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
554,300
2020-12-31 15:53:53
343,472,729,187,663
fraud_Abernathy and Sons
food_dining
1.06
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
703f5d6cc0fc125a3aec0674d3f28d77
1,388,505,233
43.574765
-71.214367
0
554,301
2020-12-31 15:54:50
4,897,067,971,111,210,000
fraud_Streich, Rolfson and Wilderman
kids_pets
5.57
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
65e78ff82fa80a97b95673b0652621f1
1,388,505,290
28.371911
-83.612181
0
554,302
2020-12-31 15:56:25
4,792,627,764,422,478,000
fraud_Wilkinson PLC
kids_pets
7.53
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
8706f6ac345f9f07d05e4aa3757e2be4
1,388,505,385
39.803537
-95.904615
0
554,303
2020-12-31 15:56:40
180,017,442,990,269
fraud_Reichel, Bradtke and Blanda
travel
8.26
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
071cccb6ccf60f71c6cdd33388e8a893
1,388,505,400
42.709401
-73.765685
0
554,304
2020-12-31 15:57:11
340,953,839,692,349
fraud_Romaguera, Wehner and Tromp
kids_pets
22.88
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
9307e639159c985dc593e4304f57b804
1,388,505,431
42.876671
-82.655797
0
554,305
2020-12-31 15:57:15
371,009,169,330,125
fraud_Watsica, Haag and Considine
shopping_pos
8.11
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
505a5798781b288791b0a1b5d397ff04
1,388,505,435
31.105395
-83.0212
0
554,306
2020-12-31 15:57:33
6,011,399,591,920,186
fraud_Reichert, Rowe and Mraz
shopping_net
4.98
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
45ee2f6e6ca9e7eb20986ff776233f38
1,388,505,453
41.40742
-73.425554
0
554,307
2020-12-31 15:57:37
377,113,842,678,100
fraud_Kilback Group
food_dining
56.74
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
56b6d34512f30b89c8f0cf2b854eb75e
1,388,505,457
38.435366
-74.798682
0
554,308
2020-12-31 15:57:55
4,220,495,028,289,516,500
fraud_Goyette-Gerhold
kids_pets
52.58
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
527c76f3b69b1d3e1f5956d4eb0ab0be
1,388,505,475
33.03911
-117.524385
0
554,309
2020-12-31 15:57:58
4,658,117,080,136
fraud_Kulas Group
health_fitness
43.44
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
c59620476baca7c3eb4657f3b5973b33
1,388,505,478
35.889949
-107.083684
0
554,310
2020-12-31 15:58:00
4,908,846,471,916,297
fraud_Cole, Hills and Jewess
home
52.42
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
2168954886b36c088d4e95888f80b5de
1,388,505,480
32.238912
-97.611976
0
554,311
2020-12-31 15:58:02
676,308,307,625
fraud_Stanton, Jakubowski and Baumbach
shopping_net
4.87
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
33809d82c94558630c5ac1ee704bcb91
1,388,505,482
39.795933
-118.883562
0
554,312
2020-12-31 15:58:24
374,656,033,243,756
fraud_Hauck, Dietrich and Funk
kids_pets
86.98
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
688bc5232f5b8b9b63dfd88a6e2374e4
1,388,505,504
37.944567
-76.164398
0
554,313
2020-12-31 15:59:10
3,543,299,015,720,986
fraud_Bode-Rempel
kids_pets
3.2
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
585b6d7e8414c4aa6d6402884496d208
1,388,505,550
36.543978
-82.595155
0
554,314
2020-12-31 15:59:18
376,028,110,684,021
fraud_Deckow-Dare
food_dining
63.44
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
ac95c9d99af3042852730d2cefba55db
1,388,505,558
39.317839
-94.201777
0
554,315
2020-12-31 15:59:21
4,681,601,008,538,160
fraud_Jacobi and Sons
shopping_pos
614.95
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
9ba2e30eb1beecffc5564c5d3993efc9
1,388,505,561
40.279231
-80.203137
0
554,316
2020-12-31 15:59:21
4,935,858,973,307,492
fraud_Berge, Kautzer and Harris
personal_care
77.38
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
79d49efd3b900237d438d1eeb416280e
1,388,505,561
33.347252
-82.414611
0
554,317
2020-12-31 16:00:22
180,067,151,859,700
fraud_Kozey-McDermott
travel
2.95
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
966c8301c81aa4e6d4534c6cb5fe7647
1,388,505,622
40.919737
-88.696372
0
554,318
2020-12-31 16:00:34
4,452,366,298,769,043
fraud_Morissette-Schaefer
personal_care
11.7
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
0e09cc0a6a11f552122b38ec71943eac
1,388,505,634
32.017092
-97.564497
0
554,319
2020-12-31 16:00:54
213,156,747,557,083
fraud_Boyer-Reichert
shopping_net
7.79
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
196318ff385a8ff589b3b76f82b34a15
1,388,505,654
34.643164
-117.511765
0
554,320
2020-12-31 16:01:18
4,430,881,574,719,618
fraud_Osinski Inc
personal_care
95.8
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
06f03621e22989e173a2a8ef2b6d912b
1,388,505,678
38.793973
-105.666446
0
554,321
2020-12-31 16:01:24
376,944,481,517,097
fraud_Kub-Heaney
health_fitness
2.6
Tiffany
Stephens
F
1447 Ryan Lodge
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Scientist, physiological
1957-12-26
1d85b0e16ab363513225d26fca69801f
1,388,505,684
30.047969
-88.904001
0
554,322
2020-12-31 16:01:34
371,226,440,126,102
fraud_Kulas Group
health_fitness
60.41
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
7d95d932c557ca0966c6e8136a9d8c5a
1,388,505,694
38.641443
-90.152874
0
554,323
2020-12-31 16:01:36
30,199,621,383,748
fraud_Torp, Muller and Borer
health_fitness
81.14
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
c62d69eeb1a4f1ccc1e615cb1dcfbe14
1,388,505,696
33.346172
-96.331039
0
554,324
2020-12-31 16:03:14
38,530,489,946,071
fraud_Barrows PLC
shopping_pos
134.61
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
397917d4b5c595d59fb7ffaca77a7ef6
1,388,505,794
35.532246
-81.080187
0
554,325
2020-12-31 16:03:45
4,025,612,008,285,111
fraud_Monahan-Morar
personal_care
19.98
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
38f80b97bf72c364e43b56ee03265504
1,388,505,825
40.608203
-78.437222
0
554,326
2020-12-31 16:03:51
6,011,504,998,544,485
fraud_Prosacco, Kreiger and Kovacek
home
218.25
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
f4a566e473cc08b4c7020b3db40f14df
1,388,505,831
33.24854
-86.867523
0
554,327
2020-12-31 16:04:19
4,725,837,176,265,196,000
fraud_Gerhold LLC
home
12.23
Elizabeth
Mckee
F
358 Pruitt Square
Jay
FL
32,565
30.8985
-87.1332
5,719
Higher education careers adviser
1994-11-05
30941f87a4ceaddb86e168761dd87490
1,388,505,859
30.873
-87.030875
0
554,328
2020-12-31 16:04:33
3,537,797,820,923,602
fraud_Barton LLC
kids_pets
6.56
Christie
Mendoza
F
53142 Katrina Roads Suite 889
Monitor
WA
98,836
47.4852
-120.4158
584
Medical technical officer
1969-03-20
329e5b786e3191e66da3b9304d5a49a8
1,388,505,873
46.751076
-120.795646
0
554,329
2020-12-31 16:04:45
375,082,648,741,747
fraud_Pacocha-Bauch
shopping_pos
6.7
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
f45fed08972c8ab2112eec0893c38f24
1,388,505,885
47.611173
-96.072059
0
554,330
2020-12-31 16:04:50
38,295,635,583,927
fraud_Schiller, Blanda and Johnson
home
1.55
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
7d63ab9aaa5161112c8780a7d03a45bc
1,388,505,890
33.392342
-100.047733
0
554,331
2020-12-31 16:04:52
571,465,035,400
fraud_Schroeder Group
health_fitness
73.49
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
8c67b9914be1ccd77d4576e4376f74c6
1,388,505,892
43.467938
-108.836071
0
554,332
2020-12-31 16:04:58
502,038,091,380
fraud_Cartwright PLC
kids_pets
43.79
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
be0fbe96acd7c2b85c3bbcc799fbda08
1,388,505,898
37.20962
-92.920047
0
554,333
2020-12-31 16:05:39
6,517,217,825,320,610
fraud_Larson, Quitzon and Spencer
travel
2.03
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
344d971bc5414cbbf2aef610bc9946fd
1,388,505,939
32.147427
-89.950174
0
554,334
2020-12-31 16:06:02
4,446,368,897,795,790
fraud_Altenwerth-Kilback
home
87.75
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
b14953d228f3505803486ecb5a033000
1,388,505,962
38.504369
-75.414252
0
554,335
2020-12-31 16:06:03
3,534,330,126,107,879
fraud_Dare-Marvin
entertainment
69.99
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
c3a6278380da52938e397bf79e8bfc2a
1,388,505,963
45.917919
-109.833738
0
554,336
2020-12-31 16:06:07
343,464,013,864,032
fraud_Deckow-Dare
food_dining
116.76
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
989fc42bbbf437df8683518b1d5172eb
1,388,505,967
35.252898
-79.013869
0
554,337
2020-12-31 16:06:12
4,512,828,414,983,802,000
fraud_Swift PLC
kids_pets
16.35
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
6a8fa8bf28c18c69b3420b38d89e9550
1,388,505,972
39.250198
-80.064689
0
554,338
2020-12-31 16:06:27
3,567,697,931,646,329
fraud_Bogisich-Homenick
misc_net
9.19
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
3c1b85193299f761214c5b917b2de142
1,388,505,987
42.678602
-74.70734
0
554,339
2020-12-31 16:06:30
630,469,040,731
fraud_Ernser-Lynch
food_dining
37.83
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
6a1faa269b9a32969c8292f5f6ed0ba7
1,388,505,990
45.529665
-121.690091
0
554,340
2020-12-31 16:06:41
3,568,255,211,412,877
fraud_Pollich LLC
home
80.04
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
2ede80af6e04d8655291b237c3ba85b0
1,388,506,001
41.321131
-84.196167
0
554,341
2020-12-31 16:06:57
3,536,818,734,263,520
fraud_Heathcote, Yost and Kertzmann
shopping_net
1,540.15
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
83b116d5a4ae35ab5ec6baba49997fc6
1,388,506,017
40.875282
-93.640651
0
554,342
2020-12-31 16:07:12
180,067,784,565,096
fraud_Kertzmann LLC
health_fitness
70.24
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
ef25409dbb572f889a43133aa1869e50
1,388,506,032
43.072189
-88.351177
0
554,343
2020-12-31 16:07:28
6,592,243,974,328,236
fraud_Turcotte, Batz and Buckridge
health_fitness
26.99
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
2d0b02365d3c3c06b4f6b74081c336f2
1,388,506,048
31.659981
-85.373589
0
554,344
2020-12-31 16:07:51
675,990,301,623
fraud_Gerlach Inc
shopping_net
1.01
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
b3ecce30d7da6249307474d98a08d019
1,388,506,071
41.721495
-75.507248
0
554,345
2020-12-31 16:08:57
501,802,953,619
fraud_McDermott, Osinski and Morar
home
84.8
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
2dc30593b3553354ea9898c45d0e0de8
1,388,506,137
41.109229
-122.232341
0
554,346
2020-12-31 16:09:06
36,078,114,201,167
fraud_Weimann-Lockman
kids_pets
20.56
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
cb304eee4fcf20980efc295ec4320a48
1,388,506,146
38.218683
-82.112982
0
554,347
2020-12-31 16:09:24
3,533,742,182,628,021
fraud_Adams-Barrows
health_fitness
25.19
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
dc806e4ed971dd2b84e4134f701e2c46
1,388,506,164
31.987936
-78.826908
0
554,348
2020-12-31 16:09:31
4,698,163,635,895,795
fraud_Bode-Schuster
kids_pets
37.8
Sharon
Powell
F
101 Carla Loop
Wendel
CA
96,136
40.3406
-120.2824
104
Teacher, adult education
1989-08-16
ea8e148fa61430f87c81625986daa4c4
1,388,506,171
40.41644
-119.670989
0
554,349
2020-12-31 16:09:43
3,582,402,971,899,057
fraud_Ullrich Ltd
kids_pets
60.15
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
008e345e8f8792fae67e075e1c7668e5
1,388,506,183
47.444319
-117.313585
0
554,350
2020-12-31 16:09:57
3,525,590,521,269,779
fraud_Nicolas, Hills and McGlynn
entertainment
117.05
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
56632837c655d72872fcb5f0416937fb
1,388,506,197
35.599406
-80.307821
0
554,351
2020-12-31 16:10:40
3,546,674,063,249,004
fraud_Gislason Group
misc_pos
7.7
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
1baab9ebb594098b196a2aebe28b8fe0
1,388,506,240
33.117329
-96.86033
0
554,352
2020-12-31 16:12:18
30,044,330,818,990
fraud_Hartmann, Rowe and Hermann
travel
6.03
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
bf0b2fca8476deac1b75c189072c5d69
1,388,506,338
27.443583
-82.176219
0
554,353
2020-12-31 16:12:19
342,952,484,382,519
fraud_Weber, Thiel and Hammes
kids_pets
139.44
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
36b4a77d76f415da59c66e1e3feb65b4
1,388,506,339
41.733932
-73.656151
0
554,354
2020-12-31 16:12:35
3,587,044,315,915,002
fraud_Hauck, Dietrich and Funk
kids_pets
50.26
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
dd455b05c273e20ca6e200e18a4e083e
1,388,506,355
35.859176
-88.426019
0
554,355
2020-12-31 16:12:50
3,595,192,916,105,588
fraud_Hoppe, Harris and Bednar
entertainment
2.15
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
0839a66c6ea021ec950bca1bd29565a0
1,388,506,370
34.284112
-78.937006
0
554,356
2020-12-31 16:13:47
30,143,535,920,989
fraud_Howe Ltd
misc_pos
5.12
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
ad9c49590f54d4f7fe793961c4060e74
1,388,506,427
40.624303
-75.12368
0
554,357
2020-12-31 16:13:50
639,023,984,367
fraud_Bahringer Group
health_fitness
75.09
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
5dd133e7f1d988a8298b8211f8fd4757
1,388,506,430
45.603387
-74.170032
0
554,358
2020-12-31 16:14:05
3,567,527,758,368,741
fraud_Schuppe LLC
entertainment
86.1
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
3b84b7e535e558bf8c085f64f5b8f645
1,388,506,445
31.474517
-100.545072
0
554,359
2020-12-31 16:14:35
2,266,735,643,685,262
fraud_Wuckert, Wintheiser and Friesen
home
16.53
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
ade6a0f16d77342313adf7b363a11722
1,388,506,475
34.890334
-85.915634
0
554,360
2020-12-31 16:14:52
180,065,479,077,096
fraud_Morissette-Schaefer
personal_care
63.79
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
ccb77fcbdefd81fdaff008f2b538d500
1,388,506,492
39.970363
-76.566488
0
554,361
2020-12-31 16:15:03
3,551,217,896,304,745
fraud_Watsica, Haag and Considine
shopping_pos
119.82
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
fd2453b70e2d23bfe2e96ce9c5a0a135
1,388,506,503
45.035552
-74.077541
0
554,362
2020-12-31 16:15:05
38,588,538,868,506
fraud_Champlin and Sons
home
11.01
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
49150b62001a323775f721c867322bd6
1,388,506,505
29.190882
-102.917178
0
554,363
2020-12-31 16:15:14
3,567,527,758,368,741
fraud_Larkin Ltd
kids_pets
108.65
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
753af7b561af71b9d006330ef6e09b32
1,388,506,514
32.557151
-100.138041
0
554,364
2020-12-31 16:15:15
4,102,003,771,126,577,700
fraud_Terry-Huel
shopping_net
10.43
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
f454bde97652be40625a94c1ae67876a
1,388,506,515
33.90075
-97.93726
0
554,365
2020-12-31 16:15:38
6,011,348,830,550,197
fraud_Tromp Group
travel
6.99
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
5206672ff1dc031d7268c4238f3591ff
1,388,506,538
33.179579
-86.917341
0
554,366
2020-12-31 16:15:39
348,789,608,637,806
fraud_Beier and Sons
home
8.37
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
802e6570ea75c3f76b731c2a62f17668
1,388,506,539
40.519526
-98.95774
0
554,367
2020-12-31 16:16:02
4,998,109,455,173,950
fraud_Kuhic, Bins and Pfeffer
shopping_net
5.53
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
4277d783096aedb8418ed1908143348f
1,388,506,562
38.059289
-95.398069
0
554,368
2020-12-31 16:16:19
347,612,609,554,823
fraud_Medhurst Inc
home
4.23
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
47d64bfeeb8b8bf463c6a8fff21ccfa4
1,388,506,579
45.144593
-70.192508
0
554,369
2020-12-31 16:16:50
4,302,480,582,202,074
fraud_Greenholt Ltd
health_fitness
87.18
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
e21c9d78340a1bc3d79a285281cffeee
1,388,506,610
44.123538
-86.275092
0
554,370
2020-12-31 16:17:00
4,383,521,454,815
fraud_Skiles LLC
home
8.44
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
ad663497b71ea7cf858a49dd86b7b5ef
1,388,506,620
39.793809
-86.873835
0
554,371
2020-12-31 16:17:05
581,686,439,828
fraud_Kertzmann LLC
health_fitness
88.1
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
ab191c64bb3879889033ab3519fe8b05
1,388,506,625
41.613144
-80.447318
0
554,372
2020-12-31 16:17:19
676,372,984,911
fraud_Schiller Ltd
personal_care
62.99
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
2d10acccfe94d134bdac9c41c614cb00
1,388,506,639
40.024226
-98.655599
0
554,373
2020-12-31 16:17:26
342,952,484,382,519
fraud_Erdman-Ebert
personal_care
30.84
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
666ab3a076c40f77f803e2058924ca46
1,388,506,646
42.195568
-72.650223
0
554,374
2020-12-31 16:18:11
4,378,993,458,389,626
fraud_Roberts-Beahan
misc_pos
234.75
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
2d72ac868bf48d70c890220e7ae2fea1
1,388,506,691
44.435945
-70.292353
0
554,375
2020-12-31 16:18:22
3,528,407,217,576,457
fraud_Becker, Harris and Harvey
personal_care
29.7
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
d1dcfc51b858a94e54a94743c234d4e7
1,388,506,702
36.777271
-83.135841
0
554,376
2020-12-31 16:18:47
567,868,110,212
fraud_Larson-Moen
entertainment
18.8
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
d591579e66a1c1f3b05a2de137828008
1,388,506,727
29.168222
-95.19234
0
554,377
2020-12-31 16:18:57
2,248,348,993,063,230
fraud_Streich Ltd
home
71.02
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
b31c774ef9049697b54e3cae7a900a55
1,388,506,737
41.125486
-81.684679
0
554,378
2020-12-31 16:19:09
4,103,158,249,977
fraud_Turcotte, McKenzie and Koss
entertainment
76.02
Christopher
Adkins
M
3512 Knight Center
Lorenzo
TX
79,343
33.6666
-101.5277
1,571
Petroleum engineer
1982-06-27
247618f31a8ba27c85ef919ba6938567
1,388,506,749
33.5204
-100.536453
0
554,379
2020-12-31 16:19:22
3,513,618,443,244,549
fraud_Rau-Grant
kids_pets
10.87
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
b0827a13e72715aa9dd4d5fbfd3b5ec4
1,388,506,762
43.434511
-98.223681
0
554,380
2020-12-31 16:20:50
344,342,339,068,828
fraud_Erdman-Durgan
health_fitness
3.26
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
a443248f51269eb224cba18c54f687cd
1,388,506,850
30.743679
-81.918933
0
554,381
2020-12-31 16:20:50
4,158,945,090,781,624
fraud_Bechtelar-Rippin
food_dining
4.96
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
ef52cc64698da75902d4a51fc6e00f44
1,388,506,850
40.351329
-79.244385
0
554,382
2020-12-31 16:21:00
6,011,348,830,550,197
fraud_Conroy Ltd
shopping_pos
1.65
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
7684e2a3d24c4ca6cfa01636ea0c4210
1,388,506,860
33.441476
-87.714445
0
554,383
2020-12-31 16:21:17
4,259,996,134,423
fraud_Brown-Greenholt
entertainment
3.67
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
a61fa64b77adbf92d153bbefbf9f31b5
1,388,506,877
39.130629
-98.164826
0
554,384
2020-12-31 16:21:31
4,810,839,835,482,794,000
fraud_Kuhic, Bins and Pfeffer
shopping_net
7.8
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
dd1b82c91bf439344226f6d28e80fe94
1,388,506,891
36.999219
-93.094908
0
554,385
2020-12-31 16:21:36
30,234,966,027,947
fraud_Maggio-Fahey
misc_pos
6.9
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
5707ff8a483486b443fddf6a36c2f633
1,388,506,896
44.305154
-88.804435
0
554,386
2020-12-31 16:21:42
5,456,776,410,929,288
fraud_Dare-Marvin
entertainment
10.42
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
efe7140bfc328c5b92e33f144c10ba17
1,388,506,902
40.674763
-80.56766
0
554,387
2020-12-31 16:22:12
4,427,805,710,168
fraud_Towne LLC
misc_pos
3.47
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
f4ad936058045aa650884a615e823589
1,388,506,932
32.769791
-104.877091
0
554,388
2020-12-31 16:22:30
3,518,669,219,150,142
fraud_Bernier and Sons
kids_pets
81.56
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
266b76a34e9845dd1a5a3132fe2be059
1,388,506,950
39.627449
-84.899884
0
554,389
2020-12-31 16:22:32
375,082,648,741,747
fraud_Hintz, Bauch and Smith
health_fitness
195.47
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
e4a86a4a47adc2e87a77384907e01ea1
1,388,506,952
47.513066
-97.223417
0
554,390
2020-12-31 16:23:01
2,248,348,993,063,230
fraud_Erdman-Schaden
personal_care
22.49
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
58a08000b0667f98876836d3cb7986af
1,388,506,981
40.845602
-81.926548
0
554,391
2020-12-31 16:23:23
4,301,028,321,766,222,300
fraud_Kulas Group
health_fitness
77.96
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
30a78ed0958708f426206a1807d205ca
1,388,507,003
39.647312
-81.346331
0
554,392
2020-12-31 16:23:39
4,859,525,594,182,537
fraud_Rau-Robel
kids_pets
10.8
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
ea9a51bb5c5b6183028646d7aa2d4b88
1,388,507,019
41.699879
-74.87436
0
554,393
2020-12-31 16:23:49
4,334,230,547,694,630
fraud_Welch, Rath and Koepp
entertainment
3.79
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
dc3fee98c883876cf96bde674265c559
1,388,507,029
42.257656
-111.084958
0
554,394
2020-12-31 16:24:15
3,531,129,874,770,000
fraud_Hills, Hegmann and Schaefer
health_fitness
12
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
009d9e4a95a800f2e37b3b414964f9ef
1,388,507,055
44.530015
-73.074274
0
554,395
2020-12-31 16:24:44
676,275,912,597
fraud_O'Reilly, Mohr and Purdy
home
80.45
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
4705430a5ce9a498bf16b7f690b542f2
1,388,507,084
44.322178
-85.082429
0
554,396
2020-12-31 16:24:53
4,897,067,971,111,210,000
fraud_Rolfson-Kunde
personal_care
128.84
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
ce0a293dd629e862e8ba38ba2305cd87
1,388,507,093
27.728789
-83.119232
0
554,397
2020-12-31 16:24:56
3,586,008,444,788,268
fraud_Schmeler, Bashirian and Price
shopping_net
1.83
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
694d9892811d2fa0790f13085e1fba73
1,388,507,096
47.829585
-121.025238
0
554,398
2020-12-31 16:25:00
30,290,551,782,700
fraud_Graham, Hegmann and Hammes
food_dining
68.99
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
40d255ed7ae2e35b62713cefb6123742
1,388,507,100
37.640062
-87.748141
0
554,399
2020-12-31 16:25:11
503,874,407,318
fraud_Tromp Group
travel
6.97
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
f030ccf1e7bbe188583bc756c90c2dcc
1,388,507,111
29.114135
-99.126805
0