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
1,271,600
2020-06-12 11:33:49
4,809,701,904,914
fraud_Bednar Group
misc_net
37.61
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
9f65bdd6637626d4659e32f5d57dfb2c
1,371,036,829
32.484473
-85.697338
0
1,271,601
2020-06-12 11:35:50
378,904,938,837,132
fraud_Reilly, Heaney and Cole
gas_transport
64.9
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
76a2ae575ac6c8b3747e52d2d1d3c7cd
1,371,036,950
35.669194
-98.118821
0
1,271,602
2020-06-12 11:36:12
4,170,689,372,027,579
fraud_Lebsack and Sons
misc_net
46.2
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
57261e17ef5341f4f6621924375a6dad
1,371,036,972
36.263435
-97.597933
0
1,271,603
2020-06-12 11:36:42
3,553,629,419,254,918
fraud_Heller-Langosh
gas_transport
82.71
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
3b7f52845048746db33987d140660083
1,371,037,002
48.747247
-123.078575
0
1,271,604
2020-06-12 11:36:45
3,568,736,585,751,727
fraud_Hills-Olson
grocery_net
49.51
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
a5c3d010650f3cfebb2e5bd6e22fcd1d
1,371,037,005
40.863643
-93.22386
0
1,271,605
2020-06-12 11:38:44
2,703,186,189,652,095
fraud_Pfeffer LLC
grocery_net
54.84
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
3010e6336fb1bc33b083f1d0628849f8
1,371,037,124
35.112722
-81.166072
0
1,271,606
2020-06-12 11:39:47
5,104,807,169,438,134
fraud_Schultz, Simonis and Little
grocery_pos
205.55
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
d66fb07c560410da0987c4cddb62ab1e
1,371,037,187
40.141126
-72.668802
0
1,271,607
2020-06-12 11:39:56
4,740,713,119,940,984
fraud_Sawayn PLC
shopping_pos
333.49
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
076d5e9d0a93f6a7730f06919c4397ce
1,371,037,196
40.758144
-73.334289
0
1,271,608
2020-06-12 11:40:04
3,566,094,707,272,327
fraud_Cartwright-Harris
grocery_pos
176.06
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
0af62e4a4988a4ad68863cc754fdc868
1,371,037,204
35.271803
-118.872827
0
1,271,609
2020-06-12 11:40:45
4,423,489,490,781,412
fraud_Hickle Group
shopping_pos
7.58
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
b785ffd10c85cda89184e575b3113cf4
1,371,037,245
41.622841
-90.284038
0
1,271,610
2020-06-12 11:40:56
676,102,124,465
fraud_Mante Group
misc_net
7.52
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
fd1c179579511f2114f78f5b2b5e1c10
1,371,037,256
38.217273
-122.470642
0
1,271,611
2020-06-12 11:41:44
4,069,975,342,931,683
fraud_Stracke-Lemke
grocery_pos
260.96
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
6d0077c3431743ad14c793b2d25b0f3c
1,371,037,304
38.036932
-81.013085
0
1,271,612
2020-06-12 11:42:41
571,365,235,126
fraud_Huels-Hahn
gas_transport
39.33
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
6f4f9afd9cc92144ab3bb541fabffe94
1,371,037,361
44.569161
-86.314491
0
1,271,613
2020-06-12 11:43:19
3,518,234,918,950,662
fraud_Pfeffer LLC
grocery_net
40.58
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
47f65f26a34554c6686fe0f493c07dc2
1,371,037,399
33.819522
-96.665635
0
1,271,614
2020-06-12 11:43:45
30,343,344,410,970
fraud_Leannon-Ward
food_dining
82.55
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
02809d33486ce1ac204f72bca8c6ceda
1,371,037,425
41.543079
-80.115141
0
1,271,615
2020-06-12 11:45:24
3,533,012,926,413,100
fraud_Torp-Labadie
gas_transport
52.8
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
d76965cdba0ea56f3e63eca15b709567
1,371,037,524
44.060219
-74.652304
0
1,271,616
2020-06-12 11:45:49
3,519,607,465,576,254
fraud_Mohr Inc
shopping_pos
2.18
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
f02c6437b0960a8b0410fd929ffe21ae
1,371,037,549
41.515479
-124.959922
0
1,271,617
2020-06-12 11:45:55
3,554,818,239,968,984
fraud_Jast-McDermott
shopping_pos
138.01
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
4edc5c78beda51db7c93a3f381b66e03
1,371,037,555
38.607091
-92.40624
0
1,271,618
2020-06-12 11:46:16
4,681,601,008,538,160
fraud_Kunze Inc
grocery_pos
218.29
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
806111832aa20da70d641e84940e0515
1,371,037,576
39.002476
-80.223324
0
1,271,619
2020-06-12 11:46:22
4,873,783,502,705,038
fraud_Mante Group
misc_net
3.72
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
cfff2f20e42173eeee8c339096e42283
1,371,037,582
49.309324
-122.455344
0
1,271,620
2020-06-12 11:47:23
6,506,116,513,503,136
fraud_Bailey-Morar
grocery_pos
200.7
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
ff44190a65a58c1713172d71798238a1
1,371,037,643
31.359925
-95.944049
0
1,271,621
2020-06-12 11:47:40
4,070,511,711,385,545
fraud_Christiansen-Gusikowski
misc_pos
117.07
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
11100473b62fbfe127a0080f185bd7f4
1,371,037,660
28.804147
-97.333448
0
1,271,622
2020-06-12 11:48:26
6,595,970,453,799,027
fraud_Brekke and Sons
gas_transport
60.01
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
d3b9beae0fe7908f10043d823e8cfd9b
1,371,037,706
41.186682
-74.739478
0
1,271,623
2020-06-12 11:49:00
4,715,741,951,931,169,000
fraud_Johnson, Runolfsdottir and Mayer
misc_net
20.39
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
83ef1b038bbf645403383082dd5effc9
1,371,037,740
36.616743
-96.655322
0
1,271,624
2020-06-12 11:49:32
2,242,542,703,101,233
fraud_Schaefer, Maggio and Daugherty
gas_transport
55.04
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
ee949a82d7b1ab38b7b8b0cd4a4b989b
1,371,037,772
37.635364
-85.511804
0
1,271,625
2020-06-12 11:50:09
374,125,201,044,065
fraud_Altenwerth, Cartwright and Koss
shopping_net
1.32
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
340012be757428d1f678c8bd1215c604
1,371,037,809
38.781899
-77.236584
0
1,271,626
2020-06-12 11:50:59
630,424,987,505
fraud_Raynor, Feest and Miller
gas_transport
68.41
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
e04f826a10ff414a968a78216454bd8c
1,371,037,859
39.18814
-78.643853
0
1,271,627
2020-06-12 11:52:14
3,582,754,887,089,201
fraud_Stracke-Lemke
grocery_pos
130.08
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
18871925b38853b2e8e08c534948d280
1,371,037,934
34.255112
-94.298221
0
1,271,628
2020-06-12 11:52:15
5,596,347,693,144,598
fraud_Goodwin-Nitzsche
grocery_pos
105.05
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
5e9f88899940a6543f800f1e84c601f6
1,371,037,935
29.562582
-91.060269
0
1,271,629
2020-06-12 11:52:40
3,551,217,896,304,745
fraud_Bednar Group
misc_net
32.99
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
342151eb7f4c6ac2c6224f6d997174b6
1,371,037,960
44.194639
-74.599399
0
1,271,630
2020-06-12 11:53:14
4,158,945,090,781,624
fraud_Olson, Becker and Koch
gas_transport
73.79
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
6728800c8e9dabb9f72a5f74305ea3eb
1,371,037,994
39.647677
-79.02169
0
1,271,631
2020-06-12 11:53:18
30,263,540,414,123
fraud_Kuvalis Ltd
gas_transport
81.99
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
380b568f74cd3bd577fb21a2f3bb7f24
1,371,037,998
38.395451
-112.392451
0
1,271,632
2020-06-12 11:53:41
180,046,765,320,457
fraud_Goyette, Howell and Collier
shopping_pos
9.18
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
25bf052b53395748ed4276c68e1f9552
1,371,038,021
40.483213
-81.524386
0
1,271,633
2020-06-12 11:53:51
4,958,589,671,582,727,000
fraud_Huels-Nolan
gas_transport
53.73
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
985c1844f675f3bf0406ac190de90cb3
1,371,038,031
39.586457
-76.353815
0
1,271,634
2020-06-12 11:54:02
4,066,595,222,529
fraud_Mante Group
misc_net
30.53
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
e89d50fb74e627762c93343690b41c0d
1,371,038,042
38.665996
-82.556054
0
1,271,635
2020-06-12 11:54:27
30,131,826,429,364
fraud_Kris-Weimann
misc_net
91.46
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
6dd3720245cc4d012974cc7666eabac3
1,371,038,067
35.478514
-84.47781
0
1,271,636
2020-06-12 11:55:46
2,706,977,570,537,524
fraud_Kiehn-Emmerich
grocery_pos
112.74
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
65f415b27aafbec4e6e996ad0d501429
1,371,038,146
40.163611
-82.8453
0
1,271,637
2020-06-12 11:56:12
4,239,552,724,014,407
fraud_Lakin, Ferry and Beatty
food_dining
87.59
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
48a97fe381874ab12861a969201104bf
1,371,038,172
41.174567
-83.761675
0
1,271,638
2020-06-12 11:56:53
6,011,477,612,335,392
fraud_Kuhn LLC
shopping_pos
133.67
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
f531ef3ba1878ede0faed6212662b259
1,371,038,213
41.175447
-85.293166
0
1,271,639
2020-06-12 11:58:09
4,951,647,200,979,051
fraud_Robel, Cummerata and Prosacco
gas_transport
39.37
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
6bbd4d0f462ac6435ce67581dea91d51
1,371,038,289
38.051776
-89.620429
0
1,271,640
2020-06-12 11:59:09
60,490,596,305
fraud_Gerlach Inc
shopping_net
4.63
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
bb4ce17012cf0b1307c53c019d62171b
1,371,038,349
34.408165
-90.486734
0
1,271,641
2020-06-12 12:00:06
344,709,867,813,900
fraud_Torphy-Goyette
shopping_pos
847.76
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
6fb17996137f1a96fda3967fa2e4e4f3
1,371,038,406
26.538522
-82.050107
0
1,271,642
2020-06-12 12:00:15
5,359,543,825,610,251
fraud_Lynch Ltd
shopping_pos
2.7
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
01e1a39c9a95cb0906a5a70937dad6e3
1,371,038,415
44.988358
-111.341814
0
1,271,643
2020-06-12 12:00:37
3,583,793,405,872,580
fraud_Yost, Schamberger and Windler
kids_pets
11.93
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
1455e45815c7e48688c3ffe0bc79440b
1,371,038,437
35.10444
-99.967701
0
1,271,644
2020-06-12 12:01:19
375,082,648,741,747
fraud_Greenholt, O'Hara and Balistreri
shopping_net
5.88
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
32e9ddb0cfda543a338d1fd88d230149
1,371,038,479
47.781244
-96.473144
0
1,271,645
2020-06-12 12:02:04
3,589,255,887,819,806
fraud_Hills, Hegmann and Schaefer
health_fitness
17.33
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
2273a21a23f3ebee252dbfecc0c3866a
1,371,038,524
39.566682
-77.224385
0
1,271,646
2020-06-12 12:03:11
4,223,708,906,367,574,000
fraud_Schroeder Group
health_fitness
75.13
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
e0c10511ffd1e977bae43e289f171b5b
1,371,038,591
39.9754
-83.858667
0
1,271,647
2020-06-12 12:03:51
372,520,049,757,633
fraud_Zemlak Group
misc_net
143.98
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
98d3868a33a5358e167f7711fb7128cd
1,371,038,631
47.646544
-93.160087
0
1,271,648
2020-06-12 12:04:01
3,591,919,803,438,423
fraud_Erdman-Durgan
health_fitness
156.38
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
6d6e62d6855dc4275c9ab0568ac22c24
1,371,038,641
29.166602
-81.319126
0
1,271,649
2020-06-12 12:04:53
6,011,552,879,910,390
fraud_Brown-Greenholt
entertainment
75.64
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
08a37641f166ba78a253840aec386339
1,371,038,693
41.316438
-109.297066
0
1,271,650
2020-06-12 12:04:59
4,044,436,772,018,844,700
fraud_Bahringer, Osinski and Block
food_dining
62.71
Amy
Abbott
F
01505 Amy Stravenue
Dayton
OH
45,415
39.8355
-84.2613
479,994
Environmental manager
1970-11-09
3ec302a0922dd3c102508d022ab2d99c
1,371,038,699
39.421566
-84.960147
0
1,271,651
2020-06-12 12:05:48
630,423,337,322
fraud_Labadie, Treutel and Bode
shopping_net
387.62
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
42dca0d2000b533a5851ab303c2392dc
1,371,038,748
48.249057
-119.060107
0
1,271,652
2020-06-12 12:06:34
30,074,693,890,476
fraud_Ankunding LLC
shopping_net
11.08
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
1da9d2c203ceb71389942d4e3f173d71
1,371,038,794
38.089838
-101.961054
0
1,271,653
2020-06-12 12:07:17
5,130,484,058,948,421
fraud_Windler, Goodwin and Kovacek
home
75.01
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
4552378e9dcce094f8fcf30286de5b2b
1,371,038,837
41.312592
-83.119305
0
1,271,654
2020-06-12 12:08:00
3,583,293,909,206,278
fraud_Collier LLC
home
4.53
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
d92de935b50504e14ef8507c620c2a02
1,371,038,880
35.22303
-107.253537
0
1,271,655
2020-06-12 12:09:19
6,011,893,664,860,915
fraud_Runte, Green and Emard
health_fitness
16.58
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
a6688f1f9ee340bee78d2aa66239b20e
1,371,038,959
38.629186
-105.053741
0
1,271,656
2020-06-12 12:09:47
4,452,366,298,769,043
fraud_Lynch-Mohr
travel
9.73
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
703b48afcb3062565e58ce1acca7f424
1,371,038,987
31.33998
-95.792113
0
1,271,657
2020-06-12 12:10:21
3,598,304,579,370,089
fraud_Bednar PLC
kids_pets
35.97
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
4c15b1b73161dff23f98e8a0a9a40558
1,371,039,021
36.816194
-97.987091
0
1,271,658
2020-06-12 12:10:38
5,152,054,598,359,927
fraud_O'Connell-Ullrich
home
3.88
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
d11853efe7cfb7d6cf3d47827767f3d1
1,371,039,038
30.854451
-89.965136
0
1,271,659
2020-06-12 12:11:14
344,709,867,813,900
fraud_Grimes LLC
entertainment
159.79
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
f79a40fa7be6bf8722d6470b1f6abf9d
1,371,039,074
27.073134
-80.91397
0
1,271,660
2020-06-12 12:11:16
3,518,234,918,950,662
fraud_Kilback LLC
food_dining
90.74
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
cd10cf9c3af6c2e2d875b2e784ae93d1
1,371,039,076
32.659559
-97.313437
0
1,271,661
2020-06-12 12:14:40
3,566,094,707,272,327
fraud_Bins-Howell
personal_care
64.19
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
a9d4268a76bf9e4c1a07e3c3a14260ab
1,371,039,280
35.279348
-119.467677
0
1,271,662
2020-06-12 12:15:17
30,263,540,414,123
fraud_Metz, Russel and Metz
kids_pets
189.63
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
36bd8212c9d07a5dcf196429dcfad555
1,371,039,317
37.824588
-112.62271
0
1,271,663
2020-06-12 12:16:42
4,312,133,045,694,601,000
fraud_Haley Group
misc_pos
4.82
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
5f9b4021839b7bde65054c7a44d5f8a9
1,371,039,402
39.428456
-76.151662
0
1,271,664
2020-06-12 12:16:51
4,689,147,265,057,949,000
fraud_Carroll PLC
health_fitness
25.78
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
dd462e6304e8f69c8a80b4e5cbf56d0a
1,371,039,411
40.188819
-95.209365
0
1,271,665
2020-06-12 12:17:27
4,607,072,969,078,276
fraud_Roberts-Beahan
misc_pos
1.61
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
a66be862913076d6bc5178ea9713e536
1,371,039,447
35.592967
-96.678673
0
1,271,666
2020-06-12 12:18:06
4,503,101,193,493,053,000
fraud_Deckow-Dare
food_dining
84.29
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
2ce34434a9fe3498fefe4c669edb58ef
1,371,039,486
27.581098
-81.578345
0
1,271,667
2020-06-12 12:18:14
30,407,675,418,785
fraud_Bednar Group
misc_net
53.01
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
5cc9422446f0a49c1b7cc02bf96f41d6
1,371,039,494
42.479637
-77.524423
0
1,271,668
2020-06-12 12:19:07
4,745,996,322,265
fraud_Huel-Langworth
misc_net
52.82
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
27acff5d846b2dcfeefa97423af54e26
1,371,039,547
40.492196
-87.688863
0
1,271,669
2020-06-12 12:19:13
213,178,850,083,780
fraud_Lesch Ltd
shopping_pos
127.17
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
8fc485cafa0abcb6315c4b5c0d8f2eab
1,371,039,553
45.819194
-119.224566
0
1,271,670
2020-06-12 12:19:21
3,537,797,820,923,602
fraud_White and Sons
home
89.2
Christie
Mendoza
F
53142 Katrina Roads Suite 889
Monitor
WA
98,836
47.4852
-120.4158
584
Medical technical officer
1969-03-20
8ef6a97a278a794918cabd4a8cd0e27f
1,371,039,561
47.095026
-120.036117
0
1,271,671
2020-06-12 12:20:23
4,255,397,449,664,186,000
fraud_Schiller Ltd
personal_care
6.45
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
d1c09988dbb5dab36259e6fed44d8826
1,371,039,623
32.750706
-96.352875
0
1,271,672
2020-06-12 12:21:58
4,220,495,028,289,516,500
fraud_Gutmann, McLaughlin and Wiza
home
44.41
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
6bd43c1846f6e76e26bc4a7285db9678
1,371,039,718
34.752662
-116.677886
0
1,271,673
2020-06-12 12:22:15
36,913,587,729,122
fraud_Ruecker, Beer and Collier
shopping_net
595.59
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
7eae910e18226ccb4de0272a02dbe7a5
1,371,039,735
43.614905
-115.667989
0
1,271,674
2020-06-12 12:22:17
4,900,628,639,996
fraud_Stark-Koss
home
112.71
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
9cd431036507fdb901990be4f3d452be
1,371,039,737
34.443488
-117.372585
0
1,271,675
2020-06-12 12:22:32
4,646,845,581,490,336,000
fraud_Mante, Luettgen and Hackett
health_fitness
124
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
6157fb2cecc947186fe2c9b80e04b6ed
1,371,039,752
39.874898
-73.218993
0
1,271,676
2020-06-12 12:22:34
2,266,735,643,685,262
fraud_Weber, Thiel and Hammes
kids_pets
41.45
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
d0c438fc131fb3ec2cc65866d3e5a96b
1,371,039,754
33.526501
-86.748237
0
1,271,677
2020-06-12 12:22:57
3,598,014,571,045,296
fraud_Mayert Group
shopping_pos
3.81
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
3398f48f8f3f8f25434da203a9ed72dc
1,371,039,777
35.347286
-77.858565
0
1,271,678
2020-06-12 12:23:25
180,068,353,086,472
fraud_Thiel Ltd
travel
9.86
Melissa
Flores
F
7529 Carter Well Suite 262
Huntington Beach
CA
92,648
33.6773
-118.0051
190,249
Therapist, horticultural
1976-09-17
c3e61624a06d309803639cc9c7eb600b
1,371,039,805
33.217591
-117.761923
0
1,271,679
2020-06-12 12:23:27
571,465,035,400
fraud_Gottlieb Group
kids_pets
42.99
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
0c31959039e14f8e12af92a46ae17c87
1,371,039,807
43.09426
-108.196093
0
1,271,680
2020-06-12 12:24:01
3,568,736,585,751,727
fraud_Kassulke Inc
entertainment
70.98
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
5f8341badbdc83696e140f62dffb9901
1,371,039,841
41.421509
-92.679479
0
1,271,681
2020-06-12 12:24:10
4,509,142,395,811,241
fraud_Terry Ltd
home
45.77
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
a9500d4e32f2b18721324088fdf5d49e
1,371,039,850
31.4924
-81.506661
0
1,271,682
2020-06-12 12:24:34
3,523,898,249,167,098
fraud_Kozey-Boehm
shopping_net
58.65
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
1e2e47e4586f5e17a87208ccd57914ab
1,371,039,874
40.178922
-74.220203
0
1,271,683
2020-06-12 12:25:19
4,653,178,848,915,023,000
fraud_Pollich LLC
home
75.16
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
6560dd822c179e1bd167a0840ca3fbbf
1,371,039,919
37.358891
-81.634153
0
1,271,684
2020-06-12 12:25:22
30,135,235,368,675
fraud_Turner, Ziemann and Lehner
food_dining
153.19
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
10bfe39cb4182c066ed831b51a2378cd
1,371,039,922
39.233675
-93.438999
0
1,271,685
2020-06-12 12:25:41
4,900,628,639,996
fraud_Frami Group
entertainment
22
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
a2555a2d7c18367c660e9bd7381e0d11
1,371,039,941
33.931777
-118.863622
0
1,271,686
2020-06-12 12:26:26
6,011,581,063,717,667
fraud_Weber and Sons
food_dining
66.71
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
9a3e23575c9197cf62b61fba03fcfe8a
1,371,039,986
39.468331
-91.526347
0
1,271,687
2020-06-12 12:26:38
4,481,131,401,752
fraud_Williamson LLC
misc_pos
6.09
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
8a85078c54eb7a6f15816cb958faa286
1,371,039,998
42.40841
-70.936193
0
1,271,688
2020-06-12 12:26:48
6,011,934,240,159,560
fraud_Denesik, Powlowski and Pouros
home
88.83
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
30e05a8ab7199d2bf6dfe528fba4709f
1,371,040,008
44.508712
-68.758373
0
1,271,689
2020-06-12 12:27:18
2,713,913,904,780,408
fraud_Schoen, Nienow and Bauch
personal_care
13.33
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
db862fdf333ab5692821799b718706e9
1,371,040,038
31.871769
-91.89202
0
1,271,690
2020-06-12 12:27:29
373,905,417,449,658
fraud_Conroy, Balistreri and Gorczany
health_fitness
72.99
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
5f807a34db9c845fa107e78d85febbbb
1,371,040,049
30.994688
-97.699454
0
1,271,691
2020-06-12 12:27:30
3,501,942,333,500,073
fraud_Johnston-Casper
travel
9.41
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
1d3c8e318984ccb44d3d4d3107aa62f3
1,371,040,050
32.891312
-112.11879
0
1,271,692
2020-06-12 12:27:53
4,292,743,669,224,718,000
fraud_McDermott-Rice
misc_pos
7.34
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
725a99b0dd8202a43daf81be4a611801
1,371,040,073
38.013726
-76.148042
0
1,271,693
2020-06-12 12:28:02
4,634,955,908,138,648
fraud_Streich Ltd
home
69.96
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
8b531d081a14156e0ce52b3c333d1c39
1,371,040,082
40.673522
-96.254751
0
1,271,694
2020-06-12 12:28:23
4,670,613,943,676,271
fraud_Kihn, Brakus and Goyette
personal_care
34.55
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
910d4d998e38d8e29d7b7167bda080b0
1,371,040,103
32.179161
-84.951096
0
1,271,695
2020-06-12 12:29:05
4,092,452,671,396,169,700
fraud_Jacobi Inc
health_fitness
125.17
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
4d2b2e8de8a5e8d93fa00409afb927bf
1,371,040,145
34.979737
-79.248673
0
1,271,696
2020-06-12 12:29:18
3,551,217,896,304,745
fraud_Okuneva, Schneider and Rau
shopping_pos
8.03
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
0d2aeb3043b157a64b71b73d8bc31c31
1,371,040,158
43.288018
-73.708685
0
1,271,697
2020-06-12 12:30:02
3,513,618,443,244,549
fraud_Shields-Wunsch
health_fitness
48.01
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
2792ffe2f561a1a36af17527e24f9f3c
1,371,040,202
43.991334
-98.39858
0
1,271,698
2020-06-12 12:30:05
345,933,964,507,467
fraud_Goyette-Gerhold
kids_pets
104.61
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
95ef593c80a8df7526c7da604865e8b8
1,371,040,205
38.823026
-74.504058
0
1,271,699
2020-06-12 12:30:32
3,573,386,445,588,324
fraud_Rau-Grant
kids_pets
7.56
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
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63
Systems developer
1969-10-30
cacfd3fa2d15e1d09aeaa61ffc94431d
1,371,040,232
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0