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
1,274,400
2020-06-13 15:25:34
4,900,628,639,996
fraud_Hermann and Sons
shopping_pos
6.53
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
943a14fe2fd4596f44cb3c628cc425c4
1,371,137,134
33.599878
-118.56273
0
1,274,401
2020-06-13 15:26:15
4,998,109,455,173,950
fraud_Botsford and Sons
home
95.93
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
b232e16527430552b2ef349aa6ec6371
1,371,137,175
39.44885
-95.01264
0
1,274,402
2020-06-13 15:27:09
2,248,735,346,244,816
fraud_Lynch-Wisozk
home
58.98
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
6acaa111fac508f2a2ed7fbc71ef1112
1,371,137,229
38.324919
-99.838278
0
1,274,403
2020-06-13 15:27:27
30,230,540,139,182
fraud_Kovacek Ltd
travel
484.49
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
af791c517c084ed441040e91e8ca62d7
1,371,137,247
41.731684
-76.876548
0
1,274,404
2020-06-13 15:27:32
3,590,736,522,064,285
fraud_Reichert, Rowe and Mraz
shopping_net
45.62
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
dfdee7cea65e786a607e8fbb84998f3c
1,371,137,252
34.612922
-92.107584
0
1,274,405
2020-06-13 15:29:27
6,506,116,513,503,136
fraud_Goyette-Gerhold
kids_pets
42.72
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
31743c9b03ca5e1e8be82dba18f933f7
1,371,137,367
32.608935
-95.644542
0
1,274,406
2020-06-13 15:29:30
4,906,628,655,840,914,000
fraud_Berge-Ullrich
home
33.5
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
16788306dfa5b19eed335606568eefad
1,371,137,370
25.486224
-81.045763
0
1,274,407
2020-06-13 15:29:38
4,998,109,455,173,950
fraud_Fritsch and Sons
health_fitness
19.74
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
eacce1de4676142a6418e2eef2bc87a4
1,371,137,378
38.638002
-93.795073
0
1,274,408
2020-06-13 15:29:51
6,011,679,934,075,347
fraud_Eichmann-Russel
misc_pos
6.05
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
79f8c6d9c1f041e2217ac12407aca5ea
1,371,137,391
40.217577
-106.471072
0
1,274,409
2020-06-13 15:30:34
60,416,207,185
fraud_Gleason-Macejkovic
shopping_net
1.79
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
0d2ad0eb1f67cfbffd1759e93a899e00
1,371,137,434
42.524775
-108.994109
0
1,274,410
2020-06-13 15:30:45
4,651,007,077,623,147
fraud_Morissette LLC
entertainment
12.74
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
f468885618e79e1fbd9a5a163bad9ac5
1,371,137,445
47.30142
-121.726892
0
1,274,411
2020-06-13 15:30:57
4,477,156,602,511,939,600
fraud_Morissette PLC
shopping_pos
5.11
Angela
Ross
F
0107 Clements Point
American Fork
UT
84,003
40.3928
-111.7941
42,384
Futures trader
1992-12-29
5755dc0b366ec1337d927e345c333d95
1,371,137,457
41.291327
-111.237939
0
1,274,412
2020-06-13 15:31:11
340,951,438,290,556
fraud_Heller PLC
health_fitness
89.25
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
1cbb76d030714a74d6e0d2b5799676e6
1,371,137,471
41.284731
-74.541481
0
1,274,413
2020-06-13 15:31:39
6,011,492,816,282,597
fraud_McGlynn-Jaskolski
misc_pos
2.02
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
6e3b50478d3f60fd32b6687061e149c3
1,371,137,499
34.278723
-92.069287
0
1,274,414
2020-06-13 15:32:13
4,170,689,372,027,579
fraud_Fadel Inc
health_fitness
92.35
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
a928e8784e50354d6796e02d78bdbcea
1,371,137,533
35.129156
-97.357835
0
1,274,415
2020-06-13 15:32:19
4,294,040,533,480,516
fraud_Medhurst, Cartwright and Ebert
personal_care
2.36
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
a76b0919f5d86d89f5ed84abea375f59
1,371,137,539
33.069708
-81.105345
0
1,274,416
2020-06-13 15:32:30
3,528,407,217,576,457
fraud_Beier-Hyatt
shopping_pos
97.35
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
316bd7ce958ea87a9bc5c0e3ec73968d
1,371,137,550
36.569716
-83.138983
0
1,274,417
2020-06-13 15:33:28
3,514,897,282,719,543
fraud_Schmeler-Howe
personal_care
22.61
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
2a482c286377c5fdd3e52a2e41e53ed2
1,371,137,608
42.48516
-77.210371
0
1,274,418
2020-06-13 15:33:28
4,742,883,543,039,288,000
fraud_Buckridge PLC
misc_pos
7
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
872862dc2e4f8522dcf7e6b9f3f9ed8d
1,371,137,608
19.088013
-154.959226
0
1,274,419
2020-06-13 15:33:50
3,596,357,274,378,601
fraud_Roob-Okuneva
health_fitness
6.75
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
2ffb56000a5e0aa35dcda06b8e41e53d
1,371,137,630
40.785149
-77.479784
0
1,274,420
2020-06-13 15:34:00
2,706,977,570,537,524
fraud_Jacobi and Sons
shopping_pos
147.52
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
c7766e3fadc0a9d817c7a64761c66e71
1,371,137,640
40.148393
-83.334719
0
1,274,421
2020-06-13 15:34:23
4,147,608,975,828,480
fraud_Hahn, Bahringer and McLaughlin
personal_care
35.88
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
2c09ec53cf125a82f061ef5efabdad89
1,371,137,663
44.237887
-94.95694
0
1,274,422
2020-06-13 15:35:26
4,836,998,673,805,450
fraud_Weber, Thiel and Hammes
kids_pets
14.13
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
f546ffa494abaeecf9e51fab410da43c
1,371,137,726
46.317526
-85.927829
0
1,274,423
2020-06-13 15:35:47
3,541,160,328,600,277
fraud_Effertz LLC
entertainment
125.46
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
557130f7c5000139e6c814b25367120c
1,371,137,747
40.478833
-89.835234
0
1,274,424
2020-06-13 15:38:50
4,358,137,750,029,945,000
fraud_Stamm-Witting
shopping_net
8.17
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
fc85ea326a65ca5b9fe1e550041741a3
1,371,137,930
42.665558
-92.714432
0
1,274,425
2020-06-13 15:40:29
2,283,743,876,903,625
fraud_Hermiston, Pacocha and Smith
health_fitness
2.54
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
c065499356608e393fb8959bf6445139
1,371,138,029
33.48101
-83.566246
0
1,274,426
2020-06-13 15:40:48
6,011,438,889,172,900
fraud_Torp, Muller and Borer
health_fitness
230.06
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
de1a85eef1a978094c5c5a780dc270d5
1,371,138,048
35.234094
-91.826856
0
1,274,427
2020-06-13 15:40:51
4,512,828,414,983,802,000
fraud_Witting, Beer and Ernser
home
28.85
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
6fc667bba9c9a96241dbefc7f29aff48
1,371,138,051
40.147229
-78.884069
0
1,274,428
2020-06-13 15:41:05
3,518,234,918,950,662
fraud_Fisher Inc
shopping_net
1.82
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
91773e3db094ce964262adf39078a1a5
1,371,138,065
33.870165
-96.391985
0
1,274,429
2020-06-13 15:41:20
3,554,818,239,968,984
fraud_O'Reilly, Mohr and Purdy
home
91.75
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
320c62bd7a67748888ec03c9c632ca4b
1,371,138,080
38.915044
-90.814087
0
1,274,430
2020-06-13 15:41:48
502,038,091,380
fraud_Dare-Marvin
entertainment
72.15
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
6809a46bc14e2d6c247fe01f58c2f673
1,371,138,108
37.592033
-92.283122
0
1,274,431
2020-06-13 15:42:12
378,904,938,837,132
fraud_Metz, Russel and Metz
kids_pets
54.52
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
57ab8c514aaa93dbf7e94d1f301b03e2
1,371,138,132
35.82221
-98.844363
0
1,274,432
2020-06-13 15:42:52
676,102,124,465
fraud_Gaylord-Powlowski
home
20.94
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
13446cf711292af19ddde75ab106cfb5
1,371,138,172
38.632004
-122.379326
0
1,274,433
2020-06-13 15:42:56
3,595,192,916,105,588
fraud_O'Reilly, Mohr and Purdy
home
9.22
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
fa8e78a5034e66457e4493927a6cc040
1,371,138,176
35.542691
-79.646997
0
1,274,434
2020-06-13 15:43:21
4,312,133,045,694,601,000
fraud_Lynch Ltd
shopping_pos
1.01
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
5d069e73165e6acd70f4bb664430a3e2
1,371,138,201
39.847965
-77.276225
0
1,274,435
2020-06-13 15:43:46
3,512,365,128,314,616
fraud_Schmeler, Bashirian and Price
shopping_net
4.73
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
5b2dd3f3dcd6c14b1fa8d9cc70e82c47
1,371,138,226
38.559052
-91.012044
0
1,274,436
2020-06-13 15:43:49
3,502,088,871,723,054
fraud_Schaefer Ltd
kids_pets
160.26
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
a054eabf49ec7ef86a86a23ab3c68508
1,371,138,229
39.073549
-76.521752
0
1,274,437
2020-06-13 15:44:08
4,642,255,475,285,942
fraud_Bins, Balistreri and Beatty
shopping_pos
6.57
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
2c5ae855c9979932d786f574ffacaa17
1,371,138,248
38.799439
-109.407129
0
1,274,438
2020-06-13 15:44:15
4,158,758,517,677,931
fraud_Kihn-Schuster
food_dining
132.77
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
63388ca7a95145b6908520022608a17e
1,371,138,255
44.005734
-96.092025
0
1,274,439
2020-06-13 15:44:19
3,534,330,126,107,879
fraud_Jacobi Inc
health_fitness
74.28
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
d0e6263c98b13f7a0d34f74ce2c1bf3c
1,371,138,259
45.311413
-108.600724
0
1,274,440
2020-06-13 15:44:22
4,798,937,978,667,560,000
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
288.31
Robert
Williams
M
09419 Lewis Rapids
Bay City
MI
48,706
43.6088
-83.953
67,858
Water quality scientist
1995-03-13
b2cdd1ad5be4b90cd46a967b2b4538df
1,371,138,262
43.747809
-84.624292
0
1,274,441
2020-06-13 15:44:32
6,011,348,830,550,197
fraud_Pouros-Conroy
shopping_pos
7.48
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
1c91def7e4b4cacc89cd3790060bea22
1,371,138,272
32.880768
-87.366949
0
1,274,442
2020-06-13 15:46:00
180,058,696,935,600
fraud_Adams-Barrows
health_fitness
67.08
Richard
Barnes
M
1339 Johnson Landing Suite 007
De Lancey
NY
13,752
42.189
-74.9229
782
Chartered accountant
2000-08-28
38b52ccfd446a903471642c8e5d51bef
1,371,138,360
41.984015
-75.477876
0
1,274,443
2020-06-13 15:46:22
3,540,075,240,003,197
fraud_Heaney-Marquardt
entertainment
165.72
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
5b3664391fa9c5aee0ff6848d104d480
1,371,138,382
44.99783
-93.144252
0
1,274,444
2020-06-13 15:46:27
30,551,643,947,183
fraud_Kozey-Kuhlman
personal_care
5.66
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
b2f23b06a86ca741b0b1172168a2f182
1,371,138,387
35.519233
-81.743021
0
1,274,445
2020-06-13 15:46:38
4,469,777,115,158,235,000
fraud_Howe Ltd
misc_pos
7.78
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
cb7cbf4e8f4ced7f210ad3bfe51ce245
1,371,138,398
43.106519
-71.790969
0
1,274,446
2020-06-13 15:47:10
4,103,158,249,977
fraud_Lakin, Ferry and Beatty
food_dining
57.41
Christopher
Adkins
M
3512 Knight Center
Lorenzo
TX
79,343
33.6666
-101.5277
1,571
Petroleum engineer
1982-06-27
15444bd87a3fe8586e49902c952bc6ed
1,371,138,430
34.026854
-101.731788
0
1,274,447
2020-06-13 15:47:11
3,529,597,810,116,815
fraud_Skiles LLC
home
4.85
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
de577d7df7035e5e0c93c415175687d4
1,371,138,431
41.000493
-78.257367
0
1,274,448
2020-06-13 15:48:31
347,612,609,554,823
fraud_Powlowski-Weimann
food_dining
10.07
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
f66073395d75c77866083d9cf43ec935
1,371,138,511
45.533276
-70.255692
0
1,274,449
2020-06-13 15:49:30
342,035,762,534,413
fraud_Kilback Group
food_dining
2.47
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
7e90d79253228a44a54dc9ef51b8f728
1,371,138,570
37.930271
-78.014162
0
1,274,450
2020-06-13 15:50:15
4,587,657,402,165,341,700
fraud_Spencer-Runolfsson
misc_pos
208.99
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
17873e768faf17751ed7af7afaf0816f
1,371,138,615
41.661267
-86.662169
0
1,274,451
2020-06-13 15:50:27
6,515,067,575,568,369
fraud_Hamill-D'Amore
health_fitness
94.69
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
af8c7f7d6c9c201a4ec96275827ad746
1,371,138,627
36.766241
-80.785741
0
1,274,452
2020-06-13 15:50:43
6,011,367,958,204,270
fraud_Douglas-White
entertainment
55.91
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
58c37c6d800cbb92f0c2849ea64ee1f3
1,371,138,643
41.359443
-82.400104
0
1,274,453
2020-06-13 15:51:05
571,844,099,986
fraud_Adams-Barrows
health_fitness
124.54
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
3c2668950632ddb05c32661cf45f7386
1,371,138,665
37.795206
-86.104556
0
1,274,454
2020-06-13 15:52:31
4,998,109,455,173,950
fraud_Rippin-VonRueden
health_fitness
59.5
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
1375f3adf50bfd165705bb659c623557
1,371,138,751
39.251515
-94.906225
0
1,274,455
2020-06-13 15:52:46
370,877,495,212,014
fraud_Champlin, Rolfson and Connelly
travel
2.9
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
0f5b1a3715cb5d7b1c8e6580cf18a8f0
1,371,138,766
37.098604
-80.911775
0
1,274,456
2020-06-13 15:53:41
3,558,652,751,678,952
fraud_Walter, Hettinger and Kessler
personal_care
56.91
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
52d37b8640d573efd8f4edbc54fe0539
1,371,138,821
33.617277
-94.518009
0
1,274,457
2020-06-13 15:54:00
4,509,142,395,811,241
fraud_Streich Ltd
home
12.05
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
c0de3129aed4339059c8f5c68578047e
1,371,138,840
32.390639
-82.102584
0
1,274,458
2020-06-13 15:54:17
4,450,831,335,606,294
fraud_Barton LLC
kids_pets
18.03
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
d27ddb904bbd0720a2ae27a4068380d0
1,371,138,857
34.819733
-96.249983
0
1,274,459
2020-06-13 15:54:25
3,547,574,373,318,979
fraud_Turner, Ziemann and Lehner
food_dining
3.34
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
b629f576df7ea0aae5e79463344b2daf
1,371,138,865
39.357676
-88.923349
0
1,274,460
2020-06-13 15:55:37
5,410,056,176,712,193
fraud_Erdman-Schaden
personal_care
72.75
Jeffrey
Krause
M
4742 Alexandria Mountain
New Franken
WI
54,229
44.5592
-87.8235
4,306
Art therapist
1989-10-19
35ce53ef8c0506f0907e12b54ca19ae2
1,371,138,937
45.124297
-88.490869
0
1,274,461
2020-06-13 15:57:20
3,579,200,383,632,826
fraud_Yost, Schamberger and Windler
kids_pets
50.78
Tyler
Small
M
047 Kevin Haven
Boyd
WI
54,726
44.9437
-91.0294
1,690
IT trainer
1975-12-24
f4821966dbceb90b8c5f51844dd34a48
1,371,139,040
45.098557
-91.590881
0
1,274,462
2020-06-13 15:57:52
4,584,931,703,207,308,300
fraud_Turner and Sons
shopping_pos
4.7
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
1c18661b7d617f76e7b2e049d9548e55
1,371,139,072
32.7547
-97.614952
0
1,274,463
2020-06-13 15:58:16
2,703,186,189,652,095
fraud_Fisher Inc
shopping_net
137.02
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
ed78355c4d28270549a62dd7b5ce2a64
1,371,139,096
36.322199
-81.213133
0
1,274,464
2020-06-13 15:58:19
6,506,116,513,503,136
fraud_Fritsch LLC
travel
2.17
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
e5d5ab53dc1d2aa0197d0ae77ddc65ef
1,371,139,099
32.082487
-95.480103
0
1,274,465
2020-06-13 15:58:31
340,953,839,692,349
fraud_Stoltenberg-Beatty
shopping_pos
1.33
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
2baf338000460a30f4d9913cfdf900af
1,371,139,111
42.34158
-83.473679
0
1,274,466
2020-06-13 15:59:27
577,588,686,219
fraud_Huel Ltd
misc_net
251.07
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
dfa01257db909e755e549894732a1fd8
1,371,139,167
40.352503
-79.004425
0
1,274,467
2020-06-13 16:01:14
5,501,083,170,975,659
fraud_Boyer-Haley
travel
3.08
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
8527acf01276d117c43ed7a07085aa7a
1,371,139,274
41.07555
-80.878976
0
1,274,468
2020-06-13 16:01:33
4,509,922,033,272,157
fraud_Hills-Witting
shopping_net
8.57
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
ab346c86d0bf83e830e672f418464d35
1,371,139,293
43.820494
-97.283368
0
1,274,469
2020-06-13 16:01:41
376,028,110,684,021
fraud_Hauck, Dietrich and Funk
kids_pets
46.41
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
0defdffae69a82f5ad68071ec9cf72b2
1,371,139,301
40.707145
-93.681516
0
1,274,470
2020-06-13 16:01:49
345,389,171,551,808
fraud_Nitzsche, Kessler and Wolff
shopping_pos
7.56
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
887118b4ac214b63a5ad87606227d699
1,371,139,309
34.072106
-89.547335
0
1,274,471
2020-06-13 16:01:52
3,568,736,585,751,727
fraud_Botsford PLC
home
94.85
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
5bd66b82fea670a39ec703d7807628c6
1,371,139,312
41.865773
-94.348563
0
1,274,472
2020-06-13 16:02:22
3,523,843,138,706,408
fraud_Macejkovic-Lesch
shopping_pos
5.43
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
b3a491c339f56e77e630f7c5a192c9de
1,371,139,342
33.007475
-86.383253
0
1,274,473
2020-06-13 16:03:35
630,423,337,322
fraud_Beier-Hyatt
shopping_pos
9.95
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
62ea81cc4757f07c3a523e8e0aaf2799
1,371,139,415
48.033976
-117.60564
0
1,274,474
2020-06-13 16:03:40
3,564,839,259,330,465
fraud_Schneider, Hayes and Nikolaus
food_dining
69.34
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
b1055036266510b561b04e25eaa12b79
1,371,139,420
38.242377
-123.058413
0
1,274,475
2020-06-13 16:03:52
3,546,897,637,165,774
fraud_Klein Group
entertainment
29.14
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
09a58c47fae24fda785d9c964c6791d3
1,371,139,432
32.59698
-97.199831
0
1,274,476
2020-06-13 16:05:00
6,011,367,958,204,270
fraud_Kovacek Ltd
travel
5.86
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
90633af54a5b1c806cd7fd708870a80f
1,371,139,500
40.33599
-81.974453
0
1,274,477
2020-06-13 16:05:08
4,128,730,454,058,057,700
fraud_Dickinson Ltd
personal_care
9.8
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
5b5e88535150e2ffa540a3312600da5c
1,371,139,508
32.20446
-94.071644
0
1,274,478
2020-06-13 16:05:23
4,715,741,951,931,169,000
fraud_Bins-Tillman
entertainment
12.16
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
33703250db5ed20ce209888cb1c93bf8
1,371,139,523
37.211869
-95.931656
0
1,274,479
2020-06-13 16:05:45
180,084,576,295,055
fraud_Beer-Jast
kids_pets
11.65
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
cf040e25e575ba96e17735052146c5ed
1,371,139,545
29.19506
-95.54406
0
1,274,480
2020-06-13 16:05:51
4,169,759,661,243,568
fraud_McLaughlin, Armstrong and Koepp
travel
1.87
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
3fb8ab7be59983c3820053e6903e4bae
1,371,139,551
39.38961
-76.962753
0
1,274,481
2020-06-13 16:06:19
4,890,424,426,862,857,000
fraud_Barrows PLC
shopping_pos
2.91
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
c41d331bc151f78ba54491623d505a61
1,371,139,579
37.676598
-121.682715
0
1,274,482
2020-06-13 16:06:25
3,565,943,051,129,759
fraud_Berge-Hills
kids_pets
63.14
David
Thomas
M
838 Dan Haven Suite 003
Webster City
IA
50,595
42.4657
-93.8262
9,165
Medical secretary
1963-05-23
5df54b205eaa4127f0e54e5191b15a7f
1,371,139,585
42.016225
-93.787623
0
1,274,483
2020-06-13 16:06:49
6,592,861,994,408,652
fraud_Gleason and Sons
kids_pets
1.52
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
fc8058ef13ba38a7a9b9b5a6eec457b8
1,371,139,609
42.036356
-78.596716
0
1,274,484
2020-06-13 16:06:57
3,512,365,128,314,616
fraud_Crooks and Sons
personal_care
6.76
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
3749a06ceeb5223396048a8b154f8328
1,371,139,617
37.454052
-90.422878
0
1,274,485
2020-06-13 16:07:12
38,530,489,946,071
fraud_Pfeffer and Sons
shopping_pos
3.34
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
e73f5d13bf418e25f381f91dc56d05db
1,371,139,632
35.672684
-82.187315
0
1,274,486
2020-06-13 16:07:45
30,235,438,713,303
fraud_Yost-Rogahn
personal_care
9.07
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
45760d45a94b73f6b71c0aa1d859e2ea
1,371,139,665
37.987221
-82.096027
0
1,274,487
2020-06-13 16:07:58
3,591,919,803,438,423
fraud_Auer-West
shopping_net
2.09
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
11bf050a24e4409dcd9907f255564d6f
1,371,139,678
28.270205
-80.610113
0
1,274,488
2020-06-13 16:08:34
4,755,696,071,492
fraud_Jacobi and Sons
shopping_pos
349.43
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
d9a5ecb2aca3de134c1d220beeccc525
1,371,139,714
33.592483
-96.895422
0
1,274,489
2020-06-13 16:08:56
4,797,297,220,948,469,000
fraud_McDermott, Osinski and Morar
home
22.14
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
d6c5b822f565430041e6f1d44f58dbde
1,371,139,736
39.351779
-87.456465
0
1,274,490
2020-06-13 16:09:32
4,957,924,165,498
fraud_Turner, Ziemann and Lehner
food_dining
57.57
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
c9bc6f36136e1ede300b5137777ccaef
1,371,139,772
39.440848
-102.023847
0
1,274,491
2020-06-13 16:10:03
4,191,109,180,926,792
fraud_Fadel-Hilpert
health_fitness
46.13
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
91306363d965e50ed0e8b6f86c80848b
1,371,139,803
39.052654
-82.577454
0
1,274,492
2020-06-13 16:11:10
213,191,402,330,021
fraud_Towne LLC
misc_pos
191.14
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
93678648767b23f54b92d1caa2fdb7f6
1,371,139,870
42.725228
-87.114427
0
1,274,493
2020-06-13 16:11:49
3,582,402,971,899,057
fraud_Windler LLC
kids_pets
65.66
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
3f21693a7b0b9ef5b856baeff9b712de
1,371,139,909
48.861644
-117.091658
0
1,274,494
2020-06-13 16:12:34
4,377,338,765,909,719
fraud_Schroeder Group
health_fitness
60.76
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
b879fe2c593f2aea742f8b99f6d1386f
1,371,139,954
36.979737
-83.4959
0
1,274,495
2020-06-13 16:13:07
3,523,843,138,706,408
fraud_O'Connell, Botsford and Hand
home
6.27
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
b8b226793527dc0645fcf2e6dda65478
1,371,139,987
32.981793
-86.707788
0
1,274,496
2020-06-13 16:13:12
3,575,540,972,310,993
fraud_Balistreri-Nader
misc_pos
60.27
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
2b181a05dd41217781e710766cf54de8
1,371,139,992
33.54003
-90.568629
0
1,274,497
2020-06-13 16:13:19
4,906,628,655,840,914,000
fraud_Weber, Thiel and Hammes
kids_pets
7.35
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
ee07409fde6e50f656c7d63dcbc1db9a
1,371,139,999
23.88378
-80.759677
0
1,274,498
2020-06-13 16:14:24
3,564,839,259,330,465
fraud_Weber, Thiel and Hammes
kids_pets
6
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
a6b03a56e478cf520b276dcd06cb2f34
1,371,140,064
38.969937
-122.176624
0
1,274,499
2020-06-13 16:14:36
375,974,680,629,816
fraud_Kilback Group
food_dining
5.84
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
59a9cf3b2be84c522d793071eb600f06
1,371,140,076
41.420198
-73.524822
0