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
19,900
2019-01-13 02:51:32
6,011,999,606,625,827
fraud_Wiegand-Lowe
grocery_net
108.42
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
40cb8c39f8db9116cd3547fa37e01db8
1,326,423,092
41.373303
-74.734013
0
19,901
2019-01-13 02:51:57
4,220,345,354,880
fraud_Hudson-Ratke
grocery_pos
112
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
18082f56664ee462781eb885f604771c
1,326,423,117
42.439848
-83.516626
0
19,902
2019-01-13 02:52:09
577,588,686,219
fraud_Olson, Becker and Koch
gas_transport
45.53
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
6b3fd67e021fd0431f6a87134a2e5380
1,326,423,129
40.301267
-78.63188
0
19,903
2019-01-13 02:53:42
3,598,304,579,370,089
fraud_Parisian and Sons
gas_transport
52.7
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
e3feb262e8d48c8bbeb22f04f1c16d95
1,326,423,222
37.046866
-96.551662
0
19,904
2019-01-13 02:53:52
5,130,484,058,948,421
fraud_Casper, Hand and Zulauf
grocery_pos
96.65
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
233574f146f691dedce948fa1b2150b1
1,326,423,232
41.17976
-84.618813
0
19,905
2019-01-13 02:55:15
4,155,021,259,183,870
fraud_Bauch-Raynor
grocery_pos
87.7
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
7e025e7d6ab4719bca2b4c0a47e24186
1,326,423,315
35.62071
-98.681754
0
19,906
2019-01-13 02:55:16
2,224,100,459,250,597
fraud_Kuphal-Predovic
misc_net
7.41
Sheri
Thomas
F
019 Kimberly Light Apt. 039
Kings Bay
GA
31,547
30.7906
-81.5607
1,293
Naval architect
1963-09-11
68ed22f1c784216eeeec28070a2c2a0d
1,326,423,316
30.560275
-81.637033
0
19,907
2019-01-13 02:55:34
213,124,978,348,176
fraud_Langworth, Boehm and Gulgowski
shopping_net
6.91
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
2cacde5e2ae2b6033c53aada4487c6ad
1,326,423,334
42.147524
-77.984599
0
19,908
2019-01-13 02:55:59
3,583,793,405,872,580
fraud_Torp-Labadie
gas_transport
64.01
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
e7959de651675d8186ba0cebd678d4a5
1,326,423,359
35.843591
-99.046121
0
19,909
2019-01-13 02:58:08
6,506,982,560,413,523
fraud_Brekke and Sons
gas_transport
73.19
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
38b21fa6065d6a2217a29dcbcadaf835
1,326,423,488
33.276892
-93.635073
0
19,910
2019-01-13 02:59:30
373,043,435,942,726
fraud_Robel, Cummerata and Prosacco
gas_transport
61.65
Vincent
Richards
M
2064 Tyler Fork
Beasley
TX
77,417
29.479
-95.9681
2,457
Trading standards officer
1981-03-04
ea91f6816d1cc95b80fd85da029f2199
1,326,423,570
28.593416
-96.498081
0
19,911
2019-01-13 03:01:02
180,067,784,565,096
fraud_Keeling-Crist
misc_pos
103.45
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
36634a169214367f571fe6bf31acec04
1,326,423,662
43.594536
-89.182486
0
19,912
2019-01-13 03:02:37
4,089,096,483,689,733,600
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
181.97
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
ffda61be847b24aa0ec0f4b5840087e3
1,326,423,757
32.762944
-94.124886
0
19,913
2019-01-13 03:03:14
377,993,105,397,617
fraud_Stokes, Christiansen and Sipes
grocery_net
44.78
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
12a470ce328af24b76f3deb0e3d8c4e5
1,326,423,794
44.785799
-88.797851
0
19,914
2019-01-13 03:03:42
4,727,244,663,135,968
fraud_Koss and Sons
gas_transport
67.62
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
f688923494a6ff76ea89aa52ec90ae7c
1,326,423,822
30.032807
-86.968534
0
19,915
2019-01-13 03:04:13
4,220,495,028,289,516,500
fraud_Hoppe, Harris and Bednar
entertainment
85.47
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
0f52d835edbec90388e5801b4dd9eb74
1,326,423,853
33.880574
-118.500326
0
19,916
2019-01-13 03:05:13
213,156,747,557,083
fraud_Conroy-Cruickshank
gas_transport
96.2
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
7fa137c0d846843afd7487c214c410cd
1,326,423,913
35.080819
-118.915933
0
19,917
2019-01-13 03:07:53
676,298,633,337
fraud_Casper, Hand and Zulauf
grocery_pos
93.91
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
a0711dc8138970c3d39f3603c22e2cb6
1,326,424,073
39.977529
-80.503133
0
19,918
2019-01-13 03:08:21
4,301,028,321,766,222,300
fraud_Hills-Olson
grocery_net
54.44
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
724c2007ab64b36a399e6ad4e25cb69f
1,326,424,101
40.039067
-80.26128
0
19,919
2019-01-13 03:08:54
502,012,776,709
fraud_Casper, Hand and Zulauf
grocery_pos
152.69
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
e6ae38a8c5d6f8237c8692fc41bea7b8
1,326,424,134
42.182744
-76.154285
0
19,920
2019-01-13 03:10:32
4,981,132,848,794
fraud_Parisian and Sons
gas_transport
47.68
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
23099e36633f23c8711a7d3dc653942e
1,326,424,232
39.587377
-81.433919
0
19,921
2019-01-13 03:12:35
5,580,563,567,307,107
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
27.98
Stanley
Dickson
M
078 Alex Fields
Smock
PA
15,480
39.9961
-79.7678
1,946
Charity fundraiser
1990-06-21
0c416d710dae9717aad3425116f7291b
1,326,424,355
39.970976
-79.766051
0
19,922
2019-01-13 03:12:47
676,102,124,465
fraud_Runolfsson and Sons
grocery_net
54.88
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
dce69ad46b89bcc55b403c187e72e95c
1,326,424,367
38.837386
-122.907577
0
19,923
2019-01-13 03:14:00
4,509,142,395,811,241
fraud_Kuhic Inc
grocery_pos
95.6
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
2f584adce305249fed5d37a2772d16a2
1,326,424,440
30.721109
-81.727738
0
19,924
2019-01-13 03:14:11
377,234,009,633,447
fraud_Moen, Reinger and Murphy
grocery_pos
115.59
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
0cfe2d7734a1b61ddd40b46e059a8880
1,326,424,451
40.26077
-76.975191
0
19,925
2019-01-13 03:14:17
3,598,895,972,308,782
fraud_Kerluke, Kertzmann and Wiza
misc_net
3.84
Kenneth
Richards
M
994 Livingston Extensions Suite 918
Norwalk
OH
44,857
41.2403
-82.6078
23,805
Copy
1970-02-22
91d89de95c3c6ddc6babb2f5669caccf
1,326,424,457
40.903587
-82.668637
0
19,926
2019-01-13 03:15:35
213,113,338,379,864
fraud_Hills-Witting
shopping_net
17.46
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
b8f1f04797e7ba27684c5b2103ada680
1,326,424,535
40.066656
-75.889601
0
19,927
2019-01-13 03:16:09
6,011,652,924,285,713
fraud_Schmitt Inc
gas_transport
69.34
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
dcaef7dfb72d511227940eda4e91681a
1,326,424,569
38.790641
-92.670805
0
19,928
2019-01-13 03:17:04
4,005,676,619,255,478
fraud_Harris Inc
gas_transport
75.06
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
2e78f00a669ee73c5443ad2161486a25
1,326,424,624
31.159589
-90.934305
0
19,929
2019-01-13 03:17:41
676,298,633,337
fraud_Welch Inc
misc_net
7.03
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
c4ce2e85c6bd49f91d7c9949f05a1286
1,326,424,661
39.508122
-81.397923
0
19,930
2019-01-13 03:18:37
30,263,540,414,123
fraud_Johnson, Runolfsdottir and Mayer
misc_net
6.15
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
5d297603093b065e7113167ab9a42fcf
1,326,424,717
37.705827
-113.259257
0
19,931
2019-01-13 03:18:41
4,651,007,077,623,147
fraud_Eichmann, Bogan and Rodriguez
gas_transport
58.24
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
36b32e4062365b974ff041e0d6a721de
1,326,424,721
47.305034
-121.709876
0
19,932
2019-01-13 03:21:17
4,956,828,990,005,111,000
fraud_Rippin, Kub and Mann
misc_net
6.68
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
06b8af4c6ac7e63649e7c6d9cd16fa6a
1,326,424,877
40.804515
-73.3695
0
19,933
2019-01-13 03:21:21
377,234,009,633,447
fraud_Streich, Dietrich and Barton
shopping_net
2.93
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
64fe54731111feba358bdc3c609f026c
1,326,424,881
39.286782
-77.957729
0
19,934
2019-01-13 03:22:10
3,575,540,972,310,993
fraud_Kuhic Inc
grocery_pos
79.6
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
e64eede6d44a2088ff9fc3d7646ccb05
1,326,424,930
35.258432
-90.213118
0
19,935
2019-01-13 03:23:10
4,740,713,119,940,984
fraud_Rodriguez Group
gas_transport
89.49
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
8a0d294f1c0269aaa667a9a8ca8bbe70
1,326,424,990
42.014826
-73.592541
0
19,936
2019-01-13 03:23:38
30,501,624,614,310
fraud_VonRueden Group
grocery_net
23.23
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
4eef89763e1ddaef4cd8f761b3499fd2
1,326,425,018
32.997167
-80.957268
0
19,937
2019-01-13 03:24:46
503,874,407,318
fraud_Schaefer, Maggio and Daugherty
gas_transport
52.46
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
e3c2ac5726c3cb5dae8b2be869cf6d34
1,326,425,086
30.419146
-97.610616
0
19,938
2019-01-13 03:25:16
4,355,790,796,238,265,000
fraud_Nitzsche, Kessler and Wolff
shopping_pos
6.87
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
577a543169cc915bdc57863148ba0ea5
1,326,425,116
39.623916
-90.613947
0
19,939
2019-01-13 03:25:29
36,722,699,017,270
fraud_Welch Inc
misc_net
46.93
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
5937e13248eaa9243ced9222ad7ffc7b
1,326,425,129
33.387878
-112.00374
0
19,940
2019-01-13 03:26:24
4,149,238,353,975,790
fraud_Cummings Group
grocery_net
51.6
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
45a5fcc6429a58d473d66ce90d0b243c
1,326,425,184
39.815599
-79.492532
0
19,941
2019-01-13 03:26:52
3,593,399,694,467,427
fraud_Jaskolski-Vandervort
misc_net
83.47
Douglas
Smith
M
85932 Marc Throughway Apt. 080
Knowlesville
NY
14,479
43.2363
-78.3138
275
TEFL teacher
1964-08-18
bc8a4900f9dfcf9c876de6ffad6f6da0
1,326,425,212
43.373973
-78.210257
0
19,942
2019-01-13 03:29:46
3,513,618,443,244,549
fraud_Gleason-Macejkovic
shopping_net
184.67
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
bbbaa516bce886a94bccf8549aa8b615
1,326,425,386
43.025654
-97.710613
0
19,943
2019-01-13 03:29:48
630,469,040,731
fraud_Bartoletti-Wunsch
gas_transport
66.71
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
0063adf2ff8e164d082b2f0c3a8ba6ef
1,326,425,388
46.584012
-122.262602
0
19,944
2019-01-13 03:30:40
581,293,083,266
fraud_Ankunding LLC
shopping_net
115.65
William
Thomas
M
39227 Mcpherson Shoals
Lahoma
OK
73,754
36.385
-98.0727
1,078
Podiatrist
1989-10-06
76e485a25aa5044204914ad151025007
1,326,425,440
35.652738
-98.206146
0
19,945
2019-01-13 03:32:13
4,956,828,990,005,111,000
fraud_Schumm, Bauch and Ondricka
grocery_pos
42.89
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
46988a33c9d71038774e4d56edf9ab5c
1,326,425,533
40.823488
-73.476001
0
19,946
2019-01-13 03:32:23
4,301,028,321,766,222,300
fraud_Huel, Hammes and Witting
grocery_pos
102.31
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
3f4cedc25b5458147c33ae9eb32a049f
1,326,425,543
39.739728
-80.08142
0
19,947
2019-01-13 03:32:38
3,592,325,941,359,225
fraud_Schaefer, Fay and Hilll
entertainment
1.59
Ashley
Robinson
F
1007 Colton Forks
Hopewell
VA
23,860
37.2876
-77.295
31,970
Purchasing manager
1935-08-15
e9948c015ada417575121274420022fb
1,326,425,558
36.48331
-77.131354
0
19,948
2019-01-13 03:34:55
372,382,441,451,095
fraud_Kihn, Abernathy and Douglas
shopping_net
46.47
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
baccfe59aceb21ac554deabc988bf58a
1,326,425,695
42.814816
-73.741139
0
19,949
2019-01-13 03:35:43
6,597,248,210,463,122
fraud_Donnelly PLC
misc_net
9.39
Kyle
Wright
M
610 Samantha Park Suite 149
Whittemore
IA
50,598
43.0261
-94.4064
912
Optometrist
1968-05-16
22127877ea1a30b43ad75e81b5e0f292
1,326,425,743
43.146596
-93.562247
0
19,950
2019-01-13 03:36:12
4,467,456,915,153,312,300
fraud_Vandervort-Funk
grocery_pos
61.99
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
43132bfc2034044e922268973966de55
1,326,425,772
27.946177
-82.101072
0
19,951
2019-01-13 03:37:21
376,262,134,119,629
fraud_Cummerata-Hilpert
entertainment
26.84
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
0a4e86fc3ab35aaa263d0eae84a027c2
1,326,425,841
27.9513
-82.439718
0
19,952
2019-01-13 03:38:55
4,708,992,452,821,239
fraud_Auer-Mosciski
grocery_pos
142.53
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
e6c845c4bc769a0cd79c5e9f602f4084
1,326,425,935
35.809246
-90.599923
0
19,953
2019-01-13 03:41:45
30,407,675,418,785
fraud_Tillman, Dickinson and Labadie
gas_transport
61.13
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
17d752fac4421abc8c2dca613408cd88
1,326,426,105
41.212264
-76.908539
0
19,954
2019-01-13 03:43:12
3,558,652,751,678,952
fraud_Conroy-Emard
food_dining
10.65
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
99f45f44204973b9b86faaec70429dea
1,326,426,192
32.271963
-94.23664
0
19,955
2019-01-13 03:43:59
6,534,628,260,579,800
fraud_Harber Inc
gas_transport
61.13
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
9762358924739aa6f536b684ba915418
1,326,426,239
45.00548
-73.281812
0
19,956
2019-01-13 03:43:59
2,475,085,306,462,014
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
137.62
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
f34aac66b6831e0e2288443e7ab63d24
1,326,426,239
44.220611
-95.058278
0
19,957
2019-01-13 03:45:36
584,673,555,952
fraud_Kutch, Hermiston and Farrell
gas_transport
34.49
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
20dcc7f888555d89d3ea65e7f18dc655
1,326,426,336
46.69265
-102.016299
0
19,958
2019-01-13 03:46:06
4,342,532,437,704,183
fraud_Rau and Sons
grocery_pos
83.96
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
7cc005a13acea11fb2907ee9815239d8
1,326,426,366
43.153846
-75.248547
0
19,959
2019-01-13 03:46:17
571,844,099,986
fraud_Daugherty, Pouros and Beahan
shopping_pos
8.39
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
337b2d8a85cfaf5278748d81b84c22d4
1,326,426,377
38.83221
-86.402954
0
19,960
2019-01-13 03:46:51
6,011,367,958,204,270
fraud_Kerluke, Kertzmann and Wiza
misc_net
102.88
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
db073b0a455f1027c0c33550f9836c39
1,326,426,411
41.805408
-82.612798
0
19,961
2019-01-13 03:47:10
4,069,975,342,931,683
fraud_Monahan, Bogisich and Ledner
misc_pos
124.3
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
e3e547978c424c053ec207f81f9e0cd4
1,326,426,430
39.135159
-81.844389
0
19,962
2019-01-13 03:51:22
6,011,109,736,646,996
fraud_Welch Inc
misc_net
7.4
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
9dac28c9cbb25da6e2840d20b882b9cb
1,326,426,682
33.879387
-78.444999
0
19,963
2019-01-13 03:51:40
213,120,463,918,358
fraud_Rodriguez Group
gas_transport
25.08
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
84d01c41652e42eea73e59f2a0ee8cf7
1,326,426,700
32.261408
-93.123833
0
19,964
2019-01-13 03:52:53
4,379,260,813,815,979,500
fraud_Casper, Hand and Zulauf
grocery_pos
48.41
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
b7f14c0f0a7bafea436f43308636971c
1,326,426,773
37.397992
-121.312514
0
19,965
2019-01-13 03:53:21
4,570,636,521,433,188
fraud_Herman Inc
misc_pos
116.81
Christine
Leblanc
F
5097 Jodi Vista Suite 811
Deltona
FL
32,725
28.8989
-81.2473
88,735
Commercial horticulturist
1988-04-09
cb29a838863dd87bc708b799ebf1d1c4
1,326,426,801
29.002051
-81.647372
0
19,966
2019-01-13 03:53:41
377,993,105,397,617
fraud_Funk Group
grocery_net
18.16
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
bbdf0fa09f44348da8e4b5b5d97dc0d9
1,326,426,821
44.539991
-88.144997
0
19,967
2019-01-13 03:53:41
4,424,338,559,877,976
fraud_Erdman-Kertzmann
gas_transport
72.61
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
04e56359fb8fee13122db2203a2d482f
1,326,426,821
41.23978
-82.931661
0
19,968
2019-01-13 03:58:31
213,173,753,804,333
fraud_Williamson LLC
misc_pos
16.68
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
bc35babd524f181484f02311d5f61941
1,326,427,111
40.95723
-87.61141
0
19,969
2019-01-13 03:58:36
3,518,758,680,062,249
fraud_Schaefer, Maggio and Daugherty
gas_transport
64.14
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
e1e3315ee0440dd4596b555b00b2f3cf
1,326,427,116
38.608315
-109.74579
0
19,970
2019-01-13 04:00:41
3,586,955,669,388,457
fraud_Kozey-Boehm
shopping_net
103.72
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
29088c87169b5e4bc6210cb33497b317
1,326,427,241
40.471773
-79.20028
0
19,971
2019-01-13 04:03:09
3,514,865,930,894,695
fraud_Hackett-Lueilwitz
grocery_pos
135.65
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
2ff35371abe07d0a9894ccaaae1cef90
1,326,427,389
33.520595
-104.928834
0
19,972
2019-01-13 04:05:27
2,288,813,824,604,479
fraud_Spencer-Runolfsson
misc_pos
1,048.78
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
7f879ae60a3a823921b5ac0d5ca0b9b2
1,326,427,527
41.635029
-73.440129
0
19,973
2019-01-13 04:05:49
4,482,427,013,979,020
fraud_Cormier LLC
shopping_net
474.92
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
6150357c8b13f5d3f9f6d8111bc34cd5
1,326,427,549
39.028717
-82.960453
0
19,974
2019-01-13 04:08:48
4,707,867,759,656,333
fraud_Cormier LLC
shopping_net
37.32
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
5948679e3f96572f0119ac1f5e04c893
1,326,427,728
36.929637
-82.452811
0
19,975
2019-01-13 04:10:38
4,430,881,574,719,618
fraud_Kutch and Sons
grocery_pos
147.21
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
1057ddc6fb980b9ab6da4fdb3ad09772
1,326,427,838
38.593146
-106.094694
0
19,976
2019-01-13 04:10:43
2,288,748,891,690,227
fraud_Zboncak LLC
food_dining
69.71
Kathleen
Heath
F
9297 Victor Rest Apt. 382
Albuquerque
NM
87,116
35.0561
-106.5506
641,349
Charity officer
1967-01-24
2f91ad6d9da112a2705a1e1d607394e2
1,326,427,843
35.712125
-105.912318
0
19,977
2019-01-13 04:11:27
340,103,199,302,564
fraud_Roberts-Beahan
misc_pos
129.31
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
914a2f761869cccc139e25f0fe609e36
1,326,427,887
36.546696
-79.763656
0
19,978
2019-01-13 04:12:18
38,580,485,618,059
fraud_Nitzsche, Kessler and Wolff
shopping_pos
9.44
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
a1133d89c2c533f5a6dd22444c7ffdb6
1,326,427,938
49.804245
-103.480566
0
19,979
2019-01-13 04:12:20
213,195,754,007,681
fraud_Rippin, Kub and Mann
misc_net
134.67
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
784f15704911ea61f6247334c77b8e05
1,326,427,940
41.742135
-92.601155
0
19,980
2019-01-13 04:12:33
30,197,398,657,930
fraud_Herman, Treutel and Dickens
misc_net
35.33
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
0a5091b2360c1e040b109f3195a8b564
1,326,427,953
35.118072
-78.04411
0
19,981
2019-01-13 04:12:56
30,270,432,095,985
fraud_Cummings LLC
gas_transport
66.94
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
8101cfe12976a665b470eb89bb78132e
1,326,427,976
40.385124
-91.7791
0
19,982
2019-01-13 04:12:57
4,972,228,199,573,984
fraud_Torphy-Goyette
shopping_pos
225.83
Brian
Hogan
M
3316 Cindy Land
Lane
OK
74,555
34.2691
-95.9685
861
Quantity surveyor
1960-04-08
d1b70d41bf0f863c2c765dc2a17c5be9
1,326,427,977
34.798432
-95.180204
0
19,983
2019-01-13 04:13:27
36,913,587,729,122
fraud_Roob LLC
grocery_net
30.56
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
573a2a3936da39a784ee2a8608a9ce9d
1,326,428,007
42.7
-115.924515
0
19,984
2019-01-13 04:16:07
3,518,758,680,062,249
fraud_Marks Inc
gas_transport
91.14
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
37ef02fc74d09aad9e3011e06c7edb64
1,326,428,167
37.855914
-108.732648
0
19,985
2019-01-13 04:16:15
213,199,865,312,311
fraud_Boyer PLC
misc_pos
8.28
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
73c6300595bfc7d02c0f2fdda0406f5d
1,326,428,175
35.177909
-85.683873
0
19,986
2019-01-13 04:16:41
180,072,527,505,094
fraud_Kilback LLC
grocery_pos
80.74
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
f955fb2cde43d7e7d21859a292d639b4
1,326,428,201
36.046336
-79.987478
0
19,987
2019-01-13 04:19:02
213,136,802,746,375
fraud_Mosciski, Gislason and Mertz
grocery_pos
145.02
Christine
Davis
F
736 Moss Motorway Suite 549
Humboldt
AZ
86,329
34.5189
-112.2523
1,179
Civil engineer, contracting
1955-01-20
f6f362232a8c6f9a81afbe9e7dde3cf6
1,326,428,342
34.189154
-111.672533
0
19,988
2019-01-13 04:20:32
2,576,709,887,791,552
fraud_Kassulke PLC
shopping_net
446.47
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
f57ff7c1ef99d616df9ec91879573853
1,326,428,432
33.3835
-117.692036
0
19,989
2019-01-13 04:21:46
180,011,453,250,192
fraud_Cassin-Harvey
grocery_net
56.29
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
92188490ec7581e7ef15cf43f6844901
1,326,428,506
40.416213
-90.754814
0
19,990
2019-01-13 04:21:56
6,593,250,708,747,804
fraud_Thiel PLC
misc_pos
1.38
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
201d17a76aba98bd00986717099c6f61
1,326,428,516
27.364214
-79.355914
0
19,991
2019-01-13 04:22:34
4,981,132,848,794
fraud_Spencer PLC
entertainment
20.22
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
9d57a0cf63addd964ec0fca64f3905cf
1,326,428,554
40.179492
-81.296412
0
19,992
2019-01-13 04:24:14
6,517,217,825,320,610
fraud_Stroman, Hudson and Erdman
gas_transport
93.68
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
047140859cdac87f42cb59b84b17f01e
1,326,428,654
32.54259
-90.540929
0
19,993
2019-01-13 04:24:57
3,506,040,590,383,211
fraud_Pfeffer and Sons
shopping_pos
133.15
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
36aeafafaabd928accd30d998df0c3b0
1,326,428,697
45.479321
-112.204651
0
19,994
2019-01-13 04:25:57
4,607,072,969,078,276
fraud_Jenkins, Hauck and Friesen
gas_transport
62.4
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
6d599fc7f495ec51a0c0e23c45b9539b
1,326,428,757
36.21993
-96.538244
0
19,995
2019-01-13 04:26:59
4,104,312,520,615,374
fraud_McDermott-Weimann
grocery_pos
98.86
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
61f67fbe54c4bc1afc847fdb1c58cc4a
1,326,428,819
33.767565
-117.341778
0
19,996
2019-01-13 04:28:22
30,343,344,410,970
fraud_Bernhard, Grant and Langworth
shopping_pos
2.04
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
6b36f682b3a482fe9ea446c4a0c88dc3
1,326,428,902
40.594885
-79.119914
0
19,997
2019-01-13 04:29:06
3,502,088,871,723,054
fraud_Shields Inc
grocery_net
38.52
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
5f84d53d8465a2c6493a336046c13e83
1,326,428,946
39.55243
-77.582253
0
19,998
2019-01-13 04:29:29
2,706,977,570,537,524
fraud_Hudson-Ratke
grocery_pos
110.12
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
52a066480aa8bcf61c5485423c31d880
1,326,428,969
38.402828
-82.689669
0
19,999
2019-01-13 04:30:44
345,389,171,551,808
fraud_Kling Inc
gas_transport
52.22
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
8514845414a2918933ba678536559800
1,326,429,044
33.942943
-90.217408
0