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
1,289,000
2020-06-18 07:05:36
6,011,367,958,204,270
fraud_Cole PLC
grocery_pos
189.42
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
dc7f530936bcf49ae1ee810b43794b95
1,371,539,136
41.343993
-80.961936
0
1,289,001
2020-06-18 07:06:56
60,422,928,733
fraud_Doyle Ltd
grocery_pos
72.8
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
8d6c001e4199a2c5ba77782146738e6b
1,371,539,216
34.243125
-82.190115
0
1,289,002
2020-06-18 07:07:50
4,451,952,084,362,894
fraud_Kuhn LLC
shopping_pos
123.67
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
7a3c105669a9dff19c20eaa2a087ca7f
1,371,539,270
34.278801
-102.998731
0
1,289,003
2020-06-18 07:08:11
3,598,634,130,286,287
fraud_Connelly, Reichert and Fritsch
gas_transport
48.32
David
Hughes
M
707 Butler Parkways Apt. 747
Omaha
NE
68,117
41.2064
-95.9953
518,429
Surveyor, land/geomatics
1995-10-10
c32501c20843b87a86d13bec135040b6
1,371,539,291
41.936618
-95.88808
0
1,289,004
2020-06-18 07:10:28
3,513,506,355,699,497
fraud_Kassulke Inc
entertainment
1.3
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
483f77e107c529fa1ff42e834a299f68
1,371,539,428
32.183261
-90.592271
0
1,289,005
2020-06-18 07:11:01
377,654,590,313,960
fraud_Boyer PLC
shopping_net
619.51
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
324393dedecf99ef2442a50da4760b29
1,371,539,461
35.76679
-84.101479
0
1,289,006
2020-06-18 07:11:27
4,586,260,469,584
fraud_Huels-Hahn
gas_transport
84.94
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
d61c344d922c08ff60554d5a9729f060
1,371,539,487
40.168986
-95.203021
0
1,289,007
2020-06-18 07:12:00
36,721,445,180,895
fraud_Huels-Nolan
gas_transport
90.01
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
1683d7f2277f3f01b2c21c33a520e0ef
1,371,539,520
43.399459
-74.194803
0
1,289,008
2020-06-18 07:12:00
676,173,792,455
fraud_Bahringer-Streich
food_dining
299.87
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
61228f14b04597f198e47e2199b11d35
1,371,539,520
34.570525
-117.908974
0
1,289,009
2020-06-18 07:14:07
213,125,815,021,702
fraud_Keeling-Crist
misc_pos
3.37
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
61e3e98eaaa811c65501789fa7764873
1,371,539,647
43.058764
-75.176706
0
1,289,010
2020-06-18 07:16:15
4,642,255,475,285,942
fraud_Connelly, Reichert and Fritsch
gas_transport
75.03
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
0cf4e869b88103bcf0c3488244650ca3
1,371,539,775
39.634762
-109.789068
0
1,289,011
2020-06-18 07:16:17
30,143,535,920,989
fraud_Reilly, Heaney and Cole
gas_transport
76.58
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
4f197f4e7d68c621d223676b86a1f1bf
1,371,539,777
40.265488
-75.879223
0
1,289,012
2020-06-18 07:16:24
4,170,689,372,027,579
fraud_Trantow PLC
grocery_net
44.18
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
d20ce23b6b629e067225147315b7147e
1,371,539,784
35.184426
-97.369537
0
1,289,013
2020-06-18 07:16:24
4,045,036,286,570,100,700
fraud_Prohaska-Murray
gas_transport
84.68
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
f70345d93f24b5286176e8176c4dd155
1,371,539,784
39.891486
-75.231788
0
1,289,014
2020-06-18 07:17:39
2,712,209,726,293,386
fraud_Donnelly PLC
misc_net
49.6
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
4c867f2d1e187ac13d06e924cf34f1d1
1,371,539,859
30.419237
-91.029432
0
1,289,015
2020-06-18 07:17:46
3,597,337,756,918,966
fraud_Hickle Group
shopping_pos
8.26
Linda
Gonzalez
F
17667 Price Spur Apt. 366
Glen Rock
PA
17,327
39.7813
-76.7477
7,565
Insurance claims handler
1952-03-08
4720ef577c8d758719e027662066a4f5
1,371,539,866
39.894172
-76.834547
0
1,289,016
2020-06-18 07:18:23
30,092,964,733,035
fraud_Runolfsson and Sons
grocery_net
60.39
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
c58d373e6ea9d05262cad8caa135c1d2
1,371,539,903
38.037243
-83.176238
0
1,289,017
2020-06-18 07:18:34
30,343,344,410,970
fraud_Weimann, Kuhic and Beahan
shopping_pos
7.59
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
894403b431ca581ab5882acbc961902c
1,371,539,914
41.289273
-78.146374
0
1,289,018
2020-06-18 07:20:20
344,342,339,068,828
fraud_Torphy-Goyette
shopping_pos
1.66
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
cc80671604bab2411ebe75378333397f
1,371,540,020
32.278923
-81.088157
0
1,289,019
2020-06-18 07:21:34
6,011,104,316,292,105
fraud_Prohaska-Murray
gas_transport
61.53
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
51ca8964574ffcf2ba91fdf9b7d914cd
1,371,540,094
37.188484
-77.595567
0
1,289,020
2020-06-18 07:22:40
4,089,096,483,689,733,600
fraud_Kemmer-Buckridge
misc_pos
35.5
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
6edfa05be38d95b34456ac9d36fa574a
1,371,540,160
33.215343
-93.911441
0
1,289,021
2020-06-18 07:25:02
3,581,130,339,108,561
fraud_Howe PLC
entertainment
5.45
Gregory
Wood
M
622 Robert Summit
Akron
OH
44,307
41.0695
-81.5488
272,134
Call centre manager
1964-03-15
48db1628616f16c2c602ec9a492a73dc
1,371,540,302
40.535867
-81.490395
0
1,289,022
2020-06-18 07:25:08
374,238,209,524,200
fraud_Okuneva, Schneider and Rau
shopping_pos
8.2
Daniel
Martinez
M
8510 Acevedo Burgs
Kent
OR
97,033
45.0838
-120.6649
60
Museum education officer
1942-04-03
508b77bc58a776b3f79bf004c99b8826
1,371,540,308
44.864161
-120.699533
0
1,289,023
2020-06-18 07:26:25
4,430,881,574,719,618
fraud_Morissette PLC
shopping_pos
7.08
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
4f4055dade816f63e07f5f7edc21b7a9
1,371,540,385
39.743112
-105.874003
0
1,289,024
2020-06-18 07:26:56
4,003,771,737,807,706
fraud_Nicolas, Hills and McGlynn
entertainment
42.12
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
76ec01a90789dab53e162e4dc57eef05
1,371,540,416
35.343153
-91.639431
0
1,289,025
2020-06-18 07:27:09
4,186,530,744,674
fraud_Schuppe, Nolan and Hoeger
shopping_pos
1.21
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
ed38753a1e934854049e1877433f20d5
1,371,540,429
33.855346
-80.414654
0
1,289,026
2020-06-18 07:27:14
4,710,826,438,164,848,000
fraud_Goodwin-Nitzsche
grocery_pos
142.48
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
297f96cf121a1d09d8d967741479fef5
1,371,540,434
49.442749
-108.08806
0
1,289,027
2020-06-18 07:27:32
4,561,546,772,499
fraud_Vandervort-Funk
grocery_pos
32.48
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
8a6ab2b0d1c80dac091e0cc8d0706538
1,371,540,452
34.832364
-106.762773
0
1,289,028
2020-06-18 07:28:56
3,560,336,828,629,935
fraud_Cummerata-Jones
gas_transport
61.28
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
03518063334512859ebec1f6c9b48ba0
1,371,540,536
41.346223
-91.763425
0
1,289,029
2020-06-18 07:29:16
2,266,735,643,685,262
fraud_Jenkins, Hauck and Friesen
gas_transport
85.67
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
1ea15ef1a5ec6146ee80934326462998
1,371,540,556
34.840749
-85.418709
0
1,289,030
2020-06-18 07:29:34
180,036,456,789,979
fraud_Rodriguez Group
gas_transport
88.59
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
c3fbccc2fb8569abdd0e453515adb338
1,371,540,574
43.349903
-90.625345
0
1,289,031
2020-06-18 07:34:00
3,525,668,150,756,629
fraud_O'Keefe-Hudson
grocery_pos
110.08
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
19b6a13c9fff0547bd4d8cc7ecfa3092
1,371,540,840
47.173598
-87.633456
0
1,289,032
2020-06-18 07:35:11
4,671,727,014,157,745
fraud_Jacobi and Sons
shopping_pos
4.53
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
19f459ebdaed90f40c3c726da795805e
1,371,540,911
41.673535
-86.123262
0
1,289,033
2020-06-18 07:37:43
180,065,479,077,096
fraud_Hudson-Grady
shopping_pos
1.72
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
6fab70e3ae2843072ceb7460d2ee260b
1,371,541,063
38.930939
-76.335862
0
1,289,034
2020-06-18 07:38:13
5,388,659,976,630,693
fraud_Kiehn-Emmerich
grocery_pos
86.09
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
0478c98464d49e5745edcd12719cf2ec
1,371,541,093
42.266144
-91.026732
0
1,289,035
2020-06-18 07:38:33
2,706,977,570,537,524
fraud_Deckow-O'Conner
grocery_pos
93.11
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
076578f917dfd5d4247fb1263f547859
1,371,541,113
39.123374
-82.927643
0
1,289,036
2020-06-18 07:38:51
4,384,910,379,661,778
fraud_Terry, Johns and Bins
misc_pos
12.9
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
2d98a917dbf884d0f89f85551f7a0b7c
1,371,541,131
46.372427
-96.979719
0
1,289,037
2020-06-18 07:39:13
3,566,094,707,272,327
fraud_Smitham-Schiller
grocery_net
72.68
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
fb5df83bfc33accf9ed28045f9ffc096
1,371,541,153
34.024422
-118.021785
0
1,289,038
2020-06-18 07:40:09
2,242,542,703,101,233
fraud_Bradtke PLC
grocery_pos
68.99
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
9b0bd9a7b2e244cc94cc364f84235044
1,371,541,209
37.783311
-84.509724
0
1,289,039
2020-06-18 07:42:01
370,818,583,810,103
fraud_Block-Parisian
misc_net
381.76
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
9d49be84d6cbafa7d1730cd6c5aba84d
1,371,541,321
40.934204
-79.550234
0
1,289,040
2020-06-18 07:42:10
4,756,039,869,079,882,000
fraud_Jakubowski Group
food_dining
44.88
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
3e2a3e91b3ba69558444cb678b3c750d
1,371,541,330
33.900945
-96.922502
0
1,289,041
2020-06-18 07:42:47
4,671,727,014,157,745
fraud_Mohr-Bayer
shopping_net
8.52
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
cced546d9ca327395ea1dd0080f25c94
1,371,541,367
40.62308
-85.462816
0
1,289,042
2020-06-18 07:43:24
30,248,898,834,493
fraud_Raynor, Reinger and Hagenes
gas_transport
73.76
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
6163784bd404df972de4d647b365255b
1,371,541,404
31.72452
-99.075299
0
1,289,043
2020-06-18 07:43:44
4,500,002,361,389
fraud_Bradtke PLC
grocery_pos
126.16
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
4663c0e86bcd2dc0156068bc6df38f0e
1,371,541,424
37.436173
-76.534192
0
1,289,044
2020-06-18 07:43:54
5,456,776,410,929,288
fraud_Prohaska-Murray
gas_transport
62.33
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
cd70df63f31daf09cf5918d5ab4ed3af
1,371,541,434
41.949837
-79.945481
0
1,289,045
2020-06-18 07:44:31
4,255,397,449,664,186,000
fraud_Corwin-Collins
gas_transport
81.72
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
b84f61c3f58b1b2ed43058c265e3690e
1,371,541,471
32.137993
-96.681841
0
1,289,046
2020-06-18 07:45:36
676,326,610,042
fraud_McCullough LLC
misc_pos
53.23
Jacqueline
Caldwell
F
54220 April Union Suite 403
Riverview
MI
48,193
42.1782
-83.2461
15,623
Writer
1993-11-02
7335006f8239a1f44420f0be328ddd30
1,371,541,536
43.129011
-83.728956
0
1,289,047
2020-06-18 07:46:59
3,517,814,635,263,522
fraud_Ruecker Group
misc_net
4.7
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
b581bf3993f972a70a390a6f8c7badff
1,371,541,619
37.395856
-81.074183
0
1,289,048
2020-06-18 07:48:03
2,383,461,948,823,908
fraud_Tillman, Dickinson and Labadie
gas_transport
56.55
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
4664578a1084a373963adcff945bf19f
1,371,541,683
42.877959
-71.498503
0
1,289,049
2020-06-18 07:51:54
4,951,647,200,979,051
fraud_Christiansen, Goyette and Schamberger
gas_transport
38.36
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
5ca8c484981a197b59f9dc8e26c8aa1b
1,371,541,914
37.917696
-89.179192
0
1,289,050
2020-06-18 07:52:47
2,297,447,006,766,555
fraud_Goyette Inc
shopping_net
8.44
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
6f184a86dcce05f46dea73fddbc32284
1,371,541,967
40.381706
-89.076654
0
1,289,051
2020-06-18 07:54:29
6,011,148,190,095,209
fraud_Kutch, Hermiston and Farrell
gas_transport
58.48
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
a3d55f6b1f757513529cfe78e65ca316
1,371,542,069
37.559974
-122.076346
0
1,289,052
2020-06-18 07:55:03
4,225,990,116,481,262,600
fraud_Boehm, Block and Jakubowski
misc_pos
214.63
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
e0b66cf4b157687ae68c73066bf9cff8
1,371,542,103
20.160552
-156.401043
0
1,289,053
2020-06-18 07:55:37
2,712,209,726,293,386
fraud_Streich, Hansen and Veum
gas_transport
106.77
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
87b0896466d8259a2b9d7d9241ff788d
1,371,542,137
30.659488
-91.944282
0
1,289,054
2020-06-18 07:57:34
4,538,566,639,857
fraud_Armstrong, Walter and Gottlieb
food_dining
112.04
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
3426b4e8292270b049f574c8052d04fe
1,371,542,254
41.754054
-74.701578
0
1,289,055
2020-06-18 07:58:20
676,298,633,337
fraud_Roob LLC
grocery_net
48.47
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
0a16f2d82aa0c763920478680c02a2c8
1,371,542,300
39.584568
-80.789834
0
1,289,056
2020-06-18 07:58:50
4,904,681,492,230,012
fraud_Heller-Langosh
gas_transport
50.88
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
1f28a4647511c6ce193c0e8db6310b82
1,371,542,330
41.624502
-74.635714
0
1,289,057
2020-06-18 07:59:16
2,297,447,006,766,555
fraud_Jewess LLC
shopping_pos
3.14
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
18292c5612d8dc109aa84aab0fe8ddbd
1,371,542,356
39.238572
-88.682379
0
1,289,058
2020-06-18 07:59:21
370,348,764,075,623
fraud_Smith-Stokes
misc_pos
8.39
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
1ce54cd0d8cd861b1245528ccc99194c
1,371,542,361
31.075162
-89.716717
0
1,289,059
2020-06-18 08:00:54
3,575,789,281,659,026
fraud_Kutch and Sons
grocery_pos
106.96
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
966987cada5fb586180e91e2d0899444
1,371,542,454
38.48506
-93.814144
0
1,289,060
2020-06-18 08:01:18
6,011,603,272,871,604
fraud_Zieme, Bode and Dooley
gas_transport
71.17
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
543da5fcb5bd7627a31def1dbaae44fb
1,371,542,478
33.565955
-84.998713
0
1,289,061
2020-06-18 08:02:07
3,518,669,219,150,142
fraud_Parisian and Sons
gas_transport
56.63
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
95dadaa732a4f02845a5b664c7734d6e
1,371,542,527
39.905756
-83.355059
0
1,289,062
2020-06-18 08:02:53
676,102,124,465
fraud_Rippin, Kub and Mann
misc_net
14.96
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
4b71e415cf3e5170407ff01157dc9b6a
1,371,542,573
38.875199
-122.691531
0
1,289,063
2020-06-18 08:03:05
4,900,628,639,996
fraud_Koepp-Parker
grocery_pos
57.03
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
4d5ed6d889881c202fca4ebb78186566
1,371,542,585
34.739024
-119.080773
0
1,289,064
2020-06-18 08:03:13
3,511,378,610,369,890
fraud_Kuhic Inc
grocery_pos
77.94
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
bafa3ffb979307d127e6e33a4119c90d
1,371,542,593
35.291489
-86.430825
0
1,289,065
2020-06-18 08:03:44
2,248,735,346,244,816
fraud_Brekke and Sons
gas_transport
40.76
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
79f2f2673d34d0f98b8b48614da04579
1,371,542,624
37.899081
-99.767883
0
1,289,066
2020-06-18 08:05:33
3,513,618,443,244,549
fraud_Berge LLC
gas_transport
34.39
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
f6dec0fa155e6cf823a6d29d30228ecd
1,371,542,733
43.200496
-98.781748
0
1,289,067
2020-06-18 08:08:29
3,554,849,923,339,851
fraud_Corwin-Collins
gas_transport
67.94
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
1566e1801d9007b45fe1b70deccb332d
1,371,542,909
36.759833
-97.692363
0
1,289,068
2020-06-18 08:08:47
3,514,865,930,894,695
fraud_Lebsack and Sons
misc_net
2.05
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
ca4dc761d3ee71f2e10f7ea3042113fa
1,371,542,927
32.370108
-105.690516
0
1,289,069
2020-06-18 08:09:17
180,069,253,480,336
fraud_Bruen-Yost
misc_pos
7.59
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
c1e08c3fad41b6965f68175672724262
1,371,542,957
41.56793
-79.109408
0
1,289,070
2020-06-18 08:09:21
4,670,613,943,676,271
fraud_Herzog Ltd
misc_pos
1.32
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
49870ae908ee43a14e1fafa751ee80a9
1,371,542,961
32.365935
-84.112589
0
1,289,071
2020-06-18 08:09:48
30,199,621,383,748
fraud_Roberts-Beahan
misc_pos
246.86
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
d42574d05cce65806b13b74d686b3065
1,371,542,988
33.992922
-97.000095
0
1,289,072
2020-06-18 08:10:19
584,673,555,952
fraud_Parisian and Sons
gas_transport
51.16
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
2a45f265a1d0f3691927ea6beb3b758d
1,371,543,019
47.654242
-101.295451
0
1,289,073
2020-06-18 08:10:46
3,521,815,216,091,574
fraud_Koepp-Witting
grocery_pos
117.67
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
4f22288f3db9320a06d9bcaea820d23f
1,371,543,046
40.342374
-106.189255
0
1,289,074
2020-06-18 08:11:17
36,722,699,017,270
fraud_Torp-Lemke
misc_pos
138.67
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
7eff293b6e1b469b9c8005cbe94cadd0
1,371,543,077
33.519851
-112.038757
0
1,289,075
2020-06-18 08:14:37
4,798,937,978,667,560,000
fraud_Tillman, Dickinson and Labadie
gas_transport
57.17
Robert
Williams
M
09419 Lewis Rapids
Bay City
MI
48,706
43.6088
-83.953
67,858
Water quality scientist
1995-03-13
70194fea77ae8d186988dfe7f380b099
1,371,543,277
44.115586
-84.847609
0
1,289,076
2020-06-18 08:15:25
3,517,527,805,128,735
fraud_Bartoletti-Wunsch
gas_transport
43.81
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
dcefbce0bd0d123c3b7567c58bad3163
1,371,543,325
40.888982
-89.053796
0
1,289,077
2020-06-18 08:17:58
6,011,367,958,204,270
fraud_Bernier, Streich and Jewess
grocery_net
48.53
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
3a3892d7d79d173ad521ed1724c5e32f
1,371,543,478
40.903445
-82.647705
0
1,289,078
2020-06-18 08:18:06
3,597,337,756,918,966
fraud_Effertz, Welch and Schowalter
entertainment
178.8
Linda
Gonzalez
F
17667 Price Spur Apt. 366
Glen Rock
PA
17,327
39.7813
-76.7477
7,565
Insurance claims handler
1952-03-08
d732a787f696adb45b61211bb49088d1
1,371,543,486
40.660175
-77.157469
0
1,289,079
2020-06-18 08:18:28
4,777,065,439,639,721
fraud_Runolfsson and Sons
grocery_net
57.57
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
4ac1d88d973b38cfa423d1dc2bfac34e
1,371,543,508
39.761132
-75.208118
0
1,289,080
2020-06-18 08:18:42
371,683,116,218,417
fraud_Mohr-Bayer
shopping_net
1.93
Debra
Becker
F
384 Jonathan Hills
Iselin
NJ
8,830
40.5716
-74.3167
18,459
Emergency planning/management officer
1929-03-19
1389e65474ecc55e075f8d2d34e82a60
1,371,543,522
41.472483
-74.380905
0
1,289,081
2020-06-18 08:24:17
30,263,540,414,123
fraud_Williamson LLC
misc_pos
9.06
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
7236d1b64955d2bc1d8c8d67fbd626f2
1,371,543,857
37.870942
-112.749321
0
1,289,082
2020-06-18 08:25:22
4,428,154,703,770,710
fraud_Vandervort-Funk
grocery_pos
106.21
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
2faa1c5962aa0979ca27a3207450e02f
1,371,543,922
45.754187
-116.181943
0
1,289,083
2020-06-18 08:27:01
4,874,017,206,859,125
fraud_Eichmann-Russel
misc_pos
17.95
Lauren
Williams
F
065 Jones Stravenue
Lake Oswego
OR
97,034
45.4093
-122.6847
42,817
Planning and development surveyor
1982-05-28
c0c51c925c928d27c465e09f5aa66414
1,371,544,021
45.581636
-123.666741
0
1,289,084
2020-06-18 08:27:02
501,882,822,387
fraud_Frami Group
entertainment
2.2
Melissa
Phillips
F
5069 Scott Pass Apt. 654
Meadville
MS
39,653
31.4285
-90.8578
2,799
Therapist, horticultural
1961-01-21
9f60b6a51875f37ca70ff510b93ec25c
1,371,544,022
31.012203
-90.336045
0
1,289,085
2020-06-18 08:27:23
4,170,689,372,027,579
fraud_Pacocha-O'Reilly
grocery_pos
88.85
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
8232c7f5891983583758e47cd3ad039b
1,371,544,043
34.963681
-98.181451
0
1,289,086
2020-06-18 08:30:03
345,933,964,507,467
fraud_Harber Inc
gas_transport
30.79
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
1ad17cf75cc0647169fecb0fd975fca3
1,371,544,203
38.199218
-74.669673
0
1,289,087
2020-06-18 08:31:10
4,657,269,323,674,365
fraud_Volkman-Predovic
shopping_net
218.77
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
d0e8daa929c6d7a8b11ff419943fdad2
1,371,544,270
31.048482
-85.421032
0
1,289,088
2020-06-18 08:31:31
3,521,815,216,091,574
fraud_Cassin-Harvey
grocery_net
43.24
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
0e9cc18563c2c27120ac6049d19abd6a
1,371,544,291
40.18592
-105.072346
0
1,289,089
2020-06-18 08:31:47
3,534,330,126,107,879
fraud_Turner and Sons
shopping_pos
146.45
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
b06353ec833853491ce43fed03d7e035
1,371,544,307
45.303314
-109.199251
0
1,289,090
2020-06-18 08:32:46
639,095,706,599
fraud_Zemlak Group
misc_net
94.29
Kyle
Wilkinson
M
93970 Trujillo Causeway
Curlew
IA
50,527
42.9633
-94.7975
223
Estate manager/land agent
1939-04-14
66c98c31c97cc8e34aa94b5131bca9ba
1,371,544,366
42.566634
-93.988082
0
1,289,091
2020-06-18 08:33:33
376,028,110,684,021
fraud_Schamberger-O'Keefe
grocery_pos
95.89
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
755e8afcadf3cec47f363b2055f50155
1,371,544,413
39.832083
-92.480502
0
1,289,092
2020-06-18 08:34:07
4,102,003,771,126,577,700
fraud_Huel, Hammes and Witting
grocery_pos
56.06
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
2e9d7afec7a17ee2854d609dbe410dd1
1,371,544,447
32.840163
-97.025439
0
1,289,093
2020-06-18 08:34:33
4,501,449,508,569,485
fraud_Lesch Ltd
shopping_pos
132.43
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
e698212234e6d411c1f68d5dc5cb6452
1,371,544,473
45.0292
-97.902004
0
1,289,094
2020-06-18 08:35:12
502,049,568,400
fraud_Brekke and Sons
gas_transport
61.94
Daniel
Melton
M
6157 Nichols Mews
Marion
CT
6,444
41.7918
-72.7188
370
Health service manager
1962-02-13
7936f359e8f8b87f006985d4fcadc9c6
1,371,544,512
41.480252
-72.250987
0
1,289,095
2020-06-18 08:35:34
4,623,560,839,669
fraud_Lehner, Mosciski and King
misc_net
4.35
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
7d05da0477c01817a42183a39d31d987
1,371,544,534
41.825641
-93.584429
0
1,289,096
2020-06-18 08:36:11
36,722,699,017,270
fraud_Moen, Reinger and Murphy
grocery_pos
208.13
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
45e2c927df7dc94cde40adde2f56da36
1,371,544,571
32.383318
-110.166048
0
1,289,097
2020-06-18 08:37:46
6,011,626,928,491,360
fraud_Jacobi and Sons
shopping_pos
3.78
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
386b64c35024aa07e80dd5b805312eff
1,371,544,666
35.730662
-88.956925
0
1,289,098
2020-06-18 08:38:03
502,038,091,380
fraud_Reynolds-Schinner
misc_pos
36.12
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
dce4c7076eb2c3fe20579784cd2f9b37
1,371,544,683
37.314717
-93.773861
0
1,289,099
2020-06-18 08:40:11
3,576,281,490,078,437
fraud_Strosin-Cruickshank
grocery_pos
103.93
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
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Financial adviser
1990-06-13
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1,371,544,811
39.029112
-87.278059
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