Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,271,000
2020-06-12 03:37:55
4,210,078,554,961,359,000
fraud_O'Keefe-Hudson
grocery_pos
173.57
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
1da8f783f10d966b27d2dada4f106577
1,371,008,275
44.814687
-123.301961
0
1,271,001
2020-06-12 03:38:06
4,610,050,989,831,291
fraud_Gottlieb, Considine and Schultz
shopping_net
80.41
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
637639b1b1dbea30adf92d7fae9c4480
1,371,008,286
42.200752
-80.806971
0
1,271,002
2020-06-12 03:38:13
4,005,676,619,255,478
fraud_Heller-Langosh
gas_transport
90.69
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
0faab1e4190995747d02a277548166b8
1,371,008,293
31.320927
-90.633292
0
1,271,003
2020-06-12 03:38:41
341,546,199,006,537
fraud_Osinski, Ledner and Leuschke
grocery_pos
125.36
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
456cb0dc1615132a1ecca01e04582893
1,371,008,321
65.560446
-165.972264
0
1,271,004
2020-06-12 03:39:00
6,011,382,886,333,463
fraud_Rodriguez Group
gas_transport
37.57
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
64a1b0fc5da9311144b1fef615142bbb
1,371,008,340
45.050533
-83.613003
0
1,271,005
2020-06-12 03:39:32
4,301,028,321,766,222,300
fraud_Streich, Dietrich and Barton
shopping_net
102.68
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
c8c53c588c47225cc7b2b78fa5b4fb7d
1,371,008,372
39.977215
-80.900975
0
1,271,006
2020-06-12 03:40:00
3,575,540,972,310,993
fraud_Friesen-Stamm
gas_transport
56.2
Rachel
Villarreal
F
250 Carrie Throughway
University
MS
38,677
34.3396
-89.5736
4,198
Curator
2001-06-22
727c959df8a6f0c9f864aa63267c85b5
1,371,008,400
34.825653
-89.46289
0
1,271,007
2020-06-12 03:40:43
345,933,964,507,467
fraud_Moen, Reinger and Murphy
grocery_pos
94.88
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
216e9bab7484890aa86e24f0da86d9b0
1,371,008,443
37.862643
-74.512338
0
1,271,008
2020-06-12 03:41:07
343,464,013,864,032
fraud_Larson-Moen
entertainment
53.32
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
a27bc0085e4756735a3dcb29fd87cd00
1,371,008,467
35.544296
-77.576267
0
1,271,009
2020-06-12 03:41:58
560,881,134,780
fraud_Fisher Inc
shopping_net
81.14
Audrey
Martinez
F
343 Joshua Views
Liberty Mills
IN
46,946
41.0356
-85.7358
136
Soil scientist
1953-03-19
58d42b21b5a2c0644e2e8ec93014a8fa
1,371,008,518
40.916974
-86.085385
0
1,271,010
2020-06-12 03:42:46
2,475,085,306,462,014
fraud_Nienow, Ankunding and Collier
misc_pos
28.31
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
68bbbaf7d16e7a63e95fa192eac7b2c7
1,371,008,566
44.068071
-94.571116
0
1,271,011
2020-06-12 03:44:19
4,681,699,462,969
fraud_Luettgen PLC
gas_transport
93.39
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
4fa8655c6f48bdf60d8028c4d77919fc
1,371,008,659
36.068746
-87.022409
0
1,271,012
2020-06-12 03:44:23
4,474,324,669,797,121
fraud_Barton Inc
grocery_pos
120.62
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
541acc83a17c9548353b4389ba7d83ad
1,371,008,663
38.549603
-118.924101
0
1,271,013
2020-06-12 03:45:16
4,228,411,452,607,671
fraud_McCullough Group
grocery_net
40.33
Aaron
Stewart
M
400 Zuniga Pine
Winthrop
ME
4,364
44.3229
-69.9576
6,025
Advertising account planner
1995-04-22
a10953187050323f968503d097674030
1,371,008,716
44.687794
-70.873845
0
1,271,014
2020-06-12 03:45:27
4,841,313,716,651,064
fraud_Kozey-Boehm
shopping_net
90.83
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
bfb8a12bad5ec06051b4953f4a668d30
1,371,008,727
43.413744
-72.746006
0
1,271,015
2020-06-12 03:46:30
4,169,388,510,116
fraud_Schumm, Bauch and Ondricka
grocery_pos
151.17
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
ae981a6fedba58870a61317bf75f653d
1,371,008,790
43.240851
-76.300552
0
1,271,016
2020-06-12 03:47:13
4,550,599,031,376,731
fraud_Mraz-Herzog
gas_transport
50.29
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
e93eb1e2f34b05f063d22f5427933d5e
1,371,008,833
40.167814
-81.591133
0
1,271,017
2020-06-12 03:47:29
3,513,285,035,244,624
fraud_Graham, Hegmann and Hammes
food_dining
102.75
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
39ff2bce5a2053d0e49207f789215154
1,371,008,849
37.914905
-80.132324
0
1,271,018
2020-06-12 03:48:59
3,565,414,434,959,494
fraud_Harris Inc
gas_transport
71.04
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
7c2f0472e958260cf012c994ba1beb72
1,371,008,939
39.02596
-87.969004
0
1,271,019
2020-06-12 03:49:53
3,518,234,918,950,662
fraud_Trantow PLC
grocery_net
27.31
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
d4985e1589ba027514bce813810cc3c7
1,371,008,993
34.565926
-95.972353
0
1,271,020
2020-06-12 03:50:22
2,348,245,054,386,329
fraud_Schumm PLC
shopping_net
1.15
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
20843b0045ea48c8037540cc665a41a6
1,371,009,022
42.421688
-80.940618
0
1,271,021
2020-06-12 03:50:37
30,026,790,933,302
fraud_Little, Gutmann and Lynch
shopping_net
76.64
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
5c33d15436a7e1b3e9fae40df51017d8
1,371,009,037
32.717529
-91.924924
0
1,271,022
2020-06-12 03:50:52
3,560,797,065,840,735
fraud_Kuvalis Ltd
gas_transport
62.12
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
50fbc6196de4bef957966261005f02aa
1,371,009,052
45.870257
-102.082419
0
1,271,023
2020-06-12 03:52:39
370,877,495,212,014
fraud_Koepp-Parker
grocery_pos
224.27
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
64b4649ec464e85ad06d596c2163c4ef
1,371,009,159
35.798922
-81.010639
0
1,271,024
2020-06-12 03:55:17
377,234,009,633,447
fraud_Reichert, Huels and Hoppe
shopping_net
174.46
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
ec4c6bb3168df6a9d628f89944d7e81f
1,371,009,317
39.936848
-77.996173
0
1,271,025
2020-06-12 03:55:31
4,740,713,119,940,984
fraud_Marks Inc
gas_transport
47.79
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
7aaa61677f6c8fa917708d345352790b
1,371,009,331
41.038525
-73.415701
0
1,271,026
2020-06-12 03:56:28
4,301,028,321,766,222,300
fraud_Moen, Reinger and Murphy
grocery_pos
109.94
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
2584165839d15b7bb3674c8ba58f1b3e
1,371,009,388
40.945583
-79.490565
0
1,271,027
2020-06-12 03:56:35
4,502,539,526,809,430,000
fraud_Turcotte-Halvorson
misc_pos
3.79
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
5340dacecc3ec4ea1462c18fa7d5411e
1,371,009,395
36.237202
-92.545372
0
1,271,028
2020-06-12 03:57:51
676,173,792,455
fraud_Boyer-Reichert
shopping_net
3.47
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
f745d1837a98b98fecc3f1659e05db30
1,371,009,471
34.851213
-119.191014
0
1,271,029
2020-06-12 03:58:20
4,635,330,563,105,903
fraud_Cole PLC
grocery_pos
206.34
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
7555dc22f4410d570d9b5ea6bc5eb321
1,371,009,500
38.085952
-76.320249
0
1,271,030
2020-06-12 03:59:49
180,072,527,505,094
fraud_Dare-Marvin
entertainment
7.99
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
1ba8c97e9d94e9bb26c5c8a16103f35f
1,371,009,589
35.364414
-80.41799
0
1,271,031
2020-06-12 04:02:54
571,365,235,126
fraud_Welch Inc
misc_net
123.02
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
4698a5781bb6cc1eb03c5240e83630b2
1,371,009,774
43.747095
-86.68109
0
1,271,032
2020-06-12 04:03:05
4,742,883,543,039,288,000
fraud_Cassin-Harvey
grocery_net
41.44
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
595211f17d6d00689442b035a2392fda
1,371,009,785
19.379466
-156.023663
0
1,271,033
2020-06-12 04:03:16
2,254,917,871,818,484
fraud_Miller-Harris
misc_net
54.67
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
01bb7cf6813881654abf34f0f9404f39
1,371,009,796
38.035303
-76.925167
0
1,271,034
2020-06-12 04:04:36
4,536,996,888,716,062,000
fraud_Bauch-Raynor
grocery_pos
50.29
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
d12f8498177b221c3c54f37f4ed348ae
1,371,009,876
35.292611
-106.78159
0
1,271,035
2020-06-12 04:04:46
3,546,897,637,165,774
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
157.91
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
822bdbf74eaa0f7f7545d6fea378ee79
1,371,009,886
31.869313
-97.330114
0
1,271,036
2020-06-12 04:08:32
3,535,808,924,394,848
fraud_Tromp, Kerluke and Glover
grocery_net
58.91
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
b25e978f2d4e73b01950715f26e9d236
1,371,010,112
38.456968
-88.34483
0
1,271,037
2020-06-12 04:09:20
6,011,975,266,774,121
fraud_Berge LLC
gas_transport
61.48
Haley
Wagner
F
05561 Farrell Crescent
Annapolis
MD
21,405
39.0305
-76.5515
92,106
Accountant, chartered certified
1943-05-28
e6885ec6b3dd72ad348ae62517f28688
1,371,010,160
38.404904
-76.045404
0
1,271,038
2020-06-12 04:09:35
30,407,675,418,785
fraud_Stroman, Hudson and Erdman
gas_transport
71.36
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
3f367a6d857464497a077d8210f809bc
1,371,010,175
41.245692
-77.600373
0
1,271,039
2020-06-12 04:10:39
4,855,488,158,131,690,000
fraud_Heathcote LLC
shopping_net
109.84
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
7b3fbff020e724e6f6b0ba8996825a0d
1,371,010,239
43.96279
-72.987542
0
1,271,040
2020-06-12 04:11:48
4,294,930,380,592
fraud_Rodriguez Group
gas_transport
48.04
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
e52100a16614c3c57eaceb224a20a5da
1,371,010,308
38.059367
-79.432382
0
1,271,041
2020-06-12 04:12:39
377,234,009,633,447
fraud_Schmitt Inc
gas_transport
52.21
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
b71bdecbc3f46ca895a2e192fb4d84f8
1,371,010,359
39.789357
-78.480761
0
1,271,042
2020-06-12 04:12:48
6,517,217,825,320,610
fraud_Hudson-Ratke
grocery_pos
142.84
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
adb0beed9bfeaf08dfeac4fbd2042790
1,371,010,368
31.919567
-90.042214
0
1,271,043
2020-06-12 04:12:55
502,012,776,709
fraud_Rutherford-Mertz
grocery_pos
133.37
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
2c341d7cf6428ff20f7f75d49aa55162
1,371,010,375
42.261326
-75.727251
0
1,271,044
2020-06-12 04:13:20
4,906,628,655,840,914,000
fraud_Kutch and Sons
grocery_pos
22.04
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
71acf612d0630de084edc5ad5fd698cc
1,371,010,400
24.800087
-80.694522
0
1,271,045
2020-06-12 04:13:38
4,378,993,458,389,626
fraud_Cummings LLC
gas_transport
82.03
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
ee5d123d703b3cf4a29ba2a5da40ecf8
1,371,010,418
43.428964
-70.841299
0
1,271,046
2020-06-12 04:14:03
36,192,615,525,683
fraud_Zieme, Bode and Dooley
gas_transport
62.27
Susan
Garcia
F
582 Rodriguez Wells
Albuquerque
NM
87,109
35.1506
-106.569
641,349
Civil Service administrator
1976-04-11
cfa0b5993ccdee155bad6e13d2a20941
1,371,010,443
35.401564
-106.483676
0
1,271,047
2020-06-12 04:14:44
30,248,898,834,493
fraud_Douglas, Schneider and Turner
shopping_pos
539.04
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
06fb2b46eb7f18e51acdec1b55f4affa
1,371,010,484
32.204099
-99.269924
0
1,271,048
2020-06-12 04:15:03
3,544,606,805,704,278
fraud_Herman, Treutel and Dickens
misc_net
3.64
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
615fbacdbe8e334735bc07609ad699ec
1,371,010,503
38.5801
-89.514353
0
1,271,049
2020-06-12 04:16:46
3,561,963,695,236,764
fraud_Gerlach Inc
shopping_net
98.66
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
6bda7ca82f981290edcd93dbb01619e4
1,371,010,606
40.467549
-73.241788
0
1,271,050
2020-06-12 04:16:50
3,506,042,666,828,517
fraud_Kozey-Boehm
shopping_net
3.81
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
ad09f131dfb8cca4a6b0a6252e0699ea
1,371,010,610
37.52676
-81.788492
0
1,271,051
2020-06-12 04:17:27
4,384,910,379,661,778
fraud_Leannon-Ward
food_dining
43.65
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
000a94023a3a07be4ae3dd2f72cf84de
1,371,010,647
46.846728
-96.758383
0
1,271,052
2020-06-12 04:18:07
4,642,255,475,285,942
fraud_Johnson, Runolfsdottir and Mayer
misc_net
163.45
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
343aea0f490df75df3eb553906bd36f4
1,371,010,687
39.681357
-108.765611
0
1,271,053
2020-06-12 04:19:00
343,819,048,608,995
fraud_Yost, Block and Koepp
misc_pos
9.11
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
53d8e562b911390f628c4ab0f820a35e
1,371,010,740
42.450326
-94.189458
0
1,271,054
2020-06-12 04:20:05
3,521,815,216,091,574
fraud_DuBuque LLC
grocery_pos
94.12
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
95acf2aa003772b8b9f96d7d376c6116
1,371,010,805
39.593258
-106.145397
0
1,271,055
2020-06-12 04:21:19
36,722,699,017,270
fraud_Mante Group
misc_net
3.64
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
594ae28b6e848a3e27fa6545a707e2c9
1,371,010,879
33.820958
-111.250645
0
1,271,056
2020-06-12 04:25:55
3,587,044,315,915,002
fraud_Spinka Inc
grocery_net
50.87
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
26a3997a472c579f51bd89424760a507
1,371,011,155
34.270253
-89.377389
0
1,271,057
2020-06-12 04:26:52
30,371,006,069,917
fraud_Bashirian Group
shopping_net
2.97
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
69b9a84d8fbf415d43520280dcf18c93
1,371,011,212
37.980517
-88.828301
0
1,271,058
2020-06-12 04:27:39
374,930,071,163,758
fraud_Schamberger-O'Keefe
grocery_pos
63.85
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
93e77ed7ff8c76df13f0af9ebc2de401
1,371,011,259
42.747366
-82.401171
0
1,271,059
2020-06-12 04:28:07
3,536,818,734,263,520
fraud_Kiehn Inc
grocery_pos
47.24
Gerald
Frank
M
95793 Andrea Ville Suite 533
Des Moines
IA
50,314
41.603
-93.633
222,785
Interior and spatial designer
1981-08-10
06b714ffd87427f265809a7e35c721fb
1,371,011,287
41.401635
-92.865344
0
1,271,060
2020-06-12 04:30:19
4,328,928,491,302,401
fraud_Lockman Ltd
grocery_pos
220.05
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
4efe81e783ee0003bd9bd0c20e6ae57a
1,371,011,419
43.487565
-88.88608
0
1,271,061
2020-06-12 04:30:37
4,247,921,790,666
fraud_Fadel, Mertz and Rippin
entertainment
235.98
Judith
Moss
F
46297 Benjamin Plains Suite 703
Washington Court House
OH
43,160
39.537
-83.455
22,305
Television floor manager
1939-03-09
cd525a41495ad0eefb5c180a26472f46
1,371,011,437
39.436951
-83.966776
0
1,271,062
2020-06-12 04:30:42
630,441,765,090
fraud_Gislason Group
misc_pos
9.22
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
832a6eea2cf8b62af38d1dbb6ed77f89
1,371,011,442
31.15665
-98.904301
0
1,271,063
2020-06-12 04:31:15
6,597,248,210,463,122
fraud_Wiza LLC
misc_pos
8.53
Kyle
Wright
M
610 Samantha Park Suite 149
Whittemore
IA
50,598
43.0261
-94.4064
912
Optometrist
1968-05-16
d6bb3863bf5443f51bd74b4c019487a0
1,371,011,475
43.066001
-93.6242
0
1,271,064
2020-06-12 04:32:04
180,036,456,789,979
fraud_Mraz-Herzog
gas_transport
59.91
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
35a3f2b9baaa8bac34d5c20d706ba6fb
1,371,011,524
42.371654
-90.685474
0
1,271,065
2020-06-12 04:32:15
372,382,441,451,095
fraud_Lynch Ltd
shopping_pos
38.77
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
da1e7b75fd2188333076600f8bb4e8da
1,371,011,535
41.875761
-74.392796
0
1,271,066
2020-06-12 04:32:29
568,279,015,842
fraud_Torp-Labadie
gas_transport
76.46
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
bb336db9030988608688466928e0ce9e
1,371,011,549
45.934853
-97.732744
0
1,271,067
2020-06-12 04:33:24
3,577,794,103,155,425
fraud_Goodwin-Nitzsche
grocery_pos
48.23
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
8e50ce30ea07ed6a7f2edb8057d637d4
1,371,011,604
48.205057
-96.545484
0
1,271,068
2020-06-12 04:34:05
4,450,831,335,606,294
fraud_Marks Inc
gas_transport
84.91
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
c975624fa53ea374e70317ed62ccb591
1,371,011,645
33.609641
-95.613755
0
1,271,069
2020-06-12 04:34:17
4,610,050,989,831,291
fraud_Murray Ltd
grocery_net
52.4
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
33592080e37dbe8198b6c386a6dcb98a
1,371,011,657
41.430632
-79.090697
0
1,271,070
2020-06-12 04:35:39
6,011,148,190,095,209
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
193.13
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
7593bc1b780bd8f3522cb5c372ac3ab0
1,371,011,739
37.182734
-122.792473
0
1,271,071
2020-06-12 04:35:55
3,536,918,668,124,647
fraud_Wiza, Schaden and Stark
misc_pos
7.21
Michelle
Juarez
F
44864 Melton Vista Suite 310
San Jose
CA
95,148
37.3304
-121.7913
973,849
Science writer
1955-06-12
84401c12e50be013399e9d38eb1a57b7
1,371,011,755
37.254195
-122.1491
0
1,271,072
2020-06-12 04:37:55
6,506,982,560,413,523
fraud_Gutmann Ltd
grocery_net
48.98
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
9c171426d423eca46be8de4097343f5a
1,371,011,875
32.854544
-94.535766
0
1,271,073
2020-06-12 04:38:28
213,126,662,687,660
fraud_Runolfsson and Sons
grocery_net
44.67
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
5b305ba04ebaeac95df1f24944383487
1,371,011,908
28.2187
-99.683888
0
1,271,074
2020-06-12 04:39:11
4,788,103,653,396
fraud_Harris Inc
gas_transport
58.37
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
cf8b35c7f69647f82a60c0ec7411238f
1,371,011,951
39.51509
-84.980962
0
1,271,075
2020-06-12 04:39:26
4,707,867,759,656,333
fraud_Schaefer, McGlynn and Bosco
gas_transport
56.27
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
c8a9c6f4c1181ff87c1b320d3633b01e
1,371,011,966
36.236338
-83.722421
0
1,271,076
2020-06-12 04:39:28
30,181,367,542,315
fraud_Terry-Huel
shopping_net
2.28
Danielle
Walker
F
9824 Mitchell Run
Powell Butte
OR
97,753
44.2415
-121.0113
2,016
Local government officer
1953-12-25
07e68d5e61486463136875052f2e1eca
1,371,011,968
43.872827
-120.74322
0
1,271,077
2020-06-12 04:40:21
4,689,147,265,057,949,000
fraud_Berge LLC
gas_transport
57.06
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
d7516db64525aeac2c7de29d66a184fb
1,371,012,021
40.171815
-97.108301
0
1,271,078
2020-06-12 04:40:57
36,721,445,180,895
fraud_Wisozk and Sons
misc_pos
7.14
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
247ba1a6cf5566a809c584eb5ad06923
1,371,012,057
42.440371
-75.562673
0
1,271,079
2020-06-12 04:42:16
4,198,470,814,557
fraud_Heidenreich PLC
grocery_pos
93.84
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
f4f7ac87cae6a5d29640f1d84518574f
1,371,012,136
41.528297
-95.084674
0
1,271,080
2020-06-12 04:45:40
4,538,566,639,857
fraud_Effertz, Welch and Schowalter
entertainment
29.95
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
df921eeb1721488bbda23d20669baf68
1,371,012,340
40.719174
-73.584308
0
1,271,081
2020-06-12 04:46:43
213,112,402,583,773
fraud_Schaefer, Maggio and Daugherty
gas_transport
64.08
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
d35fcbaf8e14037aef0abca0ec889d36
1,371,012,403
34.688969
-82.613031
0
1,271,082
2020-06-12 04:46:59
5,154,903,938,030,655
fraud_Lebsack and Sons
misc_net
1.89
Felicia
Combs
F
825 Martinez Springs Apt. 625
White Sulphur Springs
WV
24,986
37.7827
-80.3129
5,216
Community development worker
1993-10-05
b15e331bf4b55e9741be55bedac1dbcc
1,371,012,419
36.79734
-80.97228
0
1,271,083
2020-06-12 04:49:53
3,524,574,586,339,330
fraud_Kuhic Inc
grocery_pos
209.6
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
3e5559f6c9d399fb28f18791017d5ec9
1,371,012,593
28.529879
-80.589933
0
1,271,084
2020-06-12 04:50:00
377,026,671,291,680
fraud_Kling Inc
gas_transport
89.37
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
5369a1524366294795517e04458e9d11
1,371,012,600
36.516332
-91.358486
0
1,271,085
2020-06-12 04:50:37
4,066,595,222,529
fraud_Cartwright-Harris
grocery_pos
105.69
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
343cd9a74d7d15e53aea7485014c7a21
1,371,012,637
37.013767
-83.532689
0
1,271,086
2020-06-12 04:51:19
3,554,849,923,339,851
fraud_Dicki Ltd
grocery_net
125.77
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
0f622ac1a80442af6ed0207ebb38f452
1,371,012,679
35.315798
-96.133957
0
1,271,087
2020-06-12 04:52:26
3,565,423,334,076,143
fraud_Willms, Kris and Bergnaum
shopping_pos
9.38
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
b101ad4828f179ef4bd60608cbb5bbcd
1,371,012,746
39.343506
-87.68735
0
1,271,088
2020-06-12 04:54:33
6,011,724,471,098,086
fraud_Lehner, Reichert and Mills
misc_pos
185.49
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
bd61285365bce8190aff34af1aa4e382
1,371,012,873
46.284082
-118.26312
0
1,271,089
2020-06-12 04:54:34
4,670,613,943,676,271
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
102.78
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
370e1f44b46078464718755d5cd388d7
1,371,012,874
31.640213
-84.936259
0
1,271,090
2020-06-12 04:54:51
567,868,110,212
fraud_Heidenreich PLC
grocery_pos
217.57
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
47b83bbddf8945c8c4e3a36fb795a7b9
1,371,012,891
30.119373
-95.386891
0
1,271,091
2020-06-12 04:54:53
6,526,777,409,109,795
fraud_Haley, Jewess and Bechtelar
shopping_pos
3.69
Michael
Garner
M
0157 Samuel Mission Suite 379
South Richmond Hill
NY
11,419
40.6868
-73.823
47,211
Site engineer
1937-02-01
bc49aa2d000108c0f14d63fc286397b1
1,371,012,893
40.717432
-74.107272
0
1,271,092
2020-06-12 04:55:45
571,844,099,986
fraud_Herman Inc
misc_pos
51.11
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
89f65c75d8182677b4efba9fed374cf5
1,371,012,945
37.355464
-86.374835
0
1,271,093
2020-06-12 04:55:51
4,450,831,335,606,294
fraud_DuBuque LLC
grocery_pos
106.86
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
8f80367c49787a4f2413bdde366c04eb
1,371,012,951
34.175615
-96.005188
0
1,271,094
2020-06-12 04:56:22
3,583,793,405,872,580
fraud_Murray-Smitham
grocery_pos
85.06
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
b5754161ad11bcbd8f77d5f8b42c96fd
1,371,012,982
34.965864
-98.111608
0
1,271,095
2020-06-12 04:56:23
30,551,643,947,183
fraud_Gutmann-Upton
misc_pos
33.66
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
38cda3b28f997b26ed0a22e4d2de1c57
1,371,012,983
35.589422
-81.067894
0
1,271,096
2020-06-12 04:56:54
371,034,293,500,716
fraud_Lind, Huel and McClure
gas_transport
47.26
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
894097b6b7aa9f8acf045e0d08a01bb8
1,371,013,014
40.662809
-121.548196
0
1,271,097
2020-06-12 04:57:27
3,560,725,013,359,375
fraud_DuBuque LLC
grocery_pos
127.76
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
572ff409db9626291c26df8be2f722e7
1,371,013,047
31.713322
-102.774693
0
1,271,098
2020-06-12 04:57:31
36,078,114,201,167
fraud_Wisozk and Sons
misc_pos
1.2
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
68f7a6a5d5972589dac7b135fa7835f5
1,371,013,051
37.039285
-82.321559
0
1,271,099
2020-06-12 04:58:15
342,351,256,941,125
fraud_Collier Inc
grocery_net
82.24
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
1b8a4375c2f06e389d4a949acea0dd5d
1,371,013,095
33.679232
-83.015737
0