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
13,200
2020-06-25 16:49:54
3,589,255,887,819,806
fraud_Ziemann-Waters
health_fitness
14.66
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
f7a4e721fac8c36af1a0400088d805aa
1,372,178,994
39.476453
-78.018359
0
13,201
2020-06-25 16:50:10
4,862,293,128,558
fraud_Reinger, Weissnat and Strosin
food_dining
9.53
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
20a2b784d0151c10cd9cb022706f2130
1,372,179,010
40.747602
-78.874245
0
13,202
2020-06-25 16:50:38
4,265,776,278,887,457
fraud_Gottlieb-Hansen
personal_care
151.32
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
5ed790d1a76dfadc27aefd5832b970fd
1,372,179,038
35.449206
-91.458466
0
13,203
2020-06-25 16:51:06
676,102,124,465
fraud_Yost, Schamberger and Windler
kids_pets
188.28
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
b7d518bddc76f1f4ef5a3f3501ca2519
1,372,179,066
39.010088
-122.929682
0
13,204
2020-06-25 16:51:17
30,175,986,190,993
fraud_Schumm, McLaughlin and Carter
food_dining
160.77
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
73c148454c1a9edbe94c9f94d7ab8a0f
1,372,179,077
47.339697
-95.018265
0
13,205
2020-06-25 16:51:32
3,531,129,874,770,000
fraud_Macejkovic-Lesch
shopping_pos
119.58
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
55c07f7a73586c50c9ea09f448429019
1,372,179,092
43.063916
-73.52038
0
13,206
2020-06-25 16:52:15
503,848,303,379
fraud_Kris-Padberg
shopping_pos
6.42
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
244171fe6e1d2aa938fa88dfb698412b
1,372,179,135
27.214226
-81.533077
0
13,207
2020-06-25 16:53:18
3,558,881,852,140,592
fraud_Schiller Ltd
personal_care
162.34
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
1a6d8d4efb4c630ca8e75a5c568ceab7
1,372,179,198
36.068621
-112.112345
0
13,208
2020-06-25 16:54:45
30,487,648,872,433
fraud_Hoppe-Parisian
kids_pets
8.97
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
75c8d862a6e8e482e560f3a66ac03e13
1,372,179,285
37.290358
-86.209476
0
13,209
2020-06-25 16:54:46
6,011,109,736,646,996
fraud_Reichel Inc
entertainment
152.85
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
c4b3d813731b595c28765946434a839d
1,372,179,286
33.699253
-78.651909
0
13,210
2020-06-25 16:55:39
2,297,447,006,766,555
fraud_Hills-Boyer
personal_care
3.68
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
679540de63d4b0422876d268caac97c4
1,372,179,339
39.744461
-88.155299
0
13,211
2020-06-25 16:55:59
30,364,087,349,027
fraud_Reichert, Huels and Hoppe
shopping_net
6.15
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
836aed61d5e7e064cc7e6a6a733c51c1
1,372,179,359
35.848988
-95.841188
0
13,212
2020-06-25 16:56:45
4,198,470,814,557
fraud_Reichert, Huels and Hoppe
shopping_net
5.5
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
bce0a60d4dbbcb4a122f6f3ccf80a1e8
1,372,179,405
40.718086
-95.715484
0
13,213
2020-06-25 16:57:00
180,017,442,990,269
fraud_Lynch-Mohr
travel
3.95
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
016c4746b56e823a9a5277705634e3a0
1,372,179,420
43.510499
-72.893649
0
13,214
2020-06-25 16:57:12
343,819,048,608,995
fraud_Kutch-Wilderman
home
42.56
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
bff9925f4178ddec62027ac7e449642e
1,372,179,432
41.46803
-93.394965
0
13,215
2020-06-25 16:58:12
4,561,368,699,336,875
fraud_Hilpert-Conroy
kids_pets
1.2
Pamela
Lewis
F
653 Jessica Extension Apt. 668
Clifton
SC
29,324
34.9906
-81.8327
167
Museum/gallery conservator
1988-11-01
c96e25c75f0d318583d485e5b0860f88
1,372,179,492
35.035527
-80.904477
0
13,216
2020-06-25 17:01:17
4,446,368,897,795,790
fraud_Gulgowski LLC
home
96.09
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
ae2dbffc2b1b0b712513f45baf0b38cf
1,372,179,677
38.246358
-74.542361
0
13,217
2020-06-25 17:01:49
3,577,578,023,716,568
fraud_O'Hara-Wilderman
food_dining
1.22
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
c1b988e6ec547029a0c707caa5ae99c8
1,372,179,709
41.052091
-80.141973
0
13,218
2020-06-25 17:01:52
38,947,654,498,698
fraud_Johnston-Casper
travel
8.74
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
bdbfebae1261b9977b8aa8cece141602
1,372,179,712
39.99503
-83.341494
0
13,219
2020-06-25 17:01:57
4,610,064,888,664,703
fraud_Hayes, Marquardt and Dibbert
misc_net
166.19
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
742d0482021bcf5ac072f7e6ed65da93
1,372,179,717
42.389921
-74.525584
0
13,220
2020-06-25 17:02:53
4,792,627,764,422,478,000
fraud_Daugherty LLC
kids_pets
309.51
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
8b8f3b49e7b6cfb9e89b3f8a1a6d9878
1,372,179,773
39.064814
-95.744137
0
13,221
2020-06-25 17:04:28
4,379,260,813,815,979,500
fraud_Quitzon, Green and Bashirian
shopping_pos
5.48
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
3c723798ecff6942a191c1df870c6e64
1,372,179,868
38.698222
-121.390573
0
13,222
2020-06-25 17:04:36
4,116,554,952,971,686
fraud_Gaylord-Powlowski
home
26.75
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
6094df053b00c7593534a5ab586bbe39
1,372,179,876
26.519063
-79.453853
0
13,223
2020-06-25 17:04:41
4,430,881,574,719,618
fraud_Langworth LLC
personal_care
66.41
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
4022ce2c12047de978fc0ac0b1e9b43d
1,372,179,881
39.924893
-106.076892
0
13,224
2020-06-25 17:05:57
4,836,998,673,805,450
fraud_Sawayn PLC
shopping_pos
5.9
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
9f7d17efa2c5ff896f6d1762611d6644
1,372,179,957
46.376838
-87.153025
0
13,225
2020-06-25 17:06:27
36,078,114,201,167
fraud_Kihn, Brakus and Goyette
personal_care
19.07
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
ba5d0745addfee3d37635b130a19686a
1,372,179,987
38.015684
-83.685909
0
13,226
2020-06-25 17:06:45
30,135,235,368,675
fraud_Kuhn LLC
shopping_pos
2.96
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
f3e0bc35625c64d978d2ee7e663305a1
1,372,180,005
39.099202
-95.077132
0
13,227
2020-06-25 17:06:49
213,120,463,918,358
fraud_Little-Gleichner
travel
4.68
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
116b677ff8879061b3096670e39a6b1b
1,372,180,009
32.974601
-92.844457
0
13,228
2020-06-25 17:06:54
4,683,520,018,489,354
fraud_Ullrich Ltd
kids_pets
83.83
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
aefad84150e4a604f1deb026804f95c8
1,372,180,014
33.037733
-119.193489
0
13,229
2020-06-25 17:07:02
213,178,850,083,780
fraud_Gerhold LLC
home
80.69
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
cbfffb3b9ff85d849ee9117969eb360c
1,372,180,022
46.487863
-118.384257
0
13,230
2020-06-25 17:07:04
377,234,009,633,447
fraud_Leffler-Goldner
personal_care
6.38
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
a92aa222c33ee6aea382bc7d2dfe8d70
1,372,180,024
40.273793
-77.498725
0
13,231
2020-06-25 17:07:08
4,634,955,908,138,648
fraud_Schmeler, Bashirian and Price
shopping_net
9.1
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
615beb20f7b7f2124a5e88e155f017ce
1,372,180,028
42.53985
-96.375037
0
13,232
2020-06-25 17:07:34
30,199,621,383,748
fraud_Zulauf LLC
personal_care
58.19
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
0a282724beb8bdfa517eab7f208f0eb4
1,372,180,054
32.603918
-95.541252
0
13,233
2020-06-25 17:08:38
4,841,313,716,651,064
fraud_Spencer PLC
entertainment
73.59
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
37a479d3990969f4e0a3ca708585bb02
1,372,180,118
43.996672
-71.785883
0
13,234
2020-06-25 17:09:31
630,423,337,322
fraud_Carroll PLC
health_fitness
61.38
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
60328ef39816ad0c8615f6702fde67e2
1,372,180,171
48.563362
-117.226297
0
13,235
2020-06-25 17:09:47
630,451,534,402
fraud_Heller PLC
health_fitness
76.38
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
0505a3573601d90875eab8b6d8684b3a
1,372,180,187
46.140645
-87.363475
0
13,236
2020-06-25 17:09:57
5,456,776,410,929,288
fraud_Frami Group
entertainment
51.01
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
2c1c88b97edb1bb08a6316b4d6ec4182
1,372,180,197
40.968412
-78.957181
0
13,237
2020-06-25 17:10:20
3,553,629,419,254,918
fraud_Dare-Marvin
entertainment
31.98
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
f49cde19857621f0a22d209604647675
1,372,180,220
48.194804
-122.550309
0
13,238
2020-06-25 17:11:54
4,658,117,080,136
fraud_Leannon-Ward
food_dining
9.25
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
bbe38d24345e2b7fb0f4b0fbf441d063
1,372,180,314
35.440716
-108.050044
0
13,239
2020-06-25 17:12:20
4,277,232,699,798,846
fraud_Shanahan-Lehner
personal_care
8.62
Jennifer
Vance
F
13299 Patrick Terrace
Rhame
ND
58,651
46.1664
-103.7079
475
Illustrator
1955-11-10
77a084e7447b2a849a490496b86b673d
1,372,180,340
45.873975
-103.429856
0
13,240
2020-06-25 17:13:17
3,566,875,419,572,867
fraud_Moore, Williamson and Emmerich
home
90.58
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
e435d0b09e67801a038c383a7c4b9f09
1,372,180,397
43.671673
-72.347843
0
13,241
2020-06-25 17:13:54
180,067,151,859,700
fraud_Okuneva, Schneider and Rau
shopping_pos
16.34
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
21dad0073e8c909c3463d93015ec5b12
1,372,180,434
40.710506
-88.86771
0
13,242
2020-06-25 17:14:55
4,788,103,653,396
fraud_Hintz, Bauch and Smith
health_fitness
8.74
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
753bdd3448f8aa38a42a948118ac7191
1,372,180,495
38.98204
-85.01555
0
13,243
2020-06-25 17:15:09
180,031,190,491,743
fraud_Weimann, Kuhic and Beahan
shopping_pos
74.94
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
c58a6e3ea0326eb0892faeedde60b96f
1,372,180,509
31.399393
-88.757835
0
13,244
2020-06-25 17:16:05
3,589,289,942,931,264
fraud_Kling, Howe and Schneider
home
350.28
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
a6c8a404f31652451b36141fc57681d9
1,372,180,565
43.022837
-97.14985
0
13,245
2020-06-25 17:16:08
2,286,236,465,059,468
fraud_Bahringer, Bergnaum and Quitzon
home
105.91
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
5c94ab340e7f655372905dc81639dde3
1,372,180,568
37.615493
-94.026624
0
13,246
2020-06-25 17:16:20
2,703,186,189,652,095
fraud_Weimann, Kuhic and Beahan
shopping_pos
144.04
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
d521a3a6d81870c07fa8163f3490e69d
1,372,180,580
35.54913
-80.32344
0
13,247
2020-06-25 17:18:02
4,610,064,888,664,703
fraud_Armstrong, Walter and Gottlieb
food_dining
14.27
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
de179fa366f78e2d478dabf18e44b001
1,372,180,682
43.236425
-76.014921
0
13,248
2020-06-25 17:18:11
3,533,742,182,628,021
fraud_Berge-Hills
kids_pets
87.3
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
03e32b7aa1c34b9c425238624c1200f6
1,372,180,691
33.094492
-80.180975
0
13,249
2020-06-25 17:18:27
4,952,583,804,639,909
fraud_Lowe, Dietrich and Erdman
kids_pets
57.55
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
4975e7eb8369f1027dc918b2c72e7742
1,372,180,707
40.777881
-80.388471
0
13,250
2020-06-25 17:18:28
213,173,753,804,333
fraud_Brown Inc
kids_pets
95.71
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
57810b99a5cf5c223789897c23b7c488
1,372,180,708
41.209417
-87.281487
0
13,251
2020-06-25 17:18:41
6,011,681,934,117,244
fraud_Altenwerth-Kilback
home
4.59
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
3c28239d2e09b65076875cd01620253e
1,372,180,721
35.415751
-86.467879
0
13,252
2020-06-25 17:18:47
503,874,407,318
fraud_Bode-Rempel
kids_pets
19
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
f131167175c31f17f2115a67ce922bae
1,372,180,727
29.038436
-99.253511
0
13,253
2020-06-25 17:19:10
2,720,830,304,681,674
fraud_Waelchi Inc
kids_pets
89.35
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
2dd2a6e857f264a4bfce59a6e245e584
1,372,180,750
37.437707
-86.363051
0
13,254
2020-06-25 17:19:28
30,270,432,095,985
fraud_Quitzon, Green and Bashirian
shopping_pos
4.56
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
43d51ad3662a1c9233068de184746ca1
1,372,180,768
41.159657
-91.208637
0
13,255
2020-06-25 17:19:42
3,540,017,235,499,519
fraud_Howe PLC
entertainment
79.56
Lawrence
Frost
M
82448 Tucker Cliff
Kittery Point
ME
3,905
43.0976
-70.7121
1,780
Broadcast engineer
1983-01-21
8f817b1af533e55f7734d4453131cf3d
1,372,180,782
43.33658
-70.574048
0
13,256
2020-06-25 17:20:16
4,761,403,817,546,679,000
fraud_Lang, Towne and Schuppe
kids_pets
92.3
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
f3911b07ee5e0a68483aedf1fe953b0c
1,372,180,816
36.478921
-92.277052
0
13,257
2020-06-25 17:20:26
343,746,486,082,492
fraud_Dickinson Ltd
misc_pos
24.99
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
4a8221961cefb4b21401bf6f1e25cb4a
1,372,180,826
45.354432
-85.782788
0
13,258
2020-06-25 17:21:14
3,587,960,728,692,500
fraud_Erdman-Ebert
personal_care
30.18
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
80a8908801b3c88478238ca61777045d
1,372,180,874
43.290311
-96.008684
0
13,259
2020-06-25 17:21:29
4,681,699,462,969
fraud_Dietrich-Fadel
health_fitness
156.05
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
deec14c8e83ffad2221ae419aadf17e9
1,372,180,889
35.771907
-86.481327
0
13,260
2020-06-25 17:23:43
4,170,689,372,027,579
fraud_Nienow, Ankunding and Collier
misc_pos
7.78
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
54189c4b8402c9fd6945349844a88060
1,372,181,023
36.051852
-96.64387
0
13,261
2020-06-25 17:23:58
4,467,456,915,153,312,300
fraud_McDermott, Osinski and Morar
home
17.55
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
f860b06b578aeffdcaac7e6e74586be6
1,372,181,038
27.087496
-82.770006
0
13,262
2020-06-25 17:24:35
3,583,293,909,206,278
fraud_Bernier and Sons
kids_pets
36.77
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
e2d945838ebc2c598464bccade8553b0
1,372,181,075
34.172031
-106.388907
0
13,263
2020-06-25 17:24:38
3,504,178,999,463,051
fraud_Dare-Gibson
health_fitness
139.1
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
b6757e28fa9ef8c5b7ca7ea490c46bd3
1,372,181,078
41.618523
-83.148746
0
13,264
2020-06-25 17:25:31
2,576,709,887,791,552
fraud_Brown, Homenick and Lesch
health_fitness
50.64
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
968c2bc7b6ded7564b1378843332cfaa
1,372,181,131
32.906696
-116.494993
0
13,265
2020-06-25 17:26:32
6,011,104,316,292,105
fraud_Volkman PLC
food_dining
7.29
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
575cde6f6f9700c0056f2ef715af25eb
1,372,181,192
36.715082
-79.099905
0
13,266
2020-06-25 17:26:38
180,048,185,037,117
fraud_Rau-Grant
kids_pets
34.69
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
0dd3f169ba50af7d13ac1a30264d121e
1,372,181,198
39.987927
-73.598284
0
13,267
2020-06-25 17:29:46
3,568,255,211,412,877
fraud_Connelly-Carter
home
77.11
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
2b4486dbdfe8860a13afeafbb3ec9d4c
1,372,181,386
41.984258
-85.425403
0
13,268
2020-06-25 17:29:52
4,400,011,257,587,662,000
fraud_Kerluke-Abshire
shopping_net
7.58
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
542ded508539b4787b5832b6fe27051f
1,372,181,392
41.610705
-98.261364
0
13,269
2020-06-25 17:30:23
4,538,566,639,857
fraud_Nolan-Williamson
kids_pets
9.13
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
c905f5f434e8d481a2572b500791e5ae
1,372,181,423
41.146005
-74.845774
0
13,270
2020-06-25 17:30:31
4,260,059,589,824,237
fraud_Bartoletti and Sons
personal_care
2.06
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
90ee7ce140b21de428e2d12e5f6fdd38
1,372,181,431
42.394522
-100.779442
0
13,271
2020-06-25 17:31:16
630,441,765,090
fraud_Berge-Hills
kids_pets
167.25
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
ca893e3fdcb060d5e578132a324b39d3
1,372,181,476
32.556547
-98.399172
0
13,272
2020-06-25 17:32:57
3,564,182,536,169,293
fraud_Padberg-Rogahn
entertainment
164.46
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
fe28047bb8d1d45c6bf87dbf96f5297e
1,372,181,577
39.396968
-82.674618
0
13,273
2020-06-25 17:33:39
6,011,148,190,095,209
fraud_Hyatt, Russel and Gleichner
health_fitness
12.59
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
003784d9e15ac07eebddf9140becb400
1,372,181,619
37.719662
-121.493252
0
13,274
2020-06-25 17:34:52
2,233,882,705,243,596
fraud_Lubowitz, Terry and Stracke
personal_care
1.81
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
b7d244a9572a902a2616efbbcc1639b0
1,372,181,692
33.955488
-88.371367
0
13,275
2020-06-25 17:35:27
501,802,953,619
fraud_Lakin, Ferry and Beatty
food_dining
72.28
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
28056b4dbf9b8512e43f9cda9a0b659b
1,372,181,727
41.163857
-123.291158
0
13,276
2020-06-25 17:35:50
3,577,794,103,155,425
fraud_Hermann and Sons
shopping_pos
3.49
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
99a39c484edff2732c2281eb511eea66
1,372,181,750
48.081495
-97.447336
0
13,277
2020-06-25 17:36:31
30,197,398,657,930
fraud_Botsford and Sons
home
11.89
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
358c32509e0891edfd826def9d393331
1,372,181,791
35.814599
-79.384556
0
13,278
2020-06-25 17:36:50
4,502,539,526,809,430,000
fraud_Schimmel-Olson
kids_pets
91.18
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
27488f46e54b48493f8bed23717e3ea5
1,372,181,810
36.651595
-91.21412
0
13,279
2020-06-25 17:37:18
3,576,021,480,694,169
fraud_Hoppe-Parisian
kids_pets
128.04
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
9d330f75cb84910fd57e0293caedc995
1,372,181,838
39.026748
-96.617162
0
13,280
2020-06-25 17:37:18
3,586,008,444,788,268
fraud_Watsica, Haag and Considine
shopping_pos
73.11
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
c5556314af9b4f89af62229b894f6d32
1,372,181,838
47.715423
-123.009523
0
13,281
2020-06-25 17:37:30
4,155,021,259,183,870
fraud_Reilly LLC
home
27.32
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
4bce9455950a6f8fd5dbac04d44cd94c
1,372,181,850
34.600622
-99.492145
0
13,282
2020-06-25 17:37:38
180,036,456,789,979
fraud_Waters-Cruickshank
health_fitness
8.05
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
41bbf309d3491ada911b4da4b26050e9
1,372,181,858
42.27677
-90.486104
0
13,283
2020-06-25 17:37:41
6,011,893,664,860,915
fraud_Roberts, Ryan and Smith
personal_care
67.18
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
bca5bd564a606172f134df6ff992ba69
1,372,181,861
40.298914
-104.347375
0
13,284
2020-06-25 17:38:10
30,044,330,818,990
fraud_Beier LLC
entertainment
158.13
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
8d5a9f389478a5a343fd4a497a992e76
1,372,181,890
25.819949
-80.897035
0
13,285
2020-06-25 17:38:31
3,583,793,405,872,580
fraud_Gutmann, McLaughlin and Wiza
home
23.14
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
d41985111a246df17e16908fc6dc87a4
1,372,181,911
34.148459
-99.924182
0
13,286
2020-06-25 17:38:34
4,634,955,908,138,648
fraud_Cummerata-Hilpert
entertainment
124.94
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
688df94059c1cac92d08f82505324fc1
1,372,181,914
41.379424
-96.609183
0
13,287
2020-06-25 17:39:13
4,497,451,418,073,897,000
fraud_Willms, Kris and Bergnaum
shopping_pos
6.72
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
621793383681cd08f7c9491dda66932e
1,372,181,953
32.839095
-92.598479
0
13,288
2020-06-25 17:39:13
4,060,579,726,528,237
fraud_Wilkinson LLC
personal_care
42.99
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
2ce48deafa94267a3f1626b31b78e8bf
1,372,181,953
40.022539
-96.071979
0
13,289
2020-06-25 17:40:29
4,365,382,885,912,355
fraud_Larson-Moen
entertainment
69.9
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
afe68aeef9a4c31eb5eb9dba49729b71
1,372,182,029
48.254957
-93.122525
0
13,290
2020-06-25 17:41:02
4,862,293,128,558
fraud_Walter, Hettinger and Kessler
personal_care
17.35
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
ad12bbac3a03585fe2eba4c6221f5cb6
1,372,182,062
41.486816
-78.869091
0
13,291
2020-06-25 17:41:29
4,810,839,835,482,794,000
fraud_Ritchie, Bradtke and Stiedemann
travel
3.45
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
cf10198ba594807be343b1091d40ffa8
1,372,182,089
36.977129
-93.320181
0
13,292
2020-06-25 17:41:37
6,011,348,830,550,197
fraud_Schimmel-Olson
kids_pets
99.33
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
6f9b66b8b7651af79525469955fbd07a
1,372,182,097
32.964058
-86.886846
0
13,293
2020-06-25 17:42:04
4,181,833,256,558,614,000
fraud_Lubowitz, Terry and Stracke
personal_care
2.09
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
0054906dd8ca521497395710fb9e65b2
1,372,182,124
36.089744
-105.042458
0
13,294
2020-06-25 17:42:20
36,913,587,729,122
fraud_Cormier LLC
health_fitness
126.92
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
0803ec7badc17e78b4d89c1b797f5c8b
1,372,182,140
43.53675
-116.151533
0
13,295
2020-06-25 17:43:01
4,956,828,990,005,111,000
fraud_Turcotte, McKenzie and Koss
entertainment
3.95
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
a05598582b1c2c5ed303cb641cde4ca7
1,372,182,181
39.822802
-73.24725
0
13,296
2020-06-25 17:43:08
5,580,563,567,307,107
fraud_Gibson-Deckow
entertainment
94.86
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
2da09aec7968a37666fa0a5461f17d6f
1,372,182,188
39.652063
-78.768222
0
13,297
2020-06-25 17:44:21
180,011,453,250,192
fraud_Gislason Group
travel
487.15
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
b47c53ea24817f4d18a6e3858b832989
1,372,182,261
41.721138
-91.006308
0
13,298
2020-06-25 17:44:31
4,220,495,028,289,516,500
fraud_Collier LLC
home
116.05
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
91ba2897a052464a68e043f7df0da06c
1,372,182,271
34.626569
-118.25074
0
13,299
2020-06-25 17:44:37
3,583,635,130,604,947
fraud_Pouros-Haag
shopping_pos
8.12
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
35a75ed9f23f02ad840375524f0e4142
1,372,182,277
39.499245
-74.440099
0