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
8,200
2020-06-23 15:05:04
2,318,062,975,163,331
fraud_Schiller, Blanda and Johnson
home
83.75
William
Martinez
M
0207 Griffith Plains Apt. 544
Louisiana
MO
63,353
39.4336
-91.0664
4,593
Teacher, early years/pre
1940-11-11
8e85d301e4bdadf92bb96fc33ebdf23c
1,371,999,904
40.3417
-90.316767
0
8,201
2020-06-23 15:05:04
3,518,669,219,150,142
fraud_Buckridge PLC
misc_pos
8.92
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
e1b04eaab188b66f5dddc594e4f0f017
1,371,999,904
39.361504
-85.089745
0
8,202
2020-06-23 15:05:13
6,011,367,958,204,270
fraud_Reinger, Weissnat and Strosin
food_dining
30.93
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
72d40966e250e107c7be4ee7d2504fb9
1,371,999,913
41.631838
-82.149927
0
8,203
2020-06-23 15:05:13
3,560,797,065,840,735
fraud_Beier-Hyatt
shopping_pos
1.29
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
2930a74c56a35f1e2b4f4d989d783fc5
1,371,999,913
45.791877
-101.689297
0
8,204
2020-06-23 15:05:49
4,430,881,574,719,618
fraud_Daugherty LLC
kids_pets
67.33
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
1b7f041081631bbc360e56f4ed43ca1b
1,371,999,949
38.38716
-106.784194
0
8,205
2020-06-23 15:05:53
60,490,596,305
fraud_Nader-Maggio
personal_care
7.15
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
65a5a4117961230bf30c7ecbf3047d46
1,371,999,953
35.48639
-90.113186
0
8,206
2020-06-23 15:06:51
4,789,911,625,179,723
fraud_Erdman-Schaden
personal_care
84.27
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
646ee0e94944dcefb11714adf7ec157a
1,372,000,011
40.230007
-72.653258
0
8,207
2020-06-23 15:06:52
30,235,268,718,158
fraud_Larson, Quitzon and Spencer
travel
1.49
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
a86503bdc753da7a25191d478276e514
1,372,000,012
40.219597
-74.176713
0
8,208
2020-06-23 15:07:01
348,253,506,557,335
fraud_Turcotte, Batz and Buckridge
health_fitness
86.73
Thomas
Gibson
M
32745 Silva Springs Suite 040
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Armed forces logistics/support/administrative officer
1948-03-22
bac3e843464b4f1100c8e460f76ff5c4
1,372,000,021
29.709608
-88.477001
0
8,209
2020-06-23 15:08:12
3,566,875,419,572,867
fraud_Reilly LLC
home
80.56
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
d4bc016cc506016f0ee2b03f606a20f5
1,372,000,092
44.041221
-73.505141
0
8,210
2020-06-23 15:08:16
4,538,566,639,857
fraud_Windler LLC
kids_pets
71.33
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
c89101e65129ecd3b71bb288981a4b64
1,372,000,096
40.618593
-73.920688
0
8,211
2020-06-23 15:08:19
36,721,445,180,895
fraud_Barton LLC
kids_pets
34.41
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
c8fe9865cc0587ebfa97cdae7ac9cdde
1,372,000,099
43.058775
-74.858301
0
8,212
2020-06-23 15:08:34
584,673,555,952
fraud_Crist, Jakubowski and Littel
home
46.17
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
d5ad2ce198f3208713d8f1048d1aacf7
1,372,000,114
47.328141
-101.590167
0
8,213
2020-06-23 15:08:49
6,011,652,924,285,713
fraud_Bogisich-Weimann
kids_pets
24.94
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
4dcd614f128eab1e404b21dd535c7039
1,372,000,129
37.331527
-92.387988
0
8,214
2020-06-23 15:08:54
2,229,378,226,512,508
fraud_Lind-Buckridge
entertainment
64.2
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
7c1cbba2a3c59f5305ec22e25631bd35
1,372,000,134
43.940233
-91.132924
0
8,215
2020-06-23 15:09:07
3,586,008,444,788,268
fraud_Gottlieb-Hansen
personal_care
30.08
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
50d3cda527b51b6ed71b081ebb73eaa3
1,372,000,147
47.126062
-122.205914
0
8,216
2020-06-23 15:09:08
4,859,525,594,182,537
fraud_Reinger, Weissnat and Strosin
food_dining
3.8
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
dac8a8b4887ca248da854e00d5afea06
1,372,000,148
41.96851
-74.887313
0
8,217
2020-06-23 15:09:26
4,512,828,414,983,802,000
fraud_Quitzon-Goyette
home
15.44
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
470779a82622aaaf4d216058b5eea0a9
1,372,000,166
39.809332
-79.550233
0
8,218
2020-06-23 15:09:27
6,011,399,591,920,186
fraud_Pfeffer and Sons
shopping_pos
3.73
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
07275979195d58807f528b82278b36eb
1,372,000,167
41.135595
-72.436375
0
8,219
2020-06-23 15:09:57
4,457,732,997,086,323,700
fraud_Swaniawski, Lowe and Robel
shopping_pos
158.59
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
5fb764c33c97233f9ac9d0d12bff5694
1,372,000,197
37.806395
-120.457906
0
8,220
2020-06-23 15:10:20
30,407,675,418,785
fraud_Connelly-Carter
home
40.21
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
340cb78469281f34531f9b5d986c0c2d
1,372,000,220
41.573739
-76.621198
0
8,221
2020-06-23 15:10:20
2,248,348,993,063,230
fraud_Auer LLC
personal_care
43.76
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
c66c4be14c7c1f66d83cb1978ff37366
1,372,000,220
40.02583
-80.88249
0
8,222
2020-06-23 15:10:36
3,557,442,674,264,531
fraud_Okuneva, Schneider and Rau
shopping_pos
254.26
Angela
Edwards
F
486 Wilkins Pines
Lithopolis
OH
43,136
39.8013
-82.8125
460
Lecturer, higher education
2004-06-19
5750855df9fd2f1e19694df76904e49e
1,372,000,236
40.633182
-82.01266
0
8,223
2020-06-23 15:10:42
4,990,494,243,023
fraud_Rolfson-Kunde
personal_care
170.69
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
5b5c317af64385b34ee6631b067f5a89
1,372,000,242
40.608583
-78.178441
0
8,224
2020-06-23 15:10:48
4,003,989,662,068,504
fraud_Kuhic, Bins and Pfeffer
shopping_net
8.72
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
9639fcf2fcfc71e4a10edcb25b7352ff
1,372,000,248
33.648102
-87.381034
0
8,225
2020-06-23 15:11:04
2,264,937,662,466,770
fraud_Kris-Padberg
shopping_pos
7.7
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
b0b9f642269faefced7656e22e6a2d08
1,372,000,264
29.875097
-97.836673
0
8,226
2020-06-23 15:11:10
4,908,846,471,916,297
fraud_Gutmann, McLaughlin and Wiza
home
28.75
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
c839198e5249dc1871a9ac77cd3e2f11
1,372,000,270
32.322332
-97.403513
0
8,227
2020-06-23 15:11:34
4,344,955,088,481,397
fraud_Lakin, Ferry and Beatty
food_dining
64.44
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
251605f724980bd0414e01784c9d70cc
1,372,000,294
40.821097
-78.881111
0
8,228
2020-06-23 15:11:57
213,157,767,990,030
fraud_Hickle Group
shopping_pos
4.09
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
c4265578b7fa8abc85ff261f90f0ccbc
1,372,000,317
41.674646
-109.043383
0
8,229
2020-06-23 15:12:22
4,488,941,175,228,467
fraud_Dare, Casper and Bartoletti
kids_pets
90.49
Jacqueline
Washington
F
138 Stephen Ridges Apt. 978
Umatilla
FL
32,784
28.9254
-81.6801
11,432
Private music teacher
1986-03-31
8c53fcc222fa598d3e70b4b54983c0e2
1,372,000,342
28.378555
-80.780475
0
8,230
2020-06-23 15:12:33
3,500,969,075,198,072
fraud_Rodriguez, Yost and Jenkins
misc_net
197.14
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
08cb282c3bba2ce39e438bef1b6d949d
1,372,000,353
47.649264
-118.01612
0
8,231
2020-06-23 15:12:51
3,534,093,764,340,240
fraud_Wilkinson LLC
personal_care
32.35
Jeremy
White
M
9443 Cynthia Court Apt. 038
Boulder
MT
59,632
46.2306
-112.1138
1,939
Patent attorney
1967-01-12
ae739e575d06fbe77c253511e81b9796
1,372,000,371
45.465075
-111.826433
0
8,232
2020-06-23 15:13:55
4,208,110,975,550,360,000
fraud_Bernier and Sons
kids_pets
51.02
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
7adfb6e605af456b5ff87dc9b4745dfc
1,372,000,435
31.269436
-82.842117
0
8,233
2020-06-23 15:14:09
571,465,035,400
fraud_Crist, Jakubowski and Littel
home
83.36
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
91b7981c83c2c78a7511424495345d6e
1,372,000,449
42.825531
-108.74531
0
8,234
2020-06-23 15:14:37
3,575,789,281,659,026
fraud_Pouros-Conroy
shopping_pos
5.64
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
9c77fc1435399483de3a3347d850e36b
1,372,000,477
38.554083
-94.807006
0
8,235
2020-06-23 15:14:50
5,456,776,410,929,288
fraud_Conroy-Emard
food_dining
150.84
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
4929d9f6586565a048fa6264613024df
1,372,000,490
41.913326
-80.457229
0
8,236
2020-06-23 15:15:50
3,575,540,972,310,993
fraud_Mohr-Bayer
shopping_net
1.75
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
3de4ff1630240187946a0de5fc05152e
1,372,000,550
34.815975
-88.602589
0
8,237
2020-06-23 15:15:52
4,601,636,330,889
fraud_Mohr-Bayer
shopping_net
3.11
Mark
Rivera
M
383 Contreras Hills Suite 658
Humble
TX
77,338
30.0041
-95.2825
194,500
Tax adviser
1990-12-18
d64a61a061898e6fc266354d801c8c09
1,372,000,552
30.186532
-94.938542
0
8,238
2020-06-23 15:16:03
4,710,826,438,164,848,000
fraud_Adams-Barrows
health_fitness
54.32
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
99b57a6e1749a04cbe9c51ecd46f155f
1,372,000,563
48.430716
-108.276389
0
8,239
2020-06-23 15:16:05
4,538,566,639,857
fraud_Waelchi Inc
kids_pets
149.8
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
cbe82bda7455bb9d65b9a8cadcddc6c6
1,372,000,565
40.366941
-74.499736
0
8,240
2020-06-23 15:16:57
6,597,888,193,422,452
fraud_Swift PLC
kids_pets
36.65
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
31e339e047acc1b650d65b3033b24228
1,372,000,617
33.230149
-99.608996
0
8,241
2020-06-23 15:17:45
3,576,021,480,694,169
fraud_Mohr Inc
shopping_pos
1.05
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
3fe3b6ddba7616e21b253603c7482840
1,372,000,665
38.779007
-96.671249
0
8,242
2020-06-23 15:18:02
3,545,109,339,866,548
fraud_Graham and Sons
health_fitness
6.59
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
4bbc3c1b6fb5b653e3ed3b1abef9417c
1,372,000,682
33.474084
-90.681753
0
8,243
2020-06-23 15:18:13
6,596,735,789,587,928
fraud_Medhurst, Cartwright and Ebert
personal_care
19.72
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
cec86aacb8c2244df385d246900ae1dc
1,372,000,693
44.886853
-93.113831
0
8,244
2020-06-23 15:18:32
213,114,122,496,591
fraud_Hirthe-Beier
health_fitness
28.29
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
fd968a44d28401c159b75b63ec5274f5
1,372,000,712
43.174637
-92.962187
0
8,245
2020-06-23 15:18:45
30,518,206,766,474
fraud_Romaguera Ltd
health_fitness
92.27
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
79b75e0fae16b031471fd03c83f6c817
1,372,000,725
37.551657
-90.295558
0
8,246
2020-06-23 15:18:51
30,357,372,465,631
fraud_Turcotte, Batz and Buckridge
health_fitness
17.56
John
Nichols
M
00821 Joanna Meadow
Dalton
WI
53,926
43.6718
-89.1918
1,628
Civil Service fast streamer
1967-09-30
a7c56f0d637eb19f89bcf5a554969db5
1,372,000,731
44.557964
-88.219683
0
8,247
2020-06-23 15:18:59
2,720,012,583,106,919
fraud_Eichmann-Kilback
home
89.43
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
1b89545f4f540812af38db6203efbaff
1,372,000,739
43.315141
-101.94058
0
8,248
2020-06-23 15:19:43
4,512,828,414,983,802,000
fraud_Schmeler-Howe
personal_care
114.57
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
3b027e145c323ec1ffbea106098d3e06
1,372,000,783
39.697604
-79.769768
0
8,249
2020-06-23 15:19:46
4,509,142,395,811,241
fraud_Eichmann, Hayes and Treutel
travel
5.23
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
338c28ebf2f32e9141e9bd8313e8bc46
1,372,000,786
30.786254
-81.795916
0
8,250
2020-06-23 15:20:10
4,254,074,738,931,278
fraud_Bahringer-Streich
food_dining
84.25
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
e7e1ce81067ed398370b75a8e13bb980
1,372,000,810
41.199938
-78.872293
0
8,251
2020-06-23 15:20:23
4,509,142,395,811,241
fraud_Padberg-Sauer
home
24.74
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
e649826ca9932bd0d6921c44a1623b5d
1,372,000,823
32.179299
-81.953456
0
8,252
2020-06-23 15:20:32
4,969,856,774,088,583
fraud_Kuphal-Toy
food_dining
84.15
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
24145cc02c7891926e3c62d70907f760
1,372,000,832
29.598483
-90.02518
0
8,253
2020-06-23 15:20:51
571,465,035,400
fraud_Romaguera, Wehner and Tromp
kids_pets
54.73
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
205b7749c41daf7e47680079980d0909
1,372,000,851
42.84449
-108.578346
0
8,254
2020-06-23 15:21:02
3,506,042,666,828,517
fraud_Leffler-Goldner
personal_care
42.56
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
4c13efd159103283c3539fff1e93d1b7
1,372,000,862
38.924787
-82.035575
0
8,255
2020-06-23 15:21:03
4,129,767,952,109,660
fraud_Labadie, Treutel and Bode
shopping_net
3.66
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
6a4bf572d3a159fe86250d76e665e19e
1,372,000,863
46.895818
-95.915248
0
8,256
2020-06-23 15:21:15
4,755,696,071,492
fraud_Labadie LLC
personal_care
3.74
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
a9de8b179c26b9e9d4933ac296adc2ad
1,372,000,875
32.498382
-96.187959
0
8,257
2020-06-23 15:21:41
4,642,894,980,163
fraud_Quitzon-Goyette
home
16.8
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
8c55ca5e1b43e34da95af0a3906c9ce9
1,372,000,901
40.491945
-94.85128
0
8,258
2020-06-23 15:21:46
4,777,065,439,639,721
fraud_Dietrich-Fadel
health_fitness
74.73
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
15e09423f4206ff3ff20032943c747be
1,372,000,906
40.026689
-76.32307
0
8,259
2020-06-23 15:21:51
3,520,550,088,202,337
fraud_White and Sons
home
9.47
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
ce482507331cbd4c3acee58a1992c3c7
1,372,000,911
48.122809
-89.567293
0
8,260
2020-06-23 15:22:02
2,712,209,726,293,386
fraud_Reilly and Sons
health_fitness
7.89
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
d315b75aaa45fdb6598d21108d081bb4
1,372,000,922
30.027366
-90.297178
0
8,261
2020-06-23 15:22:07
3,518,234,918,950,662
fraud_Streich Ltd
home
12.78
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
6350397f56d1e2b2cfd83f2af698f615
1,372,000,927
34.60281
-96.47304
0
8,262
2020-06-23 15:22:08
375,237,305,371,366
fraud_Kling, Howe and Schneider
home
12.59
David
Erickson
M
616 Jimenez Meadow Apt. 701
East Rochester
NY
14,445
43.1128
-77.4906
8,019
Retail buyer
1928-06-26
bda1ff443a83a6616e3b71b9b5e346a0
1,372,000,928
43.414026
-77.384915
0
8,263
2020-06-23 15:23:10
343,746,486,082,492
fraud_Goyette, Howell and Collier
shopping_pos
6.89
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
5d84cfcd7ef582481a38c9e0b4c7ff56
1,372,000,990
45.072488
-84.937052
0
8,264
2020-06-23 15:23:33
213,193,596,103,206
fraud_Mueller, Gerhold and Mueller
health_fitness
73.63
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
a49cb6f5494c51986afda3e85ea05ec5
1,372,001,013
46.599289
-85.26657
0
8,265
2020-06-23 15:23:49
4,998,109,455,173,950
fraud_Prosacco, Kreiger and Kovacek
home
56.13
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
f607fc051a06a74b22e5c29434a82a24
1,372,001,029
39.008607
-94.808659
0
8,266
2020-06-23 15:24:03
3,543,299,015,720,986
fraud_Padberg-Sauer
home
36.99
Angela
White
F
137 Adam Dale
Lebanon
VA
24,266
36.8809
-82.0956
9,521
Teacher, English as a foreign language
1977-10-19
43d0f3b562c1b9e65908b5ba05e1a8b6
1,372,001,043
36.917015
-81.698072
0
8,267
2020-06-23 15:24:41
3,518,669,219,150,142
fraud_Bogisich-Homenick
misc_net
7.83
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
4f00f3f13990e1f4b76b79b55bdec7ad
1,372,001,081
39.692326
-83.681821
0
8,268
2020-06-23 15:24:43
4,509,142,395,811,241
fraud_Kilback Group
food_dining
68.63
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
dc5f570645cab35b02fc21e67b7aa47c
1,372,001,083
32.621366
-81.996754
0
8,269
2020-06-23 15:24:51
6,011,252,220,172,077
fraud_Cormier LLC
health_fitness
4.41
Melvin
Wright
M
210 Dean Causeway Suite 130
Alton
IA
51,003
42.9782
-96.0173
1,700
Engineer, land
2001-12-19
86dd51cf3b478e3005ac506d14dfe157
1,372,001,091
42.438953
-96.295959
0
8,270
2020-06-23 15:25:08
371,985,236,239,474
fraud_Mosciski Group
travel
2.69
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
af61121c8028927fe05fd6277efb7f27
1,372,001,108
43.897914
-75.436975
0
8,271
2020-06-23 15:25:10
4,464,457,352,619
fraud_Shields-Wunsch
health_fitness
13.68
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
734b444584f73c261a512be47df92efa
1,372,001,110
29.505824
-85.367635
0
8,272
2020-06-23 15:25:17
371,009,169,330,125
fraud_Windler LLC
kids_pets
14.62
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
9828a75deff8756ac8396eb390144ee3
1,372,001,117
31.891361
-84.136782
0
8,273
2020-06-23 15:25:31
4,935,858,973,307,492
fraud_Weber, Thiel and Hammes
kids_pets
59.04
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
7e5a7389087f4475a083250fadcc9ce3
1,372,001,131
32.92216
-82.809715
0
8,274
2020-06-23 15:25:53
3,529,597,810,116,815
fraud_Bednar PLC
kids_pets
34.08
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
b5900fd5f0d7a57d9ff51fc275403f7f
1,372,001,153
41.26078
-77.423609
0
8,275
2020-06-23 15:25:54
4,430,881,574,719,618
fraud_Konopelski, Schneider and Hartmann
food_dining
53.29
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
f07280c3738bbefb06ca1c9e94bf0c51
1,372,001,154
39.244018
-106.730736
0
8,276
2020-06-23 15:26:14
344,709,867,813,900
fraud_Friesen Inc
shopping_pos
1.34
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
e6b4638879e105fdc204d7a63b773de7
1,372,001,174
26.706369
-82.025678
0
8,277
2020-06-23 15:26:18
6,011,581,063,717,667
fraud_Mante, Luettgen and Hackett
health_fitness
145.72
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
b7026903ea3ce772cb754f13e00160c4
1,372,001,178
40.808445
-92.977357
0
8,278
2020-06-23 15:26:26
577,588,686,219
fraud_Johns-Hoeger
entertainment
152.73
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
542d3caa3615d8be1c47216b95258e15
1,372,001,186
40.120479
-79.061545
0
8,279
2020-06-23 15:27:53
30,150,717,898,388
fraud_Volkman PLC
food_dining
8.28
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
f9ca7900f7aa98a9e46a8013bfc32372
1,372,001,273
35.07391
-86.224199
0
8,280
2020-06-23 15:27:57
4,501,449,508,569,485
fraud_Dibbert-Green
entertainment
69.39
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
08099f064af5f27516a28e3c915675ee
1,372,001,277
44.493475
-97.881797
0
8,281
2020-06-23 15:28:20
501,899,453,424
fraud_Prosacco, Kreiger and Kovacek
home
31.59
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
b6e5e298866cf9fc975889065662edff
1,372,001,300
33.943957
-85.500452
0
8,282
2020-06-23 15:28:31
213,173,753,804,333
fraud_Schiller Ltd
personal_care
123
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
8db037d51e295ccd6bed19d0bc09c598
1,372,001,311
41.565827
-85.751362
0
8,283
2020-06-23 15:28:34
4,585,132,874,641
fraud_Carroll PLC
health_fitness
70.67
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
d6dcfbd8a97399476ae110616cad64ce
1,372,001,314
39.222566
-93.409769
0
8,284
2020-06-23 15:28:53
4,512,828,414,983,802,000
fraud_Hirthe-Beier
health_fitness
42.26
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
0b3434614e3ad15d38cb4295d18e275d
1,372,001,333
39.672431
-80.100608
0
8,285
2020-06-23 15:29:11
3,500,165,543,009,955
fraud_Bahringer Group
health_fitness
48.88
Ricky
Dunn
M
97689 Davis Point Apt. 967
Detroit
MI
48,214
42.3669
-82.9938
673,342
Health visitor
1983-09-02
cd5b161acf7021cc4f74c1258f5247e5
1,372,001,351
41.807812
-82.541896
0
8,286
2020-06-23 15:29:13
2,720,894,374,956,739
fraud_Bogisich-Weimann
kids_pets
115.74
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
6ff05a5bc907a86f415b31fef2b5ff54
1,372,001,353
43.312394
-82.874737
0
8,287
2020-06-23 15:29:29
371,009,169,330,125
fraud_Bode-Rempel
kids_pets
32.55
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
3bfd9be9b51932fa08e7baebe7154686
1,372,001,369
30.538699
-83.716486
0
8,288
2020-06-23 15:29:37
4,587,657,402,165,341,700
fraud_Fadel, Mertz and Rippin
entertainment
92.62
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
13fd54f50163bbe85ab215496f8865a0
1,372,001,377
40.155168
-87.141053
0
8,289
2020-06-23 15:29:55
3,527,536,963,490,470
fraud_Wuckert, Wintheiser and Friesen
home
69.43
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
5d6ef67cf9231b7d4a03d6073949c87f
1,372,001,395
32.14308
-80.258644
0
8,290
2020-06-23 15:30:07
3,523,898,249,167,098
fraud_Balistreri-Nader
misc_pos
1.93
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
d014312bf4d3f0e9fcfb0d978ba2437e
1,372,001,407
40.588569
-73.349885
0
8,291
2020-06-23 15:30:20
30,546,453,310,167
fraud_Windler LLC
kids_pets
76.25
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
ed0ad11062a3530d69aa8db5b4eab508
1,372,001,420
43.568128
-70.975248
0
8,292
2020-06-23 15:30:20
3,556,613,125,071,656
fraud_McGlynn-Jaskolski
misc_pos
20.77
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
12f11488604e251ef5e9fd121ccf0ad7
1,372,001,420
30.012577
-96.342804
0
8,293
2020-06-23 15:30:30
30,404,291,151,692
fraud_Lang, Towne and Schuppe
kids_pets
72.65
Savannah
Lewis
F
537 Walker Freeway
North Tonawanda
NY
14,120
43.0498
-78.851
45,100
Ambulance person
1993-10-25
a82a23ba049b9563b38bbbe2452d0aa0
1,372,001,430
43.505097
-78.717275
0
8,294
2020-06-23 15:30:36
4,861,310,130,652,567,000
fraud_Kassulke PLC
shopping_net
4.27
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
8d1f6bbeac13b300295ee7f0e3700c06
1,372,001,436
29.833923
-91.532207
0
8,295
2020-06-23 15:30:48
30,501,624,614,310
fraud_Fisher Inc
shopping_net
9
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
01bdbe8efea56ee652af48ecc2e6fa55
1,372,001,448
33.222067
-82.039132
0
8,296
2020-06-23 15:30:52
30,118,423,745,458
fraud_Kerluke-Abshire
shopping_net
172.63
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
a0190f90a4d15670b6ecc0adbdcf5f17
1,372,001,452
40.869889
-74.049642
0
8,297
2020-06-23 15:30:54
502,012,776,709
fraud_Douglas, DuBuque and McKenzie
travel
8.98
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
72c5e467d0cc18e729cc1fc5d3178667
1,372,001,454
41.702235
-76.128417
0
8,298
2020-06-23 15:31:04
4,158,945,090,781,624
fraud_Streich Ltd
home
14.99
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
18c8ada8124891e34a33c6c7c84e49b2
1,372,001,464
40.807151
-80.049806
0
8,299
2020-06-23 15:31:09
4,158,945,090,781,624
fraud_Prosacco, Kreiger and Kovacek
home
55.15
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
f3d806c8b38b17bdeddcf4ba1cfb6b89
1,372,001,469
39.653847
-80.563152
0