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
1,285,100
2020-06-16 15:25:31
4,355,790,796,238,265,000
fraud_Altenwerth-Kilback
home
10.28
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
68448d6931ebad7af6dd03530cda4939
1,371,396,331
39.504624
-90.460814
0
1,285,101
2020-06-16 15:25:35
30,273,037,698,427
fraud_Schroeder, Hauck and Treutel
entertainment
134.51
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
5921d2e44946b61f9e7250874cd436d8
1,371,396,335
36.377762
-92.156838
0
1,285,102
2020-06-16 15:25:55
3,552,581,383,553,463
fraud_Lubowitz, Terry and Stracke
personal_care
14.67
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
b6c0a8485d6b4521644cee7073ac639a
1,371,396,355
35.658183
-84.430427
0
1,285,103
2020-06-16 15:26:09
180,046,165,512,893
fraud_Rau-Robel
kids_pets
61.86
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
2b11a69ed3c5cde21167bb47d3e2d10b
1,371,396,369
45.653577
-123.594621
0
1,285,104
2020-06-16 15:26:19
4,653,879,239,169,997
fraud_Gottlieb Group
kids_pets
26
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
f128e9824f89ea1f9c4e631132cc0488
1,371,396,379
36.772085
-86.282831
0
1,285,105
2020-06-16 15:26:24
4,319,584,480,204,989,000
fraud_Lowe, Dietrich and Erdman
kids_pets
23.91
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
322e2759cf36b06dee417165d4e90561
1,371,396,384
37.141325
-82.393047
0
1,285,106
2020-06-16 15:26:46
4,797,297,220,948,469,000
fraud_Terry, Johns and Bins
misc_pos
277.84
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
964ac9c2f4a9387cd2dc875bd0e61e56
1,371,396,406
38.250096
-86.975335
0
1,285,107
2020-06-16 15:26:47
630,484,879,808
fraud_Kutch-Ferry
home
66.42
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
7eea9372b5dc1ca6b14f58961cb26253
1,371,396,407
36.877027
-119.151114
0
1,285,108
2020-06-16 15:27:21
376,445,266,762,684
fraud_Schumm PLC
health_fitness
260.68
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
0f41464f398e49d1199ea8c00859c49f
1,371,396,441
40.478241
-100.62333
0
1,285,109
2020-06-16 15:27:50
4,792,627,764,422,478,000
fraud_Hickle Group
shopping_pos
334.62
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
b59c1e4a054a1989a5a633d8c276356c
1,371,396,470
38.234095
-95.411869
0
1,285,110
2020-06-16 15:27:57
4,861,310,130,652,567,000
fraud_Bogisich-Weimann
kids_pets
33.43
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
79c42c6958414b3a7feb4d52e00b49b1
1,371,396,477
31.220419
-91.20051
0
1,285,111
2020-06-16 15:28:07
6,534,628,260,579,800
fraud_Volkman PLC
food_dining
7.45
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
e116824dad58ed7db2a34d0e8d3fd27b
1,371,396,487
43.64311
-72.235031
0
1,285,112
2020-06-16 15:28:24
4,681,699,462,969
fraud_Waelchi Inc
kids_pets
19.08
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
be8f7c0bde9c80012a3db4452b535a9e
1,371,396,504
36.246049
-86.108106
0
1,285,113
2020-06-16 15:28:28
630,451,534,402
fraud_Parker-Kunde
personal_care
5.54
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
5aab8859365a8ef2c2313e83047f77a4
1,371,396,508
46.838147
-87.486527
0
1,285,114
2020-06-16 15:28:37
60,416,207,185
fraud_Johns-Hoeger
entertainment
7.88
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
28e44b82aa8105b5b9eaa6a8bb0b7159
1,371,396,517
43.0116
-109.448094
0
1,285,115
2020-06-16 15:28:55
4,302,480,582,202,074
fraud_Jacobi Inc
health_fitness
30.36
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
34575587121cac9c6d7eb199c7243340
1,371,396,535
43.15045
-86.788786
0
1,285,116
2020-06-16 15:29:24
4,377,338,765,909,719
fraud_Skiles LLC
home
47.43
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
46cb4ffe368a5fd38a075ecf47c1443c
1,371,396,564
36.970419
-83.841057
0
1,285,117
2020-06-16 15:29:37
4,364,010,865,167,176
fraud_Bins-Howell
personal_care
5.58
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
1eb27e93bd00000a421c5f4281bff168
1,371,396,577
40.467836
-119.278575
0
1,285,118
2020-06-16 15:29:37
4,740,713,119,940,984
fraud_Eichmann-Kilback
home
10.25
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
3e1431e45f2fe04f55ad481f71fe5957
1,371,396,577
40.408032
-74.182279
0
1,285,119
2020-06-16 15:30:00
4,908,846,471,916,297
fraud_Spencer PLC
entertainment
92.77
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
8e54eb19c4068c03d24bdfdd8ec89128
1,371,396,600
32.887587
-97.691911
0
1,285,120
2020-06-16 15:30:06
377,993,105,397,617
fraud_Kris-Padberg
shopping_pos
1.43
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
dc0fe1a174ece1a710c1e7995924bff9
1,371,396,606
44.749417
-87.327599
0
1,285,121
2020-06-16 15:30:22
3,554,849,923,339,851
fraud_Conroy, Balistreri and Gorczany
health_fitness
16.74
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
467aabb4a2c2f729e5e6bd14ea1b40b6
1,371,396,622
35.435181
-96.533023
0
1,285,122
2020-06-16 15:30:24
4,716,561,796,955,522
fraud_Bernier and Sons
kids_pets
20.67
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
64ae190a5aabfc18f684bc3975887089
1,371,396,624
49.048753
-113.81399
0
1,285,123
2020-06-16 15:30:58
2,248,735,346,244,816
fraud_Leannon-Nikolaus
travel
1.66
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
12554776820165af18359ca1cea4edd8
1,371,396,658
38.311774
-99.944938
0
1,285,124
2020-06-16 15:31:03
376,445,266,762,684
fraud_Kihn-Schuster
food_dining
11.81
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
b50e6d76629ee19f56253e883141308d
1,371,396,663
41.282812
-100.37203
0
1,285,125
2020-06-16 15:31:05
374,821,819,075,109
fraud_Terry Ltd
home
8.12
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
240149a06f4e4e1e14fc8afb2b604653
1,371,396,665
43.718064
-76.434088
0
1,285,126
2020-06-16 15:31:16
30,266,994,494,236
fraud_Roob-Okuneva
health_fitness
21.59
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
6d2bf92aeed88c91d2f3574f7c8bf7dd
1,371,396,676
37.202917
-77.547296
0
1,285,127
2020-06-16 15:31:18
180,084,695,172,649
fraud_Reichert-Weissnat
travel
1.2
Holly
Mann
F
7644 Joseph Fields
Nokomis
IL
62,075
39.3036
-89.2853
3,458
Building surveyor
1985-12-08
e33e972b68fc645be4ba991b4f273c98
1,371,396,678
38.836584
-89.552121
0
1,285,128
2020-06-16 15:31:54
2,222,001,896,600,109
fraud_Parker, Nolan and Trantow
entertainment
16.3
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
66618a49d325986cce47a086db0d65fb
1,371,396,714
38.763207
-90.073711
0
1,285,129
2020-06-16 15:32:08
5,501,083,170,975,659
fraud_Hammes-Beatty
kids_pets
110.93
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
e81102ca1ce0fbb420ff73b7d3212212
1,371,396,728
41.325955
-80.717756
0
1,285,130
2020-06-16 15:32:48
3,575,540,972,310,993
fraud_Kihn Inc
shopping_pos
9.61
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
97aff0a777ea0fac960ac5a04dd5a059
1,371,396,768
34.039328
-89.409467
0
1,285,131
2020-06-16 15:33:01
38,530,489,946,071
fraud_Romaguera and Sons
travel
5.13
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
7ca2d5c24bdb1c96f35145a6a2524e35
1,371,396,781
34.196741
-82.090676
0
1,285,132
2020-06-16 15:33:15
3,583,793,405,872,580
fraud_Wiza LLC
misc_pos
1,201.62
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
f21e16bde044b295d0c33a7e261a65e4
1,371,396,795
35.283356
-98.974627
0
1,285,133
2020-06-16 15:33:27
213,161,231,269,724
fraud_Hackett Group
travel
6.26
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
4abad0e27aaff3839052a28a097bd32c
1,371,396,807
34.498062
-85.388035
0
1,285,134
2020-06-16 15:33:30
347,612,609,554,823
fraud_Medhurst, Cartwright and Ebert
personal_care
1.08
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
a5dba54248423fb3a2f3866963dfaaa1
1,371,396,810
45.144534
-69.716843
0
1,285,135
2020-06-16 15:34:11
36,721,445,180,895
fraud_Runte-Mohr
food_dining
29.82
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
e14b33711f8ebed18309a268650d19e3
1,371,396,851
42.305834
-75.251862
0
1,285,136
2020-06-16 15:34:17
376,262,134,119,629
fraud_Barton LLC
kids_pets
63.35
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
608bee5e0ec5523baf96e84fb554ea13
1,371,396,857
27.103603
-82.573074
0
1,285,137
2020-06-16 15:34:34
377,026,671,291,680
fraud_Bode-Schuster
kids_pets
16.17
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
645cb982e7aec5a8ac3fefd647afa667
1,371,396,874
36.463719
-91.61847
0
1,285,138
2020-06-16 15:34:47
3,587,960,728,692,500
fraud_Herman Inc
misc_pos
92.2
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
c2d6361359f7822bc294ad8aa23aa2a7
1,371,396,887
42.164074
-94.704782
0
1,285,139
2020-06-16 15:34:55
4,424,338,559,877,976
fraud_Bahringer-Streich
food_dining
7.43
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
9f33b0c5ab3382eb6ebabb54156846ca
1,371,396,895
41.149526
-84.108835
0
1,285,140
2020-06-16 15:35:15
4,433,091,568,498,503
fraud_Moore, Williamson and Emmerich
home
26.17
Linda
Davis
F
493 Todd Views
Gaithersburg
MD
20,882
39.2335
-77.1458
135,332
Clinical biochemist
1936-03-28
05d833eaa85034fd30adf19b7bc50b7e
1,371,396,915
39.849904
-77.417381
0
1,285,141
2020-06-16 15:36:06
30,434,173,205,605
fraud_Turner, Ziemann and Lehner
food_dining
21.4
Kylie
Kirby
F
79816 Jackson Squares
Shedd
OR
97,377
44.453
-123.1065
917
Radio broadcast assistant
1995-07-08
9fe857cd89325998696d00c0dbfbbdea
1,371,396,966
43.47012
-122.119361
0
1,285,142
2020-06-16 15:36:46
573,860,193,545
fraud_Torp-Lemke
misc_pos
657.23
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
17a717d8213936beb574d3403f31d0d7
1,371,397,006
42.994413
-87.696277
0
1,285,143
2020-06-16 15:37:07
3,575,789,281,659,026
fraud_Schuppe, Nolan and Hoeger
shopping_pos
1.41
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
28da0b1468e43836765d713b4adb17fb
1,371,397,027
38.906486
-93.140712
0
1,285,144
2020-06-16 15:37:45
4,069,975,342,931,683
fraud_Sporer-Keebler
personal_care
76.67
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
6c2e35af9c9e7ff79244014dafb02b85
1,371,397,065
38.46238
-82.192951
0
1,285,145
2020-06-16 15:38:15
4,809,701,904,914
fraud_Erdman-Ebert
personal_care
111.28
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
9a857e7e670ed2e7bae844e6cc7b8d63
1,371,397,095
33.099207
-84.938826
0
1,285,146
2020-06-16 15:38:16
3,598,014,571,045,296
fraud_Lesch Ltd
shopping_pos
9.33
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
34700872afa8c436a5ac5672c49db81c
1,371,397,096
35.67278
-78.122282
0
1,285,147
2020-06-16 15:38:28
6,506,116,513,503,136
fraud_Berge-Ullrich
home
115.12
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
ab87364c7508198d3a205d1cd5a4d1d9
1,371,397,108
32.070668
-96.293845
0
1,285,148
2020-06-16 15:38:32
6,592,243,974,328,236
fraud_Lesch Ltd
shopping_pos
249.72
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
dc9ecfd1274d783424e856f5cfaf07ba
1,371,397,112
32.601665
-85.470935
0
1,285,149
2020-06-16 15:38:50
3,564,839,259,330,465
fraud_Kihn-Fritsch
food_dining
58.76
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
7528fd85fa7cbc1d5df75f5b267eb410
1,371,397,130
38.675237
-122.546985
0
1,285,150
2020-06-16 15:38:57
349,612,764,943,496
fraud_Renner Ltd
home
77.25
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
efa75c9198f1dde81581114ac600b242
1,371,397,137
37.007017
-84.365745
0
1,285,151
2020-06-16 15:39:34
4,745,996,322,265
fraud_Bins-Tillman
entertainment
81.22
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
db9568786a6e7c1aa834efc2d3e67a20
1,371,397,174
40.754359
-85.972417
0
1,285,152
2020-06-16 15:39:39
4,990,494,243,023
fraud_Roberts, Daniel and Macejkovic
kids_pets
91.99
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
dd08a98aa49b80855b523ac0d9778410
1,371,397,179
39.11602
-78.061831
0
1,285,153
2020-06-16 15:39:52
4,149,635,823,017
fraud_Kihn Inc
shopping_pos
3.08
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
f5ac0add0e0ef1c46fdfd74b25c0776c
1,371,397,192
34.781391
-87.307786
0
1,285,154
2020-06-16 15:40:57
375,534,208,663,984
fraud_Donnelly LLC
entertainment
69.21
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
ec60eb9e8df9de7612e1acc345dc1eb1
1,371,397,257
38.234539
-79.711195
0
1,285,155
2020-06-16 15:40:58
4,661,996,144,291,812,000
fraud_Reilly and Sons
health_fitness
1.22
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
ad1d4eadff3027561117236f39b2493c
1,371,397,258
41.553895
-80.329775
0
1,285,156
2020-06-16 15:41:02
38,947,654,498,698
fraud_Boyer PLC
shopping_net
2.93
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
bce50655906b3b60214ebe01cc653ef1
1,371,397,262
38.467042
-82.045719
0
1,285,157
2020-06-16 15:41:12
5,359,543,825,610,251
fraud_Turner, Ruecker and Parisian
misc_pos
1.23
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
2f6fc168c6cbd71d204af695262cd6c0
1,371,397,272
44.783578
-111.612098
0
1,285,158
2020-06-16 15:42:05
2,269,768,987,945,882
fraud_Larkin Ltd
kids_pets
67.36
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
ea4f83e31996d787986582a938dbe9ac
1,371,397,325
42.043114
-77.322766
0
1,285,159
2020-06-16 15:42:06
2,450,829,271,795,901
fraud_Prosacco, Kreiger and Kovacek
home
127.56
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
7d55402a05cd19630b070fdb3529baec
1,371,397,326
46.422492
-94.937269
0
1,285,160
2020-06-16 15:42:06
4,797,297,220,948,469,000
fraud_Cormier LLC
shopping_net
5.05
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
037a1ae5fb3cfde68612137d03a4fd9a
1,371,397,326
38.044809
-86.514491
0
1,285,161
2020-06-16 15:42:32
4,464,457,352,619
fraud_Kemmer-Buckridge
misc_pos
3.99
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
83f323dc33d7f540732e773b7b27ee32
1,371,397,352
30.435748
-85.374179
0
1,285,162
2020-06-16 15:44:00
375,534,208,663,984
fraud_Hermiston, Russel and Price
food_dining
50.87
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
7fb361a6ee8c3e70cd18564abb57fcea
1,371,397,440
39.132745
-80.453186
0
1,285,163
2020-06-16 15:44:12
4,836,998,673,805,450
fraud_Schumm PLC
shopping_net
45.77
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
09f2697cc87d90e37f58f04b9f167b55
1,371,397,452
45.130143
-85.809444
0
1,285,164
2020-06-16 15:44:15
3,576,281,490,078,437
fraud_Romaguera and Sons
travel
488
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
-86.6285
1,735
Financial adviser
1990-06-13
5e0b2197a4d8ddbbc0253f90a7c53ebe
1,371,397,455
38.850703
-86.556781
0
1,285,165
2020-06-16 15:44:30
30,143,713,661,454
fraud_Gottlieb Group
kids_pets
22.75
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
1c6cdc2644673977050813f0ba2347c7
1,371,397,470
49.446239
-95.917599
0
1,285,166
2020-06-16 15:45:01
3,513,618,443,244,549
fraud_Reichert-Weissnat
travel
3.94
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
69f5804d299e769dd9f67c47ac69f641
1,371,397,501
44.572227
-97.097665
0
1,285,167
2020-06-16 15:45:03
4,904,681,492,230,012
fraud_Schumm PLC
shopping_net
5.52
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
d3f4dab6b07ee44a81c897f0f336c8da
1,371,397,503
41.63567
-74.736291
0
1,285,168
2020-06-16 15:45:13
3,524,574,586,339,330
fraud_Gibson-Deckow
entertainment
80.71
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
c5b85b2bcfccaac30d01361af0545d5a
1,371,397,513
26.830379
-81.16726
0
1,285,169
2020-06-16 15:45:15
4,089,096,483,689,733,600
fraud_Monahan, Hermann and Johns
travel
1.34
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
255e3bdbd2e59ae9241653a73eaa3b53
1,371,397,515
31.451342
-94.541702
0
1,285,170
2020-06-16 15:45:50
676,173,792,455
fraud_Waelchi Inc
kids_pets
45.31
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
8249ffd22921f4b241e4c10f3f031278
1,371,397,550
34.81839
-118.142093
0
1,285,171
2020-06-16 15:45:54
180,011,453,250,192
fraud_Konopelski, Schneider and Hartmann
food_dining
62.8
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
2d33abc439d49643a14eca19e7548807
1,371,397,554
42.155656
-91.138
0
1,285,172
2020-06-16 15:46:39
213,156,747,557,083
fraud_Botsford and Sons
home
60.73
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
a9944f55791d0180d90bce9948627c07
1,371,397,599
34.690261
-117.519912
0
1,285,173
2020-06-16 15:47:01
2,283,743,876,903,625
fraud_Waters-Cruickshank
health_fitness
132
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
f592a455df0087117d30895c26614c53
1,371,397,621
34.038043
-85.089685
0
1,285,174
2020-06-16 15:48:10
3,521,417,320,836,166
fraud_Ernser-Feest
home
123.64
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
05140fb06c84b7b5be5420536317b47a
1,371,397,690
39.369892
-85.911515
0
1,285,175
2020-06-16 15:48:12
4,482,427,013,979,020
fraud_Yost, Schamberger and Windler
kids_pets
63.56
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
295c8bbfc4ea1fce538175764319dd63
1,371,397,692
38.923248
-81.742248
0
1,285,176
2020-06-16 15:48:51
4,634,955,908,138,648
fraud_Botsford and Sons
home
42.5
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
5606c244472636c1b7b3f0cafe031e96
1,371,397,731
41.883622
-97.238785
0
1,285,177
2020-06-16 15:50:09
4,587,657,402,165,341,700
fraud_Schuppe-Schuppe
food_dining
24.56
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
3d776b4cfc99ffb79a5192c2dfa43f9e
1,371,397,809
41.338839
-87.593564
0
1,285,178
2020-06-16 15:50:23
180,049,032,966,888
fraud_Kris-Kertzmann
travel
503.95
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
44a47342f9379bf1ee14b12861f8a7dc
1,371,397,823
46.810657
-89.909661
0
1,285,179
2020-06-16 15:50:49
3,543,591,270,174,051
fraud_Altenwerth-Kilback
home
12.75
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
787a73f31b36b0a4eeba0f04965cd5d2
1,371,397,849
40.750104
-79.797702
0
1,285,180
2020-06-16 15:51:23
675,945,690,716
fraud_Prosacco, Kreiger and Kovacek
home
105.8
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
f7f27715a848f2ed3ac0b88237cf2ca3
1,371,397,883
41.751406
-80.06187
0
1,285,181
2020-06-16 15:51:53
4,707,867,759,656,333
fraud_Berge, Kautzer and Harris
personal_care
1.86
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
4c4eb3ec1aaab80801db9a086647cca6
1,371,397,913
36.734094
-83.561747
0
1,285,182
2020-06-16 15:52:49
30,487,648,872,433
fraud_Pollich LLC
home
41.3
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
77a373502e54ca45aff7430bbcd8f154
1,371,397,969
38.450619
-86.888268
0
1,285,183
2020-06-16 15:53:35
4,384,910,379,661,778
fraud_Turner LLC
travel
9.37
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
12f4d7dea8db5116da9d65ceb489fca6
1,371,398,015
47.514226
-96.83591
0
1,285,184
2020-06-16 15:53:53
3,587,044,315,915,002
fraud_Abbott-Rogahn
entertainment
63.72
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
9a172b4be4ab9bcecb78083cc546a43f
1,371,398,033
34.430573
-89.605957
0
1,285,185
2020-06-16 15:54:40
2,348,245,054,386,329
fraud_Ullrich Ltd
kids_pets
36.81
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
18325b100157d0158bfae2e53201ff18
1,371,398,080
42.750557
-80.424259
0
1,285,186
2020-06-16 15:54:57
375,848,982,312,810
fraud_Windler LLC
kids_pets
144.28
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
da7ccbf0f44c92b917cb5c3ca6937ef7
1,371,398,097
31.695202
-98.724045
0
1,285,187
2020-06-16 15:55:43
60,416,207,185
fraud_Nader-Maggio
personal_care
42.12
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
ac81f44725f64122a769b61d8f8b60a5
1,371,398,143
42.518867
-109.637633
0
1,285,188
2020-06-16 15:56:26
213,174,467,670,432
fraud_Bechtelar-Rippin
food_dining
45.02
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
2709a8cdc4f3bc9fff50d2775d74ddba
1,371,398,186
40.153829
-75.266729
0
1,285,189
2020-06-16 15:56:55
3,523,898,249,167,098
fraud_Heaney-Marquardt
entertainment
18.85
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
99ac4a015d2b57de1a2cc88d7955ec13
1,371,398,215
41.711987
-74.781383
0
1,285,190
2020-06-16 15:57:03
571,465,035,400
fraud_Bednar PLC
kids_pets
46.14
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
4748f81d527beabf2a8c65be4cbfc3b5
1,371,398,223
43.453909
-109.750052
0
1,285,191
2020-06-16 15:57:05
213,195,754,007,681
fraud_Douglas-White
entertainment
159.02
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
6c413ec9a5e89e286cc92cebf8b9cfeb
1,371,398,225
41.911532
-91.340579
0
1,285,192
2020-06-16 15:57:24
4,365,382,885,912,355
fraud_Hyatt, Russel and Gleichner
health_fitness
75.91
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
23068791cbdb8e0d20d3f42202dcb61c
1,371,398,244
47.583964
-92.04754
0
1,285,193
2020-06-16 15:57:35
630,423,337,322
fraud_Feil-Morar
health_fitness
101.77
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
84dbeda7bc6fb6b1e29bfd727c06eea2
1,371,398,255
49.489274
-118.089225
0
1,285,194
2020-06-16 15:58:17
3,529,597,810,116,815
fraud_Lesch Ltd
shopping_pos
8.51
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
235608a5b0ab17d2ea4f132870baf468
1,371,398,297
41.144173
-76.942805
0
1,285,195
2020-06-16 15:58:25
30,290,551,782,700
fraud_Schoen Ltd
kids_pets
67.06
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
5dab75b9b2cfe6b96d2aaa4d96e77e25
1,371,398,305
36.014334
-87.356441
0
1,285,196
2020-06-16 15:58:40
3,525,590,521,269,779
fraud_Reilly LLC
home
17.88
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
b976bbb7d0c57580aa9baf38b9bcc083
1,371,398,320
35.043972
-78.884006
0
1,285,197
2020-06-16 15:58:47
4,334,230,547,694,630
fraud_Hoppe, Harris and Bednar
entertainment
5.05
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
6e9067a97038e0566f9ff8ba7b323acf
1,371,398,327
42.305156
-110.635193
0
1,285,198
2020-06-16 15:59:14
4,561,368,699,336,875
fraud_Howe PLC
entertainment
33.15
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
bd414d71d65ce5deac568d95585e2fde
1,371,398,354
35.088769
-82.143528
0
1,285,199
2020-06-16 15:59:21
3,545,109,339,866,548
fraud_Brown-Greenholt
entertainment
82.21
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
fba5206698367d022d58591619c3130f
1,371,398,361
33.379025
-91.012383
0