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
1,286,400
2020-06-16 22:17:06
4,958,589,671,582,727,000
fraud_Marvin-Lind
personal_care
34.65
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
fb58a0ced66000c8c02b59d6d66da172
1,371,421,026
39.727693
-76.297253
0
1,286,401
2020-06-16 22:17:14
3,561,963,695,236,764
fraud_Padberg-Rogahn
entertainment
74.78
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
f07078db50f0ced3266e9b7560aa5053
1,371,421,034
40.545003
-71.655625
0
1,286,402
2020-06-16 22:17:15
4,129,767,952,109,660
fraud_Brown-Greenholt
entertainment
1.42
Cheryl
Ballard
F
248 James Squares Apt. 838
Halstad
MN
56,548
47.3551
-96.798
771
Scientist, audiological
1972-06-14
3c2c47bf6e8878a9aac59dde0e20c96b
1,371,421,035
47.599082
-95.85441
0
1,286,403
2020-06-16 22:17:24
180,011,453,250,192
fraud_Kling-Ernser
entertainment
69.31
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
74134557bf83be63796a8f8825fcd70f
1,371,421,044
42.213635
-91.535782
0
1,286,404
2020-06-16 22:17:31
3,502,088,871,723,054
fraud_Lind-Buckridge
entertainment
77.93
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
fe5947d4ff92bf528760eb2a08966f19
1,371,421,051
38.115643
-78.05906
0
1,286,405
2020-06-16 22:18:07
4,509,142,395,811,241
fraud_Gleason and Sons
kids_pets
88.47
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
661426015216e0568570a3f7d7fde9d7
1,371,421,087
32.623129
-81.520857
0
1,286,406
2020-06-16 22:18:33
6,544,734,391,390,261
fraud_Schumm PLC
shopping_net
9.32
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
8d77f4148640426c0fac948783df3e61
1,371,421,113
41.47281
-88.05152
0
1,286,407
2020-06-16 22:18:48
4,890,424,426,862,857,000
fraud_Howe PLC
entertainment
1.13
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
359789c7dfef28745adae4830ad5b98d
1,371,421,128
39.496422
-121.305096
0
1,286,408
2020-06-16 22:19:46
6,011,393,492,413,821
fraud_Lowe, Dietrich and Erdman
kids_pets
114.08
Natalie
Watson
F
386 James Roads Apt. 233
Los Angeles
CA
90,014
34.0443
-118.2509
2,383,912
Journalist, newspaper
1959-05-30
e0b60030e52e180ad9fc49addfc64a6b
1,371,421,186
33.308353
-117.266305
0
1,286,409
2020-06-16 22:19:50
340,103,199,302,564
fraud_Conroy, Balistreri and Gorczany
health_fitness
20.2
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
6d04b4616152b4a866736fe1e7274001
1,371,421,190
35.478701
-79.685698
0
1,286,410
2020-06-16 22:19:53
4,365,382,885,912,355
fraud_Botsford and Sons
home
64.94
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
220583f48baf9221e78fff0bc434d8a2
1,371,421,193
48.209882
-92.683033
0
1,286,411
2020-06-16 22:19:57
373,905,417,449,658
fraud_Goyette-Herzog
travel
1.88
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
f617815778960b51c80b37abb212321e
1,371,421,197
32.351178
-97.744393
0
1,286,412
2020-06-16 22:21:18
4,874,017,206,859,125
fraud_Kuhic, Bins and Pfeffer
shopping_net
149.93
Lauren
Williams
F
065 Jones Stravenue
Lake Oswego
OR
97,034
45.4093
-122.6847
42,817
Planning and development surveyor
1982-05-28
1f5e0304600d0820c5ef284fec95d0e9
1,371,421,278
45.280397
-121.834475
0
1,286,413
2020-06-16 22:21:58
3,573,386,445,588,324
fraud_Douglas-White
entertainment
77.36
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
b483ff785b750543ed6d73566d88c567
1,371,421,318
45.114978
-99.091083
0
1,286,414
2020-06-16 22:21:59
4,410,582,919,485,061,600
fraud_Schoen, Nienow and Bauch
personal_care
12.69
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
91ec787be66586702f90b6907140872e
1,371,421,319
31.551462
-81.798965
0
1,286,415
2020-06-16 22:22:21
4,503,101,193,493,053,000
fraud_Kutch-Ferry
home
56.37
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
e8e1757d16c43977b443cb11cc55a3b2
1,371,421,341
28.817044
-82.76487
0
1,286,416
2020-06-16 22:22:44
4,855,488,158,131,690,000
fraud_Greenholt Ltd
health_fitness
76.66
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
658a7509feee5e8d7116bdc7a0b9a176
1,371,421,364
44.849639
-71.957388
0
1,286,417
2020-06-16 22:23:08
3,566,094,707,272,327
fraud_Klein Group
entertainment
98.6
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
4731405b93ea62971fd9f6310bf7a32d
1,371,421,388
33.986649
-118.677359
0
1,286,418
2020-06-16 22:23:18
3,506,592,072,985,012
fraud_Roob, Conn and Tremblay
shopping_pos
5.33
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
ec495dea5c00257424a1190cc208fdc6
1,371,421,398
38.43297
-90.046195
0
1,286,419
2020-06-16 22:23:26
38,199,021,865,320
fraud_McCullough, Hudson and Schuster
food_dining
63.08
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
80d9ea9fe131e7a3347dfb771c175c0c
1,371,421,406
43.517161
-72.771654
0
1,286,420
2020-06-16 22:24:45
342,035,762,534,413
fraud_Gibson-Deckow
entertainment
95.94
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
231590a88be292f7180094ce2ab14d8b
1,371,421,485
38.201954
-77.275337
0
1,286,421
2020-06-16 22:24:52
4,956,828,990,005,111,000
fraud_Baumbach, Strosin and Nicolas
shopping_pos
4.83
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
c46307b81835e6b4a25372297b300b73
1,371,421,492
40.377003
-74.577969
0
1,286,422
2020-06-16 22:25:34
4,003,989,662,068,504
fraud_Bahringer, Osinski and Block
food_dining
15.43
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
96714ff5ebdff1adbaf06cbae8d80a2b
1,371,421,534
33.519417
-86.789981
0
1,286,423
2020-06-16 22:25:40
348,789,608,637,806
fraud_Block-Hauck
travel
2.62
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
7c89b9ecf832de14fafc0751f52f87e7
1,371,421,540
39.493667
-99.45777
0
1,286,424
2020-06-16 22:26:00
4,988,304,376,504
fraud_Morissette-Schaefer
personal_care
2.42
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
c7ba978bd2c42b5886fb1a7ce46c4857
1,371,421,560
41.273759
-74.58158
0
1,286,425
2020-06-16 22:27:05
3,556,613,125,071,656
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.45
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
a98ae701a04f1596dc2d668cd5a68abe
1,371,421,625
29.652639
-94.480597
0
1,286,426
2020-06-16 22:27:26
4,873,783,502,705,038
fraud_Auer LLC
personal_care
24.17
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
822e7cd69327a0f997739d990ce1f241
1,371,421,646
48.678535
-123.245247
1
1,286,427
2020-06-16 22:27:31
4,302,475,216,404,898
fraud_Bahringer, Bergnaum and Quitzon
home
69.99
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
087e94d5e360e78dfc24f59641ddc97d
1,371,421,651
43.197711
-92.765143
0
1,286,428
2020-06-16 22:27:50
213,125,815,021,702
fraud_Roberts, Ryan and Smith
personal_care
1.06
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
2a0bd9ac402497ba23943ea54e11fdd9
1,371,421,670
43.067991
-73.463798
0
1,286,429
2020-06-16 22:27:52
38,859,492,057,661
fraud_Berge-Ullrich
home
20.46
Edward
Sanchez
M
594 White Dale Suite 530
Malad City
ID
83,252
42.1808
-112.262
4,154
Nature conservation officer
1962-01-19
eee97f6352329c6f0aea428ef01a4d53
1,371,421,672
43.139993
-112.364169
0
1,286,430
2020-06-16 22:28:19
4,210,078,554,961,359,000
fraud_Kovacek Ltd
travel
2.44
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
9cb9a047abf2c43937b27df50ddd4abb
1,371,421,699
43.839167
-123.483731
0
1,286,431
2020-06-16 22:29:24
3,559,160,581,764,413
fraud_Hamill-D'Amore
health_fitness
75.45
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
2d7b1d40a99e2d7f4b7612b6e113292d
1,371,421,764
42.632555
-77.842671
0
1,286,432
2020-06-16 22:29:45
374,497,717,543,058
fraud_Hermiston, Pacocha and Smith
health_fitness
83.06
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
c1c48c27df4e4e4ecf55c371fe8d3baf
1,371,421,785
46.571344
-100.612228
0
1,286,433
2020-06-16 22:30:04
4,116,554,952,971,686
fraud_Hills-Boyer
personal_care
16.01
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
53d32198ce73f878a5c60692b78296a1
1,371,421,804
26.775763
-79.572197
0
1,286,434
2020-06-16 22:30:27
4,996,263,498,048,679
fraud_Renner Ltd
home
171.55
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
4ffae9df41a152072b60291aa3fca1d9
1,371,421,827
42.051384
-123.524133
0
1,286,435
2020-06-16 22:31:16
4,586,810,168,620,942
fraud_Hintz, Bauch and Smith
health_fitness
15.82
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
1cc093f0fa32d176bef344e24c39cb3a
1,371,421,876
32.309996
-80.603977
0
1,286,436
2020-06-16 22:32:15
4,158,758,517,677,931
fraud_O'Connell, Botsford and Hand
home
12.84
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
16f06a42f6bd3212273b7cb37711d500
1,371,421,935
43.708356
-96.738963
0
1,286,437
2020-06-16 22:32:24
3,518,669,219,150,142
fraud_Johnson, Runolfsdottir and Mayer
misc_net
155.84
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
28c90e8fd7365ed796a0c1012fe804a6
1,371,421,944
40.079057
-84.347221
0
1,286,438
2020-06-16 22:32:27
4,613,314,721,966
fraud_Larson-Moen
entertainment
67.15
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
3eae531c48baa206da265dde48d860b6
1,371,421,947
35.259418
-81.818723
0
1,286,439
2020-06-16 22:32:30
4,561,546,772,499
fraud_Kessler Inc
travel
7.43
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
ffce99c255c5b8a611d673af72bb5ad6
1,371,421,950
35.659315
-105.52094
0
1,286,440
2020-06-16 22:33:10
4,998,109,455,173,950
fraud_Gottlieb Group
kids_pets
14.87
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
ad777c146b41c3e073997a0a2a2a8da1
1,371,421,990
39.867353
-94.696424
0
1,286,441
2020-06-16 22:33:15
2,254,799,658,404,120
fraud_Reilly LLC
home
36.11
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
a05b6086774461e229d2d2028999407b
1,371,421,995
29.994999
-82.696784
0
1,286,442
2020-06-16 22:33:39
30,551,643,947,183
fraud_Bahringer Group
health_fitness
71.32
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
ea5392e1fa9af44eb91010fb57351e24
1,371,422,019
34.539872
-81.294714
0
1,286,443
2020-06-16 22:34:00
4,302,475,216,404,898
fraud_Kris-Kertzmann
travel
5.22
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
57846053491b923bb73cc1a959b433e0
1,371,422,040
43.210112
-92.848137
0
1,286,444
2020-06-16 22:34:12
639,023,984,367
fraud_Monahan-Morar
personal_care
83.48
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
0388d068423e5d6c2a4888db43b60f0a
1,371,422,052
44.5021
-75.025955
0
1,286,445
2020-06-16 22:34:28
3,533,012,926,413,100
fraud_Dickinson-Rempel
misc_pos
2.15
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
2c5b1c4fabf21751a5e5fbf35e1eb69f
1,371,422,068
43.473108
-74.968153
0
1,286,446
2020-06-16 22:34:28
36,078,114,201,167
fraud_Kirlin and Sons
personal_care
32.45
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
65a8f65c9f30cf9c195322a0d3c0d472
1,371,422,068
37.112997
-83.847144
0
1,286,447
2020-06-16 22:34:41
180,042,946,491,150
fraud_Beer-Jast
kids_pets
7.08
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
cce7231dee8ec623b2180b30dfbc4c57
1,371,422,081
28.059305
-82.390076
0
1,286,448
2020-06-16 22:35:40
3,534,718,226,968,689
fraud_Fisher-Schowalter
shopping_net
10.89
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
da4a47fec0fac7d5b7b23683f6d007b4
1,371,422,140
37.333641
-89.253883
0
1,286,449
2020-06-16 22:35:40
346,273,234,529,002
fraud_Bahringer, Schoen and Corkery
shopping_pos
28.73
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
10f2cb93952862e0a50b8684d3d9f74e
1,371,422,140
36.915144
-79.653872
0
1,286,450
2020-06-16 22:36:14
503,874,407,318
fraud_Emmerich-Rau
personal_care
137.04
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
fb09a8c7d981f5bbb56856e71c46242e
1,371,422,174
28.625459
-99.085121
0
1,286,451
2020-06-16 22:36:21
4,561,546,772,499
fraud_Gulgowski LLC
home
31.63
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
ccca231d34ff05038726b247c2f312d5
1,371,422,181
35.033189
-106.164755
0
1,286,452
2020-06-16 22:36:24
342,952,484,382,519
fraud_Bahringer, Bergnaum and Quitzon
home
107.39
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
d3945031b83da053b254c863dfd72363
1,371,422,184
41.617859
-74.007032
0
1,286,453
2020-06-16 22:36:32
4,428,154,703,770,710
fraud_Bahringer, Bergnaum and Quitzon
home
69.93
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
eba7bbdaad6c9c2ae8662a5bae0b0ffc
1,371,422,192
45.63031
-117.179688
0
1,286,454
2020-06-16 22:36:34
6,011,366,578,560,244
fraud_Abernathy and Sons
food_dining
6.06
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
eaac125bb45fae435339c8f57bd9833f
1,371,422,194
40.759139
-78.202929
0
1,286,455
2020-06-16 22:36:58
3,590,736,522,064,285
fraud_Kihn Inc
shopping_pos
355.62
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
570345fc1271680f05b89db286df9daf
1,371,422,218
34.056295
-92.057293
0
1,286,456
2020-06-16 22:37:02
376,028,110,684,021
fraud_Conroy-Emard
food_dining
55.78
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
3f32b2b5384a2a1c34ead3c66680d14a
1,371,422,222
39.728618
-93.717703
0
1,286,457
2020-06-16 22:37:09
379,141,394,109,214
fraud_McCullough, Hudson and Schuster
food_dining
41.42
Gerald
Anthony
M
252 Melissa Rapids Suite 944
Monetta
SC
29,105
33.8084
-81.5956
1,514
Chief Strategy Officer
1966-12-15
e76e7ff5e055c238431fff6164716c6e
1,371,422,229
33.3729
-82.368509
0
1,286,458
2020-06-16 22:37:28
4,939,976,756,738,216
fraud_Altenwerth-Kilback
home
14.13
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
1e387c8b124106a91d1e311152740ae8
1,371,422,248
26.279288
-98.986592
0
1,286,459
2020-06-16 22:37:39
4,990,494,243,023
fraud_Terry Ltd
home
35.2
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
96209c814b40fcb81b8ee738f785985b
1,371,422,259
40.028942
-78.494304
0
1,286,460
2020-06-16 22:37:49
4,906,628,655,840,914,000
fraud_O'Connell, Botsford and Hand
home
212.58
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
03d9fe9f24490f585e9daa4419ae39b6
1,371,422,269
24.310795
-82.011508
0
1,286,461
2020-06-16 22:37:55
3,583,793,405,872,580
fraud_Stoltenberg-Beatty
shopping_pos
8.22
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
cf52291cf28b49a7715517305d8e50cf
1,371,422,275
33.929404
-98.939807
0
1,286,462
2020-06-16 22:38:09
2,720,433,095,629,877
fraud_Schultz, Simonis and Little
grocery_pos
69.32
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
dd6a867c1a78b739864ed20b79921cdd
1,371,422,289
44.625123
-70.151368
0
1,286,463
2020-06-16 22:38:24
4,099,707,841,315,751
fraud_Kihn Inc
shopping_pos
8.61
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
4ce68cecc9152b018d9dc62400538bb3
1,371,422,304
37.393119
-78.674404
0
1,286,464
2020-06-16 22:39:51
30,551,643,947,183
fraud_Dare-Marvin
entertainment
70.6
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
b2fcea39aa34cb9e0359aeb83a155c9b
1,371,422,391
34.882567
-80.800718
0
1,286,465
2020-06-16 22:40:16
4,476,840,372,112
fraud_Larson, Quitzon and Spencer
travel
5.51
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
4527ad7b2e31f9f8ac37f23199d9bcf3
1,371,422,416
35.012119
-85.5391
0
1,286,466
2020-06-16 22:40:24
3,593,118,134,380,341
fraud_Schmeler-Howe
personal_care
18.88
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
208a4e80b62702d2270133ada66aacb2
1,371,422,424
44.44279
-68.936719
0
1,286,467
2020-06-16 22:41:08
340,103,199,302,564
fraud_Metz, Russel and Metz
kids_pets
65.75
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
00b722fe36ccfaecfa8402d6e81a2564
1,371,422,468
35.835793
-80.127709
0
1,286,468
2020-06-16 22:41:10
6,011,681,934,117,244
fraud_Rau-Robel
kids_pets
35.35
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
d1252a35a2ee25c35cfca236ebd20515
1,371,422,470
35.789835
-86.553808
0
1,286,469
2020-06-16 22:41:20
4,446,368,897,795,790
fraud_Roob-Okuneva
health_fitness
76.05
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
03b8bb0ca2579903c73f63c0adbb2a30
1,371,422,480
36.943087
-74.930282
0
1,286,470
2020-06-16 22:41:58
3,506,040,590,383,211
fraud_Skiles LLC
home
72.01
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
752bb1446e26bbdc5855ead7e9acb52e
1,371,422,518
45.483656
-113.02841
0
1,286,471
2020-06-16 22:42:12
4,294,930,380,592
fraud_Brown Inc
kids_pets
209.78
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
48401ae0be438d4e3350353f1d12a484
1,371,422,532
37.957309
-79.848122
0
1,286,472
2020-06-16 22:42:37
30,491,348,102,802
fraud_Parker, Nolan and Trantow
entertainment
2.9
Tommy
Dixon
M
8829 Steele Station
Dresden
KS
67,635
39.6094
-100.4112
169
Librarian, public
1953-07-30
9c6212526dbd99346508c5229ce6627d
1,371,422,557
39.237727
-100.596324
0
1,286,473
2020-06-16 22:42:45
3,566,094,707,272,327
fraud_Hahn, Douglas and Schowalter
travel
9.06
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
f1cd10302beda956b7da87eef2116ff9
1,371,422,565
33.612002
-117.695769
0
1,286,474
2020-06-16 22:43:07
3,541,160,328,600,277
fraud_Halvorson Group
misc_pos
241.79
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
e841de9c7aac277be46d034a29f0f1b1
1,371,422,587
39.783338
-89.277019
0
1,286,475
2020-06-16 22:43:28
3,504,178,999,463,051
fraud_Schoen-Quigley
kids_pets
46.58
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
3b05300154b3147daa23c7e2b302723a
1,371,422,608
41.756411
-83.438826
0
1,286,476
2020-06-16 22:43:38
4,635,330,563,105,903
fraud_Wuckert, Wintheiser and Friesen
home
38.24
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
a38450b14d522971d99632749eba2e63
1,371,422,618
39.278401
-77.723138
0
1,286,477
2020-06-16 22:44:06
373,905,417,449,658
fraud_Nitzsche, Kessler and Wolff
shopping_pos
3.62
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
8ffd01772c373d87900fd8e3548748e2
1,371,422,646
31.871322
-97.728001
0
1,286,478
2020-06-16 22:44:49
4,066,595,222,529
fraud_Kub PLC
personal_care
36.86
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
e6f1f00da02d16d8d7d2a788083ead44
1,371,422,689
37.742547
-82.431125
0
1,286,479
2020-06-16 22:44:57
3,525,668,150,756,629
fraud_Turner, Ziemann and Lehner
food_dining
62.18
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
be66c5cd19610c8844315bcecc700d9e
1,371,422,697
46.343045
-86.526672
0
1,286,480
2020-06-16 22:44:58
377,113,842,678,100
fraud_Prosacco LLC
personal_care
20.27
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
bbeea878075617b0f36eb49f4e91fc2b
1,371,422,698
38.501042
-75.670653
0
1,286,481
2020-06-16 22:45:20
36,913,587,729,122
fraud_Crona and Sons
kids_pets
30.22
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
dbc2d1777016df90f420a066d05eeb35
1,371,422,720
43.235537
-116.831168
0
1,286,482
2020-06-16 22:45:38
36,913,587,729,122
fraud_Zboncak Ltd
food_dining
99.42
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
e6893367e7915596bee8abd50765985f
1,371,422,738
43.290127
-117.347152
0
1,286,483
2020-06-16 22:45:45
3,592,931,352,252,641
fraud_Bernier and Sons
kids_pets
83.74
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
a0d0ada9a4780aacaeeb3cbeeb552dd1
1,371,422,745
44.462488
-92.516033
0
1,286,484
2020-06-16 22:46:48
4,792,627,764,422,478,000
fraud_Beier and Sons
home
140.35
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
791179e88fe0f210f2f9fe9962c52c63
1,371,422,808
39.503912
-94.610831
0
1,286,485
2020-06-16 22:46:54
3,523,898,249,167,098
fraud_Mohr-Bayer
shopping_net
8.55
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
a68fc4a83af0d9340069fd41f48c1150
1,371,422,814
40.316715
-74.745582
0
1,286,486
2020-06-16 22:47:29
577,588,686,219
fraud_Hayes, Marquardt and Dibbert
misc_net
43.14
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
c6ff2f1270580a9fa3db887fb8e1b2b9
1,371,422,849
40.775085
-80.060958
0
1,286,487
2020-06-16 22:47:51
375,248,307,838,179
fraud_Douglas, DuBuque and McKenzie
travel
4.17
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
7c01270410d2a31db44223986be5a944
1,371,422,871
38.41737
-80.240778
0
1,286,488
2020-06-16 22:48:00
2,254,799,658,404,120
fraud_Goyette, Howell and Collier
shopping_pos
13.5
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
09ffe8dfbf729db749269e1ccf9ad379
1,371,422,880
31.100058
-83.883836
0
1,286,489
2020-06-16 22:48:42
4,646,845,581,490,336,000
fraud_Conroy-Emard
food_dining
16.58
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
7a2970017c895460ee60700b74dad333
1,371,422,922
39.908391
-73.011978
0
1,286,490
2020-06-16 22:49:08
4,500,002,361,389
fraud_Crooks and Sons
personal_care
2.6
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
6e035e85d8a8b1c3e5164aec4bb8066b
1,371,422,948
39.009565
-75.187831
0
1,286,491
2020-06-16 22:49:13
3,560,318,482,131,952
fraud_Goldner-Lemke
entertainment
97.25
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
da13d6e6e754f20917ee4990b1db27ae
1,371,422,953
33.813541
-88.028704
0
1,286,492
2020-06-16 22:49:30
180,067,784,565,096
fraud_Skiles LLC
home
2.47
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
03cdafaa1a8e2b09b806971df944292a
1,371,422,970
43.477998
-88.805071
0
1,286,493
2020-06-16 22:49:32
5,540,636,818,935,089
fraud_Gislason Group
misc_pos
2.61
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
66bd1883f78d554049fab16a5a1c7c1b
1,371,422,972
42.068762
-71.240113
0
1,286,494
2020-06-16 22:49:42
3,508,104,404,056,005
fraud_Denesik and Sons
shopping_pos
2.33
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
5cc8d3c70415b64d49acb441d698bd35
1,371,422,982
42.569727
-88.133619
0
1,286,495
2020-06-16 22:50:12
180,046,165,512,893
fraud_Watsica LLC
personal_care
8.32
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
29fb116c65bdfa91c5f499eaf3618761
1,371,423,012
45.787629
-122.356801
0
1,286,496
2020-06-16 22:50:53
180,048,185,037,117
fraud_Erdman-Schaden
personal_care
70.49
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
22198a6ceb7eaf66495066259604766e
1,371,423,053
40.929355
-74.149265
0
1,286,497
2020-06-16 22:50:53
4,792,627,764,422,478,000
fraud_Altenwerth-Kilback
home
57.28
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
e4b36f09893c9a5f1de478717a639671
1,371,423,053
39.944266
-94.264174
0
1,286,498
2020-06-16 22:51:18
3,573,030,041,201,292
fraud_Lubowitz-Walter
kids_pets
51.6
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
98fdf091dce45fa51549ab0119f57381
1,371,423,078
39.969497
-111.182002
0
1,286,499
2020-06-16 22:51:27
30,434,173,205,605
fraud_Goyette, Howell and Collier
shopping_pos
6.17
Kylie
Kirby
F
79816 Jackson Squares
Shedd
OR
97,377
44.453
-123.1065
917
Radio broadcast assistant
1995-07-08
f48cfd16b4c0dafd6f43d39cae41283c
1,371,423,087
44.071709
-122.754491
0