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
1,265,800
2020-06-09 19:08:52
4,449,530,933,957,323
fraud_Botsford and Sons
home
34.21
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
840c1a4ac4d7ff3bfd3e8fa59fc39e76
1,370,804,932
37.523052
-123.680871
0
1,265,801
2020-06-09 19:09:32
4,481,131,401,752
fraud_Bernhard-Lesch
food_dining
2.91
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
63f84c3fb6d386bde28d720abc4c64bd
1,370,804,972
42.48065
-72.464429
0
1,265,802
2020-06-09 19:09:38
4,979,422,371,139,333
fraud_Turcotte, Batz and Buckridge
health_fitness
26.69
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
6995405ca782999a40e7b54dff5bc9c3
1,370,804,978
41.203036
-99.693325
0
1,265,803
2020-06-09 19:10:01
4,514,242,065,619,750
fraud_Kautzer and Sons
personal_care
22.2
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
5d0347816886c3d095e641b9d16cee6d
1,370,805,001
40.58159
-105.697664
0
1,265,804
2020-06-09 19:10:45
378,278,619,832,195
fraud_Collier LLC
home
8.15
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
95ce1ecf39e8e89c512cbebc5a1863c1
1,370,805,045
43.429272
-122.567038
0
1,265,805
2020-06-09 19:10:49
377,026,671,291,680
fraud_Cole, Hills and Jewess
home
48.39
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
533ca7ef2d6dab2fadd8831a71bb606f
1,370,805,049
37.443317
-91.277407
0
1,265,806
2020-06-09 19:11:27
3,583,293,909,206,278
fraud_Hermann and Sons
shopping_pos
3.97
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
34f08ad9a1bac2bed0acf992a06e8a06
1,370,805,087
34.942833
-106.499558
0
1,265,807
2020-06-09 19:11:33
213,156,747,557,083
fraud_McCullough LLC
misc_pos
8.11
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
452d113ff8d4779a9ac45eee224656aa
1,370,805,093
34.049974
-118.843777
0
1,265,808
2020-06-09 19:11:45
180,014,262,259,255
fraud_Friesen-Ortiz
personal_care
20.67
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
5fd085dbfb67f99b8795cfae8eeb479c
1,370,805,105
31.490173
-87.060554
0
1,265,809
2020-06-09 19:11:52
3,527,536,963,490,470
fraud_Morissette PLC
shopping_pos
1.16
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
22167d7e6699ee88f61cd08d265e0eda
1,370,805,112
33.759213
-81.425014
0
1,265,810
2020-06-09 19:11:53
3,533,742,182,628,021
fraud_Streich, Rolfson and Wilderman
kids_pets
52.62
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
65b898876dd8d44700c2bfc3952ad50d
1,370,805,113
33.762623
-79.842483
0
1,265,811
2020-06-09 19:12:06
342,952,484,382,519
fraud_Mohr Inc
shopping_pos
8.18
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
6134f0dd40e13e1a4c2caa883a799859
1,370,805,126
42.443244
-72.80243
0
1,265,812
2020-06-09 19:12:18
5,580,563,567,307,107
fraud_Metz-Boehm
shopping_pos
124.25
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
f27e9e039ac842a9e6a0ef5cb87276db
1,370,805,138
39.624456
-80.020411
0
1,265,813
2020-06-09 19:12:32
3,506,042,666,828,517
fraud_Hoppe-Parisian
kids_pets
12.14
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
9309c0adae8a4d18d100232b190ea1cb
1,370,805,152
38.632398
-80.599316
0
1,265,814
2020-06-09 19:13:12
4,610,050,989,831,291
fraud_Eichmann-Kilback
home
67.97
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
dcf505b4ae329bf06f31fc14a9b8f941
1,370,805,192
41.881883
-79.093272
0
1,265,815
2020-06-09 19:13:13
213,161,293,389,774
fraud_Labadie LLC
personal_care
37.65
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
7209a97f5d6ab33281694e854286d72e
1,370,805,193
43.225393
-77.799211
0
1,265,816
2020-06-09 19:13:17
3,513,618,443,244,549
fraud_Sporer-Keebler
personal_care
49.86
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
56bafdda44407a3935215c768ca255d0
1,370,805,197
44.463006
-98.517269
0
1,265,817
2020-06-09 19:14:41
5,127,412,150,261,034
fraud_Wilkinson Ltd
entertainment
7.81
David
Campbell
M
2989 Murray Inlet
Washington
DC
20,017
38.9367
-76.994
601,723
Psychotherapist, child
1991-02-04
84ee39be8de330a4a2c83e38f383a8db
1,370,805,281
37.943
-77.978058
0
1,265,818
2020-06-09 19:14:57
341,546,199,006,537
fraud_Roob-Okuneva
health_fitness
85.54
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
a2eee0526b713ed411759b115ac4b0c8
1,370,805,297
64.898289
-166.580451
0
1,265,819
2020-06-09 19:15:21
4,124,536,010,991,657
fraud_Breitenberg-Hermiston
kids_pets
144.43
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
53e180f1493b7a30954c56124fc2dd0b
1,370,805,321
30.983774
-87.931149
0
1,265,820
2020-06-09 19:15:26
4,792,627,764,422,478,000
fraud_Armstrong, Walter and Gottlieb
food_dining
62.17
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
658e28087ae86f305a6530706b980a7a
1,370,805,326
39.878988
-94.742333
0
1,265,821
2020-06-09 19:15:37
3,506,042,666,828,517
fraud_Hermiston, Pacocha and Smith
health_fitness
18.45
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
78a35378f0c9f0fb082f2faf6f71fd08
1,370,805,337
37.480205
-82.444932
0
1,265,822
2020-06-09 19:15:51
378,858,024,506,425
fraud_Barton LLC
kids_pets
294.19
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
9c8d93d00cc43fefa95b5a4e4ad4bbf1
1,370,805,351
33.952984
-112.771735
0
1,265,823
2020-06-09 19:16:01
6,544,734,391,390,261
fraud_Lesch Ltd
shopping_pos
2.87
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
4e419ba2683dd698b9ab8947760ee834
1,370,805,361
41.998415
-87.265247
0
1,265,824
2020-06-09 19:16:07
4,155,021,259,183,870
fraud_Hirthe-Beier
health_fitness
53.94
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
6b39894ebe831ebebaa79c23dd064f9e
1,370,805,367
35.400942
-99.743184
0
1,265,825
2020-06-09 19:16:11
502,038,091,380
fraud_Connelly-Carter
home
91.11
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
08eda8a49b92d5db882646b99d395ab1
1,370,805,371
37.462004
-93.298102
0
1,265,826
2020-06-09 19:16:45
630,451,534,402
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
7.52
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
995f4263742334433002e24fa8019712
1,370,805,405
46.117558
-87.246112
0
1,265,827
2020-06-09 19:17:17
6,593,939,509,150,446
fraud_Witting, Beer and Ernser
home
47.88
Margaret
Ward
F
244 Jeffery Rapids
Azusa
CA
91,702
34.1248
-117.9031
59,705
Civil Service fast streamer
1983-06-23
19d264326f7cb557ebf9c4b9cb138e87
1,370,805,437
34.670298
-118.37722
0
1,265,828
2020-06-09 19:17:19
4,427,805,710,168
fraud_Barrows PLC
shopping_pos
4.92
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
eab56a886911e5936122f06d5a6c88b3
1,370,805,439
33.72941
-105.303705
0
1,265,829
2020-06-09 19:17:30
4,745,996,322,265
fraud_Kilback LLC
food_dining
6.8
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
04a42986b159ad4463f633bce54fb6c2
1,370,805,450
41.503807
-86.676264
0
1,265,830
2020-06-09 19:17:36
375,848,982,312,810
fraud_Champlin-Casper
home
15.77
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
24696532caf91b0421109248cf6ce056
1,370,805,456
31.271067
-98.523668
0
1,265,831
2020-06-09 19:18:37
571,365,235,126
fraud_Heaney-Marquardt
entertainment
96.25
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
8bd23d6dec443e0c4fc76373d2b0a263
1,370,805,517
44.78618
-85.467356
0
1,265,832
2020-06-09 19:18:57
180,042,946,491,150
fraud_Kling-Ernser
entertainment
67.73
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
096aa786cbad85a2a3501f0655a20cf8
1,370,805,537
28.750411
-82.947545
0
1,265,833
2020-06-09 19:18:58
4,536,996,888,716,062,000
fraud_Schiller Ltd
personal_care
15.59
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
5705fa65bb39f58b89d4d639cfa88e46
1,370,805,538
35.747786
-106.353248
0
1,265,834
2020-06-09 19:19:00
6,011,109,736,646,996
fraud_Conroy Ltd
shopping_pos
63.65
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
7bb0719886f411666464eb101020ab71
1,370,805,540
34.472709
-77.020056
0
1,265,835
2020-06-09 19:19:26
6,506,116,513,503,136
fraud_Runolfsdottir, Mueller and Hand
entertainment
130.97
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
b03830f4a095386c295fbb40c032ac69
1,370,805,566
32.553385
-94.994823
0
1,265,836
2020-06-09 19:20:00
6,526,955,903,501,879
fraud_O'Connell-Ullrich
home
64.42
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
fc16cb70f43872763ccb677d3694a3b0
1,370,805,600
26.780976
-80.651009
0
1,265,837
2020-06-09 19:20:12
3,598,215,285,024,754
fraud_Moore, Williamson and Emmerich
home
78.2
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
5b07dbbdf7983e6657ee6ba046a0f4ad
1,370,805,612
40.740754
-73.904923
0
1,265,838
2020-06-09 19:20:14
4,646,845,581,490,336,000
fraud_Labadie, Treutel and Bode
shopping_net
4.54
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
0dace6d8d24cf0fecb2b932805003fc2
1,370,805,614
40.494921
-72.156427
0
1,265,839
2020-06-09 19:20:26
4,769,426,683,924,059,000
fraud_Veum-Koelpin
travel
1.84
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
14db3fcf6e6de51e438e06475ba528ee
1,370,805,626
41.223371
-77.746543
0
1,265,840
2020-06-09 19:20:38
30,561,214,688,470
fraud_Goyette, Howell and Collier
shopping_pos
5.13
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
a42501131aa1fbf13eb4fefc47839e47
1,370,805,638
41.044996
-76.02815
0
1,265,841
2020-06-09 19:20:42
4,452,366,298,769,043
fraud_Waters-Cruickshank
health_fitness
15.28
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
f7e61e1a72fc33a76dc80d6eec5d034b
1,370,805,642
31.927933
-96.279514
0
1,265,842
2020-06-09 19:20:42
3,586,008,444,788,268
fraud_Langworth LLC
personal_care
40.21
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
2dfae89463f975eb1741c383cb78d375
1,370,805,642
46.653212
-122.361522
0
1,265,843
2020-06-09 19:20:48
2,291,163,933,867,244
fraud_Metz, Russel and Metz
kids_pets
86.1
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
688a47fde5d9610812ae46d1ec084f12
1,370,805,648
34.702737
-79.960609
0
1,265,844
2020-06-09 19:21:31
5,456,776,410,929,288
fraud_Frami Group
entertainment
19.71
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
16a16e923b5b7ab7468fe89cec140c80
1,370,805,691
40.256102
-80.766718
0
1,265,845
2020-06-09 19:21:40
371,226,440,126,102
fraud_Nader-Maggio
personal_care
24.53
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
cf24194b8f1778cc9e4763630b8fa088
1,370,805,700
38.677979
-88.746665
0
1,265,846
2020-06-09 19:22:23
6,011,652,924,285,713
fraud_Medhurst, Cartwright and Ebert
personal_care
66.48
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
ef9ec884c6fd7078b6a0fc85ad5838df
1,370,805,743
37.856547
-92.3957
0
1,265,847
2020-06-09 19:22:51
4,956,828,990,005,111,000
fraud_Schaefer Ltd
kids_pets
146.04
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
3ef90270afce3e157069ec7a66d02c40
1,370,805,771
40.008614
-74.894972
0
1,265,848
2020-06-09 19:23:33
377,895,991,033,232
fraud_Jerde-Hermann
travel
5.62
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
d7455b019869845dfedcdd4f98eaf155
1,370,805,813
42.10094
-71.94121
0
1,265,849
2020-06-09 19:24:12
4,451,438,912,406,400
fraud_Kerluke PLC
misc_net
277.1
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
af9d641125e794014af97be0d0aaa0d4
1,370,805,852
33.863027
-93.497084
0
1,265,850
2020-06-09 19:24:15
4,451,438,912,406,400
fraud_Bernier, Volkman and Hoeger
misc_net
35.99
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
adbd28117ce88023e388af2901235aef
1,370,805,855
33.834679
-93.20954
0
1,265,851
2020-06-09 19:24:24
30,131,826,429,364
fraud_Kihn, Brakus and Goyette
personal_care
56.01
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
71e60cca2925633dfe49cefc2a382490
1,370,805,864
36.590517
-85.10741
0
1,265,852
2020-06-09 19:24:38
5,359,543,825,610,251
fraud_Reichert, Huels and Hoppe
shopping_net
4.98
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
28c9332ce3fe1a479d14bf89d33ab7fd
1,370,805,878
45.373637
-111.466118
0
1,265,853
2020-06-09 19:25:21
4,377,338,765,909,719
fraud_Friesen Inc
shopping_pos
7.83
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
552d5dc75b81fc1a0d41b06b4b8de282
1,370,805,921
35.138962
-83.088602
0
1,265,854
2020-06-09 19:26:18
501,899,453,424
fraud_Kilback LLC
food_dining
19.12
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
bf9655ac9b78390212c33ad4354cb036
1,370,805,978
33.793066
-86.731836
0
1,265,855
2020-06-09 19:27:08
30,199,621,383,748
fraud_Kerluke-Abshire
shopping_net
39.64
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
121e50c6a8f34f45b2328a0403c62983
1,370,806,028
34.005194
-96.172802
0
1,265,856
2020-06-09 19:27:14
4,294,040,533,480,516
fraud_Jakubowski Inc
home
252.58
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
8f2972d27f480b010aba4426f0af510d
1,370,806,034
33.678878
-80.830006
0
1,265,857
2020-06-09 19:27:18
4,497,451,418,073,897,000
fraud_Adams-Barrows
health_fitness
149.99
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
e3e0dfe8ec62054023b42df401719958
1,370,806,038
33.494819
-92.530892
0
1,265,858
2020-06-09 19:27:50
4,189,814,094,741
fraud_Johns-Hoeger
entertainment
43.93
Jason
Farmer
M
33165 Larry Walks Suite 960
Ragland
AL
35,131
33.7367
-86.1619
4,159
Educational psychologist
1998-02-03
e2692adb6e7ead8d8fdb5a9069443bf7
1,370,806,070
33.054027
-86.109482
0
1,265,859
2020-06-09 19:28:13
4,634,955,908,138,648
fraud_Kirlin and Sons
personal_care
7.6
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
6ceae301a6ec7d5ef5c5fe7a1ff1b657
1,370,806,093
42.428304
-95.767086
0
1,265,860
2020-06-09 19:28:17
4,189,814,094,741
fraud_Ruecker Group
misc_net
7.89
Jason
Farmer
M
33165 Larry Walks Suite 960
Ragland
AL
35,131
33.7367
-86.1619
4,159
Educational psychologist
1998-02-03
facaf59694c5a57fc478d478bd7900c5
1,370,806,097
34.023293
-86.340183
0
1,265,861
2020-06-09 19:28:19
3,587,960,728,692,500
fraud_Will Ltd
food_dining
1.71
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
ef748184df189c2c57533e3c81f782f5
1,370,806,099
42.623792
-94.663528
0
1,265,862
2020-06-09 19:29:02
630,423,337,322
fraud_Dare-Gibson
health_fitness
26.63
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
17aa37e3cd047664634b303637590518
1,370,806,142
49.84212
-117.756521
0
1,265,863
2020-06-09 19:29:07
2,283,743,876,903,625
fraud_Kihn, Abernathy and Douglas
shopping_net
5.42
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
4e9912ddc56a789d40a71e00d66dc156
1,370,806,147
34.478202
-85.097265
0
1,265,864
2020-06-09 19:29:18
2,242,542,703,101,233
fraud_Dickinson Ltd
personal_care
38.89
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
ed793b2c490029a090ab3bed6bed8628
1,370,806,158
38.347287
-84.639498
0
1,265,865
2020-06-09 19:30:03
3,529,597,810,116,815
fraud_Torp-Lemke
misc_pos
5.66
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
716ab5f5b17f703862958ec4db213331
1,370,806,203
40.041414
-77.662616
0
1,265,866
2020-06-09 19:30:51
213,195,754,007,681
fraud_Crist, Jakubowski and Littel
home
31.19
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
133cce275e84a9f7bf4d8f65e715bc3a
1,370,806,251
40.813844
-92.888195
0
1,265,867
2020-06-09 19:31:46
342,952,484,382,519
fraud_Wilkinson LLC
personal_care
47.86
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
50bf3b9cfc71a1a72fde9ac5e4c5f284
1,370,806,306
42.064679
-73.499448
0
1,265,868
2020-06-09 19:31:53
38,199,021,865,320
fraud_Bogisich-Weimann
kids_pets
46.59
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
069081a7fc82c923c11b02fc56a42db5
1,370,806,313
42.904934
-71.554171
0
1,265,869
2020-06-09 19:32:03
4,364,010,865,167,176
fraud_Schuppe, Nolan and Hoeger
shopping_pos
6.81
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
25de662a14d70c24478ddd15586ffc33
1,370,806,323
38.765312
-119.117272
0
1,265,870
2020-06-09 19:32:10
372,246,459,334,925
fraud_Reichel Inc
entertainment
22.17
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
0bf5420c3d5f88948d81b6309f3db9a1
1,370,806,330
43.658144
-104.489096
0
1,265,871
2020-06-09 19:32:33
584,673,555,952
fraud_Connelly-Carter
home
46.26
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
f64443f92cf71c0bdf953f6449c353d6
1,370,806,353
47.630059
-101.392488
0
1,265,872
2020-06-09 19:32:41
30,518,206,766,474
fraud_O'Reilly, Mohr and Purdy
home
126.18
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
b7a94c9032f89b55ae3f5e7289e8a1cf
1,370,806,361
37.65294
-90.250596
0
1,265,873
2020-06-09 19:33:16
4,079,773,899,158
fraud_Connelly PLC
food_dining
60.15
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
d46a465b61d68280147fb6f86bdf0b7c
1,370,806,396
44.161154
-116.659704
0
1,265,874
2020-06-09 19:33:29
343,472,729,187,663
fraud_Bogisich-Weimann
kids_pets
23.1
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
69b3cf93e6bffc5a9759fe8cd5cc0d8d
1,370,806,409
43.194571
-70.298904
0
1,265,875
2020-06-09 19:33:36
30,344,654,314,976
fraud_Schmeler-Howe
personal_care
61.96
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
d09339a3e2fdb0e8aa2d35fc38fb4d57
1,370,806,416
39.648212
-120.29414
0
1,265,876
2020-06-09 19:33:42
6,011,893,664,860,915
fraud_Haag-Blanda
food_dining
38.3
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
c47d04555086f9da749bbb8be7741df8
1,370,806,422
38.734362
-104.438588
0
1,265,877
2020-06-09 19:34:04
4,658,490,815,480,264
fraud_Beier LLC
entertainment
65.17
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
04b0bc6d62290e77f1f265dcb93d5ab6
1,370,806,444
39.012607
-80.598459
0
1,265,878
2020-06-09 19:34:36
36,722,699,017,270
fraud_Schuppe-Schuppe
food_dining
85
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
6a2131ebe55eff7528d9782118137a8b
1,370,806,476
33.825425
-110.810055
0
1,265,879
2020-06-09 19:34:44
180,014,262,259,255
fraud_Sporer-Keebler
personal_care
25.32
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
c54a85b14d48c2d2fd8b54b0a2a17f19
1,370,806,484
30.592178
-86.182923
0
1,265,880
2020-06-09 19:35:09
30,235,438,713,303
fraud_Beier and Sons
home
31.76
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
d27064de1f532045265d11d4da0c6907
1,370,806,509
38.738929
-82.10858
0
1,265,881
2020-06-09 19:35:20
2,233,882,705,243,596
fraud_Koss, Hansen and Lueilwitz
home
10.43
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
4d18b477b03255f072ed3da0cf4d863c
1,370,806,520
33.086572
-89.756342
0
1,265,882
2020-06-09 19:35:26
3,576,021,480,694,169
fraud_McDermott-Rice
misc_pos
110.26
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
7b68fd401ca453fc8401a1aa3079a79b
1,370,806,526
39.349556
-95.851462
0
1,265,883
2020-06-09 19:36:06
3,512,365,128,314,616
fraud_Friesen Inc
shopping_pos
496.93
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
422785d5cbda4c69557219b23885e72e
1,370,806,566
38.336899
-90.406166
0
1,265,884
2020-06-09 19:36:14
340,953,839,692,349
fraud_Schiller, Blanda and Johnson
home
25.68
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
f23b0a672b4dc63df058f17ff30f81f4
1,370,806,574
42.069276
-82.212913
0
1,265,885
2020-06-09 19:36:31
213,148,039,875,802
fraud_Monahan-Morar
personal_care
42.97
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
7f766f51ab11e0775cc86dfbcdb61c77
1,370,806,591
28.203459
-81.574993
0
1,265,886
2020-06-09 19:37:28
3,587,960,728,692,500
fraud_Wilkinson Ltd
entertainment
71.59
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
7bc7868665867e97cb6c679d842ffd6c
1,370,806,648
43.090444
-95.675124
0
1,265,887
2020-06-09 19:37:44
180,036,456,789,979
fraud_Powlowski-Weimann
food_dining
114.47
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
d71d6677b9875df98c96d289cb33090c
1,370,806,664
43.646792
-90.078221
0
1,265,888
2020-06-09 19:37:48
4,681,699,462,969
fraud_Block Group
misc_pos
1.67
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
cf7621affd566b3e18c00475ffd1efe9
1,370,806,668
36.719522
-85.576789
0
1,265,889
2020-06-09 19:37:55
5,289,285,402,893,489
fraud_Roberts-Beahan
misc_pos
314.83
Amanda
Adams
F
08580 Jeremy Falls
Bay City
OR
97,107
45.5197
-123.8761
1,530
Colour technologist
1986-11-24
649c2770fd04b7a0e8d5e0d716855ab7
1,370,806,675
44.900075
-124.77212
0
1,265,890
2020-06-09 19:37:58
30,561,214,688,470
fraud_Romaguera, Wehner and Tromp
kids_pets
24.94
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
29cfd869a06e15b35d4792d9d442399c
1,370,806,678
41.158057
-75.637458
0
1,265,891
2020-06-09 19:38:01
4,642,255,475,285,942
fraud_Pouros, Walker and Spencer
kids_pets
26.21
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
2b0bade684cb25511a0c03df7b818369
1,370,806,681
38.189916
-108.722612
0
1,265,892
2020-06-09 19:38:37
343,472,729,187,663
fraud_Shields-Wunsch
health_fitness
8.81
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
55dddff58107aeed877fa71db6655a29
1,370,806,717
44.500407
-70.771243
0
1,265,893
2020-06-09 19:39:05
630,423,337,322
fraud_Bauch-Blanda
entertainment
58.58
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
eb4a5d7f9550bae7067e07aebe4370d4
1,370,806,745
49.771245
-117.567608
0
1,265,894
2020-06-09 19:39:22
4,951,647,200,979,051
fraud_Mosciski, Ziemann and Farrell
shopping_net
3.96
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
50ddabf4dde2c42cb14ca3fce5e4b340
1,370,806,762
38.874079
-89.601353
0
1,265,895
2020-06-09 19:40:00
4,797,297,220,948,469,000
fraud_Jast-McDermott
shopping_pos
1.89
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
5c5d223c0afda4a2277c1b17875c594d
1,370,806,800
38.666239
-86.974004
0
1,265,896
2020-06-09 19:40:08
2,720,433,095,629,877
fraud_Bashirian Group
shopping_net
7.18
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
e98e88ff3711bfcc9c7288c91136581e
1,370,806,808
43.686535
-70.286774
0
1,265,897
2020-06-09 19:40:23
378,006,354,724,784
fraud_Shanahan-Lehner
personal_care
72.09
Christopher
Matthews
M
433 John Heights Apt. 849
Etlan
VA
22,719
38.5095
-78.2638
395
Senior tax professional/tax inspector
1982-01-07
23cbac118fdbf0f63c40c917e1da0371
1,370,806,823
39.209838
-78.662609
0
1,265,898
2020-06-09 19:40:26
6,011,492,816,282,597
fraud_Flatley Group
misc_pos
9.91
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
9f38c1e3eed9dc3a31fc08aa24d34cb1
1,370,806,826
33.858422
-91.777812
0
1,265,899
2020-06-09 19:41:35
5,104,807,169,438,134
fraud_Volkman-Predovic
shopping_net
3.79
Regina
Johnston
F
641 Steven Mall Apt. 299
Westhampton Beach
NY
11,978
40.8295
-72.6473
3,255
Financial trader
1978-07-08
f82e484d8ebf4ed69caee4e6c2e7e786
1,370,806,895
40.757706
-73.494739
0