Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,286,800
2020-06-17 01:56:08
6,011,679,934,075,347
fraud_Rowe, Batz and Goodwin
grocery_pos
73.92
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
1086536e75e6ab6d50d401260d652f7f
1,371,434,168
41.146853
-106.642491
0
1,286,801
2020-06-17 01:56:59
4,561,892,980,175
fraud_Little, Gutmann and Lynch
shopping_net
2.72
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
dcdaaec24631d13a9fddf5bc3c503827
1,371,434,219
38.715228
-86.020066
0
1,286,802
2020-06-17 01:57:00
4,997,733,566,924,489
fraud_Conroy-Cruickshank
gas_transport
75.59
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
aaef7b0f0bd9de99e6eaef86ecf10330
1,371,434,220
45.981846
-93.871348
0
1,286,803
2020-06-17 01:59:17
630,484,879,808
fraud_Friesen Inc
shopping_pos
116.4
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
a2aae0b55ad1aee8d7a0eb2a4770cfff
1,371,434,357
35.902478
-119.605105
0
1,286,804
2020-06-17 02:03:36
630,484,879,808
fraud_Bahringer, Schoen and Corkery
shopping_pos
147.8
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
bfc9bd26d08fd5dd3d5e9ce6c0c9b060
1,371,434,616
36.918838
-119.951959
0
1,286,805
2020-06-17 02:03:57
4,610,050,989,831,291
fraud_Spencer-Runolfsson
misc_pos
37.95
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
8738e3e96a6fcf2cc2350bb56faddfcb
1,371,434,637
41.205094
-80.92646
0
1,286,806
2020-06-17 02:04:09
4,550,599,031,376,731
fraud_Goldner, Kovacek and Abbott
grocery_pos
117.24
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
c1e887fe9c0bf43a5552d8e1bfba1a48
1,371,434,649
41.295102
-82.827906
0
1,286,807
2020-06-17 02:04:28
4,651,007,077,623,147
fraud_Schaefer, Maggio and Daugherty
gas_transport
53.01
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
da467aec95af139b846a89ecf668b766
1,371,434,668
47.165185
-121.167269
0
1,286,808
2020-06-17 02:05:38
30,371,006,069,917
fraud_Luettgen PLC
gas_transport
75.52
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
6e045357cb45d7fe560b9af97b9b63cc
1,371,434,738
38.962419
-89.646194
0
1,286,809
2020-06-17 02:06:33
30,026,790,933,302
fraud_Mosciski, Gislason and Mertz
grocery_pos
93.02
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
aef8f5b1098d097c938b5f8fd57142e4
1,371,434,793
32.111448
-91.420705
0
1,286,810
2020-06-17 02:07:19
4,260,059,589,824,237
fraud_O'Keefe-Hudson
grocery_pos
133.69
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
a414cc28539097823cfcd6f89959ce25
1,371,434,839
42.898632
-101.576626
0
1,286,811
2020-06-17 02:07:40
5,152,054,598,359,927
fraud_Kohler, Lindgren and Koelpin
grocery_net
46.71
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
5e6887038572050a0e30a714aaee0234
1,371,434,860
29.890424
-90.932299
0
1,286,812
2020-06-17 02:09:32
4,102,003,771,126,577,700
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
65.86
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
0561a85b1c48d2f1a1560aeb6a937fc6
1,371,434,972
32.343084
-98.240822
0
1,286,813
2020-06-17 02:09:42
3,598,304,579,370,089
fraud_Kling Inc
gas_transport
70.21
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
5a60631c95a85f1d18f45c6d8cd57acc
1,371,434,982
36.987529
-96.236794
0
1,286,814
2020-06-17 02:10:15
639,023,984,367
fraud_Christiansen, Goyette and Schamberger
gas_transport
56.99
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
9658c4843aca93311167582d142ceb6d
1,371,435,015
44.511169
-74.116473
0
1,286,815
2020-06-17 02:11:33
2,358,122,155,477,959
fraud_Kris-Padberg
shopping_pos
7.66
Mike
Tran
M
17355 Mendoza Bypass Suite 059
Linthicum Heights
MD
21,090
39.2092
-76.6681
9,784
Conservator, furniture
1924-10-30
240788841f8ce6321a69ee820f6c3c6e
1,371,435,093
39.578162
-76.09106
0
1,286,816
2020-06-17 02:12:03
3,559,160,581,764,413
fraud_Raynor, Reinger and Hagenes
gas_transport
77.64
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
d97e8368cd4cb63a7757002c799c0056
1,371,435,123
41.884086
-79.391648
0
1,286,817
2020-06-17 02:13:02
30,376,238,035,123
fraud_Metz-Boehm
shopping_pos
168.88
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
ca03dd03b299c3e967f3b9a3e0bf4efe
1,371,435,182
42.838497
-124.176704
0
1,286,818
2020-06-17 02:13:34
378,904,938,837,132
fraud_Erdman-Kertzmann
gas_transport
63.89
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
378ba314c9bfcbf29bf644cbbf5d7a12
1,371,435,214
35.719772
-99.282591
0
1,286,819
2020-06-17 02:14:57
3,562,679,455,732,797
fraud_Friesen-Stamm
gas_transport
73.26
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
57615dee5d742577d785c0ea97140786
1,371,435,297
39.925252
-75.962379
0
1,286,820
2020-06-17 02:16:04
3,518,758,680,062,249
fraud_Luettgen PLC
gas_transport
101.53
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
68ec74899ce48e0e3a982d42fb006ff3
1,371,435,364
38.929453
-109.002398
0
1,286,821
2020-06-17 02:18:01
3,531,129,874,770,000
fraud_Monahan, Bogisich and Ledner
misc_pos
7.92
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
01d25bb281549c0664b7270b45d21ef2
1,371,435,481
43.632079
-72.098131
0
1,286,822
2020-06-17 02:19:21
4,450,831,335,606,294
fraud_Flatley-Durgan
misc_net
4.86
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
584a0acc2eb116036f91085fb85b7f71
1,371,435,561
35.19718
-94.442078
0
1,286,823
2020-06-17 02:19:39
571,465,035,400
fraud_Kuhic Inc
grocery_pos
96.26
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
11774130aacea70ec11dfb4cac24b27f
1,371,435,579
43.719357
-108.303843
0
1,286,824
2020-06-17 02:19:49
639,077,309,909
fraud_Auer-Mosciski
grocery_pos
97.28
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
ff3f7860815a4e933f6879bf9c35f80a
1,371,435,589
39.659877
-105.610271
0
1,286,825
2020-06-17 02:22:40
4,393,520,897,625
fraud_Stamm-Witting
shopping_net
100.37
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
5617a7e74c8f9ae2fe97201cd34571ac
1,371,435,760
38.988045
-95.130114
0
1,286,826
2020-06-17 02:23:01
2,286,236,465,059,468
fraud_Little, Gutmann and Lynch
shopping_net
2.04
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
f29bc65b7d37d09c5d4038eaaf161479
1,371,435,781
38.361616
-94.921385
0
1,286,827
2020-06-17 02:23:01
6,011,934,240,159,560
fraud_Medhurst PLC
shopping_net
82.85
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
e9f74622a31f0d5086f9804a6592bb88
1,371,435,781
45.226099
-67.668616
0
1,286,828
2020-06-17 02:26:21
213,174,467,670,432
fraud_Rodriguez Group
gas_transport
56.24
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
b79e96c2ddd24618e56d3af0796441eb
1,371,435,981
40.27027
-76.255644
0
1,286,829
2020-06-17 02:26:58
3,506,040,590,383,211
fraud_Altenwerth, Cartwright and Koss
shopping_net
93.25
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
d7019f537807739d48ef059a28ebbfa3
1,371,436,018
44.357313
-112.195909
0
1,286,830
2020-06-17 02:28:48
3,527,536,963,490,470
fraud_Bruen-Yost
misc_pos
773.46
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
c33e24941b251741569ab9c383215a6d
1,371,436,128
32.263804
-80.864524
1
1,286,831
2020-06-17 02:28:49
676,234,256,292
fraud_Roob LLC
grocery_net
45.9
David
Vasquez
M
06539 Gregory Mountains Suite 029
Parker Dam
CA
92,267
34.298
-114.156
126
Marketing executive
1992-10-07
980b4084d7faeb598780a307058bd660
1,371,436,129
33.345247
-113.371058
0
1,286,832
2020-06-17 02:28:54
4,334,230,547,694,630
fraud_Schmitt Inc
gas_transport
47.48
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
fd7ae0c8ce2695b91fdbed5261b108e8
1,371,436,134
43.596061
-110.510163
0
1,286,833
2020-06-17 02:31:26
4,116,554,952,971,686
fraud_Erdman-Kertzmann
gas_transport
72.25
Bridget
Bowen
F
49120 Regina Island Apt. 170
Port Saint Lucie
FL
34,953
27.2625
-80.3793
181,438
Primary school teacher
1934-03-19
85a7ece0646dde0a3f4eebf0ae93369c
1,371,436,286
27.640468
-80.226739
0
1,286,834
2020-06-17 02:33:20
348,789,608,637,806
fraud_Denesik and Sons
shopping_pos
8.78
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
b59e77388fab21e7241821e17104cc78
1,371,436,400
40.261119
-97.977927
0
1,286,835
2020-06-17 02:33:49
344,342,339,068,828
fraud_Bernhard, Grant and Langworth
shopping_pos
69.53
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
af4585b9b632e72f4e9b37b50f5f5059
1,371,436,429
31.01646
-82.047241
0
1,286,836
2020-06-17 02:34:03
2,720,894,374,956,739
fraud_Pouros-Haag
shopping_pos
5.33
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
d4032709043c16caa651b0493a372f90
1,371,436,443
43.541861
-81.99391
0
1,286,837
2020-06-17 02:34:15
4,239,436,242,473
fraud_Berge LLC
gas_transport
63.13
James
Leon
M
826 Benjamin Stravenue
Alexandria
VA
22,311
38.832
-77.12
321,490
Scientist, biomedical
1991-10-04
cd1c08c3d9e010412e16998be1b55f87
1,371,436,455
39.07367
-77.460516
0
1,286,838
2020-06-17 02:34:35
3,560,725,013,359,375
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
108.21
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
fe1bd287e611ed27cc96206cf100885e
1,371,436,475
31.169433
-101.890687
0
1,286,839
2020-06-17 02:35:57
180,011,453,250,192
fraud_Kunde-Sanford
misc_net
120.59
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
92f539724af3a081eeab6ae33d423e02
1,371,436,557
40.369537
-90.846323
0
1,286,840
2020-06-17 02:35:57
4,103,158,249,977
fraud_Eichmann, Bogan and Rodriguez
gas_transport
71.47
Christopher
Adkins
M
3512 Knight Center
Lorenzo
TX
79,343
33.6666
-101.5277
1,571
Petroleum engineer
1982-06-27
8e6ee38bab31361c29da760df762f318
1,371,436,557
32.98253
-101.235065
0
1,286,841
2020-06-17 02:36:13
213,125,815,021,702
fraud_Watsica, Haag and Considine
shopping_pos
2.37
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
3a5f21ac5ac7006ab8322c30572dbf77
1,371,436,573
42.671301
-73.817254
0
1,286,842
2020-06-17 02:36:16
180,036,456,789,979
fraud_Mraz-Herzog
gas_transport
40.37
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
637ad1d1d80148f353fde3c55d763b5f
1,371,436,576
42.698534
-90.939197
0
1,286,843
2020-06-17 02:36:28
377,654,590,313,960
fraud_Parisian, Schiller and Altenwerth
misc_net
114.42
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
0b9a66bed93ccfa205f213f7e4ec3ddb
1,371,436,588
35.680938
-83.092194
0
1,286,844
2020-06-17 02:36:44
30,235,438,713,303
fraud_Corwin-Collins
gas_transport
82.14
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
5f57055d15370e609602290ad8a1c8cc
1,371,436,604
38.815417
-81.81821
0
1,286,845
2020-06-17 02:37:34
2,252,055,259,910,912
fraud_Christiansen, Goyette and Schamberger
gas_transport
76.88
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
d7edba985c4b58cdf21bb123344ffe4e
1,371,436,654
44.744299
-89.64902
0
1,286,846
2020-06-17 02:37:42
2,235,613,922,823,698
fraud_Kutch-Hegmann
grocery_net
31.69
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
4aa8ce92b339971f48da36403670d8bb
1,371,436,662
43.104912
-104.591062
0
1,286,847
2020-06-17 02:38:13
3,586,955,669,388,457
fraud_Marks Inc
gas_transport
67.29
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
ee885e573a4759da0e782a84109419d2
1,371,436,693
41.228734
-78.271352
0
1,286,848
2020-06-17 02:39:02
180,040,027,502,291
fraud_Jacobi and Sons
shopping_pos
8.14
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
184501812d3a024951f4111308dfd837
1,371,436,742
40.711889
-73.543988
0
1,286,849
2020-06-17 02:39:17
213,112,402,583,773
fraud_Kutch and Sons
grocery_pos
62.71
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
f2f149873425887bbd067598c806580e
1,371,436,757
34.89476
-81.726084
0
1,286,850
2020-06-17 02:39:30
342,319,985,983,023
fraud_Hackett-Lueilwitz
grocery_pos
324.06
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
6d8c17c375a7f86b731133ce60b60edd
1,371,436,770
42.540338
-75.32716
1
1,286,851
2020-06-17 02:39:51
675,961,917,837
fraud_Bernhard, Grant and Langworth
shopping_pos
8.78
Christopher
Cummings
M
478 George Course Apt. 056
Sprague
NE
68,438
40.6267
-96.7456
142
Chiropodist
1967-08-24
3ade3d06ec27bac96448dfaf23efe4ce
1,371,436,791
40.72748
-97.477495
0
1,286,852
2020-06-17 02:40:02
4,155,021,259,183,870
fraud_Streich, Hansen and Veum
gas_transport
67.44
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
d4ed7d4af1807fa8308dc0f217f0d25c
1,371,436,802
34.951155
-99.425958
0
1,286,853
2020-06-17 02:40:42
342,351,256,941,125
fraud_Dickinson-Rempel
misc_pos
391.66
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
c708ae8e80bb1450e2ee0fc1ecaaceba
1,371,436,842
33.566766
-84.11171
0
1,286,854
2020-06-17 02:42:59
4,301,028,321,766,222,300
fraud_Kilback LLC
grocery_pos
103.08
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
179e9d23d3c9d6abd42e030b96306ae0
1,371,436,979
40.677132
-80.837179
0
1,286,855
2020-06-17 02:44:51
6,547,670,341,037,171
fraud_Hudson-Grady
shopping_pos
9.28
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
c555fe5c2f1ada93ac54ad811efd5850
1,371,437,091
39.754269
-75.895046
0
1,286,856
2020-06-17 02:45:33
4,277,232,699,798,846
fraud_Block-Parisian
misc_net
8.33
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
0e56ff9a0c946aa1b2fd0ce6bb9c45a9
1,371,437,133
45.870832
-104.218717
0
1,286,857
2020-06-17 02:45:37
213,124,978,348,176
fraud_Corwin-Collins
gas_transport
45.03
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
19fa85fb942baaa1983de724b9112d99
1,371,437,137
41.444785
-78.773683
0
1,286,858
2020-06-17 02:47:14
180,047,222,886,866
fraud_Rodriguez Group
gas_transport
44.96
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
667f4c94dd89bd640075d962f9cd3b67
1,371,437,234
38.939094
-88.965819
0
1,286,859
2020-06-17 02:47:44
376,944,481,517,097
fraud_Flatley Group
misc_pos
66
Tiffany
Stephens
F
1447 Ryan Lodge
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Scientist, physiological
1957-12-26
1807b172c6b1dac2c69df0da81efd0d7
1,371,437,264
29.845666
-87.70319
0
1,286,860
2020-06-17 02:49:29
4,220,495,028,289,516,500
fraud_Emard Inc
gas_transport
83.64
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
aa51ca27ca188184c8650c16d8d9bd43
1,371,437,369
33.288459
-116.856373
0
1,286,861
2020-06-17 02:50:54
4,988,304,376,504
fraud_Schaefer, McGlynn and Bosco
gas_transport
107.87
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
0f49390b9f1dffea6111d9af76d5b328
1,371,437,454
40.845343
-73.198291
0
1,286,862
2020-06-17 02:51:08
4,826,655,832,045,236
fraud_Brown PLC
misc_net
1.03
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
07c492e6252d04997d6d8a25cd48f521
1,371,437,468
42.650697
-69.306781
0
1,286,863
2020-06-17 02:52:09
4,981,132,848,794
fraud_Huel, Hammes and Witting
grocery_pos
189.78
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
2e19c3bdde4119467053acd3dde113f5
1,371,437,529
40.016698
-81.868404
0
1,286,864
2020-06-17 02:52:49
4,048,508,450,704,760
fraud_Kutch Group
grocery_net
36.46
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
d43bb6067e424b49fb47480e68d59581
1,371,437,569
40.869687
-98.772002
0
1,286,865
2020-06-17 02:53:22
501,831,082,224
fraud_Luettgen PLC
gas_transport
31.98
Corey
Jones
M
709 George Underpass Apt. 080
West Decatur
PA
16,878
40.9493
-78.3129
1,762
Armed forces logistics/support/administrative officer
1962-05-04
776386640c1e803fa93ea82b39dc5080
1,371,437,602
40.340228
-78.409816
0
1,286,866
2020-06-17 02:54:32
213,173,753,804,333
fraud_Cruickshank-Mills
entertainment
11.94
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
2a858308a325949489f527eeaba45435
1,371,437,672
41.721858
-87.491655
0
1,286,867
2020-06-17 02:54:58
3,549,202,406,645,667
fraud_Gerlach Inc
shopping_net
2.59
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
8f96d7e1f48e93e24b8aa5e632f9641b
1,371,437,698
44.373117
-69.387402
0
1,286,868
2020-06-17 02:55:36
3,565,414,434,959,494
fraud_Nienow PLC
entertainment
49.39
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
9493c06b3acb392dd2117ca596b803b3
1,371,437,736
39.089139
-86.647929
0
1,286,869
2020-06-17 02:56:30
4,503,101,193,493,053,000
fraud_Reilly, Heaney and Cole
gas_transport
59.68
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
68ac746ab8707ddd6f9caecf21e16089
1,371,437,790
27.864225
-82.51714
0
1,286,870
2020-06-17 02:56:31
3,514,897,282,719,543
fraud_Bradtke PLC
grocery_pos
82.21
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
ea8061a7d20adbeb835010a98016083b
1,371,437,791
42.130769
-76.400342
0
1,286,871
2020-06-17 02:56:43
4,344,955,088,481,397
fraud_VonRueden Group
grocery_net
56.16
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
3452efa447113169b5c80738c46d68ed
1,371,437,803
40.433962
-80.08502
0
1,286,872
2020-06-17 02:56:55
3,589,255,887,819,806
fraud_Streich, Hansen and Veum
gas_transport
57.3
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
978bcb8e4628259a86aed02555b4f8d0
1,371,437,815
39.772179
-78.172775
0
1,286,873
2020-06-17 02:56:55
2,222,001,896,600,109
fraud_Balistreri-Nader
misc_pos
688.98
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
7618184c2a95f0d7c18e411ae56d2084
1,371,437,815
38.366086
-89.423121
1
1,286,874
2020-06-17 02:57:32
4,922,710,831,011,201
fraud_Ankunding LLC
shopping_net
65.88
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
0064c1154739da7a2b2830f173275e04
1,371,437,852
40.747804
-78.800298
0
1,286,875
2020-06-17 02:58:38
4,809,701,904,914
fraud_Vandervort-Funk
grocery_pos
197.01
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
f0dc7e532d637d7bfb79f74347eb6011
1,371,437,918
32.521617
-85.529595
0
1,286,876
2020-06-17 02:59:25
4,760,122,961,662
fraud_Robel, Cummerata and Prosacco
gas_transport
97.43
Robert
Jordan
M
4602 Lopez Glens Suite 900
Arcadia
OH
44,804
41.1116
-83.502
1,202
Curator
1933-03-01
38ee8523c8a714ba32209245ebd7a4ab
1,371,437,965
41.56222
-84.436164
0
1,286,877
2020-06-17 03:00:32
4,657,269,323,674,365
fraud_Beier LLC
entertainment
63.82
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
59d6a1aadaff161b242306cebdc55159
1,371,438,032
30.092004
-85.242874
0
1,286,878
2020-06-17 03:00:34
2,222,001,896,600,109
fraud_Hills-Witting
shopping_net
829.91
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
d7362e8cb08cddb9a53897dc1bceb7f0
1,371,438,034
39.241194
-89.322422
1
1,286,879
2020-06-17 03:02:35
3,540,210,836,308,425
fraud_Sawayn PLC
shopping_pos
118.47
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
38e76e985a362f9309e9483cdf55041f
1,371,438,155
35.357522
-102.066358
0
1,286,880
2020-06-17 03:02:45
4,003,771,737,807,706
fraud_Erdman-Kertzmann
gas_transport
37.36
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
7e18a762d3f019057f3a887108c2efd8
1,371,438,165
35.14029
-90.338701
0
1,286,881
2020-06-17 03:03:32
4,509,142,395,811,241
fraud_Corwin-Gorczany
misc_net
8.34
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
8c0735a9f36d4c78057557e649c52026
1,371,438,212
31.315484
-82.904952
0
1,286,882
2020-06-17 03:04:25
6,517,217,825,320,610
fraud_Greenholt, Jacobi and Gleason
gas_transport
62.9
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
ca2e389529a0520b1db63a6b405a978e
1,371,438,265
32.620741
-91.158856
0
1,286,883
2020-06-17 03:05:40
213,175,487,106,448
fraud_Tillman, Fritsch and Schmitt
misc_net
90.87
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
6e72eb7e0937fb662b987ae8eb5f71de
1,371,438,340
33.700637
-99.187081
0
1,286,884
2020-06-17 03:05:43
4,451,952,084,362,894
fraud_Doyle Ltd
grocery_pos
92.22
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
809f7ecdc17b132a7c9d05481b802b22
1,371,438,343
33.546874
-102.474179
0
1,286,885
2020-06-17 03:05:46
4,066,595,222,529
fraud_Rutherford, Homenick and Bergstrom
grocery_net
53.26
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
f5660782eb26482500a06d0d932363e3
1,371,438,346
38.853671
-83.003661
0
1,286,886
2020-06-17 03:05:57
30,175,986,190,993
fraud_Maggio-Fahey
misc_pos
4.2
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
fdea62eed1936a6b4acd97bd3ebe9383
1,371,438,357
47.064064
-96.714285
0
1,286,887
2020-06-17 03:06:33
4,070,511,711,385,545
fraud_Kihn Inc
shopping_pos
5.71
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
d6b684fcb1749222f92a2568fbcfa0f3
1,371,438,393
29.485009
-98.495462
0
1,286,888
2020-06-17 03:07:11
3,592,931,352,252,641
fraud_Heller, Gutmann and Zieme
grocery_pos
66.79
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
2cd18e3f324453f19723957564dc951b
1,371,438,431
44.361226
-91.849239
0
1,286,889
2020-06-17 03:08:23
3,564,839,259,330,465
fraud_Goyette Inc
shopping_net
8.31
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
4c9038ca9626659da137ef667b8a0245
1,371,438,503
38.977379
-122.925924
0
1,286,890
2020-06-17 03:09:09
30,570,197,515,105
fraud_Douglas-White
entertainment
9.36
Vincent
Cain
M
64851 Cole Turnpike
Hartford
AL
36,344
31.086
-85.7192
5,732
Jewellery designer
1945-12-07
3067538bfbe75f735dd3e5f9126d79cd
1,371,438,549
30.624204
-86.146078
0
1,286,891
2020-06-17 03:10:14
3,566,094,707,272,327
fraud_Jaskolski-Dibbert
grocery_net
55.44
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
23bc0d0d766f4916e4c4fd7cab2cadce
1,371,438,614
33.508382
-117.810779
0
1,286,892
2020-06-17 03:10:36
6,011,948,324,228,984
fraud_Huels-Nolan
gas_transport
42.2
Mckenzie
Brooks
F
3872 Matthew Skyway
Paris
MS
38,949
34.1992
-89.382
297
Administrator, local government
1961-12-14
730fb0d9b287163e0d95e555b675c9f4
1,371,438,636
33.397477
-89.026718
0
1,286,893
2020-06-17 03:11:20
6,011,388,901,471,808
fraud_Baumbach, Feeney and Morar
shopping_net
6.53
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
46fdf122f28d3f3acd42c1eb3aeca754
1,371,438,680
40.055706
-80.661944
0
1,286,894
2020-06-17 03:14:16
30,407,675,418,785
fraud_Rodriguez Group
gas_transport
79.5
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
c2e9b0f8275af08eea6ff50c3ab2975d
1,371,438,856
42.75553
-76.621563
0
1,286,895
2020-06-17 03:16:10
4,428,154,703,770,710
fraud_Yost, Block and Koepp
misc_pos
4.59
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
6696ba21733ff15d7702b06b200f60b1
1,371,438,970
46.387509
-117.298808
0
1,286,896
2020-06-17 03:16:11
346,273,234,529,002
fraud_Koepp-Witting
grocery_pos
215.25
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
d8ddfd0bbc59df85ac13ef82896ad864
1,371,438,971
37.872917
-81.24441
0
1,286,897
2020-06-17 03:16:41
4,044,436,772,018,844,700
fraud_Christiansen-Gusikowski
misc_pos
207.23
Amy
Abbott
F
01505 Amy Stravenue
Dayton
OH
45,415
39.8355
-84.2613
479,994
Environmental manager
1970-11-09
be3e803eaf586f1954a9380cd30e69ea
1,371,439,001
40.601857
-83.822556
0
1,286,898
2020-06-17 03:16:48
3,541,160,328,600,277
fraud_Raynor, Feest and Miller
gas_transport
63.28
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
a42852d6629487ddfd48259327feb2a5
1,371,439,008
39.444387
-89.691012
0
1,286,899
2020-06-17 03:17:03
3,511,378,610,369,890
fraud_Miller-Hauck
grocery_pos
68.53
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
27510351d8ce4be5e919e9a2e55c10a7
1,371,439,023
34.273496
-86.398918
0