c83b302b7
1,371,641,291
34.806613
-105.278323
0
1,291,457
2020-06-19 11:28:15
676,298,633,337
fraud_Deckow-O'Conner
grocery_pos
130.76
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
47c417097a038fbe300d6aca8c56474b
1,371,641,295
38.769499
-80.636122
0
1,291,458
2020-06-19 11:28:44
3,506,040,590,383,211
fraud_Deckow-O'Conner
grocery_pos
104.16
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
661406c160e66e40a72ae9452b650314
1,371,641,324
45.278483
-112.355537
0
1,291,459
2020-06-19 11:29:40
3,519,232,971,341,141
fraud_Christiansen-Gusikowski
misc_pos
54.12
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
d87555a8002f07f18ea220005d0e6aa4
1,371,641,380
41.012937
-80.140814
0
1,291,460
2020-06-19 11:30:43
4,396,682,467,723
fraud_Rau and Sons
grocery_pos
109.27
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
fcb1a683eeab8292d05040c82183228e
1,371,641,443
35.769921
-115.918308
0
1,291,461
2020-06-19 11:31:59
4,277,232,699,798,846
fraud_Rau and Sons
grocery_pos
151.9
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
39950230905c4638cfa3c1aa8d394227
1,371,641,519
45.648205
-104.582217
0
1,291,462
2020-06-19 11:33:25
2,242,542,703,101,233
fraud_Streich, Hansen and Veum
gas_transport
56.32
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
77d1d2fa392901d0616ea3bf0f2ac870
1,371,641,605
37.879336
-85.988488
0
1,291,463
2020-06-19 11:33:40
4,476,840,372,112
fraud_Kiehn-Emmerich
grocery_pos
84.37
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
2ee042e85d70d2fea4729c33473f2563
1,371,641,620
34.577928
-85.900814
0
1,291,464
2020-06-19 11:34:00
3,526,826,139,003,047
fraud_Friesen Inc
shopping_pos
492.44
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
f512da522592a726e8d459a1be8852cf
1,371,641,640
43.407519
-85.377585
0
1,291,465
2020-06-19 11:34:17
4,452,366,298,769,043
fraud_Kunze Inc
grocery_pos
80.71
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
485f2e91b8bf1f822b92eca3ae50dbc9
1,371,641,657
32.374722
-96.975963
0
1,291,466
2020-06-19 11:35:39
4,769,426,683,924,059,000
fraud_Hudson-Grady
shopping_pos
24.31
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
8485b1c082f8878d49691345eab81c33
1,371,641,739
41.057605
-78.240364
0
1,291,467
2020-06-19 11:36:01
4,260,128,500,325
fraud_Ferry, Reichel and DuBuque
grocery_net
33.9
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
72e59222175e5cec0e0c6992c6cd4bcb
1,371,641,761
36.852144
-83.235668
0
1,291,468
2020-06-19 11:36:09
676,248,282,243
fraud_Robel, Cummerata and Prosacco
gas_transport
85
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
8468478b33f2479f46185d0a842f0391
1,371,641,769
26.180521
-81.642235
0
1,291,469
2020-06-19 11:36:39
3,586,008,444,788,268
fraud_Parisian and Sons
gas_transport
80.31
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
e08ce6c87831671f7d5c03d74a65e4e5
1,371,641,799
48.084246
-121.768375
0
1,291,470
2020-06-19 11:36:39
4,428,154,703,770,710
fraud_Zieme, Bode and Dooley
gas_transport
63.08
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
59829366c10d186f14a824575c2beb25
1,371,641,799
47.036474
-117.573327
0
1,291,471
2020-06-19 11:36:47
4,509,142,395,811,241
fraud_Friesen-Stamm
gas_transport
77.67
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
4100d5486d57bc75148afb7eedbb9b31
1,371,641,807
30.72852
-81.787836
0
1,291,472
2020-06-19 11:37:00
6,011,860,238,257,910
fraud_Raynor, Feest and Miller
gas_transport
75.11
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
7833157a357eca9d15ac315c6027f53a
1,371,641,820
37.096141
-98.91753
0
1,291,473
2020-06-19 11:37:47
38,199,021,865,320
fraud_Pfeffer and Sons
shopping_pos
129.11
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
2efd07bb65679cf79ceeb61bb0bdb17f
1,371,641,867
42.49982
-73.014714
0
1,291,474
2020-06-19 11:38:38
502,012,776,709
fraud_Stehr, Jewess and Schimmel
misc_net
5.94
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
b123737dbd59b410c268b3c2e3a7da5a
1,371,641,918
43.58328
-76.159822
0
1,291,475
2020-06-19 11:38:41
4,457,732,997,086,323,700
fraud_Robel, Cummerata and Prosacco
gas_transport
73.41
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
ab948bb203c967635b7805532750bc72
1,371,641,921
37.529905
-120.285153
0
1,291,476
2020-06-19 11:39:41
4,155,021,259,183,870
fraud_Kutch LLC
gas_transport
47.69
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
a1b51b5c8bd14cb9cbfdc97064d9bdd3
1,371,641,981
34.323984
-99.586636
0
1,291,477
2020-06-19 11:40:05
4,424,338,559,877,976
fraud_Sawayn PLC
shopping_pos
8.78
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
d2b24acfbc6e3fd9a797180932681ef6
1,371,642,005
41.655584
-83.13046
0
1,291,478
2020-06-19 11:40:50
4,449,530,933,957,323
fraud_Kutch, Hermiston and Farrell
gas_transport
68.99
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
0c66da1e48925ab93422a94572ef7c35
1,371,642,050
38.777933
-122.000552
0
1,291,479
2020-06-19 11:41:54
2,291,163,933,867,244
fraud_Barrows PLC
shopping_pos
10.24
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
cf19b9e11574a05d1c59a0f9712a9829
1,371,642,114
33.465947
-79.997271
0
1,291,480
2020-06-19 11:42:41
573,283,817,795
fraud_Dibbert and Sons
entertainment
1.71
Amy
Flynn
F
46095 Tara Fords
Jaffrey
NH
3,452
42.8178
-72.0275
5,457
Surveyor, hydrographic
1950-04-17
b61ce10485c252ce9ee9825cf5e0df13
1,371,642,161
42.856623
-71.650509
0
1,291,481
2020-06-19 11:44:38
213,174,467,670,432
fraud_Heller-Langosh
gas_transport
81.09
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
c17da14f9728e58e88706cfc55584915
1,371,642,278
38.503838
-76.082254
0
1,291,482
2020-06-19 11:44:47
4,777,065,439,639,721
fraud_Schmitt Ltd
misc_net
125.6
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
e9d08450c612540b051ab88418465665
1,371,642,287
39.220392
-76.122696
0
1,291,483
2020-06-19 11:45:29
4,586,260,469,584
fraud_Greenholt, Jacobi and Gleason
gas_transport
55.48
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
9f572b0384a2f417a825b002a0bcf0a6
1,371,642,329
39.408981
-95.702087
0
1,291,484
2020-06-19 11:46:07
4,585,132,874,641
fraud_Schumm, Bauch and Ondricka
grocery_pos
86.89
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
38c49a9358fcb17c87199593d498e5dc
1,371,642,367
40.268999
-92.814946
0
1,291,485
2020-06-19 11:46:44
2,657,850,734,909,997
fraud_Wisozk and Sons
misc_pos
141.27
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
02969aa06e453a7c8f47afbf9527d6e8
1,371,642,404
42.667033
-83.701546
0
1,291,486
2020-06-19 11:47:10
4,826,655,832,045,236
fraud_Schumm, Bauch and Ondricka
grocery_pos
104.73
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
b74c6f95aefc2dcc9384176e016a5e88
1,371,642,430
41.505032
-70.835376
0
1,291,487
2020-06-19 11:48:35
6,011,999,606,625,827
fraud_Welch Inc
misc_net
99.32
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
d4ecf94f43c10bf229be18820573b060
1,371,642,515
40.556298
-74.955809
0
1,291,488
2020-06-19 11:50:12
3,564,839,259,330,465
fraud_Hermann-Gaylord
misc_pos
7.23
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
094253829cbbaaa23b6a0fd599d066bb
1,371,642,612
38.629193
-121.972433
0
1,291,489
2020-06-19 11:50:21
4,344,955,088,481,397
fraud_Ledner-Pfannerstill
gas_transport
71.53
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
54c5d5abe095dea22a7c1feb9a4cf0e9
1,371,642,621
40.626143
-79.567115
0
1,291,490
2020-06-19 11:50:38
3,538,520,143,479,972
fraud_Kuvalis Ltd
gas_transport
66.35
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
d3a9e656e8b70adb58ada783fede5db1
1,371,642,638
41.448973
-83.399439
0
1,291,491
2020-06-19 11:51:37
30,510,856,607,165
fraud_Beier-Hyatt
shopping_pos
6.76
Frederick
Robinson
M
1125 Ray Track
Livonia
MI
48,154
42.3958
-83.3772
96,942
Horticultural consultant
1965-04-01
1af8fa3eec9887c136347055c6841cfa
1,371,642,697
42.367433
-83.584729
0
1,291,492
2020-06-19 11:51:37
3,582,402,971,899,057
fraud_Skiles-Ankunding
grocery_net
81.59
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
95197a022b15e55b8bf7e3d492e4a883
1,371,642,697
48.245839
-116.992616
0
1,291,493
2020-06-19 11:53:05
4,412,720,572,684,931
fraud_Turner and Sons
shopping_pos
8.85
Richard
Marshall
M
295 Page Creek Suite 181
Greenbush
VA
23,357
37.7681
-75.6664
776
Psychiatrist
1949-11-17
50d91ee41a6e3a75bc46e280e6ca2e7a
1,371,642,785
38.097742
-76.528716
0
1,291,494
2020-06-19 11:55:49
4,939,976,756,738,216
fraud_Stiedemann Inc
misc_pos
23.52
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
b980c2fe84ae50158186b41d8373af93
1,371,642,949
25.608578
-98.029025
0
1,291,495
2020-06-19 11:56:45
30,248,898,834,493
fraud_Padberg-Welch
grocery_pos
124.46
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
3665d7f45c34a1d90a85eba1d512eae8
1,371,643,005
31.726856
-99.620702
0
1,291,496
2020-06-19 11:56:52
180,067,784,565,096
fraud_Murray-Smitham
grocery_pos
128.64
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
bbc7cf4ed293cc1203628603776d763b
1,371,643,012
42.975106
-88.214175
0
1,291,497
2020-06-19 11:57:08
4,634,955,908,138,648
fraud_Conroy-Cruickshank
gas_transport
37.53
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
0923466227020ea15fa7961da488b171
1,371,643,028
42.494846
-97.492111
0
1,291,498
2020-06-19 12:01:03
3,581,130,339,108,561
fraud_Wilkinson LLC
personal_care
55.97
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
c8f600de198cc838840fc20e74f4b784
1,371,643,263
40.417382
-81.605592
0
1,291,499
2020-06-19 12:01:30
30,026,790,933,302
fraud_Cormier, Stracke and Thiel
entertainment
86.46
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
43d519e943eafc584641b974b583626d
1,371,643,290
33.72113
-91.601274
0