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
10,400
2019-01-07 09:02:54
676,195,318,214
fraud_Zieme, Bode and Dooley
gas_transport
68.57
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
c1252955ec893b5cfca9185443197e70
1,325,926,974
29.218409
-96.613719
0
10,401
2019-01-07 09:03:34
371,034,293,500,716
fraud_Baumbach, Strosin and Nicolas
shopping_pos
50.11
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
93d24a75815455c17e1ca15e01995519
1,325,927,014
39.36782
-121.283019
0
10,402
2019-01-07 09:04:15
4,640,395,708,703
fraud_Hudson-Ratke
grocery_pos
139.2
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
4ba3186f601afdbff35e589fb42706e7
1,325,927,055
31.036321
-91.906944
0
10,403
2019-01-07 09:04:53
374,821,819,075,109
fraud_Goyette, Howell and Collier
shopping_pos
8.92
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
15fb4fadd0a5c5ed38e6e135924c4e56
1,325,927,093
44.009608
-76.47288
0
10,404
2019-01-07 09:05:25
3,552,581,383,553,463
fraud_Quitzon, Green and Bashirian
shopping_pos
4.4
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
1f767337fd9ce56e900dbe3f83f0ddc3
1,325,927,125
35.768616
-82.963157
0
10,405
2019-01-07 09:06:53
4,430,881,574,719,618
fraud_Nitzsche, Kessler and Wolff
shopping_pos
37.94
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
571de9b622aaf13cb733c27a23f05052
1,325,927,213
40.156376
-106.205455
0
10,406
2019-01-07 09:07:22
567,868,110,212
fraud_Dach-Nader
misc_net
67.58
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
e05dacddc14e3b2539e7ab91b83cf00f
1,325,927,242
28.781592
-95.442639
0
10,407
2019-01-07 09:07:32
4,683,638,447,911
fraud_Moen, Reinger and Murphy
grocery_pos
103.83
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
5170eec387c148dfc9fe604b5169c6ba
1,325,927,252
30.282669
-92.730113
0
10,408
2019-01-07 09:07:42
377,993,105,397,617
fraud_Heller-Abshire
grocery_net
38.6
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
1fc90e6cc4319529f92617f558a436e0
1,325,927,262
45.06073
-87.273119
0
10,409
2019-01-07 09:08:02
6,011,382,886,333,463
fraud_Volkman-Predovic
shopping_net
1.86
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
d4c2fa16dd1645cb9aadc642e96c2a6b
1,325,927,282
43.873002
-84.364677
0
10,410
2019-01-07 09:08:35
4,358,137,750,029,945,000
fraud_Kutch LLC
gas_transport
48.42
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
57742a4e225683217ab16d7446e4e93d
1,325,927,315
43.576765
-91.491315
0
10,411
2019-01-07 09:10:17
676,245,600,876
fraud_Daugherty, Pouros and Beahan
shopping_pos
22.08
Ashley
Blanchard
F
292 Lowe Dam Suite 858
West Palm Beach
FL
33,417
26.7197
-80.1248
459,921
Historic buildings inspector/conservation officer
1960-06-14
74f3633e35669181f3a05c812755644e
1,325,927,417
27.238571
-79.359383
0
10,412
2019-01-07 09:11:38
3,545,109,339,866,548
fraud_Harber Inc
gas_transport
59.79
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
fdf28fd30cdd6c5181f6f376dc6c887f
1,325,927,498
33.886981
-91.202432
0
10,413
2019-01-07 09:12:07
3,528,231,451,607,350
fraud_Rodriguez Group
gas_transport
75.31
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
e0623e5c3eed844d0d74c4210312cea2
1,325,927,527
40.14839
-75.841291
0
10,414
2019-01-07 09:13:30
30,266,994,494,236
fraud_Jaskolski-Dibbert
grocery_net
74.41
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
a2343a01db906aad2420262b3ec58898
1,325,927,610
37.275462
-77.893718
0
10,415
2019-01-07 09:14:10
4,681,601,008,538,160
fraud_Boyer PLC
misc_pos
382.37
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
a548c290eaadabfb0d2a9dbbcac4f067
1,325,927,650
39.900514
-81.437372
0
10,416
2019-01-07 09:16:00
213,173,753,804,333
fraud_Cummings LLC
gas_transport
115.8
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
7a76e5f85659a969278b9fbca20641c9
1,325,927,760
41.550964
-87.420496
0
10,417
2019-01-07 09:16:39
3,560,725,013,359,375
fraud_Turner and Sons
shopping_pos
4.97
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
c6647ee3bc52c3f428e7eda9d8007d3d
1,325,927,799
32.130194
-101.765873
0
10,418
2019-01-07 09:17:13
3,598,215,285,024,754
fraud_Turcotte-Halvorson
misc_pos
70.77
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
02a6d49dcb480207ee093ca95e3158c0
1,325,927,833
40.010143
-72.702466
0
10,419
2019-01-07 09:18:25
3,554,849,923,339,851
fraud_Streich, Hansen and Veum
gas_transport
56.26
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
7e3e5c49b133afc3c238ffc726957b39
1,325,927,905
36.327006
-96.489371
0
10,420
2019-01-07 09:19:00
577,588,686,219
fraud_VonRueden Group
grocery_net
14.31
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
b7976553b59c8ea1da6d29fadedfd2b1
1,325,927,940
40.386654
-78.656874
0
10,421
2019-01-07 09:19:34
3,521,417,320,836,166
fraud_Reilly, Heaney and Cole
gas_transport
52.83
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
5b4b5512e8ace11b8a92b03eeaeb9dfe
1,325,927,974
40.786945
-86.181098
0
10,422
2019-01-07 09:20:18
376,445,266,762,684
fraud_Cummerata-Jones
gas_transport
38.62
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
8af8a8e3befe2884cf7cb1a45ecfd614
1,325,928,018
41.177959
-101.84213
0
10,423
2019-01-07 09:20:30
3,573,030,041,201,292
fraud_Koepp-Parker
grocery_pos
118.61
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
40bcb083692d756c8024ee1e4b8799fe
1,325,928,030
39.444399
-110.222462
0
10,424
2019-01-07 09:21:12
2,720,012,583,106,919
fraud_Block Group
misc_pos
35.01
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
270cdcaddc1f87659c10a8a19ab25a73
1,325,928,072
43.648255
-103.015091
0
10,425
2019-01-07 09:21:23
180,036,456,789,979
fraud_Schaefer, Maggio and Daugherty
gas_transport
60.29
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
84df66cad763ff01ac9cd8acf6f4f510
1,325,928,083
43.342058
-90.381481
0
10,426
2019-01-07 09:21:31
6,011,388,901,471,808
fraud_Sporer Inc
gas_transport
66.51
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
c018890a975a626f87ed76771c735851
1,325,928,091
39.431299
-79.490124
0
10,427
2019-01-07 09:24:20
375,248,307,838,179
fraud_DuBuque LLC
grocery_pos
110.81
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
cef5a3719c4885fa8bbfb51309914923
1,325,928,260
39.367887
-81.024148
0
10,428
2019-01-07 09:24:56
4,997,733,566,924,489
fraud_Cassin-Harvey
grocery_net
45.78
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
9a6499b4e93882853f6327d2f18868aa
1,325,928,296
45.938737
-92.893296
0
10,429
2019-01-07 09:25:25
38,014,427,445,058
fraud_Moen, Reinger and Murphy
grocery_pos
81.05
Sonya
Jensen
F
4470 Jillian Courts
Adams
WI
53,910
43.8967
-89.8219
3,508
Sport and exercise psychologist
1946-08-11
7a39ebd88fe9108d90f6c378843420a6
1,325,928,325
44.227263
-90.105036
0
10,430
2019-01-07 09:26:18
4,265,776,278,887,457
fraud_Harris Inc
gas_transport
89.45
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
04485fbb066a87f6932f07488911bf69
1,325,928,378
35.404539
-91.387356
0
10,431
2019-01-07 09:29:34
180,014,262,259,255
fraud_Casper, Hand and Zulauf
grocery_pos
78.03
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
5fa75905ac6a72de89bb3164fc951aca
1,325,928,574
31.950451
-86.403216
0
10,432
2019-01-07 09:29:58
370,348,764,075,623
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
116.19
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
b722a478a7dc0e1cc4a819b83bd1dbe4
1,325,928,598
29.782571
-89.752948
0
10,433
2019-01-07 09:30:34
4,482,427,013,979,020
fraud_Buckridge PLC
misc_pos
15.89
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
9af541348878a758c72755d0d243976a
1,325,928,634
38.299571
-83.073049
0
10,434
2019-01-07 09:30:37
180,064,817,343,047
fraud_Schaefer, McGlynn and Bosco
gas_transport
50.49
Patricia
Gonzalez
F
8973 Mark Drive
Stephensport
KY
40,170
37.9048
-86.524
344
Chartered public finance accountant
1967-03-30
3e11216b768b02a5a3de639fd0c25b1f
1,325,928,637
38.414139
-86.221274
0
10,435
2019-01-07 09:30:44
213,113,028,819,344
fraud_Bernhard, Grant and Langworth
shopping_pos
5.08
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
bba1e1442540ec713a47038d1664ae9e
1,325,928,644
44.236897
-76.273334
0
10,436
2019-01-07 09:30:45
346,273,234,529,002
fraud_Jaskolski-Dibbert
grocery_net
32.75
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
0412b2fdaa353315bb465ce953f4b447
1,325,928,645
37.934626
-81.273699
0
10,437
2019-01-07 09:31:09
4,488,941,175,228,467
fraud_Dickinson Ltd
misc_pos
1,113.3
Jacqueline
Washington
F
138 Stephen Ridges Apt. 978
Umatilla
FL
32,784
28.9254
-81.6801
11,432
Private music teacher
1986-03-31
037f649a860100f564b94fee3e6bd520
1,325,928,669
28.143586
-81.666065
0
10,438
2019-01-07 09:31:54
3,595,192,916,105,588
fraud_Miller-Hauck
grocery_pos
69.78
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
1716f78fb924d90431a594e5b1d20038
1,325,928,714
35.06944
-78.322812
0
10,439
2019-01-07 09:32:42
38,057,513,087,029
fraud_Torp-Labadie
gas_transport
42.66
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
1e9e0903e6b427fa0cec593c1c6b8153
1,325,928,762
36.813401
-120.80905
0
10,440
2019-01-07 09:32:47
376,262,134,119,629
fraud_Schneider, Hayes and Nikolaus
food_dining
114.53
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
b17a59df1a2da8c8d508fb90de1e34b3
1,325,928,767
27.202952
-81.515216
0
10,441
2019-01-07 09:32:59
2,233,882,705,243,596
fraud_Robel, Cummerata and Prosacco
gas_transport
57.69
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
c052810355c9609cb72b3491f50fad9c
1,325,928,779
32.530134
-89.719686
0
10,442
2019-01-07 09:34:13
376,028,110,684,021
fraud_Lockman, West and Runte
grocery_pos
124.7
Aaron
Murray
M
624 Hale Springs Apt. 572
Meadville
MO
64,659
39.7795
-93.3014
964
Tourist information centre manager
1974-12-23
50a46563bb89ff2e7556830279114153
1,325,928,853
40.388165
-93.58892
0
10,443
2019-01-07 09:35:04
4,972,228,199,573,984
fraud_Harris Inc
gas_transport
56.87
Brian
Hogan
M
3316 Cindy Land
Lane
OK
74,555
34.2691
-95.9685
861
Quantity surveyor
1960-04-08
de97f58f7e25336025d8bd43c032aff1
1,325,928,904
35.148147
-96.671502
0
10,444
2019-01-07 09:36:11
4,223,708,906,367,574,000
fraud_Kohler, Lindgren and Koelpin
grocery_net
54.58
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
2e6d37e6e7c136fed19366a9922ca3d2
1,325,928,971
38.380246
-84.356859
0
10,445
2019-01-07 09:36:24
2,719,496,466,799,416
fraud_Nienow, Ankunding and Collier
misc_pos
59.61
Sheila
Baker
F
8030 Walker Heights
Belle Fourche
SD
57,717
44.6723
-103.8396
8,007
Hospital pharmacist
1940-09-17
14e12cef0f81651f7ea17f8ae19a91b5
1,325,928,984
45.465978
-103.553418
0
10,446
2019-01-07 09:37:05
4,147,608,975,828,480
fraud_Herzog Ltd
misc_pos
57.03
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
5bbd81dae67df762afe61287d5e4755b
1,325,929,025
43.490145
-94.865721
0
10,447
2019-01-07 09:37:24
5,456,776,410,929,288
fraud_Stroman, Hudson and Erdman
gas_transport
63.96
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
3f3d2a91c80fce62b493237d3a7e579c
1,325,929,044
40.109497
-79.6804
0
10,448
2019-01-07 09:38:15
377,550,167,323,848
fraud_Frami Group
entertainment
5.21
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
590b00cba30d251bb18a74c813527799
1,325,929,095
44.462922
-70.433457
0
10,449
2019-01-07 09:39:15
4,670,613,943,676,271
fraud_Mosciski, Gislason and Mertz
grocery_pos
63.46
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
0505340f7caa46868f2f863f58546438
1,325,929,155
31.729202
-84.566548
0
10,450
2019-01-07 09:40:33
213,161,293,389,774
fraud_Kiehn-Emmerich
grocery_pos
104.85
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
e9002c4ca32523a621a345f9b58dec8c
1,325,929,233
43.201128
-77.350106
0
10,451
2019-01-07 09:41:00
3,542,162,746,848,552
fraud_Conroy-Cruickshank
gas_transport
76.78
Bradley
Anderson
M
3896 Gilmore Mill
Emmons
MN
56,029
43.5089
-93.4824
744
Communications engineer
1968-01-28
9e0dcac7d1aeaa7c7c82feae38768418
1,325,929,260
42.702616
-94.034588
0
10,452
2019-01-07 09:41:05
213,199,865,312,311
fraud_Lockman, West and Runte
grocery_pos
140.17
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
c7f64ab1f18065e9be221e5e56edad15
1,325,929,265
34.210034
-85.334162
0
10,453
2019-01-07 09:41:18
4,451,952,084,362,894
fraud_Wuckert-Walter
grocery_net
43.51
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
1c6e025fd2cf54e32ec212e16078d166
1,325,929,278
34.852712
-102.667955
0
10,454
2019-01-07 09:42:12
6,011,693,194,885,790
fraud_Bahringer-Larson
grocery_net
15.68
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
3c2765c3fc707291a3925747e3acb133
1,325,929,332
46.239394
-93.867776
0
10,455
2019-01-07 09:43:27
377,654,590,313,960
fraud_Erdman-Kertzmann
gas_transport
87.19
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
02c85e6712c10fb334a1aa1300add637
1,325,929,407
35.343361
-83.291661
0
10,456
2019-01-07 09:44:31
213,124,978,348,176
fraud_Rodriguez Group
gas_transport
63.48
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
cf44b42d3b53840bc518c6157be8a4f7
1,325,929,471
43.028053
-77.777375
0
10,457
2019-01-07 09:44:32
3,560,697,798,177,746
fraud_Schmidt and Sons
shopping_net
4.13
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
b71e1c2fb201d2ac2454f7d146a7e2ae
1,325,929,472
33.695398
-117.156519
0
10,458
2019-01-07 09:45:23
3,560,797,065,840,735
fraud_Kerluke PLC
misc_net
2.89
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
d4e0d6b94a2fb43593a04f8105681542
1,325,929,523
45.403442
-101.961281
0
10,459
2019-01-07 09:47:31
571,365,235,126
fraud_Schultz, Simonis and Little
grocery_pos
126.74
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
f8bc3ea859d4978ed54eeddc930c5eaa
1,325,929,651
45.399249
-86.054512
0
10,460
2019-01-07 09:49:06
344,709,867,813,900
fraud_Collier Inc
grocery_net
49.98
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
f6bda32f32056cce03ae73ae1d986c6a
1,325,929,746
26.812299
-81.385727
0
10,461
2019-01-07 09:49:31
676,118,385,837
fraud_Bernhard, Grant and Langworth
shopping_pos
6.86
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
f5e1585f9e35b9653b89145168fd67ca
1,325,929,771
45.382488
-123.354352
0
10,462
2019-01-07 09:49:34
213,174,467,670,432
fraud_Torp-Labadie
gas_transport
54.45
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
aebf7b714dd6a86f9dfa0b44ad098de3
1,325,929,774
39.895816
-76.132654
0
10,463
2019-01-07 09:55:50
3,564,182,536,169,293
fraud_Roberts-Beahan
misc_pos
1.44
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
653def708e520827fa95e2fa5be6c2a0
1,325,930,150
40.528893
-82.262368
0
10,464
2019-01-07 09:55:55
347,612,609,554,823
fraud_Emard Inc
gas_transport
42.4
Robert
James
M
18316 Cannon Place
Newport
ME
4,953
44.8393
-69.2675
3,228
Lexicographer
1995-12-28
730571e71ad6c9635406be04f72a39d8
1,325,930,155
44.647381
-69.606145
0
10,465
2019-01-07 09:56:33
3,595,111,028,444,131
fraud_Schmitt Inc
gas_transport
57.75
Jeffery
Sanders
M
5278 Sarah Station Apt. 009
Cardwell
MO
63,829
36.0434
-90.2907
1,120
Television floor manager
1957-04-17
7ade67e24ed2e038986fb7e0218aef91
1,325,930,193
37.003241
-89.302882
0
10,466
2019-01-07 09:57:58
4,715,741,951,931,169,000
fraud_Monahan, Bogisich and Ledner
misc_pos
4.23
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
781d9e9db25a8143c550055b8d7a319b
1,325,930,278
37.130963
-97.428422
0
10,467
2019-01-07 09:58:03
4,220,495,028,289,516,500
fraud_Kuhn LLC
shopping_pos
7.04
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
566a3ed556ffa728beb2300423120457
1,325,930,283
33.727634
-117.093849
0
10,468
2019-01-07 09:58:29
4,505,383,113,689
fraud_Osinski, Ledner and Leuschke
grocery_pos
93.41
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
19d528d1b08f7a9cacfbf5c786a13f68
1,325,930,309
38.148324
-75.984847
0
10,469
2019-01-07 10:00:54
6,538,891,242,532,018
fraud_Bernhard Inc
gas_transport
57.87
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
e3079b8d99f19436f049ec0a90d643be
1,325,930,454
36.539114
-89.974442
0
10,470
2019-01-07 10:01:25
4,069,975,342,931,683
fraud_Wuckert-Walter
grocery_net
42.58
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
a79b1d8ac48d6b3b89f00a868ec1f1da
1,325,930,485
37.899978
-82.80139
0
10,471
2019-01-07 10:04:13
4,198,470,814,557
fraud_O'Keefe-Hudson
grocery_pos
132.61
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
b8db01157974b335d82067c50d2bb273
1,325,930,653
41.57309
-95.116955
0
10,472
2019-01-07 10:05:03
4,254,074,738,931,278
fraud_Heidenreich PLC
grocery_pos
159.35
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
233fbd1b53d8e870c268f8c49467585b
1,325,930,703
41.560285
-78.938822
0
10,473
2019-01-07 10:05:41
2,383,461,948,823,908
fraud_Rowe, Batz and Goodwin
grocery_pos
129.53
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
e7b174f27ebf0267a7d90323e96837d2
1,325,930,741
43.513309
-70.704792
0
10,474
2019-01-07 10:06:05
6,011,197,122,270,059
fraud_Harris, Gusikowski and Heaney
grocery_net
34.66
Vincent
Ward
M
06730 Joshua Isle Suite 555
North Brookfield
MA
1,535
42.2665
-72.0821
4,680
Field seismologist
1986-04-03
ed335be087fc68fd16e8669924e27c55
1,325,930,765
41.76682
-72.192613
0
10,475
2019-01-07 10:06:14
6,526,955,903,501,879
fraud_Willms, Kris and Bergnaum
shopping_pos
7.3
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
0047beff9eb2172c04f698c14fd2171f
1,325,930,774
25.538819
-81.158126
0
10,476
2019-01-07 10:07:33
2,712,209,726,293,386
fraud_Bahringer-Larson
grocery_net
55.59
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
f9a84f58f1dd2cdd0f96f3ac63a86358
1,325,930,853
29.687678
-90.962681
0
10,477
2019-01-07 10:07:39
343,746,486,082,492
fraud_Parisian, Schiller and Altenwerth
misc_net
5.2
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
7d2d9fbaf2212ba46bd5661b10526b53
1,325,930,859
43.914717
-85.568178
0
10,478
2019-01-07 10:08:00
501,831,082,224
fraud_Balistreri-Nader
misc_pos
570.02
Corey
Jones
M
709 George Underpass Apt. 080
West Decatur
PA
16,878
40.9493
-78.3129
1,762
Armed forces logistics/support/administrative officer
1962-05-04
dd67353e72ff7d2fbbff22de8d7dfbec
1,325,930,880
40.919594
-77.423582
0
10,479
2019-01-07 10:08:01
2,703,186,189,652,095
fraud_Huel, Hammes and Witting
grocery_pos
205.79
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
81e81ec2be37f262d1031ff07367ce22
1,325,930,881
36.687024
-80.514089
0
10,480
2019-01-07 10:08:02
3,552,581,383,553,463
fraud_Daugherty-Thompson
food_dining
40.03
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
77bd8b1c249045f82986c001009976aa
1,325,930,882
34.736195
-84.115959
0
10,481
2019-01-07 10:08:40
345,389,171,551,808
fraud_Lockman, West and Runte
grocery_pos
64.77
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
016e8efc1abd18de1c265d9e78a0405e
1,325,930,920
34.803119
-89.215473
0
10,482
2019-01-07 10:09:01
4,474,324,669,797,121
fraud_Tillman, Fritsch and Schmitt
misc_net
147.41
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
866d9f7f6d81b987b4f6e4a305a64549
1,325,930,941
37.119324
-118.915341
0
10,483
2019-01-07 10:09:40
373,905,417,449,658
fraud_Emmerich-Luettgen
grocery_net
54.83
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
39f2abdb991320146ab86c5a11d50673
1,325,930,980
31.658342
-97.058786
0
10,484
2019-01-07 10:10:35
213,153,151,785,052
fraud_Harber Inc
gas_transport
68.37
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
2246ce3997d91c9561799384b32ae5d0
1,325,931,035
45.935475
-89.167827
0
10,485
2019-01-07 10:10:59
4,229,733,778,084,049
fraud_Kuvalis Ltd
gas_transport
53.65
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
9a5eea447a4092a89ff3b47d65c1c378
1,325,931,059
38.343814
-86.058454
0
10,486
2019-01-07 10:12:33
375,534,208,663,984
fraud_Ledner-Pfannerstill
gas_transport
71.81
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
4035c66581aa854ff9841eccfbcf4a56
1,325,931,153
37.64066
-78.719901
0
10,487
2019-01-07 10:15:22
6,011,360,759,745,864
fraud_Tillman, Fritsch and Schmitt
misc_net
4.05
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
ff03d58648b290dfc961da63687d51ed
1,325,931,322
39.776179
-79.230797
0
10,488
2019-01-07 10:17:06
4,760,122,961,662
fraud_Friesen-Stamm
gas_transport
62.98
Robert
Jordan
M
4602 Lopez Glens Suite 900
Arcadia
OH
44,804
41.1116
-83.502
1,202
Curator
1933-03-01
feb6df7ca6a11bddc5d5af333c1e5cf7
1,325,931,426
41.623619
-84.307043
0
10,489
2019-01-07 10:17:34
2,254,917,871,818,484
fraud_Moen, Reinger and Murphy
grocery_pos
71.79
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
dbbb18576533e349d26c87c9712080ce
1,325,931,454
38.395398
-76.290199
0
10,490
2019-01-07 10:17:48
4,651,007,077,623,147
fraud_Jacobi and Sons
shopping_pos
2.04
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
6d8a2caa6ffe35da6bbdd071cd51ea09
1,325,931,468
45.998796
-121.867654
0
10,491
2019-01-07 10:19:33
3,560,797,065,840,735
fraud_Rodriguez Group
gas_transport
74.24
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
e89320bef13c5ae529fbc191602151c5
1,325,931,573
45.483498
-101.710386
0
10,492
2019-01-07 10:20:03
6,011,388,901,471,808
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.89
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
5a067f722e208a27c5d720c9ec28f099
1,325,931,603
40.642522
-80.405619
0
10,493
2019-01-07 10:20:39
4,586,810,168,620,942
fraud_Harris Inc
gas_transport
56.78
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
1016927242f50d7324bccbb7c421254f
1,325,931,639
33.320034
-80.271611
0
10,494
2019-01-07 10:23:46
4,266,200,684,857,219
fraud_Pfeffer and Sons
shopping_pos
223.39
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
0bdd560c139748e23dba196e145ed7fe
1,325,931,826
39.723663
-97.947216
0
10,495
2019-01-07 10:24:10
30,118,423,745,458
fraud_Funk Group
grocery_net
36.38
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
a362aa7be6b1055130c8bcc42ca81534
1,325,931,850
40.955036
-73.634879
0
10,496
2019-01-07 10:25:17
213,114,122,496,591
fraud_Parisian and Sons
gas_transport
52.67
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
041411bf609ba067240490dffc343d8e
1,325,931,917
43.368313
-93.800146
0
10,497
2019-01-07 10:25:56
4,890,424,426,862,857,000
fraud_Goldner, Kovacek and Abbott
grocery_pos
60.23
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
32268151560577474147a6a25a0f28df
1,325,931,956
37.681446
-120.463796
0
10,498
2019-01-07 10:27:13
3,575,540,972,310,993
fraud_Marks Inc
gas_transport
66.25
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
8ddbe865cf4d0f57ebb81cfbcdcb2dc2
1,325,932,033
34.641154
-89.391534
0
10,499
2019-01-07 10:31:16
3,525,668,150,756,629
fraud_Gutmann-Upton
misc_pos
35.88
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
d4931368c0b8ccf622270719275581a7
1,325,932,276
45.671157
-87.477135
0