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
1,274,200
2020-06-13 14:00:46
4,979,422,371,139,333
fraud_Ernser-Lynch
food_dining
17.15
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
3800837e5a11b1784e3d3cecd514f9fd
1,371,132,046
41.820606
-100.283703
0
1,274,201
2020-06-13 14:01:59
630,451,534,402
fraud_Will Ltd
food_dining
42.64
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
ec4a0b89bfa77211be194902bf438d16
1,371,132,119
47.264562
-85.770247
0
1,274,202
2020-06-13 14:03:05
213,174,467,670,432
fraud_Kub-Heaney
health_fitness
47
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
d387877f16c65de88f982eb36a969a2c
1,371,132,185
39.405075
-76.744043
0
1,274,203
2020-06-13 14:04:15
3,583,635,130,604,947
fraud_Denesik and Sons
shopping_pos
114.75
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
295add616f57c2ef782a59650d3d13d6
1,371,132,255
39.104538
-75.465492
0
1,274,204
2020-06-13 14:04:39
4,926,376,199,189,801
fraud_Beier-Hyatt
shopping_pos
16.55
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
7a61938abfc2d520c3839db16ec73592
1,371,132,279
37.055494
-92.505986
0
1,274,205
2020-06-13 14:04:58
573,860,193,545
fraud_Reichel Inc
entertainment
2.23
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
5a2c193346fe510dbd17b24414a09f0d
1,371,132,298
42.122012
-86.899759
0
1,274,206
2020-06-13 14:05:18
30,561,214,688,470
fraud_Leannon-Ward
food_dining
6.78
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
71de1492e7ed54ad6692f64d3aad83bb
1,371,132,318
41.318835
-74.617237
0
1,274,207
2020-06-13 14:05:55
4,170,689,372,027,579
fraud_Wuckert-Goldner
home
27.4
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
5afb99ea48bfe7e227e1be4732126543
1,371,132,355
34.862024
-96.681853
0
1,274,208
2020-06-13 14:05:58
6,011,393,492,413,821
fraud_Haley, Batz and Auer
health_fitness
7.57
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
376901725191b7e4a44c76bb565f9633
1,371,132,358
34.690194
-118.955715
0
1,274,209
2020-06-13 14:06:09
344,709,867,813,900
fraud_Baumbach, Strosin and Nicolas
shopping_pos
3.92
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
d5ca3405d60650911815a2ddabce31ea
1,371,132,369
27.339593
-81.82169
0
1,274,210
2020-06-13 14:06:18
4,716,561,796,955,522
fraud_Zemlak, Tillman and Cremin
personal_care
20.09
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
a0648f1e3f58acbd56483b343167eb06
1,371,132,378
49.171102
-112.960233
0
1,274,211
2020-06-13 14:06:56
630,423,337,322
fraud_Windler LLC
kids_pets
22.81
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
91399d9bc579cee18611bd62dcd7aa87
1,371,132,416
49.212028
-118.06393
0
1,274,212
2020-06-13 14:07:08
4,390,966,588,600,993,000
fraud_Ziemann-Waters
health_fitness
27.57
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
bc2c43a4ba20fd9a8ed311b64f9f13f9
1,371,132,428
34.858477
-98.4569
0
1,274,213
2020-06-13 14:07:18
573,283,817,795
fraud_Dietrich-Fadel
health_fitness
73.89
Amy
Flynn
F
46095 Tara Fords
Jaffrey
NH
3,452
42.8178
-72.0275
5,457
Surveyor, hydrographic
1950-04-17
99576fa520233c2b7739be52bd44d43d
1,371,132,438
42.662879
-72.095923
0
1,274,214
2020-06-13 14:07:37
30,044,330,818,990
fraud_Rau-Grant
kids_pets
59.57
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
cdd0402b0991fe03ba906abc27ed860e
1,371,132,457
25.755323
-81.639305
0
1,274,215
2020-06-13 14:07:51
2,703,186,189,652,095
fraud_Champlin-Casper
home
91.11
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
f2541d3c6c46bb93abc28c7e7da6c947
1,371,132,471
35.942402
-81.240051
0
1,274,216
2020-06-13 14:07:55
5,104,807,169,438,134
fraud_Hettinger, McCullough and Fay
home
78.66
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
cb156d0f39bfb06fe240f5bd2f661b5e
1,371,132,475
41.389606
-72.611422
0
1,274,217
2020-06-13 14:08:08
3,583,293,909,206,278
fraud_O'Connell-Ullrich
home
165.71
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
2ae9084ffdf7b948b66d5fb3d2d7c64e
1,371,132,488
34.133964
-106.519025
0
1,274,218
2020-06-13 14:08:12
573,860,193,545
fraud_Schmidt-Larkin
home
117.41
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
c5ab49a87e971ab8f6c2f1f59a8e729b
1,371,132,492
41.727642
-87.004072
0
1,274,219
2020-06-13 14:08:48
6,506,982,560,413,523
fraud_Dickinson Ltd
personal_care
59.24
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
2f8a10bca3a92bf4d488c7e5dbe64c5d
1,371,132,528
33.301223
-94.654318
0
1,274,220
2020-06-13 14:09:22
676,275,912,597
fraud_Abbott-Rogahn
entertainment
72.73
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
0de363bee4a16e694691f52097a0ede5
1,371,132,562
44.552184
-84.546478
0
1,274,221
2020-06-13 14:10:05
3,518,234,918,950,662
fraud_Dare, Casper and Bartoletti
kids_pets
27.93
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
0d8a123faea878d0c1819ed0799ad010
1,371,132,605
33.456334
-95.977285
0
1,274,222
2020-06-13 14:10:48
376,028,110,684,021
fraud_Hudson-Grady
shopping_pos
142.17
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
b9a876a0100ce4dd72486b1b2b4ee4be
1,371,132,648
39.115556
-94.235647
0
1,274,223
2020-06-13 14:12:31
4,169,759,661,243,568
fraud_Klein Group
entertainment
190.92
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
7df0e9470d26e61be227bdd599c67ed7
1,371,132,751
39.656688
-76.047891
0
1,274,224
2020-06-13 14:12:41
3,513,618,443,244,549
fraud_Terry Ltd
home
23.7
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
480cc13c4db48c2cf888388c0132b432
1,371,132,761
44.753879
-97.309821
0
1,274,225
2020-06-13 14:13:22
4,178,097,073,221,156
fraud_Beier-Hyatt
shopping_pos
4.07
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
69277dd6ef3a1969677e0ea01ee882bf
1,371,132,802
42.669028
-87.482529
0
1,274,226
2020-06-13 14:13:28
4,683,638,447,911
fraud_Sawayn PLC
shopping_pos
145.73
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
00b6d902915bb3956b2c1c3d4a4f25e3
1,371,132,808
29.660109
-92.86185
0
1,274,227
2020-06-13 14:13:44
4,449,530,933,957,323
fraud_Altenwerth-Kilback
home
42.97
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
a19ae392cd5752dc813a7c60b6a59c1b
1,371,132,824
37.696668
-122.72096
0
1,274,228
2020-06-13 14:14:19
30,235,268,718,158
fraud_Altenwerth-Kilback
home
274.79
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
06dba4a953f5de4e30062811685bfa9f
1,371,132,859
41.045563
-73.991079
0
1,274,229
2020-06-13 14:14:28
6,011,693,194,885,790
fraud_Will Ltd
food_dining
18.52
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
d2925aa29c301dc52699bc9368e4c0b7
1,371,132,868
45.742355
-93.076231
0
1,274,230
2020-06-13 14:15:30
2,242,542,703,101,233
fraud_Koepp-Witting
grocery_pos
50.3
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
def6be6f9cf252bd4e1f36be350ba230
1,371,132,930
37.834618
-84.727412
0
1,274,231
2020-06-13 14:16:16
4,099,707,841,315,751
fraud_Keeling-Crist
misc_pos
25.76
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
a9809a0ff02a91a674660679c90d77da
1,371,132,976
37.888993
-78.910613
0
1,274,232
2020-06-13 14:16:25
4,149,635,823,017
fraud_Fritsch and Sons
health_fitness
24.9
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
a13994c49346099c8dcce0cdcda8ee9f
1,371,132,985
34.036142
-86.24113
0
1,274,233
2020-06-13 14:16:31
4,155,021,259,183,870
fraud_Labadie LLC
personal_care
6.84
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
af97deda6f64d5eaab64b8235f1b7230
1,371,132,991
34.121344
-98.782547
0
1,274,234
2020-06-13 14:16:44
630,451,534,402
fraud_Pagac LLC
shopping_pos
2.46
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
236c497ed0ae9ba638481f91af93b729
1,371,133,004
45.806612
-87.122124
0
1,274,235
2020-06-13 14:17:53
377,026,671,291,680
fraud_Hoppe-Parisian
kids_pets
15.66
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
034d763dfd30ffa6fd468616ddbb58e1
1,371,133,073
37.03955
-91.717222
0
1,274,236
2020-06-13 14:18:04
4,364,010,865,167,176
fraud_Herman, Treutel and Dickens
misc_net
108.56
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
57f950cc6586f83a9d661efc65169eb7
1,371,133,084
39.879654
-119.105789
0
1,274,237
2020-06-13 14:18:12
30,551,643,947,183
fraud_Bahringer, Schoen and Corkery
shopping_pos
3.29
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
61f73dfe7f7369eb107b794debfdcbbc
1,371,133,092
34.438861
-82.354949
0
1,274,238
2020-06-13 14:18:35
4,423,489,490,781,412
fraud_Jacobi Inc
health_fitness
430.95
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
7c8f6133ad69e64973a079669a5b53a8
1,371,133,115
42.138213
-89.441574
0
1,274,239
2020-06-13 14:19:07
30,235,438,713,303
fraud_Hammes-Beatty
kids_pets
74.25
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
f3a6014b1cff05c7dd8ee3dc5b083c22
1,371,133,147
37.66186
-81.869235
0
1,274,240
2020-06-13 14:19:09
374,821,819,075,109
fraud_Gottlieb Group
kids_pets
107.3
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
6caeffc3b260780b2b991c231bcbccd9
1,371,133,149
43.639126
-76.872326
0
1,274,241
2020-06-13 14:19:27
2,274,911,989,136,158
fraud_Wilkinson PLC
kids_pets
92.6
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
3670fdf7ae6e536e349387e388f5aced
1,371,133,167
40.500257
-105.279355
0
1,274,242
2020-06-13 14:19:31
4,951,647,200,979,051
fraud_Volkman-Predovic
shopping_net
5.03
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
f20b2eb11479ee1b9010b39fd75a7c7d
1,371,133,171
37.456946
-87.978437
0
1,274,243
2020-06-13 14:20:50
6,011,438,889,172,900
fraud_Parker, Nolan and Trantow
entertainment
50.94
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
515635ac20165c116cfd76e517c25ca0
1,371,133,250
34.437704
-91.159773
0
1,274,244
2020-06-13 14:21:00
30,551,643,947,183
fraud_Hauck, Dietrich and Funk
kids_pets
9.84
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
90ee9111e08068176e228869440a2c75
1,371,133,260
35.200881
-81.756022
0
1,274,245
2020-06-13 14:21:29
4,992,346,398,065,154,000
fraud_Lowe, Dietrich and Erdman
kids_pets
132.23
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
254b6cc1230c6c1eab910c40da30f4cc
1,371,133,289
40.242022
-89.951174
0
1,274,246
2020-06-13 14:22:18
3,512,365,128,314,616
fraud_Reynolds-Schinner
misc_pos
3.29
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
685ac969a771d35a9dd09beb19c300aa
1,371,133,338
38.712979
-90.395775
0
1,274,247
2020-06-13 14:22:36
38,797,410,705,641
fraud_Schiller, Blanda and Johnson
home
85.24
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
9df9d6d07f52dde922266449b765e0b0
1,371,133,356
41.704863
-74.456274
0
1,274,248
2020-06-13 14:23:05
4,653,879,239,169,997
fraud_Kirlin and Sons
personal_care
2.84
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
11d48bc3a1b07d7aae393593951512f2
1,371,133,385
36.788649
-87.070378
0
1,274,249
2020-06-13 14:23:37
4,670,613,943,676,271
fraud_Hyatt, Russel and Gleichner
health_fitness
190.23
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
90cb81d6f1f5b265c761a71dee1d417e
1,371,133,417
31.18602
-84.703989
0
1,274,250
2020-06-13 14:23:39
3,599,237,318,576,484
fraud_Ratke and Sons
health_fitness
39.04
Jessica
Smith
F
06808 Ryan Valleys
Dubre
KY
42,731
36.8421
-85.5396
341
Insurance risk surveyor
1932-11-19
05459fb11237d99f89cc13a8eda705a5
1,371,133,419
36.787136
-86.033921
0
1,274,251
2020-06-13 14:24:02
2,356,276,337,669,917
fraud_Schroeder Group
health_fitness
52.55
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
281a4cf41bbde2d343793820b71137a1
1,371,133,442
38.3117
-75.331901
0
1,274,252
2020-06-13 14:24:34
3,501,509,250,702,469
fraud_Windler LLC
kids_pets
28.82
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
f1bf11e0c76f77d6de5b195a83a65e2c
1,371,133,474
26.713981
-82.209668
0
1,274,253
2020-06-13 14:24:43
3,506,592,072,985,012
fraud_Koss, Hansen and Lueilwitz
home
98.66
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
74c57e53e50da60b6d19269b6fcbc205
1,371,133,483
38.040132
-91.053134
0
1,274,254
2020-06-13 14:25:41
30,270,432,095,985
fraud_Emmerich-Rau
personal_care
13.42
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
ef9ca64a0ff26f88732d8e826d2d4640
1,371,133,541
41.606498
-91.075012
0
1,274,255
2020-06-13 14:25:48
342,952,484,382,519
fraud_Jast Ltd
shopping_net
6.26
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
be4870928f21037ba384eb29056370af
1,371,133,548
41.163983
-73.928763
0
1,274,256
2020-06-13 14:26:01
4,646,845,581,490,336,000
fraud_Streich, Rolfson and Wilderman
kids_pets
180.14
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
0c25678ca55592eeb4d53d5c30fbeae3
1,371,133,561
40.642279
-72.75312
0
1,274,257
2020-06-13 14:26:01
6,538,891,242,532,018
fraud_McDermott-Rice
misc_pos
38.62
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
96393e2f3798e67fd8a4368990ef1616
1,371,133,561
35.485932
-91.550657
0
1,274,258
2020-06-13 14:26:29
571,365,235,126
fraud_Nienow PLC
entertainment
50.12
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
117bb85a32a2d34a819f4bcd29ea2c95
1,371,133,589
44.790072
-86.528918
0
1,274,259
2020-06-13 14:26:48
4,181,833,256,558,614,000
fraud_Kirlin and Sons
personal_care
13.94
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
b608f83bb0aebac61d014720b477284b
1,371,133,608
37.5986
-105.565806
0
1,274,260
2020-06-13 14:26:57
4,683,520,018,489,354
fraud_Hermann and Sons
shopping_pos
4,986.55
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
338b4557d608891b48aff0b7c78cc0f5
1,371,133,617
34.111636
-118.021833
0
1,274,261
2020-06-13 14:26:58
3,583,635,130,604,947
fraud_Friesen Inc
shopping_pos
61.98
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
229b78af3725a78d9127235e53fda7b3
1,371,133,618
39.828885
-75.512843
0
1,274,262
2020-06-13 14:27:01
377,550,167,323,848
fraud_Weber, Thiel and Hammes
kids_pets
24.01
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
b6c01498a6a7baeb225d359622ca7943
1,371,133,621
43.802241
-70.322469
0
1,274,263
2020-06-13 14:27:19
180,011,453,250,192
fraud_Reilly LLC
home
80.06
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
f99f357c118d8764b56ceb2bd3586fe4
1,371,133,639
41.95455
-91.434591
0
1,274,264
2020-06-13 14:27:21
180,084,576,295,055
fraud_Gerhold LLC
home
70.57
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
95ee745c0a842de5f3f310f12f8c08a6
1,371,133,641
29.32867
-97.323025
0
1,274,265
2020-06-13 14:27:42
583,699,482,621
fraud_Sporer-Keebler
personal_care
22.24
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
18c2983fd23608e9b9017a3ec88c942c
1,371,133,662
44.893034
-88.936792
0
1,274,266
2020-06-13 14:28:05
213,178,850,083,780
fraud_Jacobi Inc
health_fitness
72.48
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
406aa471af81827c4ad67ff70bca7b80
1,371,133,685
45.138326
-119.077082
0
1,274,267
2020-06-13 14:29:42
4,446,368,897,795,790
fraud_Turcotte, McKenzie and Koss
entertainment
76.15
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
95f470b968779d2315443cfe8dabf6ef
1,371,133,782
36.99109
-76.043964
0
1,274,268
2020-06-13 14:30:22
4,822,367,783,500,458
fraud_Kautzer and Sons
personal_care
57.85
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
6a13273d7ed77f3963fd44cd9ead120a
1,371,133,822
28.366736
-81.764669
0
1,274,269
2020-06-13 14:30:44
3,502,088,871,723,054
fraud_Konopelski, Schneider and Hartmann
food_dining
123.5
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
c32ab09e5689c43ead72cd7be7fcae95
1,371,133,844
38.433145
-77.6878
0
1,274,270
2020-06-13 14:31:26
213,193,596,103,206
fraud_Waelchi-Wolf
kids_pets
39.88
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
d5d5ad18dfe772868d516513d67f8a93
1,371,133,886
45.296544
-84.788294
0
1,274,271
2020-06-13 14:33:04
3,568,255,211,412,877
fraud_Lang, Towne and Schuppe
kids_pets
10.86
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
eda93b9d6f164b9f678076f021602d85
1,371,133,984
40.567684
-84.392413
0
1,274,272
2020-06-13 14:33:05
377,113,842,678,100
fraud_Bode-Rempel
kids_pets
13.43
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
63a472c04fbf409d5475c2e0dac0f3c3
1,371,133,985
38.710645
-74.557368
0
1,274,273
2020-06-13 14:33:09
630,423,337,322
fraud_Berge, Kautzer and Harris
personal_care
25.87
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
20d61709b93bbfc832d6974e172d3f87
1,371,133,989
48.603694
-117.534301
0
1,274,274
2020-06-13 14:33:36
4,822,367,783,500,458
fraud_Feil, Hilpert and Koss
food_dining
11.27
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
e11f5ef6a215b4c9ca0dc2bbc105022d
1,371,134,016
28.140094
-80.754217
0
1,274,275
2020-06-13 14:33:45
60,416,207,185
fraud_Kris-Kertzmann
travel
8.44
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
6b0153138dc9d1ebd76afccce717b966
1,371,134,025
42.766562
-109.540866
0
1,274,276
2020-06-13 14:34:03
30,434,173,205,605
fraud_Bins, Balistreri and Beatty
shopping_pos
461.4
Kylie
Kirby
F
79816 Jackson Squares
Shedd
OR
97,377
44.453
-123.1065
917
Radio broadcast assistant
1995-07-08
6e2dc0d64f08f7012fff3391d6478fd0
1,371,134,043
43.636713
-123.103656
0
1,274,277
2020-06-13 14:34:10
565,399,283,797
fraud_Upton PLC
entertainment
68.04
Anthony
Allen
M
6993 Carr Lodge Apt. 311
Jordan Valley
OR
97,910
42.8801
-117.281
641
Economist
1993-11-24
f670bfc8cbd22e5ee0c7a2db86ed8a85
1,371,134,050
42.170603
-118.223236
0
1,274,278
2020-06-13 14:34:23
4,208,110,975,550,360,000
fraud_Lubowitz, Terry and Stracke
personal_care
76.06
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
0ca0828a98105d9a12e1a802bbe38a4f
1,371,134,063
31.534016
-82.709549
0
1,274,279
2020-06-13 14:35:04
6,515,067,575,568,369
fraud_Kilback, Nitzsche and Leffler
travel
4.04
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
736ec5d48b5fa928bc26001a90773b38
1,371,134,104
37.383877
-80.955215
0
1,274,280
2020-06-13 14:35:57
4,634,955,908,138,648
fraud_Hills-Boyer
personal_care
33.39
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
777250cb0f9b49bd961d62746c32eb20
1,371,134,157
40.802827
-96.253029
0
1,274,281
2020-06-13 14:36:18
3,564,182,536,169,293
fraud_Torp, Muller and Borer
health_fitness
31.21
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
e7db7ff5d0d7a226d5c81f63bea93ae7
1,371,134,178
39.524254
-82.520607
0
1,274,282
2020-06-13 14:37:06
676,372,984,911
fraud_Leffler-Goldner
personal_care
9.58
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
2cfed4ead7bf7bb86c4695b50be2610d
1,371,134,226
40.589268
-97.52498
0
1,274,283
2020-06-13 14:37:16
4,681,601,008,538,160
fraud_Dare, Casper and Bartoletti
kids_pets
96.88
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
ad89b1bd769c95095b01b98d5bbacb8d
1,371,134,236
39.124758
-81.206583
0
1,274,284
2020-06-13 14:37:17
180,084,695,172,649
fraud_Jakubowski Group
food_dining
46.61
Holly
Mann
F
7644 Joseph Fields
Nokomis
IL
62,075
39.3036
-89.2853
3,458
Building surveyor
1985-12-08
c16fdf9245b0b5472fdae98959167b8b
1,371,134,237
40.001501
-90.182686
0
1,274,285
2020-06-13 14:37:35
2,720,433,095,629,877
fraud_Gottlieb, Considine and Schultz
shopping_net
3.55
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
774fa2b4264393c72faf08fb700e23da
1,371,134,255
44.38725
-70.576676
0
1,274,286
2020-06-13 14:37:55
4,761,403,817,546,679,000
fraud_O'Hara-Wilderman
food_dining
13.24
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
4a7b0319982cf8ca2da373f6586c9313
1,371,134,275
36.567969
-91.308577
0
1,274,287
2020-06-13 14:38:07
3,501,509,250,702,469
fraud_Berge-Ullrich
home
96.02
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
bb34e770fc954691432aa5656fe7ab14
1,371,134,287
25.18495
-81.007223
0
1,274,288
2020-06-13 14:38:13
6,011,367,958,204,270
fraud_Hudson-Grady
shopping_pos
5.55
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
2fb6b787639f544d2e95f8c7917398ab
1,371,134,293
41.992294
-80.957552
0
1,274,289
2020-06-13 14:38:39
180,067,151,859,700
fraud_Wilkinson PLC
kids_pets
71.07
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
5a916234007670c904e355abbd8eb0f0
1,371,134,319
40.686299
-87.241244
0
1,274,290
2020-06-13 14:39:12
2,284,059,275,940,012
fraud_Hagenes, Kohler and Hoppe
food_dining
40.23
Thomas
Mathis
M
26615 Nelson Lane
Moores Hill
IN
47,032
39.0945
-85.0638
3,289
Sub
1969-11-22
13fa645f88c668c3aeca1610f65434b9
1,371,134,352
38.712709
-85.5343
0
1,274,291
2020-06-13 14:39:16
213,126,662,687,660
fraud_Mante, Luettgen and Hackett
health_fitness
56.12
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
3e881c872039f98794757caa52af1d31
1,371,134,356
26.735651
-100.090379
0
1,274,292
2020-06-13 14:39:41
30,328,384,440,870
fraud_McLaughlin, Armstrong and Koepp
travel
7.57
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
619f6e723f256095cd4eb543b4fbdd58
1,371,134,381
39.558864
-93.616876
0
1,274,293
2020-06-13 14:39:42
3,591,919,803,438,423
fraud_Schimmel-Olson
kids_pets
57.13
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
a88d1fe9723541ad0188b6f5a01fb619
1,371,134,382
28.126935
-81.670906
0
1,274,294
2020-06-13 14:40:07
30,026,790,933,302
fraud_Collier LLC
home
77.78
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
66cbe3064b136453155831a49b2bb3aa
1,371,134,407
33.608598
-91.863623
0
1,274,295
2020-06-13 14:40:12
4,481,131,401,752
fraud_Roberts, Daniel and Macejkovic
kids_pets
102.47
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
a044b96f18214906012b92f6af688cfc
1,371,134,412
42.098286
-71.695361
0
1,274,296
2020-06-13 14:40:26
4,681,699,462,969
fraud_Quitzon-Goyette
home
7.94
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
4088edcdac37ec93b3cc65637c60209f
1,371,134,426
36.09428
-86.10974
0
1,274,297
2020-06-13 14:41:21
3,541,687,240,161,491
fraud_Bednar PLC
kids_pets
60.45
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
4d6d1e5d7774c9859251851c6ec09e5a
1,371,134,481
31.773874
-80.853892
0
1,274,298
2020-06-13 14:41:33
581,686,439,828
fraud_Stoltenberg-Beatty
shopping_pos
9.54
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
20935915058dd78185089588a0801090
1,371,134,493
41.721071
-79.45501
0
1,274,299
2020-06-13 14:42:00
38,797,410,705,641
fraud_Jast and Sons
food_dining
64.26
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
9bdd3bf5d3c9599781c7c1a781acdc4f
1,371,134,520
41.699404
-74.247762
0