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
552,500
2020-12-31 01:24:33
345,389,171,551,808
fraud_Rutherford-Mertz
grocery_pos
75.52
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
65df5ca4a07fd1f6b13c1b7f24ddfde9
1,388,453,073
34.206923
-90.089258
0
552,501
2020-12-31 01:25:38
6,011,860,238,257,910
fraud_Lockman, West and Runte
grocery_pos
137.17
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
b61257a33942f67c2843ab4e189e1e30
1,388,453,138
36.093383
-98.128373
0
552,502
2020-12-31 01:26:54
4,149,635,823,017
fraud_Goodwin-Nitzsche
grocery_pos
37.93
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
d1448997117f9e1f0655b16aab53352a
1,388,453,214
34.624588
-85.854933
0
552,503
2020-12-31 01:28:33
4,725,673,654,161,314
fraud_Luettgen PLC
gas_transport
68.08
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
e4f2f1efc900d917ba52842439e1b660
1,388,453,313
41.284479
-71.794524
0
552,504
2020-12-31 01:28:44
4,634,955,908,138,648
fraud_Lockman, West and Runte
grocery_pos
97.09
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
52a1e31625bd4aadde5496d2995e0551
1,388,453,324
42.304169
-95.592454
0
552,505
2020-12-31 01:29:12
180,069,253,480,336
fraud_Rempel PLC
grocery_net
76.12
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
54fdbac6cf1869b8f60726aa46382af6
1,388,453,352
42.224414
-78.55802
0
552,506
2020-12-31 01:30:04
2,719,496,466,799,416
fraud_Wolf Inc
grocery_pos
60.67
Sheila
Baker
F
8030 Walker Heights
Belle Fourche
SD
57,717
44.6723
-103.8396
8,007
Hospital pharmacist
1940-09-17
fe5526a79743cc8f195f9dccf1693786
1,388,453,404
44.145186
-103.295129
0
552,507
2020-12-31 01:30:21
4,600,155,880,464
fraud_Rutherford-Mertz
grocery_pos
120.69
Charles
Copeland
M
92213 Lee Well
West Palm Beach
FL
33,404
26.7832
-80.0638
459,921
Administrator, arts
1969-09-08
5f6f7bafeaa0cc22a282217190957a1a
1,388,453,421
27.043434
-79.720361
0
552,508
2020-12-31 01:30:40
343,668,971,234,893
fraud_Rodriguez, Yost and Jenkins
misc_net
262.9
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
76265e1a75bd98578dfc4c5feed83693
1,388,453,440
34.38845
-80.203375
0
552,509
2020-12-31 01:30:58
4,306,586,894,261,180
fraud_Williamson LLC
misc_pos
8.51
Renee
Walls
F
86542 Jessica Fords Apt. 706
Veedersburg
IN
47,987
40.1186
-87.2602
4,049
Development worker, community
1959-10-19
3caac3940396be6d76f0e7c16e769af9
1,388,453,458
39.188993
-88.104513
0
552,510
2020-12-31 01:31:19
30,153,452,207,526
fraud_Price Inc
shopping_net
5.18
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
2c10aebcffd96bf67b18379f46182e6a
1,388,453,479
31.472483
-100.201223
0
552,511
2020-12-31 01:31:51
36,360,452,125,889
fraud_McGlynn-Heathcote
misc_net
4.94
Christopher
Raymond
M
766 Potter Well
West Chazy
NY
12,992
44.797
-73.5112
4,778
Engineering geologist
1954-06-14
6927b3ef3db9840710faae721b6696f3
1,388,453,511
44.046429
-74.079875
0
552,512
2020-12-31 01:32:28
675,909,898,057
fraud_Heaney-Marquardt
entertainment
6.92
Christopher
Henry
M
1198 Robert Stravenue Apt. 479
Armonk
NY
10,504
41.136
-73.7009
7,987
Television/film/video producer
1964-03-16
39e27c987dc438fc847e1d086ee65b89
1,388,453,548
40.823746
-74.031008
0
552,513
2020-12-31 01:33:23
4,328,928,491,302,401
fraud_McDermott-Weimann
grocery_pos
223.93
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
73b503e0ad178bbff9e7fa4d4dede700
1,388,453,603
43.32125
-88.120192
0
552,514
2020-12-31 01:34:02
370,348,764,075,623
fraud_Bernhard, Grant and Langworth
shopping_pos
2.16
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
0e64e78c34603f2121871d698061edb6
1,388,453,642
30.153178
-90.28135
0
552,515
2020-12-31 01:34:05
4,220,345,354,880
fraud_Brown PLC
misc_net
4.48
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
c0f6a9a7e5dc5dc47baf7a3a5db90ca0
1,388,453,645
43.314906
-82.794662
0
552,516
2020-12-31 01:34:34
4,836,998,673,805,450
fraud_Heidenreich PLC
grocery_pos
207.24
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
0c2bffe407478ea05fdafaff71e4d648
1,388,453,674
45.662428
-86.756744
0
552,517
2020-12-31 01:34:57
4,587,657,402,165,341,700
fraud_Olson, Becker and Koch
gas_transport
101.65
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
e71111ecc32404ddc377d3d178c8c7a0
1,388,453,697
40.817466
-88.488037
0
552,518
2020-12-31 01:36:02
3,535,808,924,394,848
fraud_Mosciski, Gislason and Mertz
grocery_pos
94.41
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
6ca761fab5a7fac905a707f7df122063
1,388,453,762
39.849502
-88.092548
0
552,519
2020-12-31 01:36:19
374,125,201,044,065
fraud_Erdman-Kertzmann
gas_transport
91.06
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
e3e38c6ccf4a3c8fe1117683fc702c26
1,388,453,779
38.557842
-77.616585
0
552,520
2020-12-31 01:36:23
3,501,509,250,702,469
fraud_Conroy-Cruickshank
gas_transport
60.98
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
8de7086b1e13a22781eb05903823a250
1,388,453,783
25.284073
-81.185164
0
552,521
2020-12-31 01:36:33
4,584,931,703,207,308,300
fraud_Lehner, Reichert and Mills
misc_pos
64.89
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
b3c11b1e1edfb27db8c3d58b9367f2c2
1,388,453,793
32.838025
-97.582614
0
552,522
2020-12-31 01:36:52
2,720,012,583,106,919
fraud_Pacocha-O'Reilly
grocery_pos
87.57
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
685e61414e688cb971bf209f6a994f39
1,388,453,812
43.244181
-102.644189
0
552,523
2020-12-31 01:37:14
6,011,679,934,075,347
fraud_Miller-Hauck
grocery_pos
125.8
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
75fca29ba42d5c99eb33cd468ebb632f
1,388,453,834
40.822161
-105.176165
0
552,524
2020-12-31 01:38:07
213,178,765,398,315
fraud_Auer-Mosciski
grocery_pos
44.66
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
202344cba9932e2ca9486802dd6eb648
1,388,453,887
42.94189
-108.90063
0
552,525
2020-12-31 01:38:07
4,474,324,669,797,121
fraud_Medhurst PLC
shopping_net
9.92
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
56acc14348268fe5a9747b476dda7c95
1,388,453,887
38.395807
-118.439135
0
552,526
2020-12-31 01:38:37
3,531,129,874,770,000
fraud_Rutherford-Mertz
grocery_pos
199.93
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
a4351fa907845d342ec363d5aada378e
1,388,453,917
44.662816
-73.858581
0
552,527
2020-12-31 01:39:01
6,526,955,903,501,879
fraud_Friesen-Stamm
gas_transport
81.5
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
a7db71e0751b939d078157cabbbeb7cd
1,388,453,941
26.806815
-80.706235
0
552,528
2020-12-31 01:39:11
36,721,445,180,895
fraud_Hermann and Sons
shopping_pos
2.72
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
ec8cdb58f0bb6f936f3ebafc3c4aa4b2
1,388,453,951
43.049493
-74.150947
0
552,529
2020-12-31 01:39:50
4,365,382,885,912,355
fraud_Pfeffer LLC
grocery_net
57.18
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
18ecb3a829fcd183d8f18a30cb479ed2
1,388,453,990
47.57775
-92.113365
0
552,530
2020-12-31 01:40:25
213,199,865,312,311
fraud_Fisher-Schowalter
shopping_net
9.25
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
712e1a7c0619149ebbb9ecd959d8d5be
1,388,454,025
34.41118
-84.153749
0
552,531
2020-12-31 01:40:26
343,472,729,187,663
fraud_Cummerata-Jones
gas_transport
52.29
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
e7178f4cb74ab05f0c69ec8f0aed4bee
1,388,454,026
44.185683
-71.405106
0
552,532
2020-12-31 01:41:05
4,223,708,906,367,574,000
fraud_Kuhic, Bins and Pfeffer
shopping_net
99.35
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
cf0ac42f9bfd360454066d521e54086a
1,388,454,065
39.425511
-84.908911
0
552,533
2020-12-31 01:41:10
4,561,546,772,499
fraud_Reilly, Heaney and Cole
gas_transport
65.46
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
b0d92bd9fea5109f0c8c1eff6013e404
1,388,454,070
35.052855
-107.00747
0
552,534
2020-12-31 01:41:32
36,153,880,429,415
fraud_Hackett-Lueilwitz
grocery_pos
82.28
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
0fa3f4f07ac7453a1a72565c47434ed1
1,388,454,092
28.259972
-81.981725
0
552,535
2020-12-31 01:42:05
3,549,202,406,645,667
fraud_Schamberger-O'Keefe
grocery_pos
92.4
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
09afe0b0bfaa4d0a72d1c9b5cbf830c9
1,388,454,125
44.213642
-70.095486
0
552,536
2020-12-31 01:42:22
348,789,608,637,806
fraud_Kuhic LLC
shopping_net
8.18
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
e41b7f3731eb436fa033a94ed4edf926
1,388,454,142
40.995573
-97.986133
0
552,537
2020-12-31 01:42:29
213,193,596,103,206
fraud_Boyer PLC
shopping_net
85.88
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
c15084f0c44f4c4d081a51d192adba0a
1,388,454,149
45.982865
-84.097967
0
552,538
2020-12-31 01:42:33
4,383,521,454,815
fraud_Johnston, Nikolaus and Maggio
grocery_net
50.84
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
e67ac46dd431aa5de74e3800dd542543
1,388,454,153
39.094566
-86.076616
0
552,539
2020-12-31 01:42:39
38,199,021,865,320
fraud_Mraz-Herzog
gas_transport
72.98
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
3facdb9c3f2e2b1e09e25706f57e5e45
1,388,454,159
42.247433
-72.760742
0
552,540
2020-12-31 01:44:40
375,534,208,663,984
fraud_Padberg-Welch
grocery_pos
94.72
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
82bb73b036e4814924193f9431ce0afc
1,388,454,280
37.776299
-80.307032
0
552,541
2020-12-31 01:45:56
4,467,456,915,153,312,300
fraud_Kihn-Schuster
food_dining
59.55
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
622102ebf91dca9514cc355c32fcb605
1,388,454,356
29.023397
-82.468026
0
552,542
2020-12-31 01:46:18
676,248,282,243
fraud_Kilback and Sons
entertainment
437.47
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
13a93bfd4e62310f7fdd22bc2ccd0cf9
1,388,454,378
27.03202
-82.771922
0
552,543
2020-12-31 01:48:00
60,423,098,130
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
121.1
Jason
Gray
M
875 Amy Point
Amorita
OK
73,719
36.9412
-98.2458
83
Barrister's clerk
1958-07-28
b0bfe24e1bf0fedad16af78844cf59c5
1,388,454,480
37.347997
-98.849965
0
552,544
2020-12-31 01:48:02
180,036,456,789,979
fraud_Bauch-Raynor
grocery_pos
102.86
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
cb456fe7838f0fed508d8bbc354c7781
1,388,454,482
42.314131
-91.437509
0
552,545
2020-12-31 01:48:05
6,011,399,591,920,186
fraud_Dooley-Thompson
misc_net
1,351.2
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
e2c5c6facabf53596b147f5fc3e2494b
1,388,454,485
41.664377
-73.203902
0
552,546
2020-12-31 01:48:06
4,469,777,115,158,235,000
fraud_Flatley-Durgan
misc_net
229.41
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
1af41d996aabc62c078739ad6863a861
1,388,454,486
43.511087
-70.65532
0
552,547
2020-12-31 01:48:31
2,305,336,922,781,618
fraud_Wolf Inc
grocery_pos
118.92
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
c2d42094a2dce6e95dd452aefbfff770
1,388,454,511
40.742329
-92.066839
0
552,548
2020-12-31 01:48:54
60,490,596,305
fraud_Deckow-O'Conner
grocery_pos
108.81
Karen
Johnson
F
4349 Anna Flat Suite 214
Haynes
AR
72,341
34.8838
-90.7666
222
Programmer, applications
1963-05-19
50980ae7a9d2b857c5de497a0d6ce564
1,388,454,534
34.08755
-90.990018
0
552,549
2020-12-31 01:49:07
4,518,350,514,020,532
fraud_Erdman-Kertzmann
gas_transport
79.34
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
01a53c9407a046d18da909021652f5bf
1,388,454,547
28.221042
-81.75526
0
552,550
2020-12-31 01:49:13
4,451,438,912,406,400
fraud_Koepp-Witting
grocery_pos
40.58
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
e887d79e0f6244726028da931168cc3c
1,388,454,553
35.360424
-92.778403
0
552,551
2020-12-31 01:49:26
372,520,049,757,633
fraud_Streich, Hansen and Veum
gas_transport
63.46
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
3b638768f6944e9d784c29fa4603a9d8
1,388,454,566
49.407225
-93.45196
0
552,552
2020-12-31 01:49:31
378,278,619,832,195
fraud_Zboncak, Rowe and Murazik
shopping_net
6.06
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
7fbd61dc12993c90d450ee3d0c318e90
1,388,454,571
43.666746
-122.731645
0
552,553
2020-12-31 01:49:38
342,952,484,382,519
fraud_Bailey-Morar
grocery_pos
92.66
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
8d3cc5d706c8573b25a66168e1d07cf7
1,388,454,578
42.551922
-74.093734
0
552,554
2020-12-31 01:50:42
4,536,996,888,716,062,000
fraud_Stroman, Hudson and Erdman
gas_transport
62.95
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
cc66a431f7decfadd9effa2427b89763
1,388,454,642
35.248571
-105.958012
0
552,555
2020-12-31 01:50:50
376,012,912,828,093
fraud_Watsica, Haag and Considine
shopping_pos
88.76
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
ad37430121be67346cc8a969c664b5e4
1,388,454,650
42.598946
-88.857431
0
552,556
2020-12-31 01:50:56
3,506,042,666,828,517
fraud_Friesen-D'Amore
gas_transport
86.61
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
ebff1e1245fcfa1b3ca9de187a804983
1,388,454,656
38.533541
-81.054726
0
552,557
2020-12-31 01:56:24
3,567,697,931,646,329
fraud_Schaefer, McGlynn and Bosco
gas_transport
43.49
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
5ace6219c1d522e844ee44f027c95d0a
1,388,454,984
42.20924
-73.82295
0
552,558
2020-12-31 01:56:47
4,935,858,973,307,492
fraud_Smith-Stokes
misc_pos
26.18
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
b0bb5a5cc6052ca1f75d915913d79a00
1,388,455,007
32.840997
-84.062861
0
552,559
2020-12-31 01:56:50
4,424,338,559,877,976
fraud_Daugherty, Pouros and Beahan
shopping_pos
134.92
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
6905e4ce526347cd2d2c98f912ee8257
1,388,455,010
40.922861
-84.107492
0
552,560
2020-12-31 01:57:00
30,143,713,661,454
fraud_Schmitt Inc
gas_transport
53.57
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
c1e04903d0032a330679c0aa20289d9d
1,388,455,020
47.708805
-96.722122
0
552,561
2020-12-31 01:57:22
180,048,185,037,117
fraud_Miller-Hauck
grocery_pos
209.51
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
48d9dce4a822f730c22935163c35ee43
1,388,455,042
41.472938
-73.437597
0
552,562
2020-12-31 01:57:32
5,540,636,818,935,089
fraud_Swift, Bradtke and Marquardt
grocery_net
78.49
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
5700dba7608103d4b24a5e85e526805c
1,388,455,052
42.891603
-70.440293
0
552,563
2020-12-31 01:58:05
6,011,893,664,860,915
fraud_Corwin-Gorczany
misc_net
8.35
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
c46117579af92bdce0207278d3535fa1
1,388,455,085
38.918069
-105.901915
0
552,564
2020-12-31 01:58:09
3,586,008,444,788,268
fraud_Rippin, Kub and Mann
misc_net
4.6
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
d76e67532492ea2dc999d570973020fe
1,388,455,089
47.638574
-122.46912
0
552,565
2020-12-31 01:58:45
675,990,301,623
fraud_Bernhard Inc
gas_transport
54.63
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
15850181f6f4862d771526e7b411d727
1,388,455,125
40.559236
-75.153056
0
552,566
2020-12-31 01:58:47
213,173,753,804,333
fraud_Koepp-Witting
grocery_pos
115.23
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
884b46847e276f2477acc93ee775ca22
1,388,455,127
41.122134
-86.308947
0
552,567
2020-12-31 01:59:31
213,199,865,312,311
fraud_Bins-Rice
gas_transport
47.4
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
8980809fe024a21ae0b5b7870bf550a8
1,388,455,171
34.352206
-84.392699
0
552,568
2020-12-31 01:59:33
4,396,682,467,723
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
6.19
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
4bc77844c7d9fc5fe7d91f9637fb6bcd
1,388,455,173
36.376388
-115.085902
0
552,569
2020-12-31 01:59:34
2,286,236,465,059,468
fraud_Reilly, Heaney and Cole
gas_transport
43.3
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
96d4e349c36c64ef52a4a4d7713c82a6
1,388,455,174
38.311172
-93.8234
0
552,570
2020-12-31 02:00:08
180,064,817,343,047
fraud_Dooley-Thompson
misc_net
129.65
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
be58178837b93d7aab6e635cceb0abe1
1,388,455,208
37.08601
-85.779585
0
552,571
2020-12-31 02:01:28
676,326,610,042
fraud_Wolf Inc
grocery_pos
216.49
Jacqueline
Caldwell
F
54220 April Union Suite 403
Riverview
MI
48,193
42.1782
-83.2461
15,623
Writer
1993-11-02
2d8235a7c773dfcd9a788e06e9300049
1,388,455,288
42.150734
-83.761041
0
552,572
2020-12-31 02:02:20
3,529,597,930,342,630
fraud_Miller-Harris
misc_net
14.21
Melissa
Rodriguez
F
81708 Christopher Plaza
Jordanville
NY
13,361
42.8948
-74.8209
824
Travel agency manager
1985-09-01
2a4bed55ff0b07005749691fe9692e88
1,388,455,340
42.170003
-75.815811
0
552,573
2020-12-31 02:03:16
3,506,040,590,383,211
fraud_Kunze Inc
grocery_pos
109.73
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
ed6ec7bf066d307395f97b541ad1041b
1,388,455,396
44.501334
-112.872199
0
552,574
2020-12-31 02:03:28
30,344,654,314,976
fraud_Kuphal-Predovic
misc_net
28.03
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
ecfc3ff9b9f7260ab68f6529782da312
1,388,455,408
39.409009
-120.052315
0
552,575
2020-12-31 02:04:08
630,441,765,090
fraud_Predovic Inc
shopping_net
4.25
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
fc5bcd2719d1b97117afa176181315cc
1,388,455,448
31.568667
-98.491556
0
552,576
2020-12-31 02:05:08
30,560,609,640,617
fraud_Osinski, Ledner and Leuschke
grocery_pos
124.23
Michael
Olson
M
558 Michael Estates
Luray
MO
63,453
40.4931
-91.8912
519
Town planner
1966-02-13
3319988d292d298cbddd9c0663cdf9a4
1,388,455,508
40.177014
-92.567954
0
552,577
2020-12-31 02:05:25
565,399,283,797
fraud_Rempel PLC
grocery_net
48.69
Anthony
Allen
M
6993 Carr Lodge Apt. 311
Jordan Valley
OR
97,910
42.8801
-117.281
641
Economist
1993-11-24
92e7eebe00cf446cc02b4a46b2e7b26f
1,388,455,525
41.897346
-117.409128
0
552,578
2020-12-31 02:05:39
377,895,991,033,232
fraud_Haag-Blanda
food_dining
111.64
Kimberly
Myers
F
6881 King Isle Suite 228
Higganum
CT
6,441
41.4682
-72.5751
5,438
Librarian, academic
1964-11-17
ba23e9596b88f54fc3fc59343211899e
1,388,455,539
41.680861
-72.537139
0
552,579
2020-12-31 02:06:49
676,173,792,455
fraud_Kuhn LLC
shopping_pos
15.76
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
fbfd31a86ed29c70532955ee511169ed
1,388,455,609
34.715848
-119.210347
0
552,580
2020-12-31 02:07:29
4,254,074,738,931,278
fraud_Stiedemann Inc
misc_pos
7.95
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
f9514552c6e5f063afb3275212e5914d
1,388,455,649
42.29985
-78.338665
0
552,581
2020-12-31 02:08:43
3,564,839,259,330,465
fraud_Miller-Harris
misc_net
108.65
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
27c0687f0b2343c13e1bb4be8c08880c
1,388,455,723
38.805963
-122.273368
0
552,582
2020-12-31 02:08:44
377,993,105,397,617
fraud_Pfeffer LLC
grocery_net
57.17
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
8daae15428b9c8b0a78001e0d9fc7b6e
1,388,455,724
45.406256
-89.06496
0
552,583
2020-12-31 02:09:21
30,546,453,310,167
fraud_Dare-Marvin
entertainment
12.41
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
02b7afe9412c73b4247ecfe9f619ff41
1,388,455,761
42.650676
-70.581321
0
552,584
2020-12-31 02:10:10
4,992,346,398,065,154,000
fraud_Parisian and Sons
gas_transport
66.11
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
4620efdc6130bbbc9007b66e77021545
1,388,455,810
40.915589
-88.806426
0
552,585
2020-12-31 02:11:49
180,036,456,789,979
fraud_McDermott-Weimann
grocery_pos
96.06
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
816f23850a3b6a22a6deb80d034f07c8
1,388,455,909
42.664905
-91.63552
0
552,586
2020-12-31 02:13:57
502,038,091,380
fraud_Zemlak Group
misc_net
95.34
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
5f56cbbf952fcb607c1b220cc46226a6
1,388,456,037
36.88529
-93.170472
0
552,587
2020-12-31 02:14:09
6,011,504,998,544,485
fraud_Welch Inc
misc_net
8.4
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
2652a18114dd67acb46e35bb30460eaf
1,388,456,049
31.59999
-85.898004
0
552,588
2020-12-31 02:14:33
2,235,613,922,823,698
fraud_Durgan-Auer
misc_net
7.2
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
1affe4cbf71964d29d70474de60119b1
1,388,456,073
42.894324
-103.736112
0
552,589
2020-12-31 02:15:05
180,014,262,259,255
fraud_Pagac LLC
shopping_pos
4.06
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
fb13ff0ee01e5eec6210c840fd15e0ee
1,388,456,105
31.669003
-87.20759
0
552,590
2020-12-31 02:15:34
3,565,943,051,129,759
fraud_Bins-Tillman
entertainment
13.18
David
Thomas
M
838 Dan Haven Suite 003
Webster City
IA
50,595
42.4657
-93.8262
9,165
Medical secretary
1963-05-23
f8559cc427fb636c9b96bfe6240b2b5d
1,388,456,134
42.789226
-93.144126
0
552,591
2020-12-31 02:15:57
4,605,902,936,394
fraud_Lesch, D'Amore and Brown
food_dining
4.44
Vincent
Mueller
M
79019 Taylor Cliffs
Dallas
TX
75,238
32.877
-96.708
1,263,321
Drilling engineer
1959-06-28
5db0fa76d245fe76d5351866a011347a
1,388,456,157
33.009799
-96.993624
0
552,592
2020-12-31 02:16:15
379,897,244,598,068
fraud_Ledner-Pfannerstill
gas_transport
62.01
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
eeaa955400c02094eb8d2cbacdafc449
1,388,456,175
37.598774
-85.956749
0
552,593
2020-12-31 02:16:23
4,045,036,286,570,100,700
fraud_Okuneva, Schneider and Rau
shopping_pos
6.34
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
4e2f161ce151809f6071a045abe9647f
1,388,456,183
39.09135
-76.312228
0
552,594
2020-12-31 02:16:43
2,383,461,948,823,908
fraud_Streich, Hansen and Veum
gas_transport
55.81
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
04fcf8be3dff0bcec9b17dacd2353df9
1,388,456,203
44.485521
-70.803207
0
552,595
2020-12-31 02:16:58
4,069,975,342,931,683
fraud_Wolf Inc
grocery_pos
167.66
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
b9676067b7c532d13333fba8c237b858
1,388,456,218
38.637431
-82.141154
0
552,596
2020-12-31 02:18:26
2,266,735,643,685,262
fraud_Rutherford, Homenick and Bergstrom
grocery_net
45.32
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
64862c8a1a68839d668fc00197a4a91a
1,388,456,306
35.280644
-85.31988
0
552,597
2020-12-31 02:18:48
581,686,439,828
fraud_Bartoletti-Wunsch
gas_transport
85.47
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
477acbcf22a242a76afe51c1185ff30a
1,388,456,328
41.568408
-80.247806
0
552,598
2020-12-31 02:18:51
213,124,978,348,176
fraud_Herzog Ltd
misc_pos
7.9
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
110d8facf88152ec6efead6b0f9704d1
1,388,456,331
41.415718
-78.336128
0
552,599
2020-12-31 02:19:28
4,048,508,450,704,760
fraud_Corwin-Collins
gas_transport
65.01
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
c99b31eb5f3265086f6be79658dc2c90
1,388,456,368
41.861169
-97.88204
0