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
3,400
2020-06-22 10:31:04
344,709,867,813,900
fraud_Stracke-Lemke
grocery_pos
194.93
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
fee51432872d772aa55f83ac46deaf29
1,371,897,064
27.372586
-82.039312
0
3,401
2020-06-22 10:31:52
3,583,293,909,206,278
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
107.61
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
710d1986c6e3f96c4228e9e9ede0257f
1,371,897,112
35.079753
-106.496937
0
3,402
2020-06-22 10:31:56
2,706,977,570,537,524
fraud_Okuneva, Schneider and Rau
shopping_pos
135.59
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
7713c57b96ba637efe8e0116e5103cf3
1,371,897,116
38.664835
-82.132918
0
3,403
2020-06-22 10:32:16
2,235,335,206,132,667
fraud_Schmitt Ltd
misc_net
8.37
Maria
Rosales
F
6611 Parrish Garden Apt. 428
Waynesfield
OH
45,896
40.6072
-83.9585
2,089
Building control surveyor
1963-06-22
564d4bb96980e05dd8092dcc50376014
1,371,897,136
40.240519
-83.137
0
3,404
2020-06-22 10:32:22
370,612,217,861,404
fraud_Morissette, Weber and Wiegand
grocery_net
45.07
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
d307063001376dbd1d746329f336bf33
1,371,897,142
40.926246
-75.299911
0
3,405
2020-06-22 10:32:47
4,897,067,971,111,210,000
fraud_Lockman, West and Runte
grocery_pos
40.43
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
d56b0c045195e5c9bdbc39406a914460
1,371,897,167
28.728911
-82.921303
0
3,406
2020-06-22 10:34:12
180,031,190,491,743
fraud_Bahringer-Larson
grocery_net
48.49
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
7692940f01b68d0511249801dd40a229
1,371,897,252
31.415541
-87.516152
0
3,407
2020-06-22 10:34:13
3,598,215,285,024,754
fraud_Morissette, Weber and Wiegand
grocery_net
48.54
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
c8768cb488a4c0f4652c6f86389025be
1,371,897,253
40.039458
-72.779525
0
3,408
2020-06-22 10:34:59
374,821,819,075,109
fraud_Goyette, Howell and Collier
shopping_pos
8.98
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
8e1b52c9308b11fed6c9bce08467f1e7
1,371,897,299
43.177487
-76.745857
0
3,409
2020-06-22 10:35:24
4,841,313,716,651,064
fraud_Bernhard, Grant and Langworth
shopping_pos
116.51
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
23dc3f4dcef2d13dcf6dfc45f396ec49
1,371,897,324
42.903469
-72.175704
0
3,410
2020-06-22 10:35:48
374,821,819,075,109
fraud_Little, Gutmann and Lynch
shopping_net
83.07
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
8a4fe6240b5a80edace5d4486a1a3aeb
1,371,897,348
43.265695
-76.875161
0
3,411
2020-06-22 10:36:11
3,560,246,577,314,524
fraud_Dooley Inc
shopping_pos
4.9
Sarah
Scott
F
03090 Fisher Forges Apt. 200
Wichita
KS
67,216
37.6223
-97.3136
409,656
Textile designer
1930-10-21
bcb035aa83f5982f3390ff4051b4993c
1,371,897,371
38.118816
-96.830635
0
3,412
2020-06-22 10:36:39
4,342,532,437,704,183
fraud_Sporer Inc
gas_transport
83.99
Kevin
Elliott
M
1852 Vincent Isle Suite 328
Newark Valley
NY
13,811
42.2281
-76.1625
4,354
Further education lecturer
1994-02-16
6efe2a7d18dc6246dbce4f204fcbab1e
1,371,897,399
43.057584
-75.248582
0
3,413
2020-06-22 10:36:58
571,844,099,986
fraud_Kuhic Inc
grocery_pos
105.94
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
cd9d72474a58d32d317935f686d29dcb
1,371,897,418
37.733812
-86.407163
0
3,414
2020-06-22 10:37:35
6,011,360,759,745,864
fraud_McCullough LLC
misc_pos
29.57
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
22174ad502412b8464918eb33a731965
1,371,897,455
39.032265
-78.30285
0
3,415
2020-06-22 10:38:00
213,125,815,021,702
fraud_Kuhic, Bins and Pfeffer
shopping_net
354.52
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
f3fb4bdd7907201428cfc35b01f2cf4f
1,371,897,480
41.268269
-74.868823
0
3,416
2020-06-22 10:38:01
30,343,344,410,970
fraud_Skiles-Ankunding
grocery_net
76.31
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
2db9a47b27168a46c5ed1434970390c3
1,371,897,481
41.316089
-78.767918
0
3,417
2020-06-22 10:38:30
6,011,438,889,172,900
fraud_Murray Ltd
grocery_net
54.07
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
0e65593f8ee95cee6a94df8d5367e7a4
1,371,897,510
35.029511
-90.879639
0
3,418
2020-06-22 10:38:47
3,556,613,125,071,656
fraud_Bartoletti-Wunsch
gas_transport
35.82
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
0764fc24126af5552412dfd4bfbe5a36
1,371,897,527
28.291168
-94.80159
0
3,419
2020-06-22 10:38:51
374,930,071,163,758
fraud_Koepp-Witting
grocery_pos
69.86
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
81a89e246c19f38dcc7eb5950844758d
1,371,897,531
42.040585
-82.506495
0
3,420
2020-06-22 10:39:01
2,712,209,726,293,386
fraud_Doyle Ltd
grocery_pos
213.18
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
d12aac06cd8a73e00155ce957c9ba8b5
1,371,897,541
30.281282
-91.149421
0
3,421
2020-06-22 10:39:45
4,981,132,848,794
fraud_Jenkins, Hauck and Friesen
gas_transport
52.56
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
360ff753433fa44d32ad9b5d6246071b
1,371,897,585
39.210209
-81.570038
0
3,422
2020-06-22 10:39:54
30,230,540,139,182
fraud_Towne, Greenholt and Koepp
shopping_net
74.56
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
e3dd53edc21e9a865b909eb8f66928c6
1,371,897,594
41.591404
-76.343349
0
3,423
2020-06-22 10:40:09
180,067,784,565,096
fraud_Brown PLC
misc_net
160.17
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
cae879b12273c799de203640d4f20016
1,371,897,609
42.676659
-88.260289
0
3,424
2020-06-22 10:40:32
345,933,964,507,467
fraud_Jenkins, Hauck and Friesen
gas_transport
46.09
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
5b4bb05a057b0b3197d5ecdb6a437c9a
1,371,897,632
37.706635
-74.507182
0
3,425
2020-06-22 10:41:00
2,712,209,726,293,386
fraud_Schumm, Bauch and Ondricka
grocery_pos
192.5
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
b1416aeebf30890b53cce4193403f6b7
1,371,897,660
29.7072
-91.891027
0
3,426
2020-06-22 10:41:05
36,153,880,429,415
fraud_Kuhn LLC
shopping_pos
7.29
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
98898ab5f0a37a186256878adea0f103
1,371,897,665
27.669094
-81.998008
0
3,427
2020-06-22 10:41:10
345,389,171,551,808
fraud_Berge LLC
gas_transport
85.66
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
ac1a81031dc50ec30bbaed65d3aceef5
1,371,897,670
33.120276
-89.1036
0
3,428
2020-06-22 10:41:34
30,175,986,190,993
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
2.87
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
fdd6ceb2ea31a8d09f38527be3f17248
1,371,897,694
47.587177
-96.946927
0
3,429
2020-06-22 10:42:16
344,709,867,813,900
fraud_Smitham-Schiller
grocery_net
51.75
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
71a522d24e5ce1720f8d2778abc8b8aa
1,371,897,736
26.832757
-81.395836
0
3,430
2020-06-22 10:42:47
36,485,887,555,770
fraud_Stroman, Hudson and Erdman
gas_transport
51.59
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
0764ddf351303e71e59ea37834f7e1e0
1,371,897,767
40.159186
-82.423234
0
3,431
2020-06-22 10:43:00
180,046,617,132,290
fraud_Volkman PLC
food_dining
104.77
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
eea537fd9736b12f8bdc26da0f54b3c2
1,371,897,780
37.924168
-88.256092
0
3,432
2020-06-22 10:43:29
6,011,381,817,520,024
fraud_Bins-Rice
gas_transport
60.36
Kristen
Allen
F
8619 Lisa Manors Apt. 871
Lagrange
WY
82,221
41.6423
-104.1974
635
Product/process development scientist
1973-07-13
911c346c71b561c19a600db374f5cdd3
1,371,897,809
42.125275
-103.829
0
3,433
2020-06-22 10:44:19
2,703,186,189,652,095
fraud_McGlynn-Jaskolski
misc_pos
117.77
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
3544da3d648253759e79481d91ce954e
1,371,897,859
35.721608
-81.195005
0
3,434
2020-06-22 10:44:29
630,441,765,090
fraud_Lesch Ltd
shopping_pos
23.58
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
61d3ade0e4c0ec964b0f5d97fef1ac1c
1,371,897,869
31.77609
-99.647958
0
3,435
2020-06-22 10:44:33
2,712,209,726,293,386
fraud_Roberts-Beahan
misc_pos
223.29
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
26c20bc4538acf9d39316a538e8a8b20
1,371,897,873
30.661505
-90.738134
0
3,436
2020-06-22 10:45:10
342,319,985,983,023
fraud_Reilly, Heaney and Cole
gas_transport
67
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
a2159ffbe2e2bf1dd2008ae3769257fa
1,371,897,910
41.317574
-75.065004
0
3,437
2020-06-22 10:45:39
4,266,200,684,857,219
fraud_Conroy-Cruickshank
gas_transport
37.77
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
01059907850bd3ad94ed8f856676b429
1,371,897,939
40.24795
-98.164715
0
3,438
2020-06-22 10:45:53
4,446,368,897,795,790
fraud_Kiehn Inc
grocery_pos
104.77
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
fc80cecc1029671e0926aecb5051213f
1,371,897,953
38.551362
-76.466239
0
3,439
2020-06-22 10:46:07
2,280,870,154,157,385
fraud_Schmeler Inc
misc_pos
2.14
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
f6867b280b3a41187e9e4ed6ed5d8418
1,371,897,967
39.137389
-89.95022
0
3,440
2020-06-22 10:46:22
4,670,613,943,676,271
fraud_Schumm, Bauch and Ondricka
grocery_pos
112.78
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
a81dd67d184be1135c25b7ac5124d4aa
1,371,897,982
31.591996
-85.501687
0
3,441
2020-06-22 10:46:32
4,939,976,756,738,216
fraud_Balistreri-Nader
misc_pos
71.06
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
a616eb4cb7f1a63b865b169c434df018
1,371,897,992
26.538717
-99.229958
0
3,442
2020-06-22 10:47:12
4,710,792,708,725,663
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
45.26
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
31a91b410e512f0ca0e77e78f2800781
1,371,898,032
41.748176
-85.798748
0
3,443
2020-06-22 10:47:22
4,348,786,085,525,522
fraud_Haley, Jewess and Bechtelar
shopping_pos
133.26
John
Nichols
M
862 Anderson Highway
Bryant
WI
54,418
45.203
-88.9983
1,080
Information systems manager
1979-01-08
e8b4397dd26fdb6aa36a6a1f15eea0c7
1,371,898,042
45.426991
-88.288436
0
3,444
2020-06-22 10:48:00
3,531,129,874,770,000
fraud_Kerluke, Kertzmann and Wiza
misc_net
100.49
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
43220a08c195b0e183525bb60d3db678
1,371,898,080
44.294944
-73.257563
0
3,445
2020-06-22 10:48:35
4,623,560,839,669
fraud_Harris Inc
gas_transport
76.99
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
0b066e1a927de0cbc92d7ceb5a91e4ea
1,371,898,115
43.062238
-93.725515
0
3,446
2020-06-22 10:48:51
30,407,675,418,785
fraud_Lind, Huel and McClure
gas_transport
55.42
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
a96a0a982f16bdc893e11f60508959ad
1,371,898,131
42.782664
-76.982283
0
3,447
2020-06-22 10:49:03
3,527,536,963,490,470
fraud_Greenholt, Jacobi and Gleason
gas_transport
53.35
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
c49bd0b34c48cf6fcc1861497ef04a12
1,371,898,143
33.30681
-81.199456
0
3,448
2020-06-22 10:49:30
347,073,228,412,010
fraud_Parisian and Sons
gas_transport
63.15
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
702c38ae716efd077687098d6c87d3c7
1,371,898,170
44.533569
-104.038864
0
3,449
2020-06-22 10:49:30
4,474,324,669,797,121
fraud_Torphy-Goyette
shopping_pos
15.79
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
8f17daca71fa2fcbd3f6b28f8aea5d9e
1,371,898,170
37.849233
-119.737744
0
3,450
2020-06-22 10:49:39
3,552,581,383,553,463
fraud_Langosh, Wintheiser and Hyatt
food_dining
53.06
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
aaa5155d1a8dcada8e805f3b00a4e79a
1,371,898,179
36.146914
-83.075088
0
3,451
2020-06-22 10:49:57
180,046,165,512,893
fraud_Cormier, Stracke and Thiel
entertainment
4.49
Erica
Walker
F
084 Holmes Avenue Suite 206
Stayton
OR
97,383
44.8021
-122.7624
9,587
Engineer, biomedical
1968-03-24
38ef3723054d3b9c3642fc7ebf8b32a1
1,371,898,197
45.329388
-122.591955
0
3,452
2020-06-22 10:50:21
6,550,399,784,335,736
fraud_Heller-Abshire
grocery_net
65.78
Harry
Mckee
M
95351 Sullivan Viaduct Apt. 239
Port Charlotte
FL
33,981
26.9379
-82.2388
79,008
Quantity surveyor
1984-08-31
33e36eee2cd2df5170fcf82bc56e977b
1,371,898,221
26.097841
-82.48504
0
3,453
2020-06-22 10:50:24
30,501,624,614,310
fraud_Zieme, Bode and Dooley
gas_transport
87.3
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
3b8f396e41cc797ca481d74d283feda7
1,371,898,224
32.429597
-80.537539
0
3,454
2020-06-22 10:50:39
3,534,330,126,107,879
fraud_Kassulke PLC
shopping_net
74.53
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
c30a90c28c297fd4edeab8f7e9dc16f2
1,371,898,239
44.50194
-109.162327
0
3,455
2020-06-22 10:51:33
6,011,367,958,204,270
fraud_Spencer-Runolfsson
misc_pos
21.53
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
7ff9f831b0fe5ce3a5e068591d29c95e
1,371,898,293
41.244695
-82.112303
0
3,456
2020-06-22 10:51:38
2,296,006,538,441,789
fraud_Rau and Sons
grocery_pos
83.99
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
a7c74099603d3998be1bb60ad6b740a9
1,371,898,298
40.763969
-74.80954
0
3,457
2020-06-22 10:52:05
4,474,324,669,797,121
fraud_Jewess LLC
shopping_pos
2.16
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
5f17b1893808f0dba96f35e1347c783a
1,371,898,325
37.190275
-118.127608
0
3,458
2020-06-22 10:52:09
372,246,459,334,925
fraud_Padberg-Welch
grocery_pos
90.68
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
fb5c92f39084d8d60e0c8b9f0fee61e7
1,371,898,329
44.447937
-103.224288
0
3,459
2020-06-22 10:52:50
3,525,590,521,269,779
fraud_Strosin-Cruickshank
grocery_pos
62.77
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
b8a5cb891720a67bb9ba060d93032a82
1,371,898,370
35.939921
-78.645137
0
3,460
2020-06-22 10:53:19
4,149,635,823,017
fraud_Koelpin and Sons
misc_net
9.13
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
d48d752a99c0128c298230493526ee2b
1,371,898,399
34.698349
-87.285545
0
3,461
2020-06-22 10:53:41
6,011,393,492,413,821
fraud_Moen, Reinger and Murphy
grocery_pos
110.37
Natalie
Watson
F
386 James Roads Apt. 233
Los Angeles
CA
90,014
34.0443
-118.2509
2,383,912
Journalist, newspaper
1959-05-30
aafbf8317e7b8566a09ae7a74c7b01fb
1,371,898,421
34.63464
-117.423445
0
3,462
2020-06-22 10:54:21
567,868,110,212
fraud_Hills-Olson
grocery_net
34.98
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
279226592b97918a592f116577ac796a
1,371,898,461
29.25553
-94.496141
0
3,463
2020-06-22 10:55:17
30,273,037,698,427
fraud_Kutch, Hermiston and Farrell
gas_transport
70.61
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
c7e8ca5aa24408ab59b7cf0af61c99bb
1,371,898,517
35.63592
-91.640226
0
3,464
2020-06-22 10:55:32
4,745,996,322,265
fraud_Erdman-Kertzmann
gas_transport
87.15
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
6ff955fef3625e23e0af04b3e606e4a9
1,371,898,532
42.336724
-86.089551
0
3,465
2020-06-22 10:55:42
3,502,377,050,801,561
fraud_Bernhard, Grant and Langworth
shopping_pos
4.42
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
cb8ecc60a59e32dc7f92244a486b6aa9
1,371,898,542
29.882147
-95.660666
0
3,466
2020-06-22 10:56:28
345,832,460,465,610
fraud_Berge LLC
gas_transport
57.96
Jason
Mcmahon
M
6385 Donald Square Suite 429
Springfield
VA
22,151
38.8029
-77.2116
104,396
Production engineer
1950-11-20
15a070964cc64ca92d895aab8926be67
1,371,898,588
38.415706
-76.577456
0
3,467
2020-06-22 10:56:44
4,607,072,969,078,276
fraud_Raynor, Feest and Miller
gas_transport
70.3
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
7ae28c2587c41452ea5b45fc4e617868
1,371,898,604
36.641593
-96.643227
0
3,468
2020-06-22 10:57:52
379,897,244,598,068
fraud_Sporer Inc
gas_transport
88.22
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
711e602ea40bba67f83e97851981df3f
1,371,898,672
38.11334
-86.455755
0
3,469
2020-06-22 10:58:54
4,599,735,407,877,245,000
fraud_Rippin, Kub and Mann
misc_net
796.31
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
90c558cd8549097f867dcf7b25c1d00d
1,371,898,734
35.918497
-89.763691
0
3,470
2020-06-22 10:59:11
3,546,674,063,249,004
fraud_Stroman, Hudson and Erdman
gas_transport
55.4
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
fe657c62c8c3579f20568bcc8f6a32a3
1,371,898,751
32.793624
-98.101307
0
3,471
2020-06-22 10:59:49
3,534,330,126,107,879
fraud_Mohr Inc
shopping_pos
141.49
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
949353a2c84672feee6806fc1fda3a05
1,371,898,789
45.034942
-108.873687
0
3,472
2020-06-22 10:59:51
4,509,142,395,811,241
fraud_Boehm, Block and Jakubowski
misc_pos
1.89
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
8ff7514276f30e703364932015ea78d1
1,371,898,791
30.891523
-82.667723
0
3,473
2020-06-22 10:59:58
4,393,520,897,625
fraud_Dooley Inc
shopping_pos
140.33
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
3ce0050bc2fec9feac924cc07b6ed247
1,371,898,798
39.41613
-95.475752
0
3,474
2020-06-22 11:00:51
377,993,105,397,617
fraud_Donnelly PLC
misc_net
47.36
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
e4f60ed9c233447dc5ae6be2f20eabb4
1,371,898,851
45.752612
-88.118489
0
3,475
2020-06-22 11:01:38
6,011,388,901,471,808
fraud_Torphy-Goyette
shopping_pos
4.08
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
75e26f0621bb2e08a442eb7b49ff9c8b
1,371,898,898
40.017164
-80.508479
0
3,476
2020-06-22 11:04:21
378,858,024,506,425
fraud_Kiehn Inc
grocery_pos
71.07
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
276d6e4d391721be3e18eaa4f818cd4a
1,371,899,061
33.199284
-112.191376
0
3,477
2020-06-22 11:05:20
4,979,422,371,139,333
fraud_Huel, Hammes and Witting
grocery_pos
136.19
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
956e139328e0587bd4b3d315e117f048
1,371,899,120
42.163838
-98.992254
0
3,478
2020-06-22 11:07:31
347,073,228,412,010
fraud_Huel, Hammes and Witting
grocery_pos
82.53
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
dcb90d61a8490c651a63c39f60021d33
1,371,899,251
45.122747
-103.617673
0
3,479
2020-06-22 11:08:21
4,312,133,045,694,601,000
fraud_Brekke and Sons
gas_transport
91.73
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
c9479b7608c88f231e2aeb71dbc23aff
1,371,899,301
39.671542
-75.879037
0
3,480
2020-06-22 11:09:17
568,279,015,842
fraud_Flatley Group
misc_pos
32.18
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
6562e179c88e90ef91a1f2150749cb91
1,371,899,357
45.831763
-96.599307
0
3,481
2020-06-22 11:09:55
4,410,582,919,485,061,600
fraud_Kuphal-Predovic
misc_net
2.34
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
88b37112647184408602b62767f553b5
1,371,899,395
31.806222
-80.408832
0
3,482
2020-06-22 11:10:08
376,262,134,119,629
fraud_Torphy-Goyette
shopping_pos
1.92
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
a9ebd27d4f3dd99985288de57b82146b
1,371,899,408
28.827526
-81.801582
0
3,483
2020-06-22 11:10:53
38,057,513,087,029
fraud_Stokes, Christiansen and Sipes
grocery_net
32.14
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
c118ad059deab8a5a549340a0f33b70b
1,371,899,453
38.272108
-121.879304
0
3,484
2020-06-22 11:11:43
4,560,395,181,594,436,000
fraud_Christiansen-Gusikowski
misc_pos
7.46
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
243ad855d420b9d1c1dec15d2a7c37b4
1,371,899,503
38.392967
-123.879547
0
3,485
2020-06-22 11:12:00
2,348,245,054,386,329
fraud_Kling Inc
gas_transport
78.72
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
be964cd275e02f155ac5cb0e59e8a32b
1,371,899,520
43.062616
-80.684268
0
3,486
2020-06-22 11:12:33
4,210,078,554,961,359,000
fraud_Cummings LLC
gas_transport
54.85
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
494cad8517663650aeda62e0f7febe7f
1,371,899,553
44.584722
-123.09075
0
3,487
2020-06-22 11:12:44
4,657,269,323,674,365
fraud_Koss and Sons
gas_transport
58.85
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
d5652a76ebf18db6f211caa9cab15808
1,371,899,564
30.121775
-85.453698
0
3,488
2020-06-22 11:14:31
374,656,033,243,756
fraud_Goldner, Kovacek and Abbott
grocery_pos
90.92
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
248c97e23dda5bd29f3beb4f3ffe939f
1,371,899,671
39.531656
-76.167208
0
3,489
2020-06-22 11:15:01
2,720,894,374,956,739
fraud_Barrows PLC
shopping_pos
7.86
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
b77bfa437d81b67246cf28d250839d8e
1,371,899,701
42.990515
-82.46653
0
3,490
2020-06-22 11:15:59
213,174,467,670,432
fraud_Berge LLC
gas_transport
85.29
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
bafdeb841d39fd4c70d63c76fb9d5643
1,371,899,759
40.042595
-75.832656
0
3,491
2020-06-22 11:16:02
4,355,790,796,238,265,000
fraud_Kuhic, Bins and Pfeffer
shopping_net
3.65
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
641185de4b13e2751093d4687484167b
1,371,899,762
38.968437
-91.982803
0
3,492
2020-06-22 11:17:14
2,576,709,887,791,552
fraud_Stamm-Rodriguez
misc_pos
8.9
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
a6c018efd000e7348e341279a56d225c
1,371,899,834
33.525204
-117.879481
0
3,493
2020-06-22 11:18:04
571,365,235,126
fraud_Schmitt Inc
gas_transport
62.28
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
ea508285ba36a880ed7de693a219a55f
1,371,899,884
43.610059
-86.518777
0
3,494
2020-06-22 11:18:13
4,003,771,737,807,706
fraud_Rodriguez Group
gas_transport
68.04
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
b9a59e59ddde9724441ea0f199a6be2d
1,371,899,893
35.238325
-91.63798
0
3,495
2020-06-22 11:18:36
3,589,255,887,819,806
fraud_Schultz, Simonis and Little
grocery_pos
50.14
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
12a6d4f82c2ed4e18522179f6ef11565
1,371,899,916
38.716445
-78.717158
0
3,496
2020-06-22 11:19:36
30,344,654,314,976
fraud_Reichert, Shanahan and Hayes
shopping_net
8.09
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
cddbaaaa89c3f8d48d27c002380d24ae
1,371,899,976
40.107159
-120.561334
0
3,497
2020-06-22 11:19:41
3,598,895,972,308,782
fraud_Ruecker, Beer and Collier
shopping_net
634.57
Kenneth
Richards
M
994 Livingston Extensions Suite 918
Norwalk
OH
44,857
41.2403
-82.6078
23,805
Copy
1970-02-22
e6a257cafa7d3db961fd7302353f43bc
1,371,899,981
40.399531
-82.809834
0
3,498
2020-06-22 11:20:37
4,379,260,813,815,979,500
fraud_Lehner, Mosciski and King
misc_net
10.74
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
fab1b102dce7e5789d6c89fc98d54182
1,371,900,037
38.433646
-122.986907
0
3,499
2020-06-22 11:21:01
3,586,955,669,388,457
fraud_Koss and Sons
gas_transport
71.46
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
2d1e6726fa853ae6067e3f588aa2f9cf
1,371,900,061
40.783385
-78.95843
0