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
1,282,000
2020-06-15 19:36:56
3,575,540,972,310,993
fraud_Goyette, Howell and Collier
shopping_pos
4.7
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
c0d682e13e696db191ed0c2416482d89
1,371,325,016
34.078173
-90.399648
0
1,282,001
2020-06-15 19:36:56
30,238,755,902,988
fraud_Romaguera Ltd
health_fitness
2.45
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
2f23bab592b57b807c14f9a244ebc231
1,371,325,016
29.686081
-96.361298
0
1,282,002
2020-06-15 19:37:01
3,560,336,828,629,935
fraud_Reichel Inc
entertainment
33.89
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
a8eb6bfeb89ffa25f9fbadb27f6e55be
1,371,325,021
43.067143
-91.569111
0
1,282,003
2020-06-15 19:37:20
4,745,996,322,265
fraud_Hintz, Bauch and Smith
health_fitness
6.28
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
ac52c1abf45aedd98efb94cc4ab3699f
1,371,325,040
41.489974
-87.551006
0
1,282,004
2020-06-15 19:37:30
30,364,087,349,027
fraud_Hills, Hegmann and Schaefer
health_fitness
62.91
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
be9592c8db2a1f2587ee2576b628f43f
1,371,325,050
35.852312
-95.371823
0
1,282,005
2020-06-15 19:38:18
4,079,773,899,158
fraud_Romaguera and Sons
travel
2.48
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
25e0ffbe5e3f405c57d6e7bd5d8469f8
1,371,325,098
44.976921
-115.958429
0
1,282,006
2020-06-15 19:39:09
3,502,377,050,801,561
fraud_Brown, Homenick and Lesch
health_fitness
63.28
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
e0f445aec995258529dc9ef0c5ff67a0
1,371,325,149
30.426212
-94.965637
0
1,282,007
2020-06-15 19:39:17
4,378,993,458,389,626
fraud_Champlin-Casper
home
24.85
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
1d617f1f337f75f2c3fd0d39a8388ae0
1,371,325,157
44.25477
-72.100998
0
1,282,008
2020-06-15 19:39:22
676,102,124,465
fraud_Torphy-Goyette
shopping_pos
10.2
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
902ca5038c438004b9004fe1f23f89cc
1,371,325,162
38.18015
-122.696685
0
1,282,009
2020-06-15 19:39:53
3,514,897,282,719,543
fraud_Gerhold LLC
home
10.2
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
4eaf00014f5e81c12d3d29290d19f3dd
1,371,325,193
43.304698
-77.095023
0
1,282,010
2020-06-15 19:40:22
30,561,214,688,470
fraud_Windler LLC
kids_pets
2.93
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
11c8ac92d91ae3fe235ea76ad6a33239
1,371,325,222
40.193549
-75.191371
0
1,282,011
2020-06-15 19:40:33
3,589,289,942,931,264
fraud_Little-Gleichner
travel
6.93
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
6f1b350b48ec0b814adf063edcedcc40
1,371,325,233
44.325754
-97.575793
0
1,282,012
2020-06-15 19:40:46
4,430,881,574,719,618
fraud_Hackett Group
travel
4.14
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
6cb8cb5500477f1ca451e7e09287b3d0
1,371,325,246
40.250035
-106.412974
0
1,282,013
2020-06-15 19:40:54
4,986,925,034,905,735
fraud_Padberg-Sauer
home
55.69
Erika
Gonzalez
F
907 Courtney Via Apt. 896
Irvine
KY
40,336
37.6858
-83.9862
13,061
Editor, magazine features
1959-06-18
32342f5ad758812db7896d0a2507cece
1,371,325,254
36.70484
-83.522781
0
1,282,014
2020-06-15 19:41:49
3,546,897,637,165,774
fraud_Medhurst Inc
home
32.37
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
0ccc7ff3223f31beb2d375c37471cee7
1,371,325,309
31.615237
-97.670976
0
1,282,015
2020-06-15 19:41:53
6,011,504,998,544,485
fraud_Connelly PLC
food_dining
10.05
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
a0711813c4d8e61f68e0e91ab9f947f5
1,371,325,313
32.814447
-87.462098
0
1,282,016
2020-06-15 19:42:02
377,654,590,313,960
fraud_Cole, Hills and Jewess
home
21.12
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
a4fff5317eef184779332adc485fee19
1,371,325,322
35.319171
-84.861825
0
1,282,017
2020-06-15 19:42:22
4,745,996,322,265
fraud_Ernser-Lynch
food_dining
127.65
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
61347eee7460d722c880b779f71b594d
1,371,325,342
40.931847
-85.848001
0
1,282,018
2020-06-15 19:42:40
36,913,587,729,122
fraud_Macejkovic-Lesch
shopping_pos
1.94
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
bba635e476db45ac17daaef07dcf00eb
1,371,325,360
44.450682
-116.590998
0
1,282,019
2020-06-15 19:44:15
3,597,926,034,019,603
fraud_Hammes-Beatty
kids_pets
72.39
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
2f645d5358841c942e6e6b4014ff3d9b
1,371,325,455
34.237907
-88.889709
0
1,282,020
2020-06-15 19:44:45
3,504,178,999,463,051
fraud_Welch Inc
misc_net
7.93
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
f57f004e06593b4da86c32f9b2a7a97e
1,371,325,485
40.459446
-83.583509
0
1,282,021
2020-06-15 19:45:18
2,284,059,275,940,012
fraud_Watsica LLC
personal_care
95.84
Thomas
Mathis
M
26615 Nelson Lane
Moores Hill
IN
47,032
39.0945
-85.0638
3,289
Sub
1969-11-22
a51472f2a5cdc41facb6ebf6c5c3e88e
1,371,325,518
38.742062
-86.042954
0
1,282,022
2020-06-15 19:45:34
4,610,064,888,664,703
fraud_Huel-Langworth
misc_net
25.02
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
dc6f82a3d7fff5a1893643ac4cf5cd4e
1,371,325,534
43.557243
-74.622033
0
1,282,023
2020-06-15 19:45:54
630,423,337,322
fraud_Morissette PLC
shopping_pos
3.02
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
8c4224a969c64d6096b74ca7dd9d9304
1,371,325,554
48.365776
-117.273191
0
1,282,024
2020-06-15 19:45:56
6,515,067,575,568,369
fraud_Turner LLC
travel
4.29
Kevin
Pena
M
2674 Bentley Radial
Damascus
VA
24,236
36.6403
-81.7776
3,085
Land/geomatics surveyor
1990-10-15
749fb15b6a117c4a0a6170d0f1fd3fd3
1,371,325,556
37.143836
-81.228965
0
1,282,025
2020-06-15 19:46:19
573,283,817,795
fraud_Hettinger, McCullough and Fay
home
16.8
Amy
Flynn
F
46095 Tara Fords
Jaffrey
NH
3,452
42.8178
-72.0275
5,457
Surveyor, hydrographic
1950-04-17
33d070da650b3db000872b7b4ce26293
1,371,325,579
42.01775
-72.232458
0
1,282,026
2020-06-15 19:46:57
4,635,330,563,105,903
fraud_Schroeder Group
health_fitness
28.48
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
931fc4068fb8d00bb0810c3077f71b94
1,371,325,617
38.903572
-76.223279
0
1,282,027
2020-06-15 19:47:00
30,044,330,818,990
fraud_Stamm-Witting
shopping_net
3.99
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
6534a4282376653dd454370d60523004
1,371,325,620
26.96186
-82.328542
0
1,282,028
2020-06-15 19:47:16
4,334,230,547,694,630
fraud_Yost-Rogahn
personal_care
29.09
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
f7e83a6812c827eff95c82f82ae9dcab
1,371,325,636
42.618681
-110.078941
0
1,282,029
2020-06-15 19:48:02
4,809,701,904,914
fraud_Leannon-Ward
food_dining
109.13
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
55c1ae1916587633953d4af2c323f673
1,371,325,682
33.108355
-85.45366
0
1,282,030
2020-06-15 19:48:31
3,518,669,219,150,142
fraud_Cartwright PLC
kids_pets
7.18
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
ab7f27a5a04c648cc070299981642898
1,371,325,711
39.351212
-84.719837
0
1,282,031
2020-06-15 19:48:36
4,642,255,475,285,942
fraud_Lynch-Wisozk
home
22.11
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
fba00f71a96276893658a9267d05e67f
1,371,325,716
39.307235
-110.240604
0
1,282,032
2020-06-15 19:48:42
2,706,977,570,537,524
fraud_Eichmann-Kilback
home
77.46
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
88832cb710808a3b87add795f71678ab
1,371,325,722
38.896698
-81.521094
0
1,282,033
2020-06-15 19:48:48
4,512,828,414,983,802,000
fraud_Kilback Group
food_dining
7.98
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
bc67be233860c486f16b4f0ef087e0ff
1,371,325,728
40.142302
-79.554265
0
1,282,034
2020-06-15 19:49:45
213,175,487,106,448
fraud_Hintz, Bauch and Smith
health_fitness
13.57
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
eea5cafb9335ce628fe8b082e00fc6bd
1,371,325,785
33.991064
-100.833406
0
1,282,035
2020-06-15 19:49:47
3,521,417,320,836,166
fraud_Baumbach, Feeney and Morar
shopping_net
7.07
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
4c95d60e85e331b9e3c04fa28d324dc9
1,371,325,787
40.245629
-86.674215
0
1,282,036
2020-06-15 19:51:03
3,592,931,352,252,641
fraud_Bahringer, Bergnaum and Quitzon
home
103.52
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
7d9c0375dd09378e6f6371e11ec12cbb
1,371,325,863
45.24835
-93.465789
0
1,282,037
2020-06-15 19:51:05
30,181,367,542,315
fraud_Wilkinson LLC
personal_care
73.97
Danielle
Walker
F
9824 Mitchell Run
Powell Butte
OR
97,753
44.2415
-121.0113
2,016
Local government officer
1953-12-25
f36461fad7a3f3c54ed6ff84c764d6cb
1,371,325,865
44.147875
-120.118622
0
1,282,038
2020-06-15 19:51:17
375,767,678,113,375
fraud_Carroll PLC
health_fitness
8.6
Christopher
Patterson
M
16744 Campbell Wall Apt. 372
Timberville
VA
22,853
38.6476
-78.7717
4,367
Waste management officer
1962-04-12
b698fbda098b3e0eccc499042214b3ad
1,371,325,877
38.629574
-78.516298
0
1,282,039
2020-06-15 19:51:20
213,156,747,557,083
fraud_Dare-Marvin
entertainment
20.75
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
c535bfddff34290e35c96bbf87ef58da
1,371,325,880
34.680462
-117.905678
0
1,282,040
2020-06-15 19:51:29
3,517,814,635,263,522
fraud_Adams-Barrows
health_fitness
61.23
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
927ffde9efec7dbacb21044be2fe58ce
1,371,325,889
37.920909
-80.211604
0
1,282,041
2020-06-15 19:51:51
373,905,417,449,658
fraud_Larkin Ltd
kids_pets
70.89
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
054a319d755c16b8f209b983a41b9068
1,371,325,911
31.606142
-98.085067
0
1,282,042
2020-06-15 19:52:40
3,502,088,871,723,054
fraud_Berge-Hills
kids_pets
39.42
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
e55d6f5f145234195d79e9e3ee234d2f
1,371,325,960
38.052107
-76.392425
0
1,282,043
2020-06-15 19:52:54
2,720,830,304,681,674
fraud_Turner, Ziemann and Lehner
food_dining
183.04
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
613ac5879c898db1df56761b4c57a76b
1,371,325,974
36.647855
-87.232904
0
1,282,044
2020-06-15 19:53:02
213,113,338,379,864
fraud_Koss, Hansen and Lueilwitz
home
117.51
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
37dcc66c7bc33712ad15193151f4e7ca
1,371,325,982
40.414954
-77.094057
0
1,282,045
2020-06-15 19:53:49
371,009,169,330,125
fraud_Auer LLC
personal_care
3.71
Randall
Burgess
M
393 Carroll Route Suite 197
Norman Park
GA
31,771
31.2462
-83.6549
5,666
Rural practice surveyor
2003-09-14
dea95154e0c64f9ac16ed20558eac71d
1,371,326,029
30.738416
-84.449819
0
1,282,046
2020-06-15 19:53:52
4,657,269,323,674,365
fraud_Shanahan-Lehner
personal_care
10.77
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
b31dd7561c19e1c3f6c0ca47cff02fa7
1,371,326,032
31.434567
-85.281177
0
1,282,047
2020-06-15 19:53:58
3,546,674,063,249,004
fraud_Kovacek Ltd
travel
2.64
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
bbc7be65294683fcc01791194d1662ef
1,371,326,038
33.322892
-97.846613
0
1,282,048
2020-06-15 19:54:03
4,220,345,354,880
fraud_Becker, Harris and Harvey
personal_care
52.7
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
08c6d42ed490d3147e3a6681f56215cd
1,371,326,043
43.675256
-83.985282
0
1,282,049
2020-06-15 19:54:32
4,681,601,008,538,160
fraud_Rempel Inc
shopping_net
1.12
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
7f86b2e38bc4727a6bbe5d01ca0c9b2c
1,371,326,072
39.658786
-81.048836
0
1,282,050
2020-06-15 19:54:54
4,364,010,865,167,176
fraud_Conroy Ltd
shopping_pos
6.45
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
8d185fb7bded3963622da7a07ec09f36
1,371,326,094
39.335348
-119.142833
0
1,282,051
2020-06-15 19:55:30
3,526,826,139,003,047
fraud_Lynch-Wisozk
home
106.52
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
7dcc0dbfaa2b4e92efc17f6eeeaa1331
1,371,326,130
43.76282
-84.286331
0
1,282,052
2020-06-15 19:55:35
340,953,839,692,349
fraud_Dietrich-Fadel
health_fitness
14.43
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
739535e4f75a208675cff1336a04deb5
1,371,326,135
43.397482
-83.220074
0
1,282,053
2020-06-15 19:56:39
4,861,310,130,652,567,000
fraud_Langworth LLC
personal_care
16.18
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
d54d3c7d4421b501edeadfa1bce463a4
1,371,326,199
29.526729
-91.065998
0
1,282,054
2020-06-15 19:56:53
4,939,976,756,738,216
fraud_Sawayn PLC
shopping_pos
73.52
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
31b70f84d2716983d9be7f5d3e688d53
1,371,326,213
27.226649
-99.387064
0
1,282,055
2020-06-15 19:58:22
4,079,773,899,158
fraud_Gottlieb Group
kids_pets
33.78
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
7e0a103df34ccb87fc93fdcc9df586ae
1,371,326,302
45.448611
-117.002219
0
1,282,056
2020-06-15 19:58:35
6,506,116,513,503,136
fraud_Hermiston, Russel and Price
food_dining
41.12
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
1a7a6bfee4867d45c191dde1553cc22e
1,371,326,315
32.48839
-94.815436
0
1,282,057
2020-06-15 19:58:55
4,855,488,158,131,690,000
fraud_Weber and Sons
food_dining
67.56
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
88b63ee8eb84f455eeb89a888059a16e
1,371,326,335
43.160313
-72.852318
0
1,282,058
2020-06-15 19:59:03
346,273,234,529,002
fraud_Gottlieb Group
kids_pets
64.41
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
a7360915efb7f21c7a3b601b8e3edc6b
1,371,326,343
38.429977
-81.409117
0
1,282,059
2020-06-15 19:59:05
3,583,793,405,872,580
fraud_Schroeder Group
health_fitness
22.9
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
21db04a4f03c9e49b997bb2fb0e2cb30
1,371,326,345
35.250336
-99.758833
0
1,282,060
2020-06-15 19:59:25
376,656,886,990,758
fraud_Towne, Greenholt and Koepp
shopping_net
34.14
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
3cb2b74751ff98ff29e2f5b9a933578e
1,371,326,365
30.782021
-95.183837
0
1,282,061
2020-06-15 19:59:27
560,881,134,780
fraud_Reichert-Weissnat
travel
7.6
Audrey
Martinez
F
343 Joshua Views
Liberty Mills
IN
46,946
41.0356
-85.7358
136
Soil scientist
1953-03-19
ef7d3873405d3c4051dc127f1078d651
1,371,326,367
40.419025
-85.485709
0
1,282,062
2020-06-15 19:59:54
213,114,122,496,591
fraud_Crist, Jakubowski and Littel
home
7.08
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
4ee6c5f33f9632b2e442507d9813df76
1,371,326,394
44.642311
-93.068158
0
1,282,063
2020-06-15 20:00:32
2,222,157,926,772,399
fraud_Gottlieb Group
kids_pets
114.98
Amy
Garrett
F
6014 Thomas Throughway
Trenton
TX
75,490
33.4235
-96.3398
2,211
Investment banker, operational
1987-02-26
a2b40bcf4c5a15fc1b20c257298bdd55
1,371,326,432
33.909702
-97.185225
0
1,282,064
2020-06-15 20:00:37
38,530,489,946,071
fraud_Hettinger, McCullough and Fay
home
110.29
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
3856dbed8b34f53472546acf6a467426
1,371,326,437
33.975201
-82.474238
0
1,282,065
2020-06-15 20:01:11
2,264,937,662,466,770
fraud_Jacobi and Sons
shopping_pos
4.1
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
57ccb6d1f5b58adb5818569662f15ba9
1,371,326,471
29.799594
-98.393585
0
1,282,066
2020-06-15 20:01:13
371,226,440,126,102
fraud_Lakin, Ferry and Beatty
food_dining
3.97
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
5dd40b7dc21b7e59bad816c42ddec51d
1,371,326,473
38.960216
-88.74713
0
1,282,067
2020-06-15 20:01:27
2,268,221,587,779,419
fraud_Becker, Harris and Harvey
personal_care
20.32
Peggy
Berry
F
517 Vasquez Lodge
Vancouver
WA
98,665
45.6892
-122.6616
299,480
Teaching laboratory technician
1985-01-02
69105486289e8e191198bd5e75f3bc6b
1,371,326,487
44.908443
-122.046088
0
1,282,068
2020-06-15 20:01:30
3,540,075,240,003,197
fraud_Bartoletti and Sons
personal_care
7.68
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
56494fd3dd1789b3a9fe60d454ae80d2
1,371,326,490
43.77183
-93.915723
0
1,282,069
2020-06-15 20:01:35
3,500,969,075,198,072
fraud_Kuhn Group
food_dining
24.43
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
dcd6803ddd6dcf4c5462fd79e42c6018
1,371,326,495
46.302773
-117.195837
0
1,282,070
2020-06-15 20:02:39
30,199,621,383,748
fraud_Larson-Moen
entertainment
132.87
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
42817058b8cedd105d4125d59e1e0a90
1,371,326,559
33.623712
-96.218616
0
1,282,071
2020-06-15 20:03:22
2,264,937,662,466,770
fraud_Auer-Mosciski
grocery_pos
43.17
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
5b1cea1b5e29050bf7469dc282f694a6
1,371,326,602
30.280715
-98.842416
0
1,282,072
2020-06-15 20:03:28
371,284,100,299,909
fraud_Turner and Sons
shopping_pos
2.22
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
cbefdb631814ca4771eee32a451b22a7
1,371,326,608
34.971184
-100.097933
0
1,282,073
2020-06-15 20:04:18
6,547,670,341,037,171
fraud_Rau-Grant
kids_pets
47.79
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
9da98029b05bfe1ceb4e4f681a87fa14
1,371,326,658
40.066758
-74.968397
0
1,282,074
2020-06-15 20:04:31
2,248,348,993,063,230
fraud_Kertzmann LLC
health_fitness
12.3
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
9ef7682be565102c6a0dc00f3ee3e49d
1,371,326,671
40.343316
-81.332672
0
1,282,075
2020-06-15 20:04:37
4,634,955,908,138,648
fraud_Schiller, Blanda and Johnson
home
33.87
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
073d5dd1daa216bdef999f50dd55e5cb
1,371,326,677
41.87702
-96.257974
0
1,282,076
2020-06-15 20:04:50
3,559,160,581,764,413
fraud_Skiles LLC
home
73.73
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
92a6c7f630817fe2ccac5c0acf1053b1
1,371,326,690
43.190459
-78.986061
0
1,282,077
2020-06-15 20:05:05
2,283,743,876,903,625
fraud_Jast and Sons
food_dining
7.65
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
54edd6858603bf7eeeeba795acf3df6e
1,371,326,705
33.195971
-84.722832
0
1,282,078
2020-06-15 20:05:17
3,540,210,836,308,425
fraud_Bechtelar-Rippin
food_dining
71.63
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
dacf6719b775e11eeac6be0db43d257c
1,371,326,717
33.958664
-102.637628
0
1,282,079
2020-06-15 20:05:41
372,520,049,757,633
fraud_Gottlieb-Hansen
personal_care
2.4
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
14fa2830de87d38133f0adc22adaa98d
1,371,326,741
47.698045
-93.440494
0
1,282,080
2020-06-15 20:06:06
3,597,926,034,019,603
fraud_Beier-Hyatt
shopping_pos
9.03
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
cfebcc4d2a99924d0d1bd4d636a15ab5
1,371,326,766
34.513662
-89.589041
0
1,282,081
2020-06-15 20:06:11
3,572,976,568,630,035
fraud_Lakin, Ferry and Beatty
food_dining
8.04
William
Lopez
M
785 Kevin Walk Suite 237
Brainard
NE
68,626
41.1832
-96.9882
614
Associate Professor
1967-06-20
4c69570c5b32099d9ecd95016224345c
1,371,326,771
40.421245
-96.12771
0
1,282,082
2020-06-15 20:06:30
38,052,002,992,326
fraud_Pfeffer and Sons
shopping_pos
6.86
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
6a725e58788e8496d05575b90ac303bc
1,371,326,790
30.261347
-95.435246
0
1,282,083
2020-06-15 20:06:41
4,099,707,841,315,751
fraud_Boyer PLC
shopping_net
9.87
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
22e259660bb5cea1b31346ad44cb0134
1,371,326,801
38.375724
-77.448059
0
1,282,084
2020-06-15 20:06:46
3,577,794,103,155,425
fraud_Metz-Boehm
shopping_pos
7.44
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
6c149c1a88a22db184dee733bcd68133
1,371,326,806
46.892121
-96.279408
0
1,282,085
2020-06-15 20:07:01
6,592,861,994,408,652
fraud_Gottlieb Group
kids_pets
59.01
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
e9fc7ded9a8ee2657aa1ca36e727a347
1,371,326,821
42.065989
-77.668637
0
1,282,086
2020-06-15 20:07:14
6,011,360,759,745,864
fraud_Ruecker-Mayert
kids_pets
66.74
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
f85ae2543746c5a5f769b47f28311d79
1,371,326,834
37.86254
-78.532941
0
1,282,087
2020-06-15 20:07:30
2,283,743,876,903,625
fraud_Schaefer, Fay and Hilll
entertainment
9.32
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
c9c1f5c9364941f2d995a1987bef97ea
1,371,326,850
34.823157
-84.153864
0
1,282,088
2020-06-15 20:07:37
4,745,996,322,265
fraud_Terry-Huel
shopping_net
15
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
f07ed1e3582d8883cefbaa28e0b72f39
1,371,326,857
41.429299
-87.224294
0
1,282,089
2020-06-15 20:08:19
4,089,096,483,689,733,600
fraud_Metz-Boehm
shopping_pos
4.02
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
83156337fdf702f72ba9d432f0268797
1,371,326,899
31.7182
-93.969593
0
1,282,090
2020-06-15 20:08:22
180,011,453,250,192
fraud_Conroy-Emard
food_dining
62.87
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
6b32832c7cc70e6de8595c8f158a5405
1,371,326,902
40.315582
-91.80178
0
1,282,091
2020-06-15 20:08:24
38,057,513,087,029
fraud_Skiles LLC
home
2.98
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
94fbaa5d243c1255c9c8a5f9bcec7ba7
1,371,326,904
38.237427
-121.751339
0
1,282,092
2020-06-15 20:09:19
4,292,743,669,224,718,000
fraud_Beier LLC
entertainment
1.23
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
0f7afea3872826024896f4233b948814
1,371,326,959
37.735076
-76.538393
0
1,282,093
2020-06-15 20:09:34
3,559,160,581,764,413
fraud_Moore, Williamson and Emmerich
home
75.25
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
4b947c512dbab23221123e6514d3b27c
1,371,326,974
42.271764
-78.34989
0
1,282,094
2020-06-15 20:09:45
30,266,994,494,236
fraud_O'Connell-Ullrich
home
8.58
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
d664b07c564f9170d09cb886dba6b35b
1,371,326,985
37.193886
-77.524617
0
1,282,095
2020-06-15 20:09:56
5,501,083,170,975,659
fraud_Berge-Hills
kids_pets
100.65
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
e567cd2267840bbea6a06dd35b399088
1,371,326,996
40.512832
-81.973993
0
1,282,096
2020-06-15 20:10:20
180,081,032,825,079
fraud_Hoppe, Harris and Bednar
entertainment
17.08
Connie
Carroll
F
872 Justin Views Suite 746
Duncan
MS
38,740
34.047
-90.7652
466
Trading standards officer
1955-04-03
efa0f3b5f26175fb28ca2667ecdd9fe4
1,371,327,020
33.746375
-90.927805
0
1,282,097
2020-06-15 20:10:21
38,580,485,618,059
fraud_Hyatt, Russel and Gleichner
health_fitness
64.38
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
32cc460f4ccdee82b54dc6770f065a4c
1,371,327,021
49.280233
-102.699168
0
1,282,098
2020-06-15 20:10:35
4,998,109,455,173,950
fraud_Cummerata-Hilpert
entertainment
91.99
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
c9e6dbf0e900413212c0087bff2364ef
1,371,327,035
39.443052
-94.336999
0
1,282,099
2020-06-15 20:10:59
3,575,789,281,659,026
fraud_Kuhn Group
food_dining
1.9
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
20e8af17a44048bf2e24b8a450f42cf2
1,371,327,059
37.976391
-93.107832
0