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
10,800
2020-06-24 12:44:12
213,141,712,584,544
fraud_Stiedemann Ltd
food_dining
33.07
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
11d4ce587638bc27a016c2b19844e363
1,372,077,852
32.482606
-89.61104
0
10,801
2020-06-24 12:44:21
4,681,601,008,538,160
fraud_Kovacek Ltd
travel
1,735.2
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
675bef85e78ca037c19d81acb4b1fdfd
1,372,077,861
40.380848
-80.613727
0
10,802
2020-06-24 12:44:41
4,452,366,298,769,043
fraud_Sawayn PLC
shopping_pos
98.21
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
2335c8bbf131470900fddf1855124cd7
1,372,077,881
31.593024
-96.035335
0
10,803
2020-06-24 12:44:44
4,427,805,710,168
fraud_Schaefer, Fay and Hilll
entertainment
29.29
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
a5b2cc8dd0c0e70aae958fb918330723
1,372,077,884
32.962268
-104.889216
0
10,804
2020-06-24 12:45:04
4,666,314,527,820,883,000
fraud_Runolfsdottir, Mueller and Hand
entertainment
78.67
Guy
Thompson
M
5812 Ramos Oval Suite 598
Ravenna
NE
68,869
41.0233
-98.9041
2,202
Solicitor, Scotland
1974-06-21
8c4979599c51f8b10eecb1452de60bb1
1,372,077,904
40.72219
-99.431697
0
10,805
2020-06-24 12:45:53
3,523,898,249,167,098
fraud_Reichert, Shanahan and Hayes
shopping_net
3
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
51471264f47bb71ff59e2c95cf42028a
1,372,077,953
41.584234
-74.511462
0
10,806
2020-06-24 12:45:54
2,712,209,726,293,386
fraud_Haag-Blanda
food_dining
17.07
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
873d7adc68aab01afbafab7caf07530b
1,372,077,954
30.349958
-91.179195
0
10,807
2020-06-24 12:46:09
370,612,217,861,404
fraud_O'Connell, Botsford and Hand
home
81.42
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
beb3e65f3889c0c6eeea8ab27ee01f2c
1,372,077,969
40.125455
-74.398185
0
10,808
2020-06-24 12:46:42
4,514,242,065,619,750
fraud_McDermott, Osinski and Morar
home
39.69
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
ff0e6459beedec44bd5700a3fea78211
1,372,078,002
40.997114
-105.249673
0
10,809
2020-06-24 12:47:22
4,379,260,813,815,979,500
fraud_Boehm, Block and Jakubowski
misc_pos
4.9
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
8390fd958fee428fbb63c72677307847
1,372,078,042
36.899944
-122.23272
0
10,810
2020-06-24 12:49:38
3,576,431,665,303,017
fraud_Crona and Sons
kids_pets
62.08
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
dce1321508edbbef755a7031bf668179
1,372,078,178
34.357046
-111.611594
0
10,811
2020-06-24 12:50:26
577,588,686,219
fraud_Ratke and Sons
health_fitness
29.39
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
72de10d53c7964e9cc5b98fdec3b073f
1,372,078,226
41.133351
-80.194663
0
10,812
2020-06-24 12:52:16
2,720,012,583,106,919
fraud_Hills-Boyer
personal_care
74.71
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
b65deec6e919db2c649024415329c423
1,372,078,336
44.230344
-102.989902
0
10,813
2020-06-24 12:53:23
4,560,004,149,983,868,400
fraud_Hudson-Grady
shopping_pos
36.1
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
68a940090dac65c8cee7927315fa656d
1,372,078,403
38.091262
-104.932975
0
10,814
2020-06-24 12:54:48
4,900,628,639,996
fraud_Kassulke PLC
shopping_net
1.85
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
cbe3e5f8eee84de718fd4b4a04754bba
1,372,078,488
34.84373
-117.510682
0
10,815
2020-06-24 12:54:53
2,305,336,922,781,618
fraud_Baumbach Ltd
personal_care
13.86
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
faa73e81c0a8d69bf5d732aa4aabefe6
1,372,078,493
40.514617
-93.389153
0
10,816
2020-06-24 12:55:07
5,540,636,818,935,089
fraud_Roberts-Beahan
misc_pos
139.1
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
28e52357edfec1ffa88496e6ef3b1874
1,372,078,507
42.604787
-71.538175
0
10,817
2020-06-24 12:55:15
4,745,996,322,265
fraud_Ullrich Ltd
kids_pets
34
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
7d87c91cff94e1ca6aef511adfc4eff6
1,372,078,515
42.212693
-87.135502
0
10,818
2020-06-24 12:55:28
6,011,652,924,285,713
fraud_Swaniawski, Lowe and Robel
shopping_pos
5.51
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
6280a6234d96f3fb8a3329e2fa696f5b
1,372,078,528
38.782032
-93.282081
0
10,819
2020-06-24 12:55:54
3,575,789,281,659,026
fraud_Bahringer, Osinski and Block
food_dining
26.29
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
db00c72b9fc353fab4028000cebaaa50
1,372,078,554
38.231089
-94.744124
0
10,820
2020-06-24 12:58:34
4,806,443,445,305
fraud_Schneider, Hayes and Nikolaus
food_dining
2.06
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
65f3da04da87e0c4160eba18bbb555f7
1,372,078,714
38.194473
-81.858441
0
10,821
2020-06-24 12:58:37
639,046,421,587
fraud_Witting, Beer and Ernser
home
82.95
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
7a41489a93a514597fab2fef217cd001
1,372,078,717
40.301198
-80.098504
0
10,822
2020-06-24 13:00:13
2,242,542,703,101,233
fraud_Padberg-Rogahn
entertainment
60.16
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
2b2463c92a566d72e2023048179e757c
1,372,078,813
38.277729
-84.585529
0
10,823
2020-06-24 13:01:32
4,505,383,113,689
fraud_Rau-Robel
kids_pets
57.75
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
66de97d85596f24741c6d0dd9082ad6d
1,372,078,892
39.152051
-76.791001
0
10,824
2020-06-24 13:01:48
4,312,133,045,694,601,000
fraud_Pouros-Conroy
shopping_pos
6.1
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
b03f2550f6c3024e2a490a87d75e8bf5
1,372,078,908
40.339384
-76.127771
0
10,825
2020-06-24 13:02:07
213,112,402,583,773
fraud_Fritsch and Sons
health_fitness
15.7
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
5331e95705094560f2c1e1ffcd5f28bf
1,372,078,927
33.255506
-82.584946
0
10,826
2020-06-24 13:02:36
345,933,964,507,467
fraud_Bednar PLC
kids_pets
16.02
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
56ef8b7133812bc2ad3985f6c2ffa3bb
1,372,078,956
38.863452
-75.118169
0
10,827
2020-06-24 13:02:58
30,230,540,139,182
fraud_Weimann-Lockman
kids_pets
52.2
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
be61221df5dd98f45d64a7a2f6069197
1,372,078,978
40.123203
-76.978186
0
10,828
2020-06-24 13:03:02
561,942,763,351
fraud_Bednar PLC
kids_pets
55.17
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
3f59798da6dfe113f701139b159ee08b
1,372,078,982
38.242946
-77.130862
0
10,829
2020-06-24 13:03:12
3,568,736,585,751,727
fraud_Schuppe-Schuppe
food_dining
52.8
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
55d35de173a9895c3e3ea4aa002e8750
1,372,078,992
42.780764
-93.471881
0
10,830
2020-06-24 13:03:12
4,810,789,809,665,943,000
fraud_Hamill-D'Amore
health_fitness
19.79
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
6d1b2401951e8dd577657bd76f597d72
1,372,078,992
39.980148
-83.064498
0
10,831
2020-06-24 13:04:41
3,512,365,128,314,616
fraud_Kling, Howe and Schneider
home
131.54
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
70e489c5bf3a3e6b61a7dad530bdccd4
1,372,079,081
37.857386
-90.901935
0
10,832
2020-06-24 13:04:53
6,534,628,260,579,800
fraud_Haag-Blanda
food_dining
8.9
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
6d6d7fb1c3ba5cb4e8342f20b4ac5053
1,372,079,093
44.862406
-73.908328
0
10,833
2020-06-24 13:05:17
4,560,004,149,983,868,400
fraud_Kilback Group
food_dining
191.77
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
048d5ed86789fb554ff79071843c629e
1,372,079,117
38.289246
-103.87992
0
10,834
2020-06-24 13:05:30
3,512,365,128,314,616
fraud_Schuppe, Nolan and Hoeger
shopping_pos
8
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
298996d06234e6522069495f80755915
1,372,079,130
38.988544
-91.035436
0
10,835
2020-06-24 13:07:18
630,425,673,344
fraud_Botsford PLC
home
73.11
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
45e6e4ad30b958aae947d08b2ffecb4d
1,372,079,238
37.582856
-79.191357
0
10,836
2020-06-24 13:09:19
38,199,021,865,320
fraud_Donnelly LLC
entertainment
85.1
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
a120fecc53b9fea7cbd152196bf91831
1,372,079,359
43.326413
-72.414874
0
10,837
2020-06-24 13:09:20
5,456,776,410,929,288
fraud_Grimes LLC
entertainment
38.54
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
b74de2de93ad58cbc875aea5e6947d94
1,372,079,360
41.199248
-79.868148
0
10,838
2020-06-24 13:09:28
4,767,265,376,804,500
fraud_Hamill-D'Amore
health_fitness
45.47
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
2b1f999397733937fa49a8d7c066b71a
1,372,079,368
40.440919
-75.712847
0
10,839
2020-06-24 13:09:53
375,082,648,741,747
fraud_Simonis-Prohaska
misc_pos
2.67
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
ca3cfc61069d4b3ca5a3efb62b0c1a74
1,372,079,393
46.892507
-97.59192
0
10,840
2020-06-24 13:10:14
676,118,385,837
fraud_Gerhold LLC
home
83.03
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
3e2a5a1c874b10b9f450c971c8218433
1,372,079,414
44.354897
-122.976025
0
10,841
2020-06-24 13:10:56
180,042,946,491,150
fraud_McGlynn-Jaskolski
misc_pos
6.16
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
ede27660bc6cb532bf5f49465ae69fc7
1,372,079,456
28.411383
-83.547843
0
10,842
2020-06-24 13:11:08
3,559,160,581,764,413
fraud_Connelly-Carter
home
92.51
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
90cbe21a5cd45202d8f4ee472b25ff17
1,372,079,468
43.086523
-78.081154
0
10,843
2020-06-24 13:11:37
4,755,696,071,492
fraud_Mohr Inc
shopping_pos
2.4
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
36a8af5901d3228c136eb702af4a754a
1,372,079,497
32.031828
-97.021613
0
10,844
2020-06-24 13:12:09
2,712,209,726,293,386
fraud_Langworth, Boehm and Gulgowski
shopping_net
15.33
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
9ca00f004b8340309cc922d946d31072
1,372,079,529
29.519368
-90.581404
0
10,845
2020-06-24 13:12:10
3,551,217,896,304,745
fraud_Turner and Sons
shopping_pos
23.28
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
b9cfeffe8198c17d60508c07a6ec79d3
1,372,079,530
43.295924
-74.782743
0
10,846
2020-06-24 13:13:28
3,575,789,281,659,026
fraud_Barton LLC
kids_pets
62.38
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
c95d10f2501d13b3ea05b693a4531092
1,372,079,608
39.59588
-94.608875
0
10,847
2020-06-24 13:14:26
3,576,511,691,045,060
fraud_Lemke and Sons
travel
2.23
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
e3861152ef100f3ba9328eec46d97056
1,372,079,666
33.52736
-81.147585
0
10,848
2020-06-24 13:14:45
3,526,826,139,003,047
fraud_O'Reilly, Mohr and Purdy
home
9.58
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
2d3cc0c24b1d4eecb5fe83e41239997f
1,372,079,685
45.12467
-85.349181
0
10,849
2020-06-24 13:16:44
3,511,378,610,369,890
fraud_Morissette PLC
shopping_pos
5.42
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
080cef590486b8a5e9b87e5d38068096
1,372,079,804
34.175272
-85.628057
0
10,850
2020-06-24 13:16:48
3,546,897,637,165,774
fraud_Cormier LLC
health_fitness
13.29
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
191feb33d9fa66a426c932a6afeccaf4
1,372,079,808
32.523563
-97.789847
0
10,851
2020-06-24 13:16:54
4,079,773,899,158
fraud_Kilback, Nitzsche and Leffler
travel
2.75
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
41595a2c04027e61934ea65c429701d1
1,372,079,814
44.477865
-117.013803
0
10,852
2020-06-24 13:16:59
2,706,977,570,537,524
fraud_Kilback and Sons
entertainment
82.25
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
7f3a8d86b3729cb77ea0c150bdb8781f
1,372,079,819
39.529653
-82.183663
0
10,853
2020-06-24 13:17:57
2,248,735,346,244,816
fraud_Zulauf LLC
personal_care
23.18
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
607b8e2b82aca82e436eaa0b95cda20e
1,372,079,877
38.184016
-99.201865
0
10,854
2020-06-24 13:18:04
4,128,730,454,058,057,700
fraud_Friesen Ltd
health_fitness
10.8
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
493465928e472d9a421bbb97f676ce2c
1,372,079,884
30.411318
-94.600409
0
10,855
2020-06-24 13:18:51
342,360,239,917,375
fraud_Heaney-Marquardt
entertainment
51.91
Gabriella
Jordan
F
1299 Joshua Plains
Howes Cave
NY
12,092
42.7045
-74.3648
1,304
Jewellery designer
1970-06-09
ed997871a24874c70b99c5427fcda764
1,372,079,931
41.786566
-74.699494
0
10,856
2020-06-24 13:18:53
4,658,490,815,480,264
fraud_Grimes LLC
entertainment
51.78
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
f39d0ad8dec6c39cf1c841a8b628ccd0
1,372,079,933
39.200301
-79.855899
0
10,857
2020-06-24 13:19:39
344,709,867,813,900
fraud_Roberts, Ryan and Smith
personal_care
115.26
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
76601dc2376cf30a17ff74fc88eebe97
1,372,079,979
27.924367
-81.129543
0
10,858
2020-06-24 13:19:43
630,424,987,505
fraud_Baumbach Ltd
personal_care
46.5
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
75f9b8f23befda6d0fd1c7cab9ba933b
1,372,079,983
39.028649
-80.168403
0
10,859
2020-06-24 13:19:44
3,502,088,871,723,054
fraud_Marvin-Lind
personal_care
5.38
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
00c56089a2271f8c775819c63a1fe5d9
1,372,079,984
38.730354
-76.142884
0
10,860
2020-06-24 13:20:02
346,208,242,862,904
fraud_Medhurst Inc
home
9.32
Tabitha
Reyes
F
20938 Barbara Viaduct
New York City
NY
10,280
40.7105
-74.0163
1,577,385
Pharmacist, hospital
1961-05-13
e48ef65c6e311f11b38af41cec611964
1,372,080,002
40.501601
-73.549962
0
10,861
2020-06-24 13:20:33
2,266,735,643,685,262
fraud_Altenwerth, Cartwright and Koss
shopping_net
8.19
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
e2becfe13c366235aceee4ba64ea6a7c
1,372,080,033
33.757358
-86.520993
0
10,862
2020-06-24 13:20:47
630,484,879,808
fraud_Kassulke Inc
entertainment
78.07
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
7a86e4626f3f5828a307a367c235ea9b
1,372,080,047
36.891154
-119.512308
0
10,863
2020-06-24 13:21:46
6,011,917,798,331,152
fraud_Berge-Hills
kids_pets
1.98
William
Johnson
M
50843 Vincent Mission
South Londonderry
VT
5,155
43.1699
-72.8515
828
Scientific laboratory technician
1957-08-30
2755a2d4c996da019331a015a85c1218
1,372,080,106
42.787386
-72.4452
0
10,864
2020-06-24 13:22:45
6,011,438,889,172,900
fraud_Turcotte, Batz and Buckridge
health_fitness
5.97
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
706c1a55c3291199b7750bcc71ad3b28
1,372,080,165
34.857052
-91.369754
0
10,865
2020-06-24 13:23:12
4,725,673,654,161,314
fraud_Cormier, Stracke and Thiel
entertainment
16.33
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
90b5789c05e2d33d49742268528587d9
1,372,080,192
40.419857
-72.361304
0
10,866
2020-06-24 13:23:25
347,612,609,554,823
fraud_Brown-Greenholt
entertainment
32.96
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
088c0da144a11ad019a912758cb1d4f3
1,372,080,205
45.403411
-68.830559
0
10,867
2020-06-24 13:23:38
4,681,601,008,538,160
fraud_Pagac LLC
shopping_pos
2.44
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
6446dc6d71dde8bfde5308730eb14e77
1,372,080,218
40.295415
-81.476064
0
10,868
2020-06-24 13:24:11
3,566,094,707,272,327
fraud_Lind-Buckridge
entertainment
60.95
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
000586519323b375278b69849e4eb67c
1,372,080,251
35.24481
-117.719584
0
10,869
2020-06-24 13:25:36
30,074,693,890,476
fraud_Schmeler, Bashirian and Price
shopping_net
28.61
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
6e133d6eefd0f72dbc7f66c4c068da6e
1,372,080,336
37.206354
-101.178504
0
10,870
2020-06-24 13:26:33
630,423,337,322
fraud_Medhurst Inc
home
82.73
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
36650678d81c17b520dcdb10dc59a456
1,372,080,393
48.385712
-118.653225
0
10,871
2020-06-24 13:27:00
4,642,255,475,285,942
fraud_Dickinson-Rempel
misc_pos
1.32
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
b1293d5a7ac67d247c2c9798f4f15811
1,372,080,420
39.495771
-109.344601
0
10,872
2020-06-24 13:27:24
3,536,818,734,263,520
fraud_Stark-Koss
home
64.95
Gerald
Frank
M
95793 Andrea Ville Suite 533
Des Moines
IA
50,314
41.603
-93.633
222,785
Interior and spatial designer
1981-08-10
b2a36f547a124084c54942c9e79455ea
1,372,080,444
40.725614
-92.751374
0
10,873
2020-06-24 13:27:50
630,451,534,402
fraud_Reilly and Sons
health_fitness
51.46
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
fad85c6eff472fcd01d74bbfdb9b6f14
1,372,080,470
45.949055
-86.472575
0
10,874
2020-06-24 13:29:26
30,199,621,383,748
fraud_Langworth, Boehm and Gulgowski
shopping_net
3.38
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
229f84bd7e87c118f89989be05521d7e
1,372,080,566
33.900878
-95.385351
0
10,875
2020-06-24 13:29:33
3,598,215,285,024,754
fraud_Berge, Kautzer and Harris
personal_care
32.46
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
e055430d959c35d8853f3f0232aaf0bd
1,372,080,573
41.148646
-74.353018
0
10,876
2020-06-24 13:30:03
3,502,088,871,723,054
fraud_Schuppe LLC
entertainment
10.4
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
cbc62003214eab5947a299859e058a5e
1,372,080,603
39.479948
-77.740795
0
10,877
2020-06-24 13:30:09
6,506,116,513,503,136
fraud_Torphy-Goyette
shopping_pos
505.38
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
833022da4bb36ad9eba4fd426d4d0065
1,372,080,609
32.976036
-95.465733
0
10,878
2020-06-24 13:30:20
371,226,440,126,102
fraud_Dickinson Ltd
misc_pos
8.76
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
d554ff44d7a32741779181506a6f71ba
1,372,080,620
38.152048
-89.187748
0
10,879
2020-06-24 13:30:29
676,314,217,768
fraud_Fisher Inc
shopping_net
331.65
Ellen
Carrillo
F
9431 Amanda Mills
Odessa
MO
64,076
38.9829
-93.9757
9,512
Clinical research associate
1972-12-31
c1a535921c9e2772bbfc89f4a52443c3
1,372,080,629
39.174592
-93.872154
0
10,880
2020-06-24 13:30:32
6,011,388,901,471,808
fraud_Botsford and Sons
home
113.23
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
4e4617411c9655b7b7cc008a375e21df
1,372,080,632
40.214639
-79.269655
0
10,881
2020-06-24 13:30:56
4,469,777,115,158,235,000
fraud_Gerhold LLC
home
98.8
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
208c646fe763d3f2be2fdd484eb6b041
1,372,080,656
42.325415
-70.931734
0
10,882
2020-06-24 13:31:00
4,642,894,980,163
fraud_Stamm-Witting
shopping_net
3.14
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
5f11fdad1beedf9a28c0cd5e07369d36
1,372,080,660
39.945877
-95.066965
0
10,883
2020-06-24 13:31:30
6,506,982,560,413,523
fraud_Kihn, Abernathy and Douglas
shopping_net
27.5
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
bf586e1fae25cecd7c505a751d5bf8e4
1,372,080,690
33.207037
-94.255344
0
10,884
2020-06-24 13:32:32
3,554,818,239,968,984
fraud_Nader-Maggio
personal_care
72.28
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
675b9693ba65da3bc8256fd9e7050f44
1,372,080,752
39.020865
-90.806226
0
10,885
2020-06-24 13:33:05
4,764,202,053,279,782
fraud_Adams-Barrows
health_fitness
39.7
Derek
Jones
M
198 Candace Plaza
Diamond
OH
44,412
41.0935
-81.0425
2,644
Air cabin crew
1981-01-06
94cf91c32e13114a6997d67856c92c03
1,372,080,785
41.707033
-80.456362
0
10,886
2020-06-24 13:33:09
584,673,555,952
fraud_Hilpert-Conroy
kids_pets
51.26
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
047bdd6196d22107f0030448f5e2c277
1,372,080,789
47.870504
-101.229881
0
10,887
2020-06-24 13:34:08
374,125,201,044,065
fraud_O'Connell-Ullrich
home
58.39
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
d87ded016dd29c0d4f893daad9fd7cf8
1,372,080,848
38.670772
-77.698764
0
10,888
2020-06-24 13:37:02
2,229,378,226,512,508
fraud_Hermiston, Russel and Price
food_dining
66.94
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
de48f3103fa179ad5d03a749dd92b7e6
1,372,081,022
43.475644
-89.823085
0
10,889
2020-06-24 13:37:50
4,003,989,662,068,504
fraud_Emmerich-Rau
personal_care
3.22
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
258ec53300afbdcdbffc77e85c999c01
1,372,081,070
34.101459
-87.847301
0
10,890
2020-06-24 13:38:03
4,306,586,894,261,180
fraud_Lowe, Dietrich and Erdman
kids_pets
112.16
Renee
Walls
F
86542 Jessica Fords Apt. 706
Veedersburg
IN
47,987
40.1186
-87.2602
4,049
Development worker, community
1959-10-19
821bd35d5b422d885a0ee4e4f41ec132
1,372,081,083
40.67602
-87.237946
0
10,891
2020-06-24 13:38:40
676,173,792,455
fraud_Brown Inc
kids_pets
35.79
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
18e5ee780adbe69134d517ed77879542
1,372,081,120
34.993358
-117.846711
0
10,892
2020-06-24 13:40:10
4,904,681,492,230,012
fraud_Waelchi Inc
kids_pets
94.96
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
19597cead3cf4b3559b0821c62816a7f
1,372,081,210
41.541456
-73.386103
0
10,893
2020-06-24 13:41:08
4,260,128,500,325
fraud_Klocko LLC
misc_net
62.15
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
91bc6021f5da044bd89bd737d670feed
1,372,081,268
37.081371
-82.272329
0
10,894
2020-06-24 13:41:13
30,427,035,050,508
fraud_Gulgowski LLC
home
2.11
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
94ff7ddb75f36019ba0464ce6a6bca8a
1,372,081,273
41.656273
-83.009322
0
10,895
2020-06-24 13:42:44
30,518,206,766,474
fraud_Williamson LLC
misc_pos
8.16
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
a55231f51a61694eadb82821583acc45
1,372,081,364
36.63837
-90.152731
0
10,896
2020-06-24 13:44:01
346,208,242,862,904
fraud_Ruecker-Mayert
kids_pets
51.57
Tabitha
Reyes
F
20938 Barbara Viaduct
New York City
NY
10,280
40.7105
-74.0163
1,577,385
Pharmacist, hospital
1961-05-13
c83d615224f82c10901cf771827a0a13
1,372,081,441
39.801403
-74.994349
0
10,897
2020-06-24 13:44:44
676,118,385,837
fraud_Roberts, Daniel and Macejkovic
kids_pets
88.3
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
a752f2d0da4831e03f6294452469e6b4
1,372,081,484
45.510859
-121.789394
0
10,898
2020-06-24 13:45:58
4,239,552,724,014,407
fraud_Schoen-Quigley
kids_pets
91.82
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
f5e2f0ec3043356e79aa4043df367347
1,372,081,558
40.614052
-84.975479
0
10,899
2020-06-24 13:46:03
3,502,377,050,801,561
fraud_Streich, Rolfson and Wilderman
kids_pets
12.88
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
927d7966ff8b0a6a2185229fcfee0334
1,372,081,563
30.065007
-96.348028
0