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
0
2020-06-21 12:14:25
2,291,163,933,867,244
fraud_Kirlin and Sons
personal_care
2.86
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
2da90c7d74bd46a0caf3777415b3ebd3
1,371,816,865
33.986391
-81.200714
0
1
2020-06-21 12:14:33
3,573,030,041,201,292
fraud_Sporer-Keebler
personal_care
29.84
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
324cc204407e99f51b0d6ca0055005e7
1,371,816,873
39.450498
-109.960431
0
2
2020-06-21 12:14:53
3,598,215,285,024,754
fraud_Swaniawski, Nitzsche and Welch
health_fitness
41.28
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
c81755dbbbea9d5c77f094348a7579be
1,371,816,893
40.49581
-74.196111
0
3
2020-06-21 12:15:15
3,591,919,803,438,423
fraud_Haley Group
misc_pos
60.05
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
2159175b9efe66dc301f149d3d5abf8c
1,371,816,915
28.812398
-80.883061
0
4
2020-06-21 12:15:17
3,526,826,139,003,047
fraud_Johnston-Casper
travel
3.19
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
57ff021bd3f328f8738bb535c302a31b
1,371,816,917
44.959148
-85.884734
0
5
2020-06-21 12:15:37
30,407,675,418,785
fraud_Daugherty LLC
kids_pets
19.55
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
798db04aaceb4febd084f1a7c404da93
1,371,816,937
41.747157
-77.584197
0
6
2020-06-21 12:15:44
213,180,742,685,905
fraud_Romaguera Ltd
health_fitness
133.93
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
17003d7ce534440eadb10c4750e020e5
1,371,816,944
41.499458
-124.888729
0
7
2020-06-21 12:15:50
3,589,289,942,931,264
fraud_Reichel LLC
personal_care
10.37
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
8be473af4f05fc6146ea55ace73e7ca2
1,371,816,950
44.495498
-97.728453
0
8
2020-06-21 12:16:10
3,596,357,274,378,601
fraud_Goyette, Howell and Collier
shopping_pos
4.37
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
71a1da150d1ce510193d7622e08e784e
1,371,816,970
41.546067
-78.120238
0
9
2020-06-21 12:16:11
3,546,897,637,165,774
fraud_Kilback Group
food_dining
66.54
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
a7915132c7c4240996ba03a47f81e3bd
1,371,816,971
31.782919
-96.366185
0
10
2020-06-21 12:16:20
2,242,542,703,101,233
fraud_Feil, Hilpert and Koss
food_dining
7.01
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
3b8e4d02d9e1a3bf97cf449eb0317f2c
1,371,816,980
38.977546
-84.727994
0
11
2020-06-21 12:16:47
571,465,035,400
fraud_Gottlieb Group
kids_pets
42.4
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
fa3071565d94fb286cb0ed398c6d61d3
1,371,817,007
42.687774
-108.670054
0
12
2020-06-21 12:17:21
6,593,250,708,747,804
fraud_Connelly-Carter
home
2.91
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
a21cb82e7d8fdbf4062f15c9422a4ca6
1,371,817,041
26.07846
-80.569932
0
13
2020-06-21 12:18:27
4,988,304,376,504
fraud_Bechtelar-Rippin
food_dining
7.93
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
d0d2b5cca5ae19e0a07dc7ef5d51e59e
1,371,817,107
40.71168
-73.668384
0
14
2020-06-21 12:18:37
6,011,504,998,544,485
fraud_Lubowitz-Walter
kids_pets
2.91
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
61dca41a9728ea5fd6db99efd59768f8
1,371,817,117
32.721131
-87.253846
0
15
2020-06-21 12:18:41
4,570,636,521,433,188
fraud_Welch, Rath and Koepp
entertainment
24.73
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
ea11379e8aa1b08d584149d65770faee
1,371,817,121
29.83155
-80.926829
0
16
2020-06-21 12:18:54
4,906,628,655,840,914,000
fraud_Hickle Group
shopping_pos
2.33
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
00da72495351ce6bd9ecb75d51cca89b
1,371,817,134
24.306325
-81.065169
0
17
2020-06-21 12:19:50
4,908,846,471,916,297
fraud_Lang, Towne and Schuppe
kids_pets
16.6
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
67288141e8206f6f49706c1cef5b75d3
1,371,817,190
33.182349
-97.919284
0
18
2020-06-21 12:19:56
4,861,310,130,652,567,000
fraud_Morissette LLC
entertainment
80.11
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
71bb6ee81f9af4d2a38bf6af2b614708
1,371,817,196
30.44999
-89.930996
0
19
2020-06-21 12:20:13
6,538,441,737,335,434
fraud_Prosacco LLC
personal_care
5.71
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
2d7640ea4f3bcd520a3c33200c393dd8
1,371,817,213
40.508064
-79.615158
0
20
2020-06-21 12:20:34
2,283,743,876,903,625
fraud_Corwin-Romaguera
travel
8.53
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
1650f4f052cc85af7bd417fa17d59ac5
1,371,817,234
33.195225
-84.119083
0
21
2020-06-21 12:20:42
4,560,004,149,983,868,400
fraud_Gottlieb Group
kids_pets
37.95
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
b14cd1ccf78a409c664bf071872a4384
1,371,817,242
39.844711
-103.975632
0
22
2020-06-21 12:20:57
4,562,827,002,127
fraud_Tillman LLC
travel
1.74
Christopher
Johnson
M
28711 Kristine Junction Suite 309
Greenville
OH
45,331
40.0987
-84.6342
22,930
Media planner
1971-11-26
d8edb8556aad03a15e2d5702948a47fb
1,371,817,257
40.117116
-84.175021
0
23
2020-06-21 12:21:46
213,153,151,785,052
fraud_Veum-Koelpin
travel
6.02
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
79f931ffc97dfe9966cd7d09613fe308
1,371,817,306
45.47444
-89.539774
0
24
2020-06-21 12:21:47
372,509,258,176,510
fraud_Watsica, Haag and Considine
shopping_pos
9.87
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
df862b772cfb9ca0d621c259df11a652
1,371,817,307
43.702833
-83.750248
0
25
2020-06-21 12:23:08
6,011,148,190,095,209
fraud_Leannon-Ward
food_dining
47.06
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
3dfec697170c9155ba76464e03179724
1,371,817,388
38.048242
-123.12568
0
26
2020-06-21 12:23:09
6,011,917,798,331,152
fraud_Hintz, Bauch and Smith
health_fitness
1.7
William
Johnson
M
50843 Vincent Mission
South Londonderry
VT
5,155
43.1699
-72.8515
828
Scientific laboratory technician
1957-08-30
6c58a441ceeb7dc623316c6a68158d29
1,371,817,389
42.390565
-71.932418
0
27
2020-06-21 12:23:53
3,577,663,406,369,449
fraud_Labadie LLC
personal_care
2.17
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
340ad023c64e8b7d2164ca3e53620186
1,371,817,433
36.581541
-89.680517
0
28
2020-06-21 12:24:11
3,502,377,050,801,561
fraud_Eichmann, Hayes and Treutel
travel
6.21
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
9662b7fede7772f80331fd0abbc7909d
1,371,817,451
31.432355
-95.537859
0
29
2020-06-21 12:24:16
180,040,027,502,291
fraud_Leffler-Goldner
personal_care
24.44
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
efbea5fb8c846843c13f224379ba249e
1,371,817,456
40.951475
-74.065226
0
30
2020-06-21 12:25:09
379,897,244,598,068
fraud_Kautzer and Sons
personal_care
176.23
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
3f5587dd43e45910ba221bc3a4dfdd3f
1,371,817,509
38.585316
-86.108185
0
31
2020-06-21 12:26:10
180,048,185,037,117
fraud_Ernser-Feest
home
134.39
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
bc7699cb759a26aa5dd58d4124febf8d
1,371,817,570
40.196876
-74.407686
0
32
2020-06-21 12:26:13
4,302,475,216,404,898
fraud_Zemlak, Tillman and Cremin
personal_care
19.03
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
cd10a7d08e9262899109c06a8e180302
1,371,817,573
42.322809
-94.363655
0
33
2020-06-21 12:26:23
180,036,456,789,979
fraud_Nienow PLC
entertainment
210.36
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
902facfd912019350d63a3539990638e
1,371,817,583
42.736666
-90.09971
0
34
2020-06-21 12:26:25
180,065,479,077,096
fraud_Lynch-Wisozk
home
52.81
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
0ad27a9cf7fcb1e0774a86709cb248f1
1,371,817,585
39.289186
-77.113659
0
35
2020-06-21 12:26:26
6,517,217,825,320,610
fraud_Feil, Hilpert and Koss
food_dining
82.32
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
5a13c85ba5d478ee2bed550c6ab71c1e
1,371,817,586
31.422908
-90.012124
0
36
2020-06-21 12:27:08
4,683,520,018,489,354
fraud_Schiller Ltd
personal_care
26.31
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
e91e10ae4ad160e1aee1054ea96de9ba
1,371,817,628
33.949418
-117.610248
0
37
2020-06-21 12:27:22
501,899,453,424
fraud_Hoppe-Parisian
kids_pets
134.6
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
cc3733b9ecedc1a7b0053bd0647cdaaa
1,371,817,642
34.727266
-86.883794
0
38
2020-06-21 12:27:40
6,011,348,830,550,197
fraud_Hoppe-Parisian
kids_pets
36.72
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
60a92b482a0058d2769c1ab10c55cb25
1,371,817,660
32.761156
-85.903113
0
39
2020-06-21 12:27:54
213,195,754,007,681
fraud_Brown-Greenholt
entertainment
105.78
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
fc72537e1af1f675c8713aa1a36f3c53
1,371,817,674
41.214609
-92.226244
0
40
2020-06-21 12:28:06
2,712,209,726,293,386
fraud_Reilly LLC
home
39.95
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
fb32dada5c853d60e84278eaae707ee2
1,371,817,686
30.382414
-90.923894
0
41
2020-06-21 12:28:23
503,874,407,318
fraud_Moore, Williamson and Emmerich
home
47.81
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
4ffb7174155b877c4d18d1d86e71e813
1,371,817,703
30.50995
-99.374201
0
42
2020-06-21 12:28:39
676,369,110,710
fraud_Rau-Robel
kids_pets
18.96
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
14dd61cec0b9be2d29aff70f605964ab
1,371,817,719
42.186473
-84.041557
0
43
2020-06-21 12:29:25
4,783,226,709,001
fraud_Fadel, Mertz and Rippin
entertainment
46.67
Jessica
Garcia
F
13108 Jennifer Passage
Mc Cracken
KS
67,556
38.5957
-99.554
320
Film/video editor
1961-04-22
822cd909aeb6a351637b5f9ba9866f19
1,371,817,765
39.456658
-99.569786
0
44
2020-06-21 12:29:27
375,848,982,312,810
fraud_Crona and Sons
kids_pets
30.59
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
5f947d9974aca9e08265898e26db1583
1,371,817,767
32.053228
-97.160999
0
45
2020-06-21 12:29:30
30,270,432,095,985
fraud_Bahringer, Bergnaum and Quitzon
home
3.94
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
4326b0d0ee56d328d40269e79a68ea30
1,371,817,770
40.922923
-91.977219
0
46
2020-06-21 12:29:33
6,011,149,206,456,997
fraud_Koss, Hansen and Lueilwitz
home
84.11
Jeffrey
White
M
8617 Holmes Terrace Suite 651
Tuscarora
MD
21,790
39.2667
-77.5101
100
Production assistant, television
1979-12-11
ce73a1c97d13e160112f3142781300ac
1,371,817,773
39.535382
-77.064747
0
47
2020-06-21 12:29:36
4,110,266,553,600,176,000
fraud_Yost, Schamberger and Windler
kids_pets
31.19
Sandra
Schwartz
F
3789 Mark Walks
Sunflower
MS
38,778
33.5567
-90.5451
1,686
Education officer, community
1986-11-06
e7b73a4e22392a7800afdca8c230878f
1,371,817,776
33.693106
-89.594744
0
48
2020-06-21 12:29:46
675,990,301,623
fraud_Armstrong, Walter and Gottlieb
food_dining
4.91
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
def4f0ac7d3e4f02f33462a25632ef6c
1,371,817,786
41.061214
-73.997981
0
49
2020-06-21 12:29:56
377,026,671,291,680
fraud_Friesen Ltd
health_fitness
5.36
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
0920f8e36028f404b48385209a995113
1,371,817,796
38.211238
-90.421871
0
50
2020-06-21 12:30:19
6,011,934,240,159,560
fraud_Champlin and Sons
home
80.5
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
c64caafcb8aaa4608fdba9f1ab53cbcc
1,371,817,819
44.95902
-69.150254
0
51
2020-06-21 12:30:19
3,519,607,465,576,254
fraud_Bins-Tillman
entertainment
49.57
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
12ef39ddb0af3a6bea386509d9929a41
1,371,817,819
40.535495
-123.900519
0
52
2020-06-21 12:30:28
571,465,035,400
fraud_Douglas-White
entertainment
79.51
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
23e2084549f139d3fc1458aa6ebe2c6c
1,371,817,828
43.143727
-109.338705
0
53
2020-06-21 12:30:39
6,011,652,924,285,713
fraud_Hermiston, Pacocha and Smith
health_fitness
34.17
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
eda795ae153f71732ca5390ae6b5814f
1,371,817,839
38.420616
-92.942305
0
54
2020-06-21 12:31:19
4,116,554,952,971,686
fraud_Denesik, Powlowski and Pouros
home
9.75
Bridget
Bowen
F
49120 Regina Island Apt. 170
Port Saint Lucie
FL
34,953
27.2625
-80.3793
181,438
Primary school teacher
1934-03-19
a2204915943d2fbb1f700042240502b0
1,371,817,879
26.708918
-79.679105
0
55
2020-06-21 12:31:23
4,855,488,158,131,690,000
fraud_Nader-Maggio
personal_care
68.88
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
a2dbde4624ee6e24bb9633ce9fcd1672
1,371,817,883
43.760065
-72.192128
0
56
2020-06-21 12:31:32
4,599,735,407,877,245,000
fraud_O'Reilly, Mohr and Purdy
home
30.73
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
d23a9cc9f255e797022458fc9de3b2ce
1,371,817,892
36.312953
-89.938402
0
57
2020-06-21 12:32:35
561,942,763,351
fraud_O'Connell-Ullrich
home
63.27
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
254585bc866b5c091b244515abba49da
1,371,817,955
39.417666
-76.627816
0
58
2020-06-21 12:32:36
2,227,671,554,547,514
fraud_Bauch-Blanda
entertainment
121.46
Angie
Jones
F
6970 Blake Trail
Clearwater
FL
33,760
27.9004
-82.7152
172,247
Geneticist, molecular
1979-10-22
1c819bcf6e07bd61322a1e61e8f0c70f
1,371,817,956
27.482301
-83.200829
0
59
2020-06-21 12:32:39
2,296,006,538,441,789
fraud_Ruecker, Beer and Collier
shopping_net
9.23
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
6c2b797c1729405a26268c665c4e5c8d
1,371,817,959
41.49385
-74.258146
0
60
2020-06-21 12:32:50
36,722,699,017,270
fraud_Berge-Hills
kids_pets
8.86
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
bf6a53e1ba9d726edf1654d0899f533b
1,371,817,970
32.390381
-111.567332
0
61
2020-06-21 12:32:51
213,156,747,557,083
fraud_White and Sons
home
55.53
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
c97a7d07cc73cb35af508befd2bc452b
1,371,817,971
33.623691
-118.424568
0
62
2020-06-21 12:33:21
3,567,697,931,646,329
fraud_Adams-Barrows
health_fitness
2.61
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
07013b6fac89440c1e8f15428f93b7f4
1,371,818,001
41.502652
-73.721972
0
63
2020-06-21 12:33:30
4,988,304,376,504
fraud_Crona and Sons
kids_pets
1.93
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
c86b29ee783636aaceb7687877924f9c
1,371,818,010
40.857733
-73.447974
0
64
2020-06-21 12:33:31
213,157,767,990,030
fraud_Bauch-Blanda
entertainment
20.03
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
da32ba67b0979adb0c65a60bdb01e64c
1,371,818,011
41.899218
-108.428107
0
65
2020-06-21 12:33:45
4,509,922,033,272,157
fraud_Pouros-Haag
shopping_pos
7.93
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
3aedf92246758786b01168d5dc5773b5
1,371,818,025
43.795359
-96.833415
0
66
2020-06-21 12:33:58
30,044,330,818,990
fraud_Hahn, Bahringer and McLaughlin
personal_care
20.4
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
07dba59572da1a0db2cc95a80b002af7
1,371,818,038
26.674733
-82.009233
0
67
2020-06-21 12:34:07
3,502,377,050,801,561
fraud_Ziemann-Waters
health_fitness
181.87
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
a6dd646fb7f598d3545ade098183cbbd
1,371,818,047
31.152375
-95.272196
0
68
2020-06-21 12:34:35
4,710,826,438,164,848,000
fraud_Wuckert, Wintheiser and Friesen
home
30.72
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
18aeb4f97adbab1170c6c1b60b82c228
1,371,818,075
48.456992
-107.518067
0
69
2020-06-21 12:35:55
4,653,879,239,169,997
fraud_Bauch-Blanda
entertainment
129.58
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
8ec457ccddf3114213845f9d8ea1759c
1,371,818,155
36.192355
-85.869963
0
70
2020-06-21 12:35:55
4,956,828,990,005,111,000
fraud_Bednar PLC
kids_pets
5.13
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
049d3ba5ef543bdabfa44b6443f3d20e
1,371,818,155
41.131668
-75.188408
0
71
2020-06-21 12:36:17
3,590,736,522,064,285
fraud_Kihn Inc
shopping_pos
189.99
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
bb3889edf0a90703cc3e281322e9aef1
1,371,818,177
34.44252
-92.264081
0
72
2020-06-21 12:37:03
4,755,696,071,492
fraud_Fisher Inc
shopping_net
5.37
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
b75478a228cd12239ac8ec796664c665
1,371,818,223
32.071768
-96.748077
0
73
2020-06-21 12:37:59
3,542,162,746,848,552
fraud_Leffler-Goldner
personal_care
6.04
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
73cca6d94d97e2bb1a0c69d5decea9eb
1,371,818,279
44.388218
-93.400188
0
74
2020-06-21 12:38:04
30,234,966,027,947
fraud_Schneider, Hayes and Nikolaus
food_dining
15.49
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
17e947f7909a4423a22a41e9fe912281
1,371,818,284
43.52303
-88.132231
0
75
2020-06-21 12:38:05
180,042,946,491,150
fraud_Greenholt, O'Hara and Balistreri
shopping_net
4.94
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
7402f469a73cf016d793d3111306017b
1,371,818,285
28.669762
-82.456744
0
76
2020-06-21 12:38:22
4,149,238,353,975,790
fraud_Gottlieb-Hansen
personal_care
74.52
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
069013b8389f4433e2e47ce227ccacf1
1,371,818,302
40.067362
-80.213927
0
77
2020-06-21 12:39:10
3,583,793,405,872,580
fraud_Douglas, Schneider and Turner
shopping_pos
4.4
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
67d795902f1bdaf4d042abfaa2e37496
1,371,818,350
34.858369
-98.135879
0
78
2020-06-21 12:39:25
3,575,789,281,659,026
fraud_Gutmann, McLaughlin and Wiza
home
71.68
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
8caf8fcd904f367427bb0f699b8f7453
1,371,818,365
39.485253
-92.983354
0
79
2020-06-21 12:39:42
3,553,629,419,254,918
fraud_Champlin and Sons
home
33.97
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
c8eebe4d993fde9d6a7cfbec8494bb59
1,371,818,382
49.031436
-122.865744
0
80
2020-06-21 12:39:44
375,248,307,838,179
fraud_Weber and Sons
food_dining
20.87
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
5a5a8db2cf7f2d86fa35114a841092b5
1,371,818,384
38.416893
-79.24534
0
81
2020-06-21 12:39:45
4,427,805,710,168
fraud_Bednar PLC
kids_pets
19.41
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
65aef2c6b0d2975569f05afdd8d23377
1,371,818,385
33.775701
-106.03686
0
82
2020-06-21 12:39:49
371,985,236,239,474
fraud_Bartoletti and Sons
personal_care
21.57
Benjamin
Martin
M
0495 Baker Manors
Oriskany Falls
NY
13,425
42.9576
-75.4838
1,970
Programmer, multimedia
1949-06-09
3c01079627483229758e02ea10811e72
1,371,818,389
42.541989
-75.057743
0
83
2020-06-21 12:39:54
6,011,348,830,550,197
fraud_Powlowski-Weimann
food_dining
19.06
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
e77fc08b8dcf79c20e724fea72946660
1,371,818,394
33.936769
-86.762376
0
84
2020-06-21 12:39:56
676,275,912,597
fraud_Lakin, Ferry and Beatty
food_dining
60.07
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
42d03a3e38f7c5aa63cb51a56266e771
1,371,818,396
45.877554
-85.362472
0
85
2020-06-21 12:40:32
4,173,950,183,554,608
fraud_Brown-Greenholt
entertainment
15.8
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
a0d3f84d700dfb8165a63087f824d381
1,371,818,432
41.186828
-74.811464
0
86
2020-06-21 12:40:33
6,011,197,122,270,059
fraud_Terry, Johns and Bins
misc_pos
2.01
Vincent
Ward
M
06730 Joshua Isle Suite 555
North Brookfield
MA
1,535
42.2665
-72.0821
4,680
Field seismologist
1986-04-03
8a358086076dd14ded0409aa035d2e6f
1,371,818,433
42.127625
-71.635136
0
87
2020-06-21 12:40:36
4,223,708,906,367,574,000
fraud_Thiel-Thiel
entertainment
75.24
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
eb52e370f7ed2183cf36ab2f6424c5df
1,371,818,436
39.417127
-84.959324
0
88
2020-06-21 12:40:45
675,961,917,837
fraud_Kuhn Group
food_dining
56.3
Christopher
Cummings
M
478 George Course Apt. 056
Sprague
NE
68,438
40.6267
-96.7456
142
Chiropodist
1967-08-24
e127320e58b70c069149e3973d0eb45a
1,371,818,445
41.41602
-95.774493
0
89
2020-06-21 12:41:34
630,425,673,344
fraud_Schaefer, Fay and Hilll
entertainment
5.95
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
5fd8939565a1580d370082d81bbcb1f4
1,371,818,494
38.665727
-80.435349
0
90
2020-06-21 12:42:07
4,708,992,452,821,239
fraud_Roberts, Ryan and Smith
personal_care
19.73
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
ca1bd51b5324c47c68bed7bbfdd80753
1,371,818,527
34.871462
-91.496576
0
91
2020-06-21 12:42:11
30,234,966,027,947
fraud_Stiedemann Ltd
food_dining
128.33
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
7f736b6cf6e36cdada7694aeca3daa24
1,371,818,531
43.051363
-87.799946
0
92
2020-06-21 12:42:29
377,234,009,633,447
fraud_Pacocha-Weissnat
kids_pets
136.16
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
0da884d5079ef2919db75faeb328a191
1,371,818,549
39.544819
-76.943965
0
93
2020-06-21 12:43:07
4,294,040,533,480,516
fraud_Homenick LLC
personal_care
16.8
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
1023690403cb70fdd8df519f40fc9d54
1,371,818,587
33.647548
-80.75383
0
94
2020-06-21 12:43:09
180,018,375,329,178
fraud_Cartwright PLC
kids_pets
113.89
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
c51cdf622b069ea4e183428de3e94dce
1,371,818,589
42.225874
-83.540129
0
95
2020-06-21 12:43:14
6,011,438,889,172,900
fraud_Pouros-Haag
shopping_pos
37.14
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
80c507e5c3aba4a8602e46b842f128af
1,371,818,594
35.026522
-90.444442
0
96
2020-06-21 12:43:58
5,501,083,170,975,659
fraud_Kihn-Fritsch
food_dining
16.06
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
04207da612fce9f0093acb23a68c11e7
1,371,818,638
40.312539
-81.654015
0
97
2020-06-21 12:44:12
6,011,104,316,292,105
fraud_Lynch Ltd
shopping_pos
1.01
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
b1376da15c587d540fe1fce58e3f7592
1,371,818,652
37.901707
-79.52365
0
98
2020-06-21 12:44:29
374,930,071,163,758
fraud_Klein Group
entertainment
6.98
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
ace32c67fb8d3d030fdddad4649c9dae
1,371,818,669
42.964421
-83.670351
0
99
2020-06-21 12:45:23
4,500,002,361,389
fraud_Quitzon-Goyette
home
31.88
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
b0dc912812fad96b08bef19985b47c97
1,371,818,723
38.215956
-75.272334
0
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