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
552,300
2020-12-30 23:47:58
377,113,842,678,100
fraud_Kihn, Brakus and Goyette
personal_care
34.12
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
b109219ea38a4c1bee085b7377b4ce27
1,388,447,278
39.702837
-76.096743
0
552,301
2020-12-30 23:48:24
30,143,535,920,989
fraud_Dare-Gibson
health_fitness
92.44
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
76822fcee8b405578b259d7c8de7abc7
1,388,447,304
39.939594
-74.663426
0
552,302
2020-12-30 23:48:36
6,517,217,825,320,610
fraud_White and Sons
home
74.01
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
5a217feca78d985480ef12325108319e
1,388,447,316
31.923762
-90.365731
0
552,303
2020-12-30 23:49:04
4,452,366,298,769,043
fraud_Torp-Lemke
misc_pos
9.06
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
54e4f2da32393377f14a056534488003
1,388,447,344
31.973294
-96.89603
0
552,304
2020-12-30 23:49:14
377,993,105,397,617
fraud_Fisher-Schowalter
shopping_net
6.67
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
eea5a3c2439c2207260a890fd1875b9c
1,388,447,354
45.612476
-88.165861
0
552,305
2020-12-30 23:49:49
4,809,701,904,914
fraud_Hodkiewicz, Prohaska and Paucek
travel
3.56
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
4601fed8653f52f05b9d0ab4633da672
1,388,447,389
32.364922
-85.029425
0
552,306
2020-12-30 23:50:06
4,060,579,726,528,237
fraud_Lubowitz-Walter
kids_pets
54.26
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
321421fd5b6b9110b29787d59ec4d2ae
1,388,447,406
38.763752
-96.240803
0
552,307
2020-12-30 23:50:20
30,238,755,902,988
fraud_Streich, Dietrich and Barton
shopping_net
6.35
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
19c51807b65a980ff9d77b2146a42d24
1,388,447,420
30.766561
-97.097394
0
552,308
2020-12-30 23:50:57
4,961,003,488,432,306
fraud_Langworth LLC
personal_care
12.48
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
2ae98fb105f93f941f228cd94ea8d521
1,388,447,457
41.425108
-75.67389
0
552,309
2020-12-30 23:51:01
3,577,578,023,716,568
fraud_Friesen Ltd
health_fitness
31.6
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
aeabca28d1096e26c7e3cd89cacd85c7
1,388,447,461
41.191832
-81.751245
0
552,310
2020-12-30 23:51:24
3,534,718,226,968,689
fraud_Kirlin and Sons
personal_care
133.64
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
9380ebd8946ebb906e72ec410d20551d
1,388,447,484
37.243501
-88.711938
0
552,311
2020-12-30 23:51:27
342,952,484,382,519
fraud_Runolfsdottir, Mueller and Hand
entertainment
71.5
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
cff28e03468433fd6fee45ddd8e3a3bf
1,388,447,487
41.597539
-73.480484
0
552,312
2020-12-30 23:51:27
3,520,550,088,202,337
fraud_Sporer-Keebler
personal_care
3.73
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
be88245ca47d086b67005966258c6d7d
1,388,447,487
48.599317
-89.927562
0
552,313
2020-12-30 23:51:39
4,792,627,764,422,478,000
fraud_Baumbach, Strosin and Nicolas
shopping_pos
30.39
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
59d2f1da9929aa0820cff38a8a9f178c
1,388,447,499
39.550987
-94.587869
0
552,314
2020-12-30 23:51:58
503,848,303,379
fraud_Spencer PLC
entertainment
237.4
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
21067a444ee29fcd7b94c40948943e83
1,388,447,518
27.415977
-81.520763
0
552,315
2020-12-30 23:51:58
4,198,470,814,557
fraud_Erdman-Schaden
personal_care
25.99
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
6ee76b2b395d6c4f0f4ab1beda8ba029
1,388,447,518
41.879147
-95.842231
0
552,316
2020-12-30 23:52:05
3,568,255,211,412,877
fraud_Bernhard, Grant and Langworth
shopping_pos
1.11
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
a18a6aa534ee42e4b561907c301b24eb
1,388,447,525
41.063599
-85.203501
0
552,317
2020-12-30 23:52:14
4,365,382,885,912,355
fraud_Conroy Ltd
shopping_pos
115.79
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
0451f4cc7e4504641999c65a47f445a9
1,388,447,534
48.177283
-92.273027
0
552,318
2020-12-30 23:52:41
6,554,245,334,757,802
fraud_Schaefer Ltd
kids_pets
59.67
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
411ba9fee30ffeb216f05c64e30002ff
1,388,447,561
33.787633
-118.50778
0
552,319
2020-12-30 23:53:05
213,178,765,398,315
fraud_Heathcote LLC
shopping_net
6.87
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
6a95f5f4cbf3b5fd3e1af686debc4a6f
1,388,447,585
43.63237
-108.737803
0
552,320
2020-12-30 23:54:07
4,710,826,438,164,848,000
fraud_Zboncak Ltd
food_dining
21.33
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
90765d396bb7cb0531e232cba2be23f9
1,388,447,647
48.441247
-109.286464
0
552,321
2020-12-30 23:54:08
36,192,615,525,683
fraud_Baumbach Ltd
personal_care
37.73
Susan
Garcia
F
582 Rodriguez Wells
Albuquerque
NM
87,109
35.1506
-106.569
641,349
Civil Service administrator
1976-04-11
38e2b6e8b7adc2845ea98614d587dba6
1,388,447,648
34.278564
-107.197447
0
552,322
2020-12-30 23:54:20
4,560,004,149,983,868,400
fraud_Bins-Howell
personal_care
47.06
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
55125ad608ab70b0f59cbcf0a7b7ff0f
1,388,447,660
38.147403
-104.529987
0
552,323
2020-12-30 23:54:29
676,298,633,337
fraud_Fadel-Hilpert
health_fitness
58.99
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
33c4f3544ffca4492748d3df15864dcf
1,388,447,669
38.571126
-81.390421
0
552,324
2020-12-30 23:55:33
4,992,346,398,065,154,000
fraud_Swaniawski, Nitzsche and Welch
health_fitness
91.57
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
fdd1117921ebc9d7668c873b52841758
1,388,447,733
41.896319
-89.024618
0
552,325
2020-12-30 23:55:37
571,314,334,723
fraud_Witting, Beer and Ernser
home
146.32
Lori
Mclean
F
4548 Werner Wells Apt. 441
Mc Clellandtown
PA
15,458
39.8882
-79.8694
2,379
Sales professional, IT
1971-01-19
a033f2e8ecda5c365cf3cab6107dbb14
1,388,447,737
40.093642
-80.549257
0
552,326
2020-12-30 23:55:50
30,273,037,698,427
fraud_Reilly and Sons
health_fitness
52.91
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
b038ff295de3fd3dd7346bc3c7512b25
1,388,447,750
36.327958
-91.298584
0
552,327
2020-12-30 23:57:06
180,036,456,789,979
fraud_Kris-Kertzmann
travel
4.79
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
b564d116a71b3270bee2ae9d65c6d2e0
1,388,447,826
42.545286
-90.471045
0
552,328
2020-12-30 23:57:21
4,658,490,815,480,264
fraud_Zulauf LLC
personal_care
10.1
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
fec2c0382045ad3f3078fea72eaacf5b
1,388,447,841
40.836642
-79.178746
0
552,329
2020-12-30 23:57:31
6,011,348,830,550,197
fraud_Christiansen-Gusikowski
misc_pos
14.53
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
d546563864ea5d7e4ce8e1cf822b5b6f
1,388,447,851
32.962851
-87.070379
0
552,330
2020-12-30 23:57:34
4,129,767,952,109,660
fraud_Berge-Ullrich
home
46.59
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
a66a166f68596357201547082182a50b
1,388,447,854
48.105558
-96.344411
0
552,331
2020-12-30 23:57:34
3,529,597,930,342,630
fraud_Schoen-Quigley
kids_pets
17.57
Melissa
Rodriguez
F
81708 Christopher Plaza
Jordanville
NY
13,361
42.8948
-74.8209
824
Travel agency manager
1985-09-01
811ba3e7309ed230f9a71c0facd597c3
1,388,447,854
43.099656
-74.77752
0
552,332
2020-12-30 23:57:36
4,147,608,975,828,480
fraud_O'Hara-Wilderman
food_dining
13.04
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
ff309cc53b13bf7e03a0c47853865dde
1,388,447,856
43.351401
-94.110947
0
552,333
2020-12-30 23:57:46
4,797,297,220,948,469,000
fraud_Roob, Conn and Tremblay
shopping_pos
4.48
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
e87ccf8658485635bfd0ae9fe565e154
1,388,447,866
39.75386
-85.615853
0
552,334
2020-12-30 23:57:47
4,481,131,401,752
fraud_Will Ltd
food_dining
3.86
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
cc419a3d0c0aecee775cbc8052926641
1,388,447,867
43.091518
-71.144511
0
552,335
2020-12-30 23:57:56
3,512,365,128,314,616
fraud_Thiel PLC
misc_pos
237.36
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
0c61f46f5a154a4c7b0cc006dec3a58f
1,388,447,876
39.072362
-90.419479
0
552,336
2020-12-30 23:58:10
4,957,924,165,498
fraud_Zemlak, Tillman and Cremin
personal_care
50.8
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
4a19cd3dedfd6e07205366c8cbbe00a0
1,388,447,890
38.718597
-101.751264
0
552,337
2020-12-30 23:58:25
345,933,964,507,467
fraud_Herzog Ltd
misc_pos
214.24
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
ac2f61bc12b6c23c82b4b01a23487c5b
1,388,447,905
39.123013
-75.791761
0
552,338
2020-12-30 23:58:34
3,559,679,414,981,506
fraud_Ullrich Ltd
kids_pets
79.11
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
f2b0bad23205f549546c8e7dfa03dbf4
1,388,447,914
44.463075
-75.037972
0
552,339
2020-12-30 23:59:15
374,656,033,243,756
fraud_Stiedemann Inc
misc_pos
282.33
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
312e728a79f4ded5ac9842a84f959083
1,388,447,955
39.802461
-76.609057
0
552,340
2020-12-30 23:59:35
3,585,740,823,295,298
fraud_Schoen, Nienow and Bauch
personal_care
7.64
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
ebfb75b3ccb827b44e8baebe90e19972
1,388,447,975
34.937673
-99.475249
0
552,341
2020-12-30 23:59:45
6,506,116,513,503,136
fraud_Dare-Marvin
entertainment
129.05
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
78131d3d7c87e1d15a16dc5bed0b192a
1,388,447,985
31.457044
-95.646124
0
552,342
2020-12-31 00:00:21
2,297,447,006,766,555
fraud_Kutch LLC
gas_transport
59.4
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
f31d3d2b522dde4f8a6e57dc45146c42
1,388,448,021
39.962717
-87.838256
0
552,343
2020-12-31 00:00:41
4,424,338,559,877,976
fraud_Wiza LLC
misc_pos
1.02
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
eb064766f5c8d06fc5407bd2dc550bfa
1,388,448,041
40.039041
-83.831348
0
552,344
2020-12-31 00:01:36
4,957,924,165,498
fraud_Wisozk and Sons
misc_pos
7.22
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
7175de6724d90742fdada38162a0a8d0
1,388,448,096
39.707159
-102.599137
0
552,345
2020-12-31 00:01:39
378,904,938,837,132
fraud_Sporer Inc
gas_transport
46.81
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
1de54035376a491a7b99f075913e6b34
1,388,448,099
35.085859
-98.690091
0
552,346
2020-12-31 00:01:40
4,260,128,500,325
fraud_Rempel PLC
grocery_net
12.64
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
3f7e98eace97972e3e76daa538692802
1,388,448,100
38.028435
-82.775219
0
552,347
2020-12-31 00:02:19
4,089,096,483,689,733,600
fraud_Jaskolski-Dibbert
grocery_net
42.25
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
2ef20672d8fa57acb973403c9795b37e
1,388,448,139
31.413854
-94.84648
0
552,348
2020-12-31 00:02:22
3,598,304,579,370,089
fraud_Emmerich-Luettgen
grocery_net
43.35
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
e18dc197c5714dd7d1ca730aa386496a
1,388,448,142
37.192708
-98.119475
0
552,349
2020-12-31 00:03:26
2,242,542,703,101,233
fraud_Kohler, Lindgren and Koelpin
grocery_net
62.13
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
55c6103864fcbcbc92e6e0de27301330
1,388,448,206
39.180314
-85.820086
0
552,350
2020-12-31 00:03:53
4,839,615,922,685,395
fraud_Flatley-Durgan
misc_net
12.13
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
92b1d5b1733dd4308b07b22b17ea6237
1,388,448,233
38.295921
-86.222299
0
552,351
2020-12-31 00:03:55
571,465,035,400
fraud_Kemmer-Buckridge
misc_pos
29.95
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
70b3e0e439115e612f83274234c99fa4
1,388,448,235
42.901596
-108.651231
0
552,352
2020-12-31 00:04:05
4,900,628,639,996
fraud_Huel-Langworth
misc_net
8.5
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
35e226088aaa23756704c8c7e9bfa70a
1,388,448,245
33.144429
-117.381116
0
552,353
2020-12-31 00:04:48
2,233,882,705,243,596
fraud_Ruecker, Beer and Collier
shopping_net
6.01
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
258f9b21f518d9e914c20bc9b5acae97
1,388,448,288
32.623426
-89.029071
0
552,354
2020-12-31 00:05:47
3,533,012,926,413,100
fraud_Olson, Becker and Koch
gas_transport
56.65
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
1be8cebcb0c134b1cce244ddbb393303
1,388,448,347
43.701492
-74.194007
0
552,355
2020-12-31 00:06:28
676,245,600,876
fraud_Christiansen-Gusikowski
misc_pos
80.35
Ashley
Blanchard
F
292 Lowe Dam Suite 858
West Palm Beach
FL
33,417
26.7197
-80.1248
459,921
Historic buildings inspector/conservation officer
1960-06-14
84a966f91094105a622d7da969205b43
1,388,448,388
27.685838
-80.564314
0
552,356
2020-12-31 00:06:48
3,514,897,282,719,543
fraud_Conroy Ltd
shopping_pos
9.99
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
96c56a17b4411eda27a6b85c2ecc949f
1,388,448,408
43.398444
-77.31343
0
552,357
2020-12-31 00:07:01
3,549,202,406,645,667
fraud_Trantow PLC
grocery_net
112.98
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
cce1df389e56b117ea00d98575ad7c39
1,388,448,421
42.725648
-70.760301
0
552,358
2020-12-31 00:07:15
4,060,579,726,528,237
fraud_Emard Inc
gas_transport
62.75
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
7128f452481f56898fa8cf5d39a348a8
1,388,448,435
39.780675
-94.560423
0
552,359
2020-12-31 00:07:15
3,592,931,352,252,641
fraud_Kuvalis Ltd
gas_transport
66.66
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
465c55aff0236edd93f258dcc3418416
1,388,448,435
45.557718
-93.214156
0
552,360
2020-12-31 00:07:20
213,112,402,583,773
fraud_Erdman-Kertzmann
gas_transport
54.2
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
ed2fc48ccf904c7c08453f4b4b1a3e7a
1,388,448,440
34.466454
-82.222114
0
552,361
2020-12-31 00:07:22
3,583,635,130,604,947
fraud_Kutch and Sons
grocery_pos
206.69
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
682bd2b9ebe13a3b4936c68527947d64
1,388,448,442
40.484996
-75.776771
0
552,362
2020-12-31 00:08:32
372,246,459,334,925
fraud_Jaskolski-Vandervort
misc_net
2,045.37
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
ea1d6234f44c8bc5e086f3051b8ab7f8
1,388,448,512
43.663117
-103.253348
0
552,363
2020-12-31 00:09:14
4,809,701,904,914
fraud_Pfeffer LLC
grocery_net
58.89
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
577a60419754a53a65200ecf9075629a
1,388,448,554
31.806783
-84.381754
0
552,364
2020-12-31 00:09:15
4,239,552,724,014,407
fraud_Lehner, Reichert and Mills
misc_pos
133.02
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
c71ed96d60acdf75797f88e592929e24
1,388,448,555
41.561306
-84.765028
0
552,365
2020-12-31 00:09:58
377,550,167,323,848
fraud_Bins, Balistreri and Beatty
shopping_pos
9.48
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
97ae999bc97a53328e605980d512db68
1,388,448,598
44.520426
-69.88509
0
552,366
2020-12-31 00:10:11
340,953,839,692,349
fraud_Erdman-Kertzmann
gas_transport
47.49
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
c4bbcfbd32a519ca3121d58764c55c66
1,388,448,611
41.728634
-83.804105
0
552,367
2020-12-31 00:11:01
30,030,380,240,193
fraud_Friesen-Stamm
gas_transport
62.99
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
317cf956ddb06cf1dc2482763d332f57
1,388,448,661
30.185417
-99.409634
0
552,368
2020-12-31 00:11:33
4,469,777,115,158,235,000
fraud_McDermott-Weimann
grocery_pos
70.47
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
2cda65287d513c84fbf2df95c20420d2
1,388,448,693
43.183844
-71.182692
0
552,369
2020-12-31 00:11:40
4,040,099,974,063,068,700
fraud_Baumbach, Feeney and Morar
shopping_net
80.57
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
d278686ff8f5f147e4b19d94a9e3b41e
1,388,448,700
48.350617
-102.696082
0
552,370
2020-12-31 00:12:13
30,487,648,872,433
fraud_Dooley-Thompson
misc_net
18.77
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
8920f42c5ad9cf3e45d4d2600fe3a026
1,388,448,733
37.123504
-86.312555
0
552,371
2020-12-31 00:12:44
370,877,495,212,014
fraud_Mosciski, Gislason and Mertz
grocery_pos
220.51
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
96c253ecced67cdfa6ccaa9f5e7cccb1
1,388,448,764
36.066102
-81.131002
0
552,372
2020-12-31 00:14:04
2,222,157,926,772,399
fraud_Rodriguez Group
gas_transport
68.37
Amy
Garrett
F
6014 Thomas Throughway
Trenton
TX
75,490
33.4235
-96.3398
2,211
Investment banker, operational
1987-02-26
ea0ee1fdf647d3f0b41de0e3b2f0408c
1,388,448,844
32.809645
-95.951987
0
552,373
2020-12-31 00:14:13
371,985,236,239,474
fraud_Kerluke PLC
misc_net
1.86
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
45e2d723edd55aaede84b7b918f2c507
1,388,448,853
43.180855
-74.898446
0
552,374
2020-12-31 00:14:21
2,286,236,465,059,468
fraud_Raynor, Feest and Miller
gas_transport
42.67
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
512ead44afc22ac8b2f8ab2e96a759fe
1,388,448,861
38.719345
-94.579191
0
552,375
2020-12-31 00:15:56
4,260,128,500,325
fraud_Emard Inc
gas_transport
73.36
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
32cf9096b9d6eefdbdaa344afa42aec0
1,388,448,956
38.033667
-82.059927
0
552,376
2020-12-31 00:16:29
4,989,847,570,577,635,000
fraud_Kilback LLC
grocery_pos
226.09
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
d137b258add5c07cda58e289251848f3
1,388,448,989
34.41515
-82.288786
0
552,377
2020-12-31 00:16:50
4,301,028,321,766,222,300
fraud_Mosciski, Gislason and Mertz
grocery_pos
101.02
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
b568ba739131dea97340b9ce7ce6aad9
1,388,449,010
39.810974
-79.65889
0
552,378
2020-12-31 00:18:34
30,175,986,190,993
fraud_Weimann, Kuhic and Beahan
shopping_pos
49.91
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
b0262ab4a9b9063ec8f0b686738dd0b4
1,388,449,114
47.055057
-95.922719
0
552,379
2020-12-31 00:18:42
30,074,693,890,476
fraud_Pacocha-O'Reilly
grocery_pos
197.28
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
09b4e58d99a1687797680c9a32d4ab5d
1,388,449,122
38.419858
-100.043316
0
552,380
2020-12-31 00:19:06
4,981,132,848,794
fraud_Morissette PLC
shopping_pos
158.25
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
35e7c6ab814f2ca47bdee08c6b6f4a98
1,388,449,146
39.526916
-81.891704
0
552,381
2020-12-31 00:20:03
4,244,953,610,136,705,500
fraud_Emard Inc
gas_transport
65.44
Christopher
Odom
M
81446 Nicole Highway Apt. 874
Richland
NJ
8,350
39.485
-74.8776
825
Licensed conveyancer
1991-07-06
ef68222ea52af9223faadbaa3f787bde
1,388,449,203
39.046702
-73.924921
0
552,382
2020-12-31 00:20:41
4,800,395,067,176,717
fraud_Kilback LLC
grocery_pos
92.27
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
87ecc1ad33033084d5145fed69852f60
1,388,449,241
42.044566
-96.023965
0
552,383
2020-12-31 00:20:48
2,248,735,346,244,816
fraud_Torp-Lemke
misc_pos
8.38
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
64666fdebb2b34fb8b90a9bac53af0a3
1,388,449,248
38.285106
-100.111471
0
552,384
2020-12-31 00:20:59
503,848,303,379
fraud_Heller-Langosh
gas_transport
78.25
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
6ba9e84531249b56a52fcecd1625a7cd
1,388,449,259
27.180222
-82.294195
0
552,385
2020-12-31 00:21:10
4,561,546,772,499
fraud_Olson, Becker and Koch
gas_transport
98.78
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
ba939e8f3dfd08b304bf45361f5e9a4e
1,388,449,270
34.799951
-106.301916
0
552,386
2020-12-31 00:21:38
30,518,196,150,127
fraud_Kling Inc
gas_transport
57.59
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
e51cbdc87395b63bab428286a6af4dbf
1,388,449,298
39.501834
-86.851762
0
552,387
2020-12-31 00:22:17
4,951,647,200,979,051
fraud_Schumm, Bauch and Ondricka
grocery_pos
63.81
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
aefc214367185f878cd643a678ea6cd0
1,388,449,337
38.594318
-88.516059
0
552,388
2020-12-31 00:22:49
4,640,395,708,703
fraud_Zemlak Group
misc_net
1.67
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
126b95c755e0477c332b91a55ba54cc3
1,388,449,369
30.350078
-92.539401
0
552,389
2020-12-31 00:23:32
6,011,681,934,117,244
fraud_Bailey-Morar
grocery_pos
133.8
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
941103c08a6d85a8129c55c077e31ac7
1,388,449,412
36.044277
-87.263443
0
552,390
2020-12-31 00:25:38
4,079,773,899,158
fraud_Hermann and Sons
shopping_pos
1.77
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
2ebb2136066d2b13004a39b39bb61771
1,388,449,538
44.214566
-117.410312
0
552,391
2020-12-31 00:25:47
6,547,670,341,037,171
fraud_Heathcote, Yost and Kertzmann
shopping_net
6.52
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
a62494273db95d9e5d56cee6b8c7d814
1,388,449,547
38.930038
-75.499397
0
552,392
2020-12-31 00:25:51
4,783,226,709,001
fraud_Bednar Group
misc_net
6.75
Jessica
Garcia
F
13108 Jennifer Passage
Mc Cracken
KS
67,556
38.5957
-99.554
320
Film/video editor
1961-04-22
886f00fd2bcc973146c97b85267feeb2
1,388,449,551
39.008478
-98.639094
0
552,393
2020-12-31 00:26:13
630,441,765,090
fraud_Eichmann-Russel
misc_pos
4.81
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
fcbc517885fd7ab8cda9d8d46a807a62
1,388,449,573
31.26454
-99.484254
0
552,394
2020-12-31 00:26:33
372,246,459,334,925
fraud_Schaefer, Maggio and Daugherty
gas_transport
51.65
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
9f86d2956dbab45f0c4d7fe7c7b89c9e
1,388,449,593
45.01529
-104.008623
0
552,395
2020-12-31 00:27:09
4,069,975,342,931,683
fraud_Thiel PLC
misc_pos
186.33
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
d7c1d8e17a5b421a36bbc03a9c34cfd3
1,388,449,629
38.893363
-81.672004
0
552,396
2020-12-31 00:27:50
3,583,635,130,604,947
fraud_Murray-Smitham
grocery_pos
166.95
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
e2820c6c260a77246a14291245f2ad90
1,388,449,670
41.010288
-75.56013
0
552,397
2020-12-31 00:27:59
4,358,137,750,029,945,000
fraud_Kling-Grant
grocery_net
56.43
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
569c6d57a0fde81fab6fc87da5509c21
1,388,449,679
42.288767
-91.309928
0
552,398
2020-12-31 00:29:21
4,855,488,158,131,690,000
fraud_Collier Inc
grocery_net
49.36
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
c6fad412cbcb46f6ac47755cd49a5d13
1,388,449,761
44.592761
-72.190649
0
552,399
2020-12-31 00:29:22
6,011,148,190,095,209
fraud_Smith-Stokes
misc_pos
54.36
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
5e607120d775622d759497f247b9e908
1,388,449,762
37.534476
-122.068244
0