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
17,200
2019-01-11 07:14:10
3,540,075,240,003,197
fraud_Swift, Bradtke and Marquardt
grocery_net
46.24
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
b3ceb2416e4efc08c11b2bfa924f3eed
1,326,266,050
45.404744
-93.386997
0
17,201
2019-01-11 07:14:20
30,510,856,607,165
fraud_Kutch and Sons
grocery_pos
113.94
Frederick
Robinson
M
1125 Ray Track
Livonia
MI
48,154
42.3958
-83.3772
96,942
Horticultural consultant
1965-04-01
851e8ac6e317287ac180f5e0211743d6
1,326,266,060
42.824417
-83.054332
0
17,202
2019-01-11 07:14:26
377,895,991,033,232
fraud_Bauch-Raynor
grocery_pos
82.52
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
f84a1d41ba38946863d6ddb6d1fa9e03
1,326,266,066
41.956494
-71.604118
0
17,203
2019-01-11 07:16:00
3,566,875,419,572,867
fraud_Kuhn LLC
shopping_pos
125.04
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
71fea1c9daa995642ebcf21dc9d40afc
1,326,266,160
43.880716
-72.603905
0
17,204
2019-01-11 07:16:25
4,364,010,865,167,176
fraud_VonRueden Group
grocery_net
85.39
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
dcd7c36c33ec83540a24ccb5d35024a5
1,326,266,185
39.422113
-118.9635
0
17,205
2019-01-11 07:19:01
378,278,619,832,195
fraud_Willms, Kris and Bergnaum
shopping_pos
9.34
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
7a0230cbd7bc0fa710b364dd1f3b519c
1,326,266,341
43.194714
-123.475295
0
17,206
2019-01-11 07:19:23
4,255,397,449,664,186,000
fraud_Koepp-Witting
grocery_pos
93.7
George
Smith
M
7377 Walton Extensions Apt. 979
Dallas
TX
75,236
32.69
-96.9177
1,263,321
Designer, interior/spatial
1952-09-27
9594001faac40307e4da838020c335ad
1,326,266,363
32.32017
-97.26919
0
17,207
2019-01-11 07:19:29
571,465,035,400
fraud_Torp-Lemke
misc_pos
40.07
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
49283cdd466776f175cc49ed336683bb
1,326,266,369
43.731088
-108.133564
0
17,208
2019-01-11 07:21:47
4,223,708,906,367,574,000
fraud_Rutherford-Mertz
grocery_pos
115.24
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
7de02e3784d16a4c927135349a92707e
1,326,266,507
38.819176
-84.513694
0
17,209
2019-01-11 07:25:00
4,584,931,703,207,308,300
fraud_Corwin-Collins
gas_transport
70.73
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
2ca00eef9ce013469709f8dda17be022
1,326,266,700
33.361925
-96.002466
0
17,210
2019-01-11 07:27:35
180,031,190,491,743
fraud_Kutch-Hegmann
grocery_net
47.09
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
1907f3bd4b1bf0568a9def0732d7d774
1,326,266,855
31.606311
-88.224259
0
17,211
2019-01-11 07:32:08
3,575,789,281,659,026
fraud_Kling Inc
gas_transport
44.83
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
48fe572bc8f31fa09d2e102b9ca981c0
1,326,267,128
38.626857
-93.735567
0
17,212
2019-01-11 07:34:12
30,491,348,102,802
fraud_Monahan, Bogisich and Ledner
misc_pos
2.39
Tommy
Dixon
M
8829 Steele Station
Dresden
KS
67,635
39.6094
-100.4112
169
Librarian, public
1953-07-30
5c27f0a1382c868216a4d29831bc8cb5
1,326,267,252
39.851792
-100.553177
0
17,213
2019-01-11 07:35:50
4,452,366,298,769,043
fraud_Mraz-Herzog
gas_transport
51.01
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
076add73685c40cd638ec5f7ad3021b2
1,326,267,350
32.448566
-95.848443
0
17,214
2019-01-11 07:35:54
4,294,930,380,592
fraud_Klocko LLC
misc_net
83.23
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
c59f590a5050cd80bd0029705602834c
1,326,267,354
36.461766
-79.806132
0
17,215
2019-01-11 07:36:20
213,113,338,379,864
fraud_Ferry, Lynch and Kautzer
misc_net
50.4
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
949aaa95b7f44e2d1f5bd4f93d085c3d
1,326,267,380
40.171556
-77.410496
0
17,216
2019-01-11 07:37:35
630,424,987,505
fraud_Conroy-Cruickshank
gas_transport
61.65
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
2808add272d20905c30491700914a043
1,326,267,455
39.839813
-79.02539
0
17,217
2019-01-11 07:38:51
4,969,856,774,088,583
fraud_Feil, Hilpert and Koss
food_dining
128.4
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
d7a923f56ad03abb67e7b8d139872e6d
1,326,267,531
29.940643
-89.533469
0
17,218
2019-01-11 07:40:33
2,291,163,933,867,244
fraud_Okuneva, Schneider and Rau
shopping_pos
5.55
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
6b4db38a1edc50d7d37d3a9b7ceee5bf
1,326,267,633
33.796807
-80.638114
0
17,219
2019-01-11 07:41:20
6,011,305,591,981,276
fraud_Sporer Inc
gas_transport
58.37
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
d2ef44fca357b733a4fce4fde35c5d2b
1,326,267,680
33.879862
-86.883316
0
17,220
2019-01-11 07:41:26
4,328,928,491,302,401
fraud_Eichmann-Russel
misc_pos
60.42
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
deca561fb8750b06b8423d7744ebc04b
1,326,267,686
42.423987
-87.118925
0
17,221
2019-01-11 07:42:12
30,044,330,818,990
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
16.58
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
9eb1d0dff562fb1145b727a69f087e00
1,326,267,732
25.718357
-81.965435
0
17,222
2019-01-11 07:42:28
2,348,245,054,386,329
fraud_Olson, Becker and Koch
gas_transport
11.48
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
71e96ebfee26c18bac17d2f6cc290500
1,326,267,748
42.623706
-80.160534
1
17,223
2019-01-11 07:43:26
4,879,265,611,163,287
fraud_Spencer-Runolfsson
misc_pos
33.84
Collin
Brown
M
995 Benjamin Bypass
Du Pont
GA
31,630
31
-82.8555
419
Advertising account executive
1990-10-28
432151d7a7c320db17730d66bedbd5ca
1,326,267,806
30.539145
-82.148232
0
17,224
2019-01-11 07:43:58
639,030,014,711
fraud_Turcotte-Halvorson
misc_pos
32.7
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
30d6f83397a13ba553746414fbb85773
1,326,267,838
37.410341
-88.202085
0
17,225
2019-01-11 07:44:45
213,114,122,496,591
fraud_Schumm PLC
shopping_net
2.31
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
f739f530f38632e5553c67c1d35a7a34
1,326,267,885
43.676372
-94.299816
0
17,226
2019-01-11 07:45:18
3,560,725,013,359,375
fraud_Zieme, Bode and Dooley
gas_transport
42.94
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
31ae29ae84bbb6f4e304a014d2409a1c
1,326,267,918
31.004479
-102.767918
0
17,227
2019-01-11 07:46:13
6,011,626,928,491,360
fraud_Terry, Johns and Bins
misc_pos
6.2
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
21702e6cbe2d75bdbcbb3e66e2d0eef9
1,326,267,973
35.003197
-88.66666
0
17,228
2019-01-11 07:46:14
4,587,577,161,160,601
fraud_McDermott-Rice
misc_pos
830.58
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
63ff663dff1ee1c0ff0727e3b05a1e36
1,326,267,974
43.751528
-68.677043
1
17,229
2019-01-11 07:46:40
60,423,098,130
fraud_Lesch Ltd
shopping_pos
9.69
Jason
Gray
M
875 Amy Point
Amorita
OK
73,719
36.9412
-98.2458
83
Barrister's clerk
1958-07-28
74d4cf0ad16f4057a35dbd36fe53fbe2
1,326,268,000
36.486116
-98.826807
0
17,230
2019-01-11 07:47:03
3,506,040,590,383,211
fraud_Zieme, Bode and Dooley
gas_transport
68.85
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
b3600f07159cf267b52f56c747fe9fb9
1,326,268,023
45.727342
-112.341453
0
17,231
2019-01-11 07:48:04
6,011,542,681,743,618
fraud_Koepp-Parker
grocery_pos
96.31
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
dcabf1cd12d073ac1be17aa69987de79
1,326,268,084
37.855899
-79.184776
0
17,232
2019-01-11 07:48:23
4,992,346,398,065,154,000
fraud_Rutherford-Mertz
grocery_pos
129.74
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
23bea22c79c89c2903e9f82a916eed53
1,326,268,103
41.010745
-88.808423
0
17,233
2019-01-11 07:48:28
371,034,293,500,716
fraud_Mante Group
misc_net
2.99
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
f9734766765aa254986cd50e39525797
1,326,268,108
40.449541
-120.443257
0
17,234
2019-01-11 07:48:31
3,500,969,075,198,072
fraud_Spinka-Welch
grocery_net
15.98
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
ceb48a4a754c04bec4e7a5b1c25d8c43
1,326,268,111
46.428897
-117.998208
0
17,235
2019-01-11 07:50:25
213,163,860,545,705
fraud_Gottlieb, Considine and Schultz
shopping_net
97.05
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
fece59a634eab3f37a4e1562c2075574
1,326,268,225
33.400387
-81.874187
0
17,236
2019-01-11 07:51:36
346,208,242,862,904
fraud_Christiansen, Goyette and Schamberger
gas_transport
88.42
Tabitha
Reyes
F
20938 Barbara Viaduct
New York City
NY
10,280
40.7105
-74.0163
1,577,385
Pharmacist, hospital
1961-05-13
0c55bd215fa5fb65847c9b045297233f
1,326,268,296
40.768999
-73.055346
0
17,237
2019-01-11 07:52:16
4,908,846,471,916,297
fraud_Rowe, Batz and Goodwin
grocery_pos
214.3
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
630745a8fec501e510c90532cb290ccd
1,326,268,336
31.443138
-97.360327
0
17,238
2019-01-11 07:53:38
4,756,039,869,079,882,000
fraud_Jast and Sons
food_dining
92.72
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
c4745444bf5575cc1c78c7acc3231673
1,326,268,418
34.547003
-96.464105
0
17,239
2019-01-11 07:54:11
6,011,252,220,172,077
fraud_Spinka-Welch
grocery_net
43.53
Melvin
Wright
M
210 Dean Causeway Suite 130
Alton
IA
51,003
42.9782
-96.0173
1,700
Engineer, land
2001-12-19
5ef1e7fb7e684a3df36abfd3ef638bc0
1,326,268,451
42.880342
-96.153439
0
17,240
2019-01-11 07:57:36
6,011,693,194,885,790
fraud_Eichmann, Bogan and Rodriguez
gas_transport
51.46
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
26730f7ab642c207c29e22acbf55dee9
1,326,268,656
46.538191
-92.841262
0
17,241
2019-01-11 07:57:55
3,577,578,023,716,568
fraud_Williamson LLC
misc_pos
27.7
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
4806cb7a6115d894a8b40cc44a140d1b
1,326,268,675
40.111058
-80.726914
0
17,242
2019-01-11 07:58:48
38,199,021,865,320
fraud_Berge LLC
gas_transport
67.43
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
903cdafe10437fcedbef2bea3a308bca
1,326,268,728
43.843667
-72.317975
0
17,243
2019-01-11 07:59:11
4,607,072,969,078,276
fraud_Goldner, Kovacek and Abbott
grocery_pos
124.99
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
b9f3538a76b8a51176f3b046a5b0565c
1,326,268,751
36.66293
-97.410856
0
17,244
2019-01-11 07:59:45
30,328,384,440,870
fraud_Schmitt Inc
gas_transport
72.28
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
8caf739f3a7fbd0f9a50f648887dc7d0
1,326,268,785
40.005556
-92.46255
0
17,245
2019-01-11 08:02:24
4,939,976,756,738,216
fraud_Bednar Group
misc_net
6.38
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
5fc038a75b1c7a07726ecbe468464161
1,326,268,944
25.492405
-98.780886
0
17,246
2019-01-11 08:03:41
5,596,347,693,144,598
fraud_Kiehn Inc
grocery_pos
69.02
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
75b3f124fb5aff056d3501ac3dd3b247
1,326,269,021
29.088713
-90.597851
0
17,247
2019-01-11 08:04:34
4,451,952,084,362,894
fraud_Cole PLC
grocery_pos
86.87
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
86917186d2418d18b282b38bd1273160
1,326,269,074
34.006565
-102.390395
0
17,248
2019-01-11 08:07:13
4,266,200,684,857,219
fraud_Dooley-Thompson
misc_net
42.19
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
add38c9a553313004e82bffa44293fae
1,326,269,233
40.446423
-98.807602
0
17,249
2019-01-11 08:07:53
342,952,484,382,519
fraud_Casper, Hand and Zulauf
grocery_pos
77.23
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
6cb26f4c1cb72bac6bf2cd70a63bc17b
1,326,269,273
41.15838
-73.41247
0
17,250
2019-01-11 08:08:54
4,512,828,414,983,802,000
fraud_Schumm, Bauch and Ondricka
grocery_pos
85.97
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
c8801c848f47c9630d6a0320c273a588
1,326,269,334
39.441745
-80.667063
0
17,251
2019-01-11 08:10:51
3,514,865,930,894,695
fraud_Kutch and Sons
grocery_pos
130.34
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
5ee6fe401cca4dc9eb43250f05781c52
1,326,269,451
32.588901
-105.212546
0
17,252
2019-01-11 08:13:10
5,501,083,170,975,659
fraud_Kilback LLC
grocery_pos
57.01
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
a905ae7c29d54e61c92ef77015c5006b
1,326,269,590
41.53129
-82.146077
0
17,253
2019-01-11 08:13:30
2,712,209,726,293,386
fraud_Kiehn-Emmerich
grocery_pos
180.06
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
215e618bd4099d66a1d7cd6094eee89f
1,326,269,610
30.813471
-90.583851
0
17,254
2019-01-11 08:16:36
4,855,853,415,727,305,000
fraud_Cummerata-Jones
gas_transport
75.84
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
94151004576123a694a8517750bb19f6
1,326,269,796
44.279807
-89.61434
0
17,255
2019-01-11 08:16:38
375,248,307,838,179
fraud_Huel Ltd
misc_net
3.53
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
d9664c7f7aebb0280dd11083385b4978
1,326,269,798
38.327117
-79.699834
0
17,256
2019-01-11 08:17:14
4,124,536,010,991,657
fraud_Schaefer, Maggio and Daugherty
gas_transport
55.81
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
7818eebbcfd981edea701b1a76767b67
1,326,269,834
29.918205
-87.125713
0
17,257
2019-01-11 08:17:58
4,682,744,518,117,239
fraud_Cartwright-Harris
grocery_pos
136.68
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
c4955e5a380a578ebc24b6dd407283bb
1,326,269,878
38.064163
-93.317249
0
17,258
2019-01-11 08:18:23
30,143,535,920,989
fraud_Marks Inc
gas_transport
71.07
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
b596bfd963e8034b77b3da20ed7f812c
1,326,269,903
39.754566
-76.189368
0
17,259
2019-01-11 08:21:10
379,897,244,598,068
fraud_Parker, Nolan and Trantow
entertainment
41.71
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
22218e4cb406f92661cb8d207936b453
1,326,270,070
38.912305
-85.384451
0
17,260
2019-01-11 08:21:56
6,011,305,591,981,276
fraud_Hills-Witting
shopping_net
14.42
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
8eee30c9c5fce5e174d28134a8be8768
1,326,270,116
35.420131
-86.950274
0
17,261
2019-01-11 08:23:02
3,573,030,041,201,292
fraud_Miller-Hauck
grocery_pos
101.63
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
31e0b1e8c995b37ae38a663c6a536b15
1,326,270,182
40.802443
-111.200209
0
17,262
2019-01-11 08:25:30
379,141,394,109,214
fraud_Bartoletti-Wunsch
gas_transport
53.77
Gerald
Anthony
M
252 Melissa Rapids Suite 944
Monetta
SC
29,105
33.8084
-81.5956
1,514
Chief Strategy Officer
1966-12-15
19f5ddb15f7c4ab76575b27e9d29dab0
1,326,270,330
33.516814
-82.086487
0
17,263
2019-01-11 08:25:46
60,490,596,305
fraud_Robel, Cummerata and Prosacco
gas_transport
35.8
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
d02136d279499f02a2b4e26738d6a8ca
1,326,270,346
34.223577
-91.387879
0
17,264
2019-01-11 08:26:01
38,199,021,865,320
fraud_Huel, Hammes and Witting
grocery_pos
96.03
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
0e4366e7add4c0705a686332c10b1c53
1,326,270,361
44.030115
-72.945365
0
17,265
2019-01-11 08:26:07
3,583,635,130,604,947
fraud_Johnston, Nikolaus and Maggio
grocery_net
56.96
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
6f30e84434e65fac0242c13dd40f3fcd
1,326,270,367
39.635722
-75.320387
0
17,266
2019-01-11 08:28:53
3,598,304,579,370,089
fraud_Goodwin-Nitzsche
grocery_pos
51.99
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
1e9e6cff083defd6ca8e1bf2f4647f17
1,326,270,533
37.637035
-96.261852
0
17,267
2019-01-11 08:33:55
343,819,048,608,995
fraud_Schmeler, Bashirian and Price
shopping_net
6.8
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
d1fd9bd0a4d108455002fe69bb333259
1,326,270,835
42.270309
-93.659027
0
17,268
2019-01-11 08:34:06
4,613,314,721,966
fraud_Cremin, Hamill and Reichel
misc_pos
36.12
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
bb2e3f70833b02c7574f5a0e1e2f8e70
1,326,270,846
36.457934
-81.840738
0
17,269
2019-01-11 08:35:10
3,561,963,695,236,764
fraud_Williamson LLC
misc_pos
31.78
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
22866967cdc8632c28e5e700103c8f54
1,326,270,910
41.88099
-71.927536
0
17,270
2019-01-11 08:35:59
3,566,094,707,272,327
fraud_Haley Group
misc_pos
20.69
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
cce1aa7cce7e707a9970aa798507a6cb
1,326,270,959
33.539569
-119.362248
0
17,271
2019-01-11 08:37:45
6,011,626,928,491,360
fraud_Schmeler Inc
misc_pos
51.53
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
f4839de56efb28d04781b6bd5dc535ac
1,326,271,065
35.115805
-89.231431
0
17,272
2019-01-11 08:38:31
4,355,790,796,238,265,000
fraud_Osinski, Ledner and Leuschke
grocery_pos
129.97
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
489bf9a8a39ac01465b0f411dc489a39
1,326,271,111
39.321589
-90.592062
0
17,273
2019-01-11 08:39:00
3,506,592,072,985,012
fraud_Heller-Langosh
gas_transport
49.77
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
c8b34ca33e9ba1c0e633e5f3c8f9daf2
1,326,271,140
38.767324
-89.700003
0
17,274
2019-01-11 08:39:08
6,011,329,966,782,895
fraud_Nienow, Ankunding and Collier
misc_pos
49.85
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
c34680c71e083fa654a7699a4da7a408
1,326,271,148
36.058495
-95.619593
0
17,275
2019-01-11 08:39:14
180,047,222,886,866
fraud_Bogisich-Homenick
misc_net
2.88
Christine
Shaffer
F
14017 Thomas Plaza
Loami
IL
62,661
39.6704
-89.8588
1,213
English as a foreign language teacher
1991-04-22
fa48fe781054d9b93ac7f077d3bc071e
1,326,271,154
38.774451
-89.545474
0
17,276
2019-01-11 08:39:23
378,006,354,724,784
fraud_Auer-Mosciski
grocery_pos
95.71
Christopher
Matthews
M
433 John Heights Apt. 849
Etlan
VA
22,719
38.5095
-78.2638
395
Senior tax professional/tax inspector
1982-01-07
e5d4b513ffb0df7cf869f9cbb0816dd1
1,326,271,163
38.473939
-78.134852
0
17,277
2019-01-11 08:40:52
630,469,040,731
fraud_Mraz-Herzog
gas_transport
78.62
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
bcd8c72ec58b0cf2d1f10a163ba67f94
1,326,271,252
44.932635
-120.958733
0
17,278
2019-01-11 08:41:35
3,583,793,405,872,580
fraud_Raynor, Reinger and Hagenes
gas_transport
43.36
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
4e60aacade26602560ad36bd4cf81c81
1,326,271,295
34.333677
-98.019672
0
17,279
2019-01-11 08:41:42
4,792,627,764,422,478,000
fraud_Skiles-Ankunding
grocery_net
58.01
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
8540f0f39794109ff0cd2db35b8e27a3
1,326,271,302
39.67618
-94.829693
0
17,280
2019-01-11 08:44:28
4,045,036,286,570,100,700
fraud_Stiedemann Inc
misc_pos
4.15
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
2b037decb7893407635a0db8b58e7e12
1,326,271,468
40.208561
-75.132411
0
17,281
2019-01-11 08:44:42
4,451,438,912,406,400
fraud_Emard Inc
gas_transport
81.06
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
489207a4acf8ba191b23bd089be5b91f
1,326,271,482
34.002215
-93.687385
0
17,282
2019-01-11 08:45:04
4,992,346,398,065,154,000
fraud_Effertz LLC
entertainment
52.79
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
43a3dd630715632281c83f627cdc095c
1,326,271,504
41.573743
-89.173108
0
17,283
2019-01-11 08:45:28
3,534,330,126,107,879
fraud_Volkman-Predovic
shopping_net
87.79
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
69d68680710e3eb6acb74da3ccc9e7f6
1,326,271,528
45.247869
-109.686262
0
17,284
2019-01-11 08:48:02
4,769,426,683,924,059,000
fraud_Luettgen PLC
gas_transport
63.12
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
7d91aa343ed0aaf38076bb1728ac0f07
1,326,271,682
40.760103
-77.678824
0
17,285
2019-01-11 08:49:06
4,586,810,168,620,942
fraud_Ledner-Pfannerstill
gas_transport
76.93
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
41bb0f30e6c362ba1ebf99863d5366c6
1,326,271,746
32.592194
-80.025845
0
17,286
2019-01-11 08:51:38
6,534,628,260,579,800
fraud_Connelly, Reichert and Fritsch
gas_transport
69.3
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
820b87bd3aa0124b5405f29272970acb
1,326,271,898
44.69701
-72.244282
0
17,287
2019-01-11 08:53:07
4,302,475,216,404,898
fraud_Bernhard Inc
gas_transport
71.78
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
f57dfda92edb963c5083efefcec338ff
1,326,271,987
43.160666
-94.498178
0
17,288
2019-01-11 08:53:11
3,595,192,916,105,588
fraud_Moen, Reinger and Murphy
grocery_pos
69.65
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
b28682babde4c3bc3266f9c887cec348
1,326,271,991
34.870158
-78.339378
0
17,289
2019-01-11 08:55:38
4,003,989,662,068,504
fraud_Jenkins, Hauck and Friesen
gas_transport
76.5
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
f0cf9a866a77ab268b88e9cc00e69d48
1,326,272,138
33.850219
-87.276473
0
17,290
2019-01-11 08:56:30
3,589,255,887,819,806
fraud_Zemlak Group
misc_net
479.37
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
6701d400b8a6c0ef6c4e1115d2a1420f
1,326,272,190
39.088574
-78.130298
0
17,291
2019-01-11 08:57:33
4,060,579,726,528,237
fraud_Schaefer, Fay and Hilll
entertainment
15.81
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
ad85496aeb97660fac0bf9482ed65d7a
1,326,272,253
39.192925
-95.86233
0
17,292
2019-01-11 08:58:02
3,599,237,318,576,484
fraud_Kerluke, Kertzmann and Wiza
misc_net
510.06
Jessica
Smith
F
06808 Ryan Valleys
Dubre
KY
42,731
36.8421
-85.5396
341
Insurance risk surveyor
1932-11-19
1e82250c82b49280b558a6a3d4937219
1,326,272,282
37.829678
-85.375736
0
17,293
2019-01-11 08:58:11
4,186,530,744,674
fraud_Turner and Sons
shopping_pos
6.92
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
4ef29171b2fb0fa5008ef24d12cebb6e
1,326,272,291
33.5338
-81.23258
0
17,294
2019-01-11 09:00:07
341,542,810,616,333
fraud_Koelpin and Sons
misc_net
9.47
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
11bc8ceb95bd296a09a118018a938d15
1,326,272,407
38.978418
-93.830221
0
17,295
2019-01-11 09:01:50
2,297,447,006,766,555
fraud_Mante Group
misc_net
6.74
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
3f3d704054d4061a865320e6b479706a
1,326,272,510
39.251592
-88.776495
0
17,296
2019-01-11 09:02:35
3,564,839,259,330,465
fraud_Hackett-Lueilwitz
grocery_pos
162.38
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
7f4c84bfe4a55abe18e1de83303de786
1,326,272,555
37.25183
-122.153249
0
17,297
2019-01-11 09:04:29
4,841,313,716,651,064
fraud_Wuckert-Walter
grocery_net
45.01
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
ef7a4460524798d79f5c3d1a5995e794
1,326,272,669
42.875547
-73.034106
0
17,298
2019-01-11 09:05:42
6,011,552,879,910,390
fraud_Stamm-Witting
shopping_net
88.98
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
c37d5e7914915bd7bd48f1b03404397a
1,326,272,742
40.835934
-109.338616
0
17,299
2019-01-11 09:06:23
5,559,857,416,065,248
fraud_Roob, Conn and Tremblay
shopping_pos
8.21
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
bdd90f630f9c1bd6b924085488d02692
1,326,272,783
40.841138
-122.483543
0