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
1,285,300
2020-06-16 16:33:31
6,011,679,934,075,347
fraud_Volkman-Predovic
shopping_net
2.97
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
a324a22c19726bf1166590ac91c140db
1,371,400,411
40.732361
-106.350655
0
1,285,301
2020-06-16 16:33:58
6,544,734,391,390,261
fraud_Reichert, Rowe and Mraz
shopping_net
316.06
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
5242ddf89e74c748ff6e4a5f7dcc7ccd
1,371,400,438
41.551335
-88.203551
0
1,285,302
2020-06-16 16:34:05
4,169,759,661,243,568
fraud_Tillman, Fritsch and Schmitt
misc_net
3.54
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
da29e7502910256b06969c8108c4e1ad
1,371,400,445
40.498431
-77.48883
0
1,285,303
2020-06-16 16:34:08
36,913,587,729,122
fraud_Zulauf LLC
personal_care
13.51
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
6709e8ef2cb61b0965ad7efac5f1289e
1,371,400,448
44.164807
-117.243636
0
1,285,304
2020-06-16 16:34:50
4,452,366,298,769,043
fraud_Durgan, Gislason and Spencer
home
9.68
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
f9bd96b74537cdfee9bf6a46179cf99b
1,371,400,490
32.599373
-95.797489
0
1,285,305
2020-06-16 16:35:16
2,720,830,304,681,674
fraud_Lubowitz-Walter
kids_pets
75.69
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
0f1fb08f03b0a154f33ec0ebe25d45e7
1,371,400,516
35.753594
-87.836776
0
1,285,306
2020-06-16 16:35:47
4,996,263,498,048,679
fraud_Fisher Inc
shopping_net
9.8
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
ef9f38c34767ab278ba3b6309716e365
1,371,400,547
42.496116
-124.163685
0
1,285,307
2020-06-16 16:36:19
30,131,826,429,364
fraud_Ebert-Daugherty
travel
5.68
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
24fb09360e55aa7e6e972771f0574f94
1,371,400,579
36.307103
-83.489954
0
1,285,308
2020-06-16 16:36:24
573,860,193,545
fraud_Boyer PLC
misc_pos
4.78
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
a4c44228818125afe1ea998ceefb3b16
1,371,400,584
42.420048
-87.011726
0
1,285,309
2020-06-16 16:36:54
4,079,773,899,158
fraud_Padberg-Sauer
home
37.84
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
2d3e9228fcfaec78c9d23bcff093abf6
1,371,400,614
44.919762
-116.317024
0
1,285,310
2020-06-16 16:37:16
30,248,898,834,493
fraud_Metz, Russel and Metz
kids_pets
28.62
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
c69c1e03d44da317c42be95595bd84c9
1,371,400,636
32.215419
-99.851746
0
1,285,311
2020-06-16 16:37:25
180,018,375,329,178
fraud_Swift PLC
kids_pets
94.92
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
b7efe52887286f92f73342ad9df06f8f
1,371,400,645
41.485621
-83.723791
0
1,285,312
2020-06-16 16:37:48
6,011,724,471,098,086
fraud_Berge-Hills
kids_pets
57.08
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
d71d706a0cbc686dea03242fbed5a390
1,371,400,668
46.85338
-118.071814
0
1,285,313
2020-06-16 16:38:05
38,052,002,992,326
fraud_Cormier LLC
health_fitness
11.51
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
4ae5c8514e77d4a45c5327a0e73d0eee
1,371,400,685
30.004431
-94.230633
0
1,285,314
2020-06-16 16:39:03
2,288,813,824,604,479
fraud_Jakubowski Inc
home
23.24
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
7d1662d7829df18bf0b811d20890060e
1,371,400,743
41.036955
-74.771658
0
1,285,315
2020-06-16 16:39:11
30,328,384,440,870
fraud_Schmidt-Larkin
home
43.74
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
9958e03b9e4ee05811c89fc36ebebace
1,371,400,751
39.404965
-92.85617
0
1,285,316
2020-06-16 16:39:19
342,952,484,382,519
fraud_Baumbach, Strosin and Nicolas
shopping_pos
1.21
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
abcdd2f6b0cb74633502d736fd524d2a
1,371,400,759
41.62763
-73.192442
0
1,285,317
2020-06-16 16:39:42
5,580,563,567,307,107
fraud_Collier LLC
home
82.98
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
44fefd7193dc60f6bba384180266bf10
1,371,400,782
40.696838
-79.871094
0
1,285,318
2020-06-16 16:39:43
3,521,815,216,091,574
fraud_Becker, Harris and Harvey
personal_care
79.89
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
45ed5b58c8da24c075a2c45769b58092
1,371,400,783
39.687328
-106.024035
0
1,285,319
2020-06-16 16:39:43
30,029,052,116,970
fraud_Kilback and Sons
entertainment
8.31
Curtis
Young
M
4319 Watson Shoals Suite 658
Falconer
NY
14,733
42.1239
-79.1895
3,833
Metallurgist
1970-10-09
5df112a1a95d862fd3037e23cdaf4876
1,371,400,783
41.58762
-80.154891
0
1,285,320
2020-06-16 16:40:09
6,011,652,924,285,713
fraud_Dooley Inc
shopping_pos
7.08
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
564cd4b7199505335ab21d38c0499d1b
1,371,400,809
37.512201
-93.284765
0
1,285,321
2020-06-16 16:40:38
180,017,442,990,269
fraud_Kihn, Brakus and Goyette
personal_care
16.35
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
61e92de12097d36c491363fb54b4ae31
1,371,400,838
42.638586
-74.487737
0
1,285,322
2020-06-16 16:41:07
4,634,955,908,138,648
fraud_Johns Inc
entertainment
83.09
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
f802d93597fb7676e054d5791b19b6d8
1,371,400,867
42.518678
-96.021276
0
1,285,323
2020-06-16 16:41:53
4,010,002,218,955,876
fraud_Friesen Inc
shopping_pos
62.31
Jennifer
Bishop
F
589 Matthew Brooks
Houston
TX
77,026
29.7972
-95.3288
2,906,700
Animator
1983-08-24
411c4232de401520998986e1398383ee
1,371,400,913
29.68465
-95.104861
0
1,285,324
2020-06-16 16:41:58
4,745,996,322,265
fraud_Hyatt-Blick
travel
8.89
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
1ac0ddf77c5b59a0d692b630133b8044
1,371,400,918
40.759314
-85.956745
0
1,285,325
2020-06-16 16:42:14
4,587,577,161,160,601
fraud_Bogisich-Homenick
misc_net
24.73
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
6793f8e272e303efea59a81a959a6e0f
1,371,400,934
43.984908
-70.193535
0
1,285,326
2020-06-16 16:42:23
3,547,574,373,318,979
fraud_Konopelski, Schneider and Hartmann
food_dining
57.13
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
d753274f9a9f37755892909a5175d595
1,371,400,943
39.501709
-87.489123
0
1,285,327
2020-06-16 16:43:09
342,351,256,941,125
fraud_Bahringer Group
health_fitness
79
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
f7811c1f49d266b8c8773887565de39f
1,371,400,989
33.489392
-84.08764
0
1,285,328
2020-06-16 16:44:06
180,036,456,789,979
fraud_Streich, Dietrich and Barton
shopping_net
4.43
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
d8f8317c6f35dc9f794e021e4e0854f1
1,371,401,046
43.68525
-91.614837
0
1,285,329
2020-06-16 16:44:11
180,067,151,859,700
fraud_Beer-Jast
kids_pets
38.69
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
5b23c697c662fdb5bf35ac7cbd2c7843
1,371,401,051
42.509881
-87.90917
0
1,285,330
2020-06-16 16:44:20
4,044,436,772,018,844,700
fraud_Daugherty LLC
kids_pets
100.84
Amy
Abbott
F
01505 Amy Stravenue
Dayton
OH
45,415
39.8355
-84.2613
479,994
Environmental manager
1970-11-09
6ab3b94828ad89f59cf78c6a991e1830
1,371,401,060
39.065397
-83.848197
0
1,285,331
2020-06-16 16:44:22
3,589,255,887,819,806
fraud_Renner Ltd
home
66.29
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
36cf788a19f24b69928979c41ffc9abf
1,371,401,062
39.738017
-77.958854
0
1,285,332
2020-06-16 16:45:33
4,428,154,703,770,710
fraud_Johns-Hoeger
entertainment
53.68
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
2a07fa8012bace954df92a0a1ec2d218
1,371,401,133
47.276225
-116.452483
0
1,285,333
2020-06-16 16:45:46
4,379,260,813,815,979,500
fraud_Gislason Group
misc_pos
1,077.23
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
6eae6fe3e7328aa0cf8be763ac09987c
1,371,401,146
37.960762
-121.488587
0
1,285,334
2020-06-16 16:46:09
4,788,103,653,396
fraud_Rau-Robel
kids_pets
85.9
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
99e38d4985532d9d691105d493f1df37
1,371,401,169
38.742612
-84.592483
0
1,285,335
2020-06-16 16:46:20
3,533,742,182,628,021
fraud_Medhurst Inc
home
44.05
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
1ca9d7be36062551d342a6354fe46a1c
1,371,401,180
31.877224
-80.709251
0
1,285,336
2020-06-16 16:46:33
3,551,217,896,304,745
fraud_Fisher-Schowalter
shopping_net
87.44
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
e4f9627f58247383c0d1f8c197b51d4a
1,371,401,193
43.908008
-74.375063
0
1,285,337
2020-06-16 16:47:07
3,566,094,707,272,327
fraud_Kassulke PLC
shopping_net
27.78
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
26473348fb2523692ece83277130209d
1,371,401,227
34.951892
-119.384685
0
1,285,338
2020-06-16 16:47:32
30,082,025,922,891
fraud_Kessler Group
travel
9.83
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
7dab245043a1384b9a51c248183d9ebf
1,371,401,252
25.939595
-80.775633
0
1,285,339
2020-06-16 16:47:34
4,806,443,445,305
fraud_Renner Ltd
home
8.38
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
a44936737ad03bb77ea90547cfd15a4b
1,371,401,254
38.626728
-83.138423
0
1,285,340
2020-06-16 16:47:55
4,822,367,783,500,458
fraud_Kutch-Wilderman
home
47.07
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
a23bc5f1422be623ef953340d865f6f4
1,371,401,275
27.754733
-81.408036
0
1,285,341
2020-06-16 16:47:56
4,191,109,180,926,792
fraud_Rau-Robel
kids_pets
108.14
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
55692798a74d7dab4ae2a1d0b6d11d86
1,371,401,276
39.530154
-82.312319
0
1,285,342
2020-06-16 16:48:06
4,294,040,533,480,516
fraud_Kling, Howe and Schneider
home
14.09
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
cb34d9bb1ac3560daa9a9beb5dabfbc6
1,371,401,286
33.231304
-81.056643
0
1,285,343
2020-06-16 16:48:21
4,512,828,414,983,802,000
fraud_Little, Gutmann and Lynch
shopping_net
4.94
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
203a1e2a7cb588b312ff0100612a3636
1,371,401,301
40.857426
-79.240022
0
1,285,344
2020-06-16 16:49:07
3,549,202,406,645,667
fraud_Sporer-Keebler
personal_care
4.53
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
24de62dcd8a78e057184b65dc012b6a0
1,371,401,347
43.996707
-70.167646
0
1,285,345
2020-06-16 16:50:02
5,580,563,567,307,107
fraud_Roberts, Daniel and Macejkovic
kids_pets
54.08
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
3d369202104d6bb7884b68ff25c760c5
1,371,401,402
40.678208
-79.405294
0
1,285,346
2020-06-16 16:51:10
4,147,608,975,828,480
fraud_Fritsch and Sons
health_fitness
31.66
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
5bdea28fbd18959a15b0eec90caf02fa
1,371,401,470
45.049227
-94.239138
0
1,285,347
2020-06-16 16:52:18
213,195,754,007,681
fraud_Turcotte, Batz and Buckridge
health_fitness
26.51
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
f4358b1a708af59eb18201429bf13875
1,371,401,538
40.253738
-91.935762
0
1,285,348
2020-06-16 16:52:19
3,506,042,666,828,517
fraud_Kilback, Nitzsche and Leffler
travel
9.79
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
fc5271b5136e899af883d3d0363e309b
1,371,401,539
38.052596
-81.749325
0
1,285,349
2020-06-16 16:52:32
6,011,693,194,885,790
fraud_Roob, Conn and Tremblay
shopping_pos
63.16
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
982b1d4203a080bf19a67ad4de11b72b
1,371,401,552
45.584116
-93.136442
0
1,285,350
2020-06-16 16:52:34
4,497,913,965,512,794,000
fraud_Eichmann-Kilback
home
30.6
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
f5c1c80257d3e5130bd4ea3874e1421f
1,371,401,554
35.278936
-79.748739
0
1,285,351
2020-06-16 16:52:58
377,654,590,313,960
fraud_Brown, Homenick and Lesch
health_fitness
36.19
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
679ac8abba5298f4353cee4b50755777
1,371,401,578
35.449388
-83.867004
0
1,285,352
2020-06-16 16:53:37
4,824,023,901,222,438
fraud_Kihn-Schuster
food_dining
37.36
Christina
Nelson
F
1233 Sutton Road Suite 701
Bynum
TX
76,631
31.9907
-96.9837
522
Commercial/residential surveyor
1946-03-21
36164bfd98fdb0927225730da71a7804
1,371,401,617
32.785343
-97.688638
0
1,285,353
2020-06-16 16:54:02
6,550,399,784,335,736
fraud_Halvorson Group
misc_pos
35.25
Harry
Mckee
M
95351 Sullivan Viaduct Apt. 239
Port Charlotte
FL
33,981
26.9379
-82.2388
79,008
Quantity surveyor
1984-08-31
f1a82c1ccc115c303731e0ce22efebe8
1,371,401,642
26.145093
-82.385537
0
1,285,354
2020-06-16 16:54:51
5,559,857,416,065,248
fraud_Kuphal-Toy
food_dining
21.54
Jack
Hill
M
5916 Susan Bridge Apt. 939
Grenada
CA
96,038
41.6125
-122.5258
589
Systems analyst
1945-12-21
ee1bfc04d89b0282dae92e532782fee5
1,371,401,691
42.427349
-122.277954
0
1,285,355
2020-06-16 16:55:03
213,126,662,687,660
fraud_Jakubowski Group
food_dining
3.57
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
cab09ba2bdd315405e36ca3a5f6004ac
1,371,401,703
27.508853
-99.64378
0
1,285,356
2020-06-16 16:55:14
4,040,099,974,063,068,700
fraud_Leannon-Ward
food_dining
59.83
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
ee5679ec3e9fd4a5a89ad40453396c43
1,371,401,714
47.768288
-101.479931
0
1,285,357
2020-06-16 16:55:21
341,283,058,448,499
fraud_Ullrich Ltd
kids_pets
59.19
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
112fb281e796e8b5b8defbfe26ba4a3d
1,371,401,721
31.69437
-83.900242
0
1,285,358
2020-06-16 16:55:22
213,191,402,330,021
fraud_Labadie, Treutel and Bode
shopping_net
6.49
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
221c5a847a89a4a9095fc85b0dd30992
1,371,401,722
42.912781
-88.314125
0
1,285,359
2020-06-16 16:55:58
3,560,246,577,314,524
fraud_Schoen Ltd
kids_pets
35.97
Sarah
Scott
F
03090 Fisher Forges Apt. 200
Wichita
KS
67,216
37.6223
-97.3136
409,656
Textile designer
1930-10-21
a8e388e3f3d3cace80a449217f319a42
1,371,401,758
38.050087
-96.647656
0
1,285,360
2020-06-16 16:55:59
6,011,492,816,282,597
fraud_Crist, Jakubowski and Littel
home
61.89
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
a26a0c3fe24f0049006f53846befdc72
1,371,401,759
33.236115
-92.351095
0
1,285,361
2020-06-16 16:56:01
4,642,255,475,285,942
fraud_Lakin, Ferry and Beatty
food_dining
2.28
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
f10af0cde74689b7efc9517ae7edd1ce
1,371,401,761
39.355457
-110.184748
0
1,285,362
2020-06-16 16:56:40
30,199,621,383,748
fraud_Langworth, Boehm and Gulgowski
shopping_net
6.69
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
9f36f0d7fbbdd2edc12d6468139ee0bc
1,371,401,800
34.075362
-97.049126
0
1,285,363
2020-06-16 16:57:02
3,545,109,339,866,548
fraud_Jakubowski Group
food_dining
11.86
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
dda6a0a7ea776687ac28e42767e463a2
1,371,401,822
32.912347
-89.946226
0
1,285,364
2020-06-16 16:57:17
4,755,696,071,492
fraud_Graham and Sons
health_fitness
114.01
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
417cbd8a494f59ae72ee60051d4a538f
1,371,401,837
32.880201
-96.716153
0
1,285,365
2020-06-16 16:57:24
341,283,058,448,499
fraud_Kozey-McDermott
travel
3,999.03
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
0dbe21351b2f7877a28ce1591846926e
1,371,401,844
31.6306
-85.683778
0
1,285,366
2020-06-16 16:57:39
4,239,552,724,014,407
fraud_Ernser-Feest
home
93.91
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
80ae8c923201d8251b4986c9b7bbca7b
1,371,401,859
40.241844
-84.65073
0
1,285,367
2020-06-16 16:58:03
4,423,489,490,781,412
fraud_Hahn, Bahringer and McLaughlin
personal_care
7.41
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
89dd77a8b1e004a5f1e3ea9bf3c3b309
1,371,401,883
41.706167
-90.684873
0
1,285,368
2020-06-16 16:58:14
3,541,160,328,600,277
fraud_Torphy-Goyette
shopping_pos
195.45
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
238c590e0c2ea918471374de3c43cd74
1,371,401,894
40.479306
-90.115714
0
1,285,369
2020-06-16 16:58:20
344,709,867,813,900
fraud_Labadie, Treutel and Bode
shopping_net
3.37
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
13df8fa00d845dc86c1879bcebf06805
1,371,401,900
28.034993
-82.01927
0
1,285,370
2020-06-16 16:58:56
3,523,843,138,706,408
fraud_Gulgowski LLC
home
28.52
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
459389875966db9f0bd75bb87ba2228c
1,371,401,936
32.849344
-87.873927
0
1,285,371
2020-06-16 16:59:24
4,599,735,407,877,245,000
fraud_Rau-Grant
kids_pets
114.46
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
a856f94b107f14cdef2555f3b880a525
1,371,401,964
35.415733
-89.967666
0
1,285,372
2020-06-16 16:59:53
2,288,813,824,604,479
fraud_Johns Inc
entertainment
93.21
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
b302fe4e6bc64b00f893dede4d5f958b
1,371,401,993
40.202952
-73.686159
0
1,285,373
2020-06-16 17:00:03
30,103,132,002,433
fraud_Morissette LLC
entertainment
29.79
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
66ea3f44514e3851410b6f019fba58ee
1,371,402,003
40.091814
-78.403764
0
1,285,374
2020-06-16 17:00:22
4,488,258,847,705,225,700
fraud_Skiles LLC
home
18.83
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
8879c8ef9114572301b4ced061ba36cd
1,371,402,022
33.959766
-80.616127
0
1,285,375
2020-06-16 17:00:23
676,195,318,214
fraud_Gibson-Deckow
entertainment
59.99
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
5b4dc46a4cb1b91a4bd8fc48ff312450
1,371,402,023
29.198518
-96.498195
0
1,285,376
2020-06-16 17:00:34
3,561,212,938,177,173
fraud_Stamm-Witting
shopping_net
85.15
Jose
Campbell
M
550 Cunningham Squares
Dadeville
AL
36,853
32.8224
-85.7704
8,269
Minerals surveyor
1977-01-04
41fd849202e31ed6689e9c625c5562ce
1,371,402,034
33.571356
-85.995143
0
1,285,377
2020-06-16 17:00:44
4,745,996,322,265
fraud_Crona and Sons
kids_pets
168.62
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
9375bd251c3a4ac27d5e7a9e24cca354
1,371,402,044
41.37857
-87.440814
0
1,285,378
2020-06-16 17:00:53
3,586,008,444,788,268
fraud_Lynch Ltd
shopping_pos
6.42
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
2fe9b44a75c19c5d3fd06ed3c2b6edae
1,371,402,053
47.222975
-122.297564
0
1,285,379
2020-06-16 17:01:35
342,952,484,382,519
fraud_Baumbach Ltd
personal_care
9.37
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
0498236dbf93f854d7d6f7bc63614ddb
1,371,402,095
42.845436
-73.513265
0
1,285,380
2020-06-16 17:02:06
30,197,398,657,930
fraud_Pfeffer and Sons
shopping_pos
9.19
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
1975ccbf7e3a84360f6f330e55d51681
1,371,402,126
36.808555
-78.139508
0
1,285,381
2020-06-16 17:02:08
6,011,860,238,257,910
fraud_Kulas Group
health_fitness
32.43
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
6e4dcb066c803edf354a9d000f1406e6
1,371,402,128
36.696967
-98.318716
0
1,285,382
2020-06-16 17:03:01
180,094,419,304,907
fraud_Haley, Batz and Auer
health_fitness
93.03
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
140e45d90d532f04e8eefe1397a24cc0
1,371,402,181
33.487808
-116.321757
0
1,285,383
2020-06-16 17:03:09
4,979,422,371,139,333
fraud_Parker, Nolan and Trantow
entertainment
4.56
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
2c50b0ab041651de5dd6d9efc0818bb2
1,371,402,189
40.772395
-100.065227
0
1,285,384
2020-06-16 17:03:09
4,426,075,337,087,318,500
fraud_O'Hara-Wilderman
food_dining
4.26
Kyle
James
M
621 Smith Hollow Apt. 738
Topeka
KS
66,616
39.0645
-95.6413
163,415
Clinical cytogeneticist
1975-06-25
f67731154ee83b80abdf4d3abb37bce5
1,371,402,189
38.212925
-95.952294
0
1,285,385
2020-06-16 17:03:16
3,533,012,926,413,100
fraud_Wisozk and Sons
misc_pos
12.84
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
98f9fe3f64b64f8abefce8e5370af1ce
1,371,402,196
43.837875
-75.955228
0
1,285,386
2020-06-16 17:03:28
4,585,132,874,641
fraud_Roob, Conn and Tremblay
shopping_pos
10.66
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
9323431fc936adf349a88bfd82357326
1,371,402,208
40.154965
-93.70209
0
1,285,387
2020-06-16 17:03:38
3,525,668,150,756,629
fraud_Douglas-White
entertainment
68.2
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
70744042f9a38e2c7c63d4a37c94d01a
1,371,402,218
46.284953
-86.440883
0
1,285,388
2020-06-16 17:03:50
30,135,235,368,675
fraud_Kuhn Group
food_dining
65.2
Amanda
Williams
F
02018 Gary Key Apt. 911
Independence
MO
64,058
39.1412
-94.3515
123,373
Engineer, production
1992-11-27
a2d2c743997cc5ad4687f43cb7f248a0
1,371,402,230
39.663376
-94.039523
0
1,285,389
2020-06-16 17:04:25
3,500,969,075,198,072
fraud_O'Connell-Ullrich
home
37.19
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
47244454f6f669d04208e80f074c8cac
1,371,402,265
47.332628
-117.445859
0
1,285,390
2020-06-16 17:04:30
2,260,801,330,657,968
fraud_Haley, Batz and Auer
health_fitness
6.55
Monique
Fox
F
755 Gardner Heights Apt. 420
Paxton
MA
1,612
42.3066
-71.9202
4,845
Accounting technician
1926-09-14
2dbe6337db5352bbcc8811057bbf13be
1,371,402,270
42.335487
-71.399134
0
1,285,391
2020-06-16 17:04:35
4,939,976,756,738,216
fraud_Emmerich-Rau
personal_care
34.54
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
ced6e98c92bd8662d6c21abf02a90c50
1,371,402,275
26.037645
-98.098097
0
1,285,392
2020-06-16 17:04:43
4,587,657,402,165,341,700
fraud_Greenholt Ltd
health_fitness
11.4
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
af7ba9b29ccd31e70acb3cca6eea1d7d
1,371,402,283
41.118087
-88.427433
0
1,285,393
2020-06-16 17:04:47
3,559,160,581,764,413
fraud_Douglas-White
entertainment
84.38
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
5091e621f0aa5e58e585c4c0a4ea55e8
1,371,402,287
42.403281
-78.040146
0
1,285,394
2020-06-16 17:05:06
4,451,952,084,362,894
fraud_Osinski Inc
personal_care
66.95
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
f51bddc7332fb88236fb4fc3b8ce972c
1,371,402,306
35.191475
-101.578068
0
1,285,395
2020-06-16 17:05:13
3,575,540,972,310,993
fraud_McDermott-Rice
misc_pos
1.1
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
f453b7758dcc31cfcdfc5653b973f04d
1,371,402,313
33.857412
-90.16299
0
1,285,396
2020-06-16 17:06:40
501,899,453,424
fraud_Baumbach Ltd
personal_care
27.15
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
0c53c96b2588295040f364e4ab9c03dc
1,371,402,400
34.150622
-86.69208
0
1,285,397
2020-06-16 17:07:11
4,169,759,661,243,568
fraud_Bahringer, Bergnaum and Quitzon
home
80.58
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
307dd64db4f4e6462698aae7ed95323f
1,371,402,431
40.806445
-75.719291
0
1,285,398
2020-06-16 17:07:20
4,681,601,008,538,160
fraud_Dibbert and Sons
entertainment
192.47
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
075ad15d1e1833241bc6bc8bbd1b5654
1,371,402,440
40.878919
-81.655066
0
1,285,399
2020-06-16 17:07:40
375,974,680,629,816
fraud_Schoen Ltd
kids_pets
1.74
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
6a1ba6b75e00f393a7de88995a8facc6
1,371,402,460
40.683627
-72.712948
0