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
1,271,300
2020-06-12 07:29:09
4,810,839,835,482,794,000
fraud_Rodriguez, Yost and Jenkins
misc_net
5.35
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
8803294f873d642bd1c29f29e105ba00
1,371,022,149
36.580341
-93.713845
0
1,271,301
2020-06-12 07:30:11
2,254,917,871,818,484
fraud_Wolf Inc
grocery_pos
67.83
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
07ea348a20aba1ea83404c9469de74aa
1,371,022,211
37.621971
-77.319536
0
1,271,302
2020-06-12 07:30:45
374,238,209,524,200
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
118.62
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
74b2695f164e5f8066677d62c6e552a1
1,371,022,245
44.765586
-121.137672
0
1,271,303
2020-06-12 07:31:39
180,067,784,565,096
fraud_Torp-Labadie
gas_transport
52.54
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
27808c581c5eba008c0feb3c9d521ce8
1,371,022,299
42.555575
-88.41688
0
1,271,304
2020-06-12 07:32:03
4,736,845,434,667,908,000
fraud_Johnston, Nikolaus and Maggio
grocery_net
118.26
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
e3c3b2fe2ec66d45e84cb12a49789f18
1,371,022,323
43.888553
-73.09911
0
1,271,305
2020-06-12 07:32:13
4,265,776,278,887,457
fraud_Kilback LLC
grocery_pos
123.05
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
787ed6ea6b69f617ac44626ad1f5ff34
1,371,022,333
35.697898
-92.964939
0
1,271,306
2020-06-12 07:32:20
213,161,293,389,774
fraud_Harris Group
food_dining
101.5
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
5a4cc5eb613b96c372462b8011a41854
1,371,022,340
43.206586
-77.810659
0
1,271,307
2020-06-12 07:32:40
345,933,964,507,467
fraud_Ledner-Pfannerstill
gas_transport
38.97
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
538fc13c96a36276d6d51c71845a34cc
1,371,022,360
39.062736
-76.041673
0
1,271,308
2020-06-12 07:33:29
30,546,453,310,167
fraud_Hills-Olson
grocery_net
92.02
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
8b26a126f1bbf43e7f501559ea5bc7fc
1,371,022,409
44.074838
-72.420154
0
1,271,309
2020-06-12 07:33:38
345,389,171,551,808
fraud_Kuhic Inc
grocery_pos
26.17
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
6033d37e86113b5378e1db775256d2ca
1,371,022,418
34.813685
-88.799091
0
1,271,310
2020-06-12 07:33:44
213,102,873,001,603
fraud_Gerlach Inc
shopping_net
3.57
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
af2bb48e3f0fa0a0ea359f508e294ef0
1,371,022,424
43.344814
-124.086248
0
1,271,311
2020-06-12 07:35:40
4,277,232,699,798,846
fraud_Schumm, Bauch and Ondricka
grocery_pos
145.44
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
e8adba8a2a160b66a1633c91df53cf38
1,371,022,540
45.60541
-104.00268
0
1,271,312
2020-06-12 07:37:01
4,642,255,475,285,942
fraud_Cartwright-Harris
grocery_pos
118.31
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
03d9c1cf9f4e644a96ef9a7f966ed8b9
1,371,022,621
39.349536
-109.228301
0
1,271,313
2020-06-12 07:37:44
4,079,773,899,158
fraud_Robel, Cummerata and Prosacco
gas_transport
56.93
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
7552be3343c012790be8a1b7cca45306
1,371,022,664
45.171652
-117.17599
0
1,271,314
2020-06-12 07:37:57
4,586,260,469,584
fraud_Swift, Bradtke and Marquardt
grocery_net
40.77
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
f1623efbb6b633e2ab3d031fa68bf94e
1,371,022,677
39.763547
-94.604333
0
1,271,315
2020-06-12 07:38:36
2,475,085,306,462,014
fraud_Hermann and Sons
shopping_pos
130.96
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
1004367618f2ff5d66b97b4128841694
1,371,022,716
45.059107
-95.043999
0
1,271,316
2020-06-12 07:38:46
4,502,539,526,809,430,000
fraud_Morissette LLC
entertainment
8.26
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
2b7bff372f6a5f275f8cb6bdd1b4edd0
1,371,022,726
35.955961
-90.756396
0
1,271,317
2020-06-12 07:39:03
370,348,764,075,623
fraud_Nienow PLC
entertainment
3.54
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
13f404f2953ee2f45cfd29db05ead815
1,371,022,743
31.474544
-90.504565
0
1,271,318
2020-06-12 07:39:37
4,469,777,115,158,235,000
fraud_Emmerich-Luettgen
grocery_net
76.44
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
26895744cd7793ac88c679f668a48c33
1,371,022,777
42.173897
-71.638583
0
1,271,319
2020-06-12 07:39:43
4,587,657,402,165,341,700
fraud_Gutmann Ltd
grocery_net
9.21
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
271f6009f15ac5d68094c9adc354cd33
1,371,022,783
41.583515
-87.644824
0
1,271,320
2020-06-12 07:41:46
60,487,002,085
fraud_Cole PLC
grocery_pos
42.33
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
064fa574f7a022cf9e68dc4beafc3162
1,371,022,906
32.839339
-91.063364
0
1,271,321
2020-06-12 07:42:06
342,952,484,382,519
fraud_Barton Inc
grocery_pos
94.56
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
5e3b005f5ac68c358a4da74fcdc33acb
1,371,022,926
42.951807
-74.102114
0
1,271,322
2020-06-12 07:42:59
2,475,085,306,462,014
fraud_Kihn Inc
shopping_pos
154.57
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
c127e3e6214b03b910210767aff9f8b7
1,371,022,979
45.017146
-94.292056
0
1,271,323
2020-06-12 07:43:37
180,046,617,132,290
fraud_Pagac LLC
shopping_pos
118.25
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
efbd403bb5f93a471751833329fa6b29
1,371,023,017
37.87272
-88.669273
0
1,271,324
2020-06-12 07:44:59
4,450,831,335,606,294
fraud_Funk Group
grocery_net
65.45
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
797bbe112abf9401881b52bc10db361a
1,371,023,099
34.108081
-96.3135
0
1,271,325
2020-06-12 07:45:31
3,595,192,916,105,588
fraud_Vandervort-Funk
grocery_pos
48.47
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
d34fbb4d492ad8b855f0695e74dfa847
1,371,023,131
35.270825
-78.291891
0
1,271,326
2020-06-12 07:48:12
30,487,648,872,433
fraud_Cummings Group
grocery_net
37.57
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
6edcce67fcf058d73cc7067a036baf80
1,371,023,292
37.876675
-86.378448
0
1,271,327
2020-06-12 07:48:53
375,082,648,741,747
fraud_Zieme, Bode and Dooley
gas_transport
62.5
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
895902453857341ee1e8850de50ca490
1,371,023,333
46.225499
-97.033305
0
1,271,328
2020-06-12 07:49:01
3,575,789,281,659,026
fraud_Huels-Nolan
gas_transport
85.49
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
d65642b384c521e09cfa2f9842ddfa2c
1,371,023,341
38.892488
-93.200231
0
1,271,329
2020-06-12 07:49:25
3,573,386,445,588,324
fraud_Okuneva, Schneider and Rau
shopping_pos
9.76
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
6fe5d76edbb57e428f38a5584960d8a4
1,371,023,365
46.349602
-98.658288
0
1,271,330
2020-06-12 07:49:49
4,646,845,581,490,336,000
fraud_McCullough Group
grocery_net
71.27
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
31ba1318c7a5c1b57255ba80cbab056b
1,371,023,389
40.160727
-73.01468
0
1,271,331
2020-06-12 07:49:50
30,551,643,947,183
fraud_Bernier, Volkman and Hoeger
misc_net
87.28
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
2f1cf3b7b985626689fd968284241401
1,371,023,390
35.921287
-81.535911
0
1,271,332
2020-06-12 07:49:58
4,961,003,488,432,306
fraud_Lehner, Reichert and Mills
misc_pos
4.8
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
4505b894f0463895e255656ed2b94fd0
1,371,023,398
39.996264
-76.935424
0
1,271,333
2020-06-12 07:50:09
6,511,349,151,405,438
fraud_Deckow-O'Conner
grocery_pos
140.74
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
4de94d43c48e5993aed0ae4f620dcdc0
1,371,023,409
39.025714
-114.360874
0
1,271,334
2020-06-12 07:50:47
4,839,615,922,685,395
fraud_Mosciski, Gislason and Mertz
grocery_pos
139.11
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
7aa58df229450f88e7e85da709b2db43
1,371,023,447
39.171193
-87.225676
0
1,271,335
2020-06-12 07:53:34
4,229,733,778,084,049
fraud_Luettgen PLC
gas_transport
86.92
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
803d5ad03a0bcb34680a761319282df1
1,371,023,614
37.713509
-85.693735
0
1,271,336
2020-06-12 07:54:00
30,153,452,207,526
fraud_Schumm, Bauch and Ondricka
grocery_pos
91.3
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
b853d72df9046f3715870dc88c4090ea
1,371,023,640
32.002927
-99.747425
0
1,271,337
2020-06-12 07:54:03
180,040,027,502,291
fraud_Stroman, Hudson and Erdman
gas_transport
93.92
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
bc7c047ddbf737c7c0ac46ef3fe81f48
1,371,023,643
40.968355
-73.699483
0
1,271,338
2020-06-12 07:54:34
3,576,144,910,346,950
fraud_Gerlach Inc
shopping_net
2.12
Thomas
Payne
M
9455 Kathleen Brook Apt. 651
Huslia
AK
99,746
65.6899
-156.292
277
Engineer, civil (consulting)
1965-11-06
bfa1cd939124aeae7fb98fcc54b3e200
1,371,023,674
66.087857
-156.492189
0
1,271,339
2020-06-12 07:55:47
4,433,091,568,498,503
fraud_Macejkovic-Lesch
shopping_pos
9.36
Linda
Davis
F
493 Todd Views
Gaithersburg
MD
20,882
39.2335
-77.1458
135,332
Clinical biochemist
1936-03-28
d20d8d7d94695281b7572db39c6506a0
1,371,023,747
40.193601
-76.264317
0
1,271,340
2020-06-12 07:55:56
4,708,992,452,821,239
fraud_Schamberger-O'Keefe
grocery_pos
133.76
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
2964ac554660708ac3de42e0e5aaf460
1,371,023,756
36.800499
-90.987
0
1,271,341
2020-06-12 07:57:40
3,597,337,756,918,966
fraud_Fadel, Mertz and Rippin
entertainment
3.21
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
1711daad4cb8cbb07043174fb26f654f
1,371,023,860
39.167867
-75.893613
0
1,271,342
2020-06-12 08:01:00
4,742,883,543,039,288,000
fraud_Adams, Kovacek and Kuhlman
grocery_net
26.69
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
8f2f5323b75976a77d6ea71ecf2c3178
1,371,024,060
20.754155
-155.598125
0
1,271,343
2020-06-12 08:02:10
3,593,118,134,380,341
fraud_Brekke and Sons
gas_transport
42.64
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
2560d5e682e76076b5620dc365c44e82
1,371,024,130
45.478474
-67.701254
0
1,271,344
2020-06-12 08:02:22
4,956,828,990,005,111,000
fraud_Kutch, Hermiston and Farrell
gas_transport
59.38
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
871aec2a216db0cdc0298911995ebd4c
1,371,024,142
41.128271
-75.045502
0
1,271,345
2020-06-12 08:03:08
30,501,624,614,310
fraud_Kutch, Hermiston and Farrell
gas_transport
67.39
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
f3f06a49dc112e83a211db7bf456f2bd
1,371,024,188
32.481594
-80.91359
0
1,271,346
2020-06-12 08:03:41
4,292,743,669,224,718,000
fraud_Heller-Langosh
gas_transport
82.38
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
12daa88d76478a207dc5dd677aca2814
1,371,024,221
38.678961
-76.900857
0
1,271,347
2020-06-12 08:05:47
6,011,382,886,333,463
fraud_Jacobi and Sons
shopping_pos
405.18
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
fb144a81af5cb15b9853761ba2eb67df
1,371,024,347
45.574177
-84.14908
0
1,271,348
2020-06-12 08:06:21
5,501,083,170,975,659
fraud_Miller-Hauck
grocery_pos
56
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
2396eaa33192be78a2d48343c3c8121c
1,371,024,381
40.965092
-80.985948
0
1,271,349
2020-06-12 08:06:31
60,422,928,733
fraud_Huels-Hahn
gas_transport
41.28
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
5b3cdcd829e69486569aa0aec5913936
1,371,024,391
33.404005
-82.219774
0
1,271,350
2020-06-12 08:07:26
213,154,573,301,411
fraud_Funk Group
grocery_net
48.13
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
5575556fc37a36ec944445fde8549c8a
1,371,024,446
37.470646
-86.441198
0
1,271,351
2020-06-12 08:08:14
581,686,439,828
fraud_Collier Inc
grocery_net
41.28
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
89f95a2df2ea88af410e74421ed32492
1,371,024,494
40.673977
-79.315376
0
1,271,352
2020-06-12 08:08:27
4,181,833,256,558,614,000
fraud_Heidenreich PLC
grocery_pos
108.13
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
6db323c0d7398f53bcf95a38ebcbf7b9
1,371,024,507
35.858553
-104.661743
0
1,271,353
2020-06-12 08:09:04
180,011,453,250,192
fraud_Robel, Cummerata and Prosacco
gas_transport
79.33
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
5e12dbcf526f9c47876d163d5b5d8478
1,371,024,544
41.235349
-90.110552
0
1,271,354
2020-06-12 08:10:23
6,538,891,242,532,018
fraud_Spinka-Welch
grocery_net
28.83
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
04e2a26a5a9d972919f4586421bad227
1,371,024,623
35.645611
-90.436585
0
1,271,355
2020-06-12 08:10:39
5,152,054,598,359,927
fraud_Pacocha-O'Reilly
grocery_pos
81.25
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
57d8b91695e9a7d9ceabfec00e760bae
1,371,024,639
30.321942
-90.509489
0
1,271,356
2020-06-12 08:11:22
3,596,217,206,093,829
fraud_Rutherford-Mertz
grocery_pos
75.57
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
cba5ab716054ec4d57fc5f5a79879a2b
1,371,024,682
40.465184
-92.058395
0
1,271,357
2020-06-12 08:11:29
2,288,748,891,690,227
fraud_Bartoletti-Wunsch
gas_transport
91.95
Kathleen
Heath
F
9297 Victor Rest Apt. 382
Albuquerque
NM
87,116
35.0561
-106.5506
641,349
Charity officer
1967-01-24
c3d3984549a557dc85dd5420a9e2cdbe
1,371,024,689
34.247468
-106.628139
0
1,271,358
2020-06-12 08:12:43
4,906,628,655,840,914,000
fraud_Hamill-Daugherty
misc_net
4.97
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
edcb2866cf2e9b8097a15ef1b4b69ca1
1,371,024,763
25.576796
-81.090608
0
1,271,359
2020-06-12 08:13:57
503,874,407,318
fraud_Erdman-Kertzmann
gas_transport
92.07
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
18552f172de8d730ae900df8e749e1c0
1,371,024,837
29.112626
-98.804641
0
1,271,360
2020-06-12 08:14:26
4,294,930,380,592
fraud_Mosciski, Ziemann and Farrell
shopping_net
7.25
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
f50a98012f4bd981cff7606c57467055
1,371,024,866
37.444023
-79.21649
0
1,271,361
2020-06-12 08:15:05
3,560,725,013,359,375
fraud_Schaefer, Maggio and Daugherty
gas_transport
83.12
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
1378668502abbbc0e0d716fad250f65c
1,371,024,905
31.520305
-102.088022
0
1,271,362
2020-06-12 08:15:40
344,342,339,068,828
fraud_Friesen-D'Amore
gas_transport
76.04
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
4151c4ff23753978498ad1cff1d2e2e9
1,371,024,940
32.232133
-81.26376
0
1,271,363
2020-06-12 08:16:31
2,248,735,346,244,816
fraud_Murray-Smitham
grocery_pos
122.91
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
05e5f38dacaa15486dfd5796deec5e6b
1,371,024,991
38.245643
-100.63789
0
1,271,364
2020-06-12 08:16:49
4,259,996,134,423
fraud_Rowe, Batz and Goodwin
grocery_pos
118.4
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
e17cc5c87485814984a3f70bc0286d1e
1,371,025,009
38.191396
-98.748291
0
1,271,365
2020-06-12 08:18:29
6,573,561,108,825,071
fraud_Lesch Ltd
shopping_pos
3.07
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
bd7707fccf481361af426bbd7799ba40
1,371,025,109
37.238524
-95.589025
0
1,271,366
2020-06-12 08:18:43
30,153,452,207,526
fraud_Kerluke, Considine and Macejkovic
misc_net
3.92
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
0ff8c34f6e8a982d5449e9a153492a77
1,371,025,123
32.109769
-99.84621
0
1,271,367
2020-06-12 08:19:50
502,012,776,709
fraud_Dicki Ltd
grocery_net
86.63
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
6b5461e5557e608b82e50c29da285520
1,371,025,190
42.178708
-75.223713
0
1,271,368
2020-06-12 08:20:07
3,527,536,963,490,470
fraud_Paucek-Wiza
grocery_net
79.21
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
22802214904f3a480aca39da956e33bf
1,371,025,207
33.240812
-81.864914
0
1,271,369
2020-06-12 08:20:56
3,596,217,206,093,829
fraud_Olson, Becker and Koch
gas_transport
45
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
bb75bc7a01b3af1e8f30d30eb686709f
1,371,025,256
40.572537
-90.963468
0
1,271,370
2020-06-12 08:21:27
4,334,230,547,694,630
fraud_Luettgen PLC
gas_transport
56.12
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
01430483752b1f29129384d7ee1f7366
1,371,025,287
43.139615
-110.528034
0
1,271,371
2020-06-12 08:21:51
2,475,085,306,462,014
fraud_Pfeffer and Sons
shopping_pos
128.61
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
b115e95cbc8825a6b02d236b36d39dfb
1,371,025,311
44.377684
-94.942266
0
1,271,372
2020-06-12 08:21:53
4,538,566,639,857
fraud_Kilback LLC
grocery_pos
76.13
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
e6adf17294f4475e89da6bdab88647f5
1,371,025,313
40.991299
-74.304064
0
1,271,373
2020-06-12 08:23:19
30,491,348,102,802
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
6.77
Tommy
Dixon
M
8829 Steele Station
Dresden
KS
67,635
39.6094
-100.4112
169
Librarian, public
1953-07-30
3a1d85f5fb5e63b2ef92714dfbd9d00c
1,371,025,399
40.179917
-100.552672
0
1,271,374
2020-06-12 08:23:43
630,424,987,505
fraud_Erdman-Kertzmann
gas_transport
67.05
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
b0f7be6e61ee79167e2b28592ea77eea
1,371,025,423
39.088562
-80.053979
0
1,271,375
2020-06-12 08:25:31
3,534,718,226,968,689
fraud_Spinka-Welch
grocery_net
44.06
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
d7d188e66666e7c20716ff33dc947ffd
1,371,025,531
37.881962
-88.865469
0
1,271,376
2020-06-12 08:26:39
502,012,776,709
fraud_Ferry, Lynch and Kautzer
misc_net
632.21
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
6fada88a455377370cb74d16289cc3a6
1,371,025,599
42.942506
-76.08189
0
1,271,377
2020-06-12 08:29:07
374,238,209,524,200
fraud_Osinski, Ledner and Leuschke
grocery_pos
121.16
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
2a622cf7868dedd514fd74fc4c6be5fd
1,371,025,747
44.128597
-121.535074
0
1,271,378
2020-06-12 08:29:37
3,521,815,216,091,574
fraud_Haley Group
misc_pos
29.48
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
1192ad3d9f0441be4dca21fba47d0954
1,371,025,777
39.180388
-105.299766
0
1,271,379
2020-06-12 08:29:42
3,514,897,282,719,543
fraud_Nienow, Ankunding and Collier
misc_pos
6.34
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
1febc3ecce7722c077e21af87db1be67
1,371,025,782
42.912717
-76.52142
0
1,271,380
2020-06-12 08:31:32
4,642,894,980,163
fraud_Miller-Hauck
grocery_pos
68.2
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
ad13fec49967e25e7761ddecc311abad
1,371,025,892
41.360514
-94.425192
0
1,271,381
2020-06-12 08:32:11
3,533,012,926,413,100
fraud_Dach-Nader
misc_net
2.67
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
a5d9ac65f69e09a8d78bef5b00498590
1,371,025,931
42.733463
-74.951344
0
1,271,382
2020-06-12 08:35:54
583,699,482,621
fraud_Heathcote, Yost and Kertzmann
shopping_net
119.02
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
d7675339f0a0a7aac90763894562d5d3
1,371,026,154
44.3144
-88.78435
0
1,271,383
2020-06-12 08:37:03
4,653,178,848,915,023,000
fraud_Murray-Smitham
grocery_pos
31.71
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
07d6f3c291409efadb59ff7f1d455d6f
1,371,026,223
36.409053
-81.747103
0
1,271,384
2020-06-12 08:37:57
4,952,583,804,639,909
fraud_Balistreri-Nader
misc_pos
2.89
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
4078db0ebf57269cb4394f15455479a9
1,371,026,277
40.791817
-81.533761
0
1,271,385
2020-06-12 08:38:04
3,582,402,971,899,057
fraud_Schaefer, Maggio and Daugherty
gas_transport
58.83
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
a63f718d42f1537e133065e900d90e22
1,371,026,284
48.21435
-117.492814
0
1,271,386
2020-06-12 08:38:15
213,178,850,083,780
fraud_Zemlak Group
misc_net
112.81
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
1e8ff6e0d4fdf08f5a4992f559681e2f
1,371,026,295
45.982513
-118.661813
0
1,271,387
2020-06-12 08:38:37
343,464,013,864,032
fraud_Roberts-Beahan
misc_pos
254.26
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
6da19a694b1aede50dbb0eeba87517c8
1,371,026,317
36.363788
-77.801136
0
1,271,388
2020-06-12 08:38:42
213,161,869,125,933
fraud_McDermott-Weimann
grocery_pos
126.88
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
4430697a8699a4802cf0add60b4c0841
1,371,026,322
45.119127
-70.967109
0
1,271,389
2020-06-12 08:38:59
213,199,865,312,311
fraud_Goodwin-Nitzsche
grocery_pos
84.6
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
747abcf8a9aedbff747e1ea2f26ce75b
1,371,026,339
35.067595
-84.344125
0
1,271,390
2020-06-12 08:39:06
6,011,367,958,204,270
fraud_Bauch-Raynor
grocery_pos
190.94
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
6ba06cf8985a6980cadff06f6d145646
1,371,026,346
41.580601
-81.858979
0
1,271,391
2020-06-12 08:39:13
571,465,035,400
fraud_Hayes, Marquardt and Dibbert
misc_net
135.28
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
b9aef783f14cc75e3a5f53a3f1c9aed0
1,371,026,353
42.118102
-108.714
0
1,271,392
2020-06-12 08:39:18
2,512,312,531,485,080
fraud_Dickinson-Rempel
misc_pos
184.89
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
ca01dfe2792dceedab280987be46e200
1,371,026,358
41.738936
-82.602521
0
1,271,393
2020-06-12 08:40:25
30,248,898,834,493
fraud_Mraz-Herzog
gas_transport
92.9
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
878e3958ee6f52ece018d662f2ad0793
1,371,026,425
31.604391
-99.320948
0
1,271,394
2020-06-12 08:40:46
4,334,230,547,694,630
fraud_Sawayn PLC
shopping_pos
72.14
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
8119d6045d4c6db65ac9c7b2f514ac23
1,371,026,446
43.232797
-111.87591
0
1,271,395
2020-06-12 08:41:12
4,452,366,298,769,043
fraud_Dooley-Thompson
misc_net
7.04
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
2adc53616358df763d8279e989fe719f
1,371,026,472
31.415213
-95.996107
0
1,271,396
2020-06-12 08:41:36
4,482,427,013,979,020
fraud_Osinski, Ledner and Leuschke
grocery_pos
111.01
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
17fdf56fd67823da520aab8bcf737a0f
1,371,026,496
39.102181
-83.062635
0
1,271,397
2020-06-12 08:41:39
4,259,996,134,423
fraud_Lockman, West and Runte
grocery_pos
119.55
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
07b29afbc5d0724d86f146fafb95bb30
1,371,026,499
38.098789
-99.270285
0
1,271,398
2020-06-12 08:42:58
4,244,953,610,136,705,500
fraud_Skiles-Ankunding
grocery_net
51.42
Christopher
Odom
M
81446 Nicole Highway Apt. 874
Richland
NJ
8,350
39.485
-74.8776
825
Licensed conveyancer
1991-07-06
2b73430ae65f6e194a362be91e08a17c
1,371,026,578
40.158617
-74.445538
0
1,271,399
2020-06-12 08:43:39
378,278,619,832,195
fraud_Cruickshank-Mills
entertainment
2.47
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
41c05c778ccece07c20a19c174969f44
1,371,026,619
43.796556
-122.271929
0