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
2,800
2020-06-22 06:11:46
4,561,892,980,175
fraud_Dooley Inc
shopping_pos
2.72
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
5dcd24b263b91cdf6823025073cf6b99
1,371,881,506
40.176713
-85.750254
0
2,801
2020-06-22 06:12:35
4,798,937,978,667,560,000
fraud_Bogisich Inc
grocery_pos
40.39
Robert
Williams
M
09419 Lewis Rapids
Bay City
MI
48,706
43.6088
-83.953
67,858
Water quality scientist
1995-03-13
5bd91eba51958e14c13ff8d6831a8713
1,371,881,555
44.59688
-84.368766
0
2,802
2020-06-22 06:13:04
2,233,882,705,243,596
fraud_Greenholt, Jacobi and Gleason
gas_transport
78.07
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
fc88e103f6bfa7c4dc8e09be1056c63d
1,371,881,584
32.813393
-88.296414
0
2,803
2020-06-22 06:13:16
30,242,921,189,660
fraud_Berge LLC
gas_transport
63.76
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
345258996259c13a2014485a89b6a962
1,371,881,596
45.214623
-83.766214
0
2,804
2020-06-22 06:13:18
4,972,228,199,573,984
fraud_Rodriguez Group
gas_transport
53.77
Brian
Hogan
M
3316 Cindy Land
Lane
OK
74,555
34.2691
-95.9685
861
Quantity surveyor
1960-04-08
e1ed4547f5eec2d05772dac1b7432bf8
1,371,881,598
33.282456
-95.170006
0
2,805
2020-06-22 06:14:30
3,589,289,942,931,264
fraud_Dooley-Thompson
misc_net
2.09
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
de9965e567059cae98540898f5ce0f05
1,371,881,670
43.963178
-98.152363
0
2,806
2020-06-22 06:15:30
213,148,039,875,802
fraud_Dickinson-Rempel
misc_pos
42.35
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
aef1877534d9a86c26628ef7f1e2fb1c
1,371,881,730
27.877993
-81.789085
0
2,807
2020-06-22 06:15:38
4,279,161,831,637
fraud_Hamill-Daugherty
misc_net
12.97
Lisa
Hendrix
F
35737 Kirby Fall Suite 409
Vanderbilt
PA
15,486
40.0246
-79.6955
2,303
Physiotherapist
1987-08-16
6173d3910f0b3f1a02437eb9f34a127d
1,371,881,738
40.347647
-79.097604
0
2,808
2020-06-22 06:16:07
4,433,091,568,498,503
fraud_Koepp-Parker
grocery_pos
125.41
Linda
Davis
F
493 Todd Views
Gaithersburg
MD
20,882
39.2335
-77.1458
135,332
Clinical biochemist
1936-03-28
89495820441695aee3f6a95339e172d2
1,371,881,767
39.042813
-77.924458
0
2,809
2020-06-22 06:16:32
4,247,921,790,666
fraud_Schroeder, Hauck and Treutel
entertainment
8.24
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
e6e1edf168683b91817944bc3bc4fed2
1,371,881,792
39.196262
-82.465553
0
2,810
2020-06-22 06:16:59
3,558,652,751,678,952
fraud_Durgan-Auer
misc_net
8.8
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
8853477181b5c821d95e4b93613448d0
1,371,881,819
32.514242
-95.084507
0
2,811
2020-06-22 06:17:32
2,269,768,987,945,882
fraud_Gutmann Ltd
grocery_net
115.4
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
bb08d14da4c244e707ffeacb91bc987c
1,371,881,852
43.134911
-77.075107
0
2,812
2020-06-22 06:17:39
30,427,035,050,508
fraud_Schuppe-Schuppe
food_dining
104.54
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
c030bc06d6231b7b70efd395c2b8e3c9
1,371,881,859
42.296451
-83.42855
0
2,813
2020-06-22 06:17:59
4,736,845,434,667,908,000
fraud_Jenkins, Hauck and Friesen
gas_transport
62.03
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
e2e77c76084f4d5ff218780bec2aee5f
1,371,881,879
44.67266
-74.602173
0
2,814
2020-06-22 06:18:42
3,552,581,383,553,463
fraud_Schumm, Bauch and Ondricka
grocery_pos
79.58
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
a7f83c6514df452f0b80968eea601e18
1,371,881,922
35.861349
-83.829667
0
2,815
2020-06-22 06:20:12
3,501,509,250,702,469
fraud_Johnson, Runolfsdottir and Mayer
misc_net
9.27
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
d3c143b57976c0184dc97160d6550f70
1,371,882,012
25.288534
-82.304611
0
2,816
2020-06-22 06:20:15
4,792,627,764,422,478,000
fraud_Flatley Group
misc_pos
454.97
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
5aa455eadea01d5630b21029f9c819a2
1,371,882,015
38.873546
-95.019864
0
2,817
2020-06-22 06:21:04
375,974,680,629,816
fraud_Hayes, Marquardt and Dibbert
misc_net
43.76
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
f0f1dc29733c72cef68ed32281573a26
1,371,882,064
42.161702
-73.949013
0
2,818
2020-06-22 06:21:05
3,513,506,355,699,497
fraud_Koss and Sons
gas_transport
71.08
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
d7ac96f0409ce53b1e5bc4a447d07e5b
1,371,882,065
33.316243
-90.414266
0
2,819
2020-06-22 06:21:11
30,371,006,069,917
fraud_Tillman, Dickinson and Labadie
gas_transport
53.32
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
fbdfbdd23f081f4ab453742aed4cfed7
1,371,882,071
37.785429
-88.598907
0
2,820
2020-06-22 06:21:19
3,573,030,041,201,292
fraud_Sporer Inc
gas_transport
61.57
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
4b6aaf737ea5ac94cc6f2ed8d426e7b3
1,371,882,079
39.336192
-110.466657
0
2,821
2020-06-22 06:21:38
4,158,758,517,677,931
fraud_Johnson, Runolfsdottir and Mayer
misc_net
6.75
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
65e727dd1c723403f566b2c53953c184
1,371,882,098
43.762612
-96.288882
0
2,822
2020-06-22 06:22:03
180,069,253,480,336
fraud_Kilback LLC
grocery_pos
81.22
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
bcaca82d069426a9a753e1f816a3286b
1,371,882,123
41.111807
-77.967358
0
2,823
2020-06-22 06:22:04
3,562,679,455,732,797
fraud_Medhurst PLC
shopping_net
9.94
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
320311412461ce6241537b05add5e768
1,371,882,124
38.437776
-76.780921
0
2,824
2020-06-22 06:22:08
30,407,675,418,785
fraud_Kiehn-Emmerich
grocery_pos
92.39
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
c23bbbc03c96ef80e3582bb7fd23e917
1,371,882,128
43.14804
-76.261547
0
2,825
2020-06-22 06:23:01
4,390,966,588,600,993,000
fraud_Nienow, Ankunding and Collier
misc_pos
3.53
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
4e9b890768ef137c44b26920025294ea
1,371,882,181
34.912743
-96.932661
0
2,826
2020-06-22 06:23:58
30,546,453,310,167
fraud_Pagac LLC
shopping_pos
8.68
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
8b9c6141513db87f895550daf3c9eae6
1,371,882,238
43.912266
-70.977454
0
2,827
2020-06-22 06:24:04
4,996,263,498,048,679
fraud_Deckow-O'Conner
grocery_pos
88.63
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
f7e3287824ac753d8754cd5db6a847ac
1,371,882,244
42.351719
-124.661036
0
2,828
2020-06-22 06:24:22
4,334,230,547,694,630
fraud_Conroy Ltd
shopping_pos
4.86
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
05cafbc1c931ea69ce6ff7ecce52500c
1,371,882,262
43.943999
-111.266185
0
2,829
2020-06-22 06:24:29
4,060,579,726,528,237
fraud_Baumbach, Strosin and Nicolas
shopping_pos
7.74
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
4da59ce189f3e018a5af8ea73b205238
1,371,882,269
39.511285
-94.7931
0
2,830
2020-06-22 06:24:35
30,270,432,095,985
fraud_Greenfelder, Bartoletti and Davis
misc_net
150.25
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
f54a13e0b395a4068eb1122158995635
1,371,882,275
40.090336
-90.834685
0
2,831
2020-06-22 06:25:32
213,199,865,312,311
fraud_Mraz-Herzog
gas_transport
54.41
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
415437ce20b95aa1d084fc5e78c03888
1,371,882,332
35.704024
-85.251463
0
2,832
2020-06-22 06:26:03
38,580,485,618,059
fraud_Harris Inc
gas_transport
77.7
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
2fc3e9550551b7d18b18ddf7a574e994
1,371,882,363
49.224539
-102.915323
0
2,833
2020-06-22 06:26:03
3,565,414,434,959,494
fraud_Heathcote LLC
shopping_net
2.34
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
a831f8f00e6767ddbaf5783c380bf4d2
1,371,882,363
38.572401
-88.251683
0
2,834
2020-06-22 06:26:54
577,588,686,219
fraud_Eichmann, Bogan and Rodriguez
gas_transport
57.44
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
8ae9b40acd3aed60bd2efb7587297653
1,371,882,414
40.161549
-79.655074
0
2,835
2020-06-22 06:27:08
180,048,185,037,117
fraud_Welch Inc
misc_net
1.94
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
d0a5e2e562a415adf168a84d4984914d
1,371,882,428
40.960304
-73.42457
0
2,836
2020-06-22 06:28:06
30,030,380,240,193
fraud_Lockman, West and Runte
grocery_pos
80.98
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
c5fef17ef1771519b2832a3e258f6a04
1,371,882,486
29.887659
-99.387331
0
2,837
2020-06-22 06:28:47
3,501,509,250,702,469
fraud_Huels-Hahn
gas_transport
79.58
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
0e310344751a57512c87fe2d8420082b
1,371,882,527
25.475019
-81.531441
0
2,838
2020-06-22 06:29:06
30,199,621,383,748
fraud_Kohler, Lindgren and Koelpin
grocery_net
60.56
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
199169a186835bdb1127715f88b659bf
1,371,882,546
33.206969
-96.510066
0
2,839
2020-06-22 06:29:26
30,427,035,050,508
fraud_Lockman, West and Runte
grocery_pos
82.78
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
b1090c34fd7ed332d14dfb7e708de2af
1,371,882,566
43.370785
-83.647485
0
2,840
2020-06-22 06:30:10
4,124,536,010,991,657
fraud_Kerluke Inc
misc_net
2.01
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
0ef42ab738b1c4a36b87a8e4fdaf5f00
1,371,882,610
30.600672
-87.034365
0
2,841
2020-06-22 06:30:17
3,518,234,918,950,662
fraud_Kris-Weimann
misc_net
1.8
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
9aae50ff562ea6ff7a0578017d9e3c88
1,371,882,617
33.819209
-95.87463
0
2,842
2020-06-22 06:30:22
38,797,410,705,641
fraud_Lesch Ltd
shopping_pos
151.4
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
a9b058539408735df17887797cf05a57
1,371,882,622
41.851087
-73.273139
0
2,843
2020-06-22 06:30:36
180,084,576,295,055
fraud_Pacocha-O'Reilly
grocery_pos
161.06
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
681ad78f690651c18c06fe62d1999168
1,371,882,636
28.97542
-97.001904
0
2,844
2020-06-22 06:31:49
213,199,865,312,311
fraud_Schumm, Bauch and Ondricka
grocery_pos
107.67
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
9e5de973e0c9b343db434697b987bbf6
1,371,882,709
35.470795
-84.209276
0
2,845
2020-06-22 06:32:37
3,554,849,923,339,851
fraud_Schumm, Bauch and Ondricka
grocery_pos
93.26
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
9a607b79a4ca4939d6f7bb7199c8f132
1,371,882,757
35.64024
-98.01889
0
2,846
2020-06-22 06:32:41
2,242,542,703,101,233
fraud_Schumm, Bauch and Ondricka
grocery_pos
51.69
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
c095be911f2a71cf00f937eda5e95178
1,371,882,761
37.615812
-85.296858
0
2,847
2020-06-22 06:33:08
30,153,452,207,526
fraud_Donnelly LLC
entertainment
35.03
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
9e7a0f537ca4b8ac4391bb387b3d09c5
1,371,882,788
31.531498
-99.46687
0
2,848
2020-06-22 06:33:28
4,761,403,817,546,679,000
fraud_Bernhard Inc
gas_transport
64.14
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
89280559dc46b62096728ee9491c1daa
1,371,882,808
37.326877
-92.359404
0
2,849
2020-06-22 06:35:48
6,011,999,606,625,827
fraud_Swaniawski, Bahringer and Ledner
grocery_net
98.36
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
dd3e126f565e224778efbeb6aea172c5
1,371,882,948
41.609599
-74.196863
0
2,850
2020-06-22 06:37:56
376,012,912,828,093
fraud_Buckridge PLC
misc_pos
25.87
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
021f66358f26a72eddbc0c6799a39338
1,371,883,076
42.040789
-87.875199
0
2,851
2020-06-22 06:39:08
5,559,857,416,065,248
fraud_Bashirian Group
shopping_net
1.37
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
29c3e99c074d3958a279139d3f33f0e2
1,371,883,148
42.568115
-122.911161
0
2,852
2020-06-22 06:39:34
30,442,439,074,871
fraud_Boyer PLC
misc_pos
46.74
Linda
Sanchez
F
6574 William Hill Apt. 375
Jermyn
PA
18,433
41.5744
-75.5881
6,508
Training and development officer
1981-06-22
b0ecc95a27a4d61f185d6daf54c9f13b
1,371,883,174
41.138715
-76.272971
0
2,853
2020-06-22 06:39:55
6,592,243,974,328,236
fraud_Murray-Smitham
grocery_pos
59.73
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
1debbf2adc2fdcf4c94ed0469d116d16
1,371,883,195
31.680717
-85.747443
0
2,854
2020-06-22 06:40:50
60,490,596,305
fraud_Gutmann-Upton
misc_pos
123.43
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
0f50255bdb1b9bb3dff5de283689f8d8
1,371,883,250
35.517523
-91.2156
0
2,855
2020-06-22 06:41:40
30,273,037,698,427
fraud_Marks Inc
gas_transport
45.32
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
8f5a977e41d7e2c4d78137b07997f9e5
1,371,883,300
35.958436
-92.295912
0
2,856
2020-06-22 06:41:49
6,528,911,529,051,375
fraud_Reichert, Shanahan and Hayes
shopping_net
4.02
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
0fe3f787b2db37bc5f620e41324accce
1,371,883,309
45.263421
-91.559899
0
2,857
2020-06-22 06:41:59
4,561,546,772,499
fraud_Heller-Abshire
grocery_net
35.18
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
c24ac0e984c9429857dfecbeefc76876
1,371,883,319
35.649214
-105.275317
0
2,858
2020-06-22 06:42:46
180,011,453,250,192
fraud_Zboncak, Rowe and Murazik
shopping_net
109.18
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
daf5d554cbd81be5cacb1a14b3051148
1,371,883,366
42.081143
-90.110616
0
2,859
2020-06-22 06:43:37
639,077,309,909
fraud_Olson, Becker and Koch
gas_transport
69.94
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
e46d2832b94c793adc89c64753755358
1,371,883,417
40.47144
-105.890639
0
2,860
2020-06-22 06:43:53
3,526,826,139,003,047
fraud_Sporer Inc
gas_transport
68.45
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
f574a038d914e8b644ae26dd585046d4
1,371,883,433
44.663568
-84.921869
0
2,861
2020-06-22 06:44:12
6,564,459,919,350,820
fraud_Williamson LLC
misc_pos
18.92
Douglas
Willis
M
619 Jeremy Garden Apt. 681
Benton
WI
53,803
42.5545
-90.3508
1,306
Public relations officer
1958-09-10
baabc604288d3c8d38c1ec5d60c10c37
1,371,883,452
42.6454
-89.975499
0
2,862
2020-06-22 06:45:29
213,120,463,918,358
fraud_Stroman, Hudson and Erdman
gas_transport
56.72
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
de6405adfcbaea750470a5acadcca51b
1,371,883,529
32.536868
-93.421414
0
2,863
2020-06-22 06:46:30
2,266,735,643,685,262
fraud_Osinski, Ledner and Leuschke
grocery_pos
30.68
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
de4e70f33f5413e9fc2b5a19616c5a8b
1,371,883,590
34.290224
-87.245009
0
2,864
2020-06-22 06:46:49
341,542,810,616,333
fraud_Mohr-Bayer
shopping_net
119.49
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
3c0d3019da3557623cb5d486fcb71905
1,371,883,609
39.122105
-94.571131
0
2,865
2020-06-22 06:47:24
2,248,735,346,244,816
fraud_Herman, Treutel and Dickens
misc_net
10.11
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
3f9066e5cc26f7a442ef08f2657c2deb
1,371,883,644
37.723758
-100.171622
0
2,866
2020-06-22 06:47:32
4,198,470,814,557
fraud_Emmerich-Luettgen
grocery_net
62.66
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
ec7d9f146055700272aa6603691b631e
1,371,883,652
41.847857
-95.545954
0
2,867
2020-06-22 06:47:32
180,048,185,037,117
fraud_Reynolds-Schinner
misc_pos
276.74
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
c2dfb3f3fd682e57ec593c7b32192a70
1,371,883,652
41.013883
-75.262082
0
2,868
2020-06-22 06:48:17
38,295,635,583,927
fraud_Erdman-Kertzmann
gas_transport
52.63
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
69ef5b2a67c276fcb4f3e7d7304d446c
1,371,883,697
33.136565
-99.052175
0
2,869
2020-06-22 06:48:38
503,874,407,318
fraud_Cartwright-Harris
grocery_pos
60.61
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
3c5f1ffb30f07687df68100ad6b713d4
1,371,883,718
30.511473
-98.097855
0
2,870
2020-06-22 06:49:43
4,839,615,922,685,395
fraud_Berge LLC
gas_transport
28.33
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
f819093ea7c868329df51bb3cc8c868c
1,371,883,783
38.12082
-86.485641
0
2,871
2020-06-22 06:50:42
6,011,366,578,560,244
fraud_Swift, Bradtke and Marquardt
grocery_net
29.2
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
1bb13fe6ebdf36e9126326777dc0d2c0
1,371,883,842
40.309447
-77.841848
0
2,872
2020-06-22 06:51:05
6,597,888,193,422,452
fraud_Keeling-Crist
misc_pos
15.12
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
919e6d507ffb412664ab3b5232c04514
1,371,883,865
33.55757
-98.043914
0
2,873
2020-06-22 06:51:25
4,430,881,574,719,618
fraud_Huels-Hahn
gas_transport
59.04
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
7d0437af87b82de1edc42cfe2f0ce3eb
1,371,883,885
38.92825
-106.696652
0
2,874
2020-06-22 06:51:32
180,064,817,343,047
fraud_Rohan, White and Aufderhar
misc_net
426.68
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
95922f337ddeebd03e4ef019b16b87a3
1,371,883,892
38.842923
-86.288725
0
2,875
2020-06-22 06:51:44
4,710,792,708,725,663
fraud_Christiansen, Goyette and Schamberger
gas_transport
48.43
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
803e65103cd5bb18a545dd47ab405166
1,371,883,904
41.695363
-85.652363
0
2,876
2020-06-22 06:52:26
3,583,635,130,604,947
fraud_Skiles-Ankunding
grocery_net
62.42
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
2c56c57011ebaf97ade967a38bf8db47
1,371,883,946
40.930378
-75.11843
0
2,877
2020-06-22 06:52:50
3,590,736,522,064,285
fraud_McGlynn-Heathcote
misc_net
320.13
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
def77da65cacf48ffb4105f63a1b8e13
1,371,883,970
34.538666
-93.475439
0
2,878
2020-06-22 06:53:09
345,389,171,551,808
fraud_Hackett-Lueilwitz
grocery_pos
60.47
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
0adc6e3a73ee6cb09f312c841b82cadf
1,371,883,989
33.042291
-89.339912
0
2,879
2020-06-22 06:53:20
342,351,256,941,125
fraud_Adams, Kovacek and Kuhlman
grocery_net
76.94
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
ac2ccfa0123e1b8c1c11017e7f5438e1
1,371,884,000
34.074446
-84.261181
0
2,880
2020-06-22 06:53:53
342,952,484,382,519
fraud_Jones, Sawayn and Romaguera
misc_net
21.11
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
49cb8d8a7f696dccd89aa6f562c2a9f7
1,371,884,033
42.754307
-73.975105
0
2,881
2020-06-22 06:54:44
4,908,846,471,916,297
fraud_Goodwin-Nitzsche
grocery_pos
206.75
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
1333c062246b0609e19187a077232286
1,371,884,084
32.774679
-96.509262
0
2,882
2020-06-22 06:54:49
213,175,487,106,448
fraud_Dooley-Thompson
misc_net
58.54
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
689cc8569e63dbe57ecdceb2ab3f815c
1,371,884,089
32.151737
-99.738001
0
2,883
2020-06-22 06:55:20
3,575,789,281,659,026
fraud_Berge LLC
gas_transport
44.33
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
ed13b95176dcb851117d4c8ac19ca226
1,371,884,120
39.447688
-93.62792
0
2,884
2020-06-22 06:55:24
6,011,626,928,491,360
fraud_Pagac LLC
shopping_pos
1.74
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
652e3efffdc94a66bd942a86ba9b81c8
1,371,884,124
35.021595
-89.41046
0
2,885
2020-06-22 06:55:26
3,517,814,635,263,522
fraud_Baumbach, Strosin and Nicolas
shopping_pos
407.04
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
abef95729cf179f5ebe278bd8945766e
1,371,884,126
37.21242
-81.242572
0
2,886
2020-06-22 06:55:41
6,011,724,471,098,086
fraud_Jenkins, Hauck and Friesen
gas_transport
51.83
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
05df20929f57736ecd582577b4dc0349
1,371,884,141
46.666384
-119.059996
0
2,887
2020-06-22 06:55:57
4,128,730,454,058,057,700
fraud_Heller-Langosh
gas_transport
65.39
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
b91e8d350d4a4aafdb24d6dc2cb27931
1,371,884,157
30.980586
-94.189281
0
2,888
2020-06-22 06:56:23
2,383,461,948,823,908
fraud_Robel, Cummerata and Prosacco
gas_transport
55.99
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
878fcd762bcbe8e5a09701c1f5f3ee80
1,371,884,183
43.691344
-71.605694
0
2,889
2020-06-22 06:56:53
345,832,460,465,610
fraud_Moen, Reinger and Murphy
grocery_pos
82.02
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
d03259ed5f33f22a9d0653081d4e8d12
1,371,884,213
39.261078
-77.768133
0
2,890
2020-06-22 06:57:25
6,517,217,825,320,610
fraud_Ruecker Group
misc_net
8.03
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
d350dc8804c47de965bd535a6dfa0ea5
1,371,884,245
31.133115
-89.195117
0
2,891
2020-06-22 06:57:25
345,060,451,158,891
fraud_Stoltenberg-Beatty
shopping_pos
3.57
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
bddca39df44d4ba15b901904543592f1
1,371,884,245
43.295663
-73.750359
0
2,892
2020-06-22 06:58:18
4,247,921,790,666
fraud_Wolf Inc
grocery_pos
120.3
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
3b4646b99a29e56a14e15f23ba1fbc64
1,371,884,298
39.496098
-83.143267
0
2,893
2020-06-22 06:58:52
675,990,301,623
fraud_Bogisich Inc
grocery_pos
134.87
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
ddec173c165aff52aa61a601993a1b99
1,371,884,332
40.231657
-74.400741
0
2,894
2020-06-22 06:58:55
3,554,849,923,339,851
fraud_Larkin, Stracke and Greenfelder
entertainment
1.35
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
87b658d61405b05ee8a2e469e7d44dae
1,371,884,335
35.980988
-96.442826
0
2,895
2020-06-22 06:59:13
4,707,867,759,656,333
fraud_Kuhn LLC
shopping_pos
2.52
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
6231440cb8dc7372d79b0aebec1c2894
1,371,884,353
35.892793
-83.016442
0
2,896
2020-06-22 06:59:25
4,169,388,510,116
fraud_Rodriguez, Yost and Jenkins
misc_net
18.09
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
fd64f6d342a039d6fb8e8b694dcc9d95
1,371,884,365
42.780249
-77.901919
0
2,897
2020-06-22 06:59:40
4,070,511,711,385,545
fraud_Torp-Lemke
misc_pos
3.9
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
ce348546683dfa0b5d509abd4ae2e9e2
1,371,884,380
29.937335
-98.886614
0
2,898
2020-06-22 06:59:52
3,528,407,217,576,457
fraud_Gutmann Ltd
grocery_net
54.09
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
b6822a7af0df739a4363bf2cd2c4fa4b
1,371,884,392
37.130319
-81.615658
0
2,899
2020-06-22 06:59:58
4,334,230,547,694,630
fraud_Heidenreich PLC
grocery_pos
144.46
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
bda7a8c9bda75623d8c18e7c13d1b773
1,371,884,398
43.803899
-111.237627
0