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
553,200
2020-12-31 08:04:17
4,904,681,492,230,012
fraud_Rowe, Batz and Goodwin
grocery_pos
140.83
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
292a2b67f6ae407e468d3e90b70c442a
1,388,477,057
42.595374
-74.708654
0
553,201
2020-12-31 08:04:28
3,582,402,971,899,057
fraud_Luettgen PLC
gas_transport
93.01
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
461aa1544d64225e4094b2fb44fdf1b3
1,388,477,068
48.862318
-116.99664
0
553,202
2020-12-31 08:04:34
4,861,310,130,652,567,000
fraud_Smith-Stokes
misc_pos
95.5
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
cc5e823937cda0c7a2be7558a2dba349
1,388,477,074
30.285949
-89.870589
0
553,203
2020-12-31 08:04:53
3,573,386,445,588,324
fraud_Heller-Langosh
gas_transport
55.84
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
9a8730440f255fd410c28ac3c623b427
1,388,477,093
46.415663
-99.205354
0
553,204
2020-12-31 08:05:05
30,118,423,745,458
fraud_Wolf Inc
grocery_pos
89.73
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
4768f41875ba911507344b4ae419d129
1,388,477,105
39.788935
-75.045579
0
553,205
2020-12-31 08:05:21
3,568,736,585,751,727
fraud_Schmidt and Sons
shopping_net
92.41
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
3b967f568d44977bd77d35b5bf7feaf3
1,388,477,121
42.595915
-93.428329
0
553,206
2020-12-31 08:06:43
4,396,682,467,723
fraud_Jacobi and Sons
shopping_pos
105.23
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
fde9633483272db7ec7c20501817a581
1,388,477,203
37.015681
-114.728473
0
553,207
2020-12-31 08:07:23
3,501,942,333,500,073
fraud_Koepp-Witting
grocery_pos
67.67
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
00c5ce525f5e016fdc7c92d6c63f08bc
1,388,477,243
33.299279
-111.212649
0
553,208
2020-12-31 08:08:05
180,046,765,320,457
fraud_Kiehn Inc
grocery_pos
63.19
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
95b31ce0e7847e57324486fd40a0ac61
1,388,477,285
41.27735
-80.935234
0
553,209
2020-12-31 08:08:16
4,488,258,847,705,225,700
fraud_Turner, Ziemann and Lehner
food_dining
25.01
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
a2cd6a292da6fc07ef133ac29d0c8b26
1,388,477,296
34.902401
-82.12069
0
553,210
2020-12-31 08:08:19
38,580,485,618,059
fraud_Cummings LLC
gas_transport
68.85
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
ee117071fe49cc7d4b7e91f508e42bfa
1,388,477,299
48.908089
-102.452486
0
553,211
2020-12-31 08:08:39
4,210,078,554,961,359,000
fraud_Boehm, Predovic and Reinger
misc_pos
66.43
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
780f0c9ba6dabd938b263e90a8bba72a
1,388,477,319
44.584287
-122.077455
0
553,212
2020-12-31 08:10:20
3,576,281,490,078,437
fraud_Stracke-Lemke
grocery_pos
102.06
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
-86.6285
1,735
Financial adviser
1990-06-13
d5388259035cc4813c5f69bd00f3c2cf
1,388,477,420
38.608827
-87.183008
0
553,213
2020-12-31 08:10:47
4,147,608,975,828,480
fraud_Buckridge PLC
misc_pos
35.9
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
0b41dbe8408a18dbfa6ca8b817cc511a
1,388,477,447
43.396083
-95.634144
0
553,214
2020-12-31 08:11:05
6,011,652,924,285,713
fraud_Huels-Hahn
gas_transport
58.9
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
f96bac5e44184144431d48f74c929e0e
1,388,477,465
38.484985
-92.459222
0
553,215
2020-12-31 08:11:28
568,279,015,842
fraud_Stamm-Rodriguez
misc_pos
32.77
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
222504499d1a6f879857673dec6e28d0
1,388,477,488
46.26597
-97.366308
0
553,216
2020-12-31 08:11:42
374,125,201,044,065
fraud_Cummings LLC
gas_transport
77.81
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
1eda36f9f0a775efaf5fb377248e76c0
1,388,477,502
38.635531
-76.67641
0
553,217
2020-12-31 08:12:14
4,006,047,418,382
fraud_Kihn, Abernathy and Douglas
shopping_net
4.98
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
00ffa80a3ef6f1e54762676ae751f542
1,388,477,534
36.640792
-85.108873
0
553,218
2020-12-31 08:12:22
3,559,160,581,764,413
fraud_Baumbach, Strosin and Nicolas
shopping_pos
124.92
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
352caf00a294d97f94d6e156866abd83
1,388,477,542
41.719552
-77.987401
0
553,219
2020-12-31 08:12:57
4,855,853,415,727,305,000
fraud_Kling-Ernser
entertainment
1.07
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
72b2b73ff43d6414d3e0bbc76d492699
1,388,477,577
45.275298
-89.414858
0
553,220
2020-12-31 08:13:47
2,450,829,271,795,901
fraud_Marks Inc
gas_transport
81.59
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
fb04932b8eb265a6b778d3024fababc3
1,388,477,627
45.986769
-94.002308
0
553,221
2020-12-31 08:13:55
4,826,655,832,045,236
fraud_Gerlach Inc
shopping_net
3.83
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
6b4c98ca7bc4fb6819ac88c616e496d0
1,388,477,635
42.328202
-70.947143
0
553,222
2020-12-31 08:14:05
375,248,307,838,179
fraud_Gerlach Inc
shopping_net
6.21
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
e8c33ac5b11010e02137f7a51ccc2f9a
1,388,477,645
39.498641
-79.268396
0
553,223
2020-12-31 08:14:11
30,143,713,661,454
fraud_Kuhn LLC
misc_net
66.89
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
8acdfe68f2f2b6880ad756425b08fe74
1,388,477,651
48.277609
-97.283615
0
553,224
2020-12-31 08:14:55
4,488,258,847,705,225,700
fraud_Schuppe LLC
entertainment
143.29
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
2c52303a9c788ecda1a0c7ba7efd92e2
1,388,477,695
33.414988
-80.56814
0
553,225
2020-12-31 08:15:24
213,180,742,685,905
fraud_Schmitt Inc
gas_transport
41.8
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
43df7ba3801ddbc97e5a49883bf9e5a5
1,388,477,724
39.943114
-123.675665
0
553,226
2020-12-31 08:17:06
38,947,654,498,698
fraud_Marks Inc
gas_transport
87.29
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
6399b878a092b72a090235a582c5d3ad
1,388,477,826
39.377368
-82.675357
0
553,227
2020-12-31 08:17:11
4,292,743,669,224,718,000
fraud_Welch Inc
misc_net
3.3
Michael
Williams
M
35822 Clayton Street Apt. 679
Great Mills
MD
20,634
38.2674
-76.4954
5,927
Art therapist
1973-06-09
b7bb1f87ee8c28139100e2855e14d976
1,388,477,831
37.93675
-76.396236
0
553,228
2020-12-31 08:17:13
630,425,673,344
fraud_Towne, Greenholt and Koepp
shopping_net
9.19
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
b3015556ec730f127953455f08f3edd7
1,388,477,833
37.63942
-79.70383
0
553,229
2020-12-31 08:17:32
4,989,847,570,577,635,000
fraud_Dach-Borer
grocery_net
41.49
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
531855af7df73f4bbfcfd08bb487c245
1,388,477,852
34.454047
-81.008466
0
553,230
2020-12-31 08:18:48
5,130,484,058,948,421
fraud_Kunze Inc
grocery_pos
98.38
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
25b1d808d732a69fc92631c125941737
1,388,477,928
40.742945
-83.942774
0
553,231
2020-12-31 08:19:17
6,011,367,958,204,270
fraud_Casper, Hand and Zulauf
grocery_pos
210.74
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
c6337e3737509a0175dcbbde7008b3a9
1,388,477,957
41.999449
-81.580761
0
553,232
2020-12-31 08:19:31
4,247,921,790,666
fraud_Harber Inc
gas_transport
61.33
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
f4ab8e5a676dc54c06bb0fa9cddc9a6e
1,388,477,971
39.899385
-84.069178
0
553,233
2020-12-31 08:19:36
3,545,109,339,866,548
fraud_Towne, Walker and Borer
grocery_net
31.25
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
df6adbf02193732d36ebf2641fe11d6c
1,388,477,976
34.432183
-91.421781
0
553,234
2020-12-31 08:19:51
3,595,192,916,105,588
fraud_Moore, Dibbert and Koepp
misc_net
9.7
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
0a32982998af9cc8776a3f1468bf02b5
1,388,477,991
35.94256
-79.358269
0
553,235
2020-12-31 08:20:09
180,069,253,480,336
fraud_Schaefer, McGlynn and Bosco
gas_transport
94.02
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
74c86ee411ba2c797feb52d431b4f570
1,388,478,009
41.508044
-78.922455
0
553,236
2020-12-31 08:20:16
2,256,234,701,263,057
fraud_Hermann-Gaylord
misc_pos
7.89
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
3d8e1ba8b7140df770932aef934904f8
1,388,478,016
43.087711
-72.848247
0
553,237
2020-12-31 08:20:22
630,423,337,322
fraud_Cassin-Harvey
grocery_net
65.97
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
5fb7d3166cc6c24510c553feea71b6d3
1,388,478,022
49.517698
-118.38463
0
553,238
2020-12-31 08:20:24
4,306,630,852,918
fraud_Douglas, Schneider and Turner
shopping_pos
17.16
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
5be305460a15abc2c45ddaf4f835f702
1,388,478,024
39.53574
-90.8623
0
553,239
2020-12-31 08:22:31
30,407,675,418,785
fraud_Olson, Becker and Koch
gas_transport
55.35
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
e13aaf88610dbea8c29abb738e5b5c0a
1,388,478,151
42.260047
-76.411408
0
553,240
2020-12-31 08:22:32
6,592,074,504,369,261
fraud_Schamberger-O'Keefe
grocery_pos
175.47
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
06739c989030ec2d1e416707a07e178d
1,388,478,152
39.25046
-74.943111
0
553,241
2020-12-31 08:22:59
30,518,206,766,474
fraud_Padberg-Welch
grocery_pos
95.12
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
f5c9f56151da26b7d7af1eb7e35c018e
1,388,478,179
36.63074
-90.363765
0
553,242
2020-12-31 08:23:30
344,709,867,813,900
fraud_Stracke-Lemke
grocery_pos
186.41
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
8a05e5cdb90154e95c212ba2e259913a
1,388,478,210
27.031978
-81.214667
0
553,243
2020-12-31 08:24:16
6,011,367,958,204,270
fraud_Morar Inc
grocery_net
67.47
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
e9d0f7d80fd5cfd9bdece2b7f3b4ce65
1,388,478,256
41.507563
-81.354442
0
553,244
2020-12-31 08:24:27
180,094,608,895,855
fraud_Kutch and Sons
grocery_pos
134.74
Tammie
Harper
F
57887 Gutierrez Harbor
Westfir
OR
97,492
43.7575
-122.481
597
Forensic psychologist
1961-05-19
d7164693f5ecc921af32ec7577a8fd73
1,388,478,267
44.025916
-123.09327
0
553,245
2020-12-31 08:24:29
377,026,671,291,680
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
77.03
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
0ef5510ecaefbd9a321c6b265756f378
1,388,478,269
37.83323
-90.798769
0
553,246
2020-12-31 08:24:37
4,555,104,582,813,474
fraud_Block Group
misc_pos
33.79
Chris
Daniel
M
025 White Fork Apt. 633
Rock Glen
PA
18,246
40.954
-76.1747
143
Health and safety adviser
1982-02-19
adc97c9da3ec77ee51567b42338b3ab4
1,388,478,277
41.640834
-76.919138
0
553,247
2020-12-31 08:24:52
6,011,109,736,646,996
fraud_Schamberger-O'Keefe
grocery_pos
228.18
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
8f1c03164b1f8ef653d6390289c0979d
1,388,478,292
34.072201
-77.071588
0
553,248
2020-12-31 08:26:07
377,026,671,291,680
fraud_Rodriguez, Yost and Jenkins
misc_net
5.52
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
229f045a56c97afdfbf5fa79c96001e1
1,388,478,367
37.749479
-91.621506
0
553,249
2020-12-31 08:26:29
3,526,826,139,003,047
fraud_Brekke and Sons
gas_transport
46.1
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
06a7220774a7f5a262942ec27479c14a
1,388,478,389
43.939352
-85.672485
0
553,250
2020-12-31 08:26:52
213,126,662,687,660
fraud_Osinski, Ledner and Leuschke
grocery_pos
56.37
Christopher
Luna
M
242 Brian Mountain
Laredo
TX
78,040
27.5155
-99.4986
248,858
Video editor
1971-01-28
3946c7c0aebe49dc7884f9b0b9ea21ad
1,388,478,412
27.096157
-99.725416
0
553,251
2020-12-31 08:27:03
4,505,383,113,689
fraud_Abshire PLC
entertainment
91.11
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
1bb189a93eb38ba4bc3453918e02b5ad
1,388,478,423
37.89821
-76.245056
0
553,252
2020-12-31 08:27:44
2,305,336,922,781,618
fraud_Herman Inc
misc_pos
5.02
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
bd74774513c3b4ad20c2072450d4b476
1,388,478,464
41.161512
-93.30966
0
553,253
2020-12-31 08:28:04
4,301,028,321,766,222,300
fraud_Schmidt and Sons
shopping_net
80.76
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
50aa3c649ef060660c6c7c2e9de94283
1,388,478,484
41.21781
-81.268169
0
553,254
2020-12-31 08:28:56
571,844,099,986
fraud_Goodwin-Nitzsche
grocery_pos
81.14
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
aa9a65dd072b36d978824ed7f606db91
1,388,478,536
37.848596
-86.181305
0
553,255
2020-12-31 08:29:23
4,640,395,708,703
fraud_Kassulke PLC
shopping_net
4.84
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
f1b74bfdf798fb03a65c93807c2e6cf7
1,388,478,563
30.298214
-92.028594
0
553,256
2020-12-31 08:29:42
3,589,289,942,931,264
fraud_Kiehn-Emmerich
grocery_pos
117.64
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
a12e82cbd54ddabdf9d31cfa5036da0a
1,388,478,582
44.185658
-97.571378
0
553,257
2020-12-31 08:30:22
4,904,681,492,230,012
fraud_Connelly, Reichert and Fritsch
gas_transport
39.93
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
cc9d7a09d559294b607ab1350d401477
1,388,478,622
41.085729
-73.658499
0
553,258
2020-12-31 08:30:25
4,430,881,574,719,618
fraud_Eichmann, Bogan and Rodriguez
gas_transport
61.44
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
77ddb0510b6892840c1514ad62801143
1,388,478,625
39.537466
-105.762607
0
553,259
2020-12-31 08:30:58
341,546,199,006,537
fraud_Jacobi and Sons
shopping_pos
4.44
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
092f9a75bf6317a0ff8f5bcd7cf8b984
1,388,478,658
64.773989
-166.410533
0
553,260
2020-12-31 08:31:07
4,836,998,673,805,450
fraud_Pacocha-O'Reilly
grocery_pos
265.99
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
94d2fd7146d8857500671bbac49c9b29
1,388,478,667
46.466012
-86.138334
0
553,261
2020-12-31 08:32:02
30,026,790,933,302
fraud_Parisian, Schiller and Altenwerth
misc_net
93.58
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
922947b1dc5cf1f194788ed6d2dba0b8
1,388,478,722
32.371718
-90.717355
0
553,262
2020-12-31 08:32:19
6,592,074,504,369,261
fraud_Terry, Johns and Bins
misc_pos
1.07
Amanda
Molina
F
8425 Daniel Knolls Suite 288
Philadelphia
PA
19,154
40.0897
-74.9781
1,526,206
Commercial horticulturist
1972-05-23
20832a2ce765c7ed221eef535ddaaceb
1,388,478,739
40.802676
-75.000573
0
553,263
2020-12-31 08:33:01
4,640,395,708,703
fraud_Rau and Sons
grocery_pos
124.7
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
3e654e2841a33a77499c888b57af43a1
1,388,478,781
31.058202
-91.063548
0
553,264
2020-12-31 08:33:38
2,383,461,948,823,908
fraud_Gottlieb, Considine and Schultz
shopping_net
2.05
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
a7a6ace9ee39625ea104a0fe2c0077e3
1,388,478,818
43.404772
-70.332582
0
553,265
2020-12-31 08:33:50
3,562,679,455,732,797
fraud_Rodriguez Group
gas_transport
77.11
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
0fcbfbaf5d2c183e5791452dee8259f0
1,388,478,830
38.138172
-75.257144
0
553,266
2020-12-31 08:34:41
4,505,383,113,689
fraud_Dare-Marvin
entertainment
289.87
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
da18d20ac01cafd1f40e8ac539bcc7ef
1,388,478,881
39.342668
-77.298364
0
553,267
2020-12-31 08:35:02
3,529,597,810,116,815
fraud_Cummings LLC
gas_transport
87.02
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
7b55fbb5005400e863a21741ae1a21bb
1,388,478,902
40.534703
-77.190807
0
553,268
2020-12-31 08:36:15
213,186,334,552,049
fraud_Morissette, Weber and Wiegand
grocery_net
80.76
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
40f4b4fb60819645a037b27f6c343960
1,388,478,975
41.186836
-79.764932
0
553,269
2020-12-31 08:37:16
4,342,532,437,704,183
fraud_Ferry, Lynch and Kautzer
misc_net
1.72
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
6bd1276e1a199e2530f8e49ba2ce3683
1,388,479,036
41.293862
-76.734382
0
553,270
2020-12-31 08:37:49
3,573,386,445,588,324
fraud_Morar Inc
grocery_net
30.78
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
e965dad4df2170a1fc8d56f3441abad1
1,388,479,069
45.280447
-98.233263
0
553,271
2020-12-31 08:37:58
6,593,939,509,150,446
fraud_Block-Parisian
misc_net
85.05
Margaret
Ward
F
244 Jeffery Rapids
Azusa
CA
91,702
34.1248
-117.9031
59,705
Civil Service fast streamer
1983-06-23
cb39cf685177cb2b7739a5daae7c677d
1,388,479,078
33.685729
-118.545948
0
553,272
2020-12-31 08:38:48
377,113,842,678,100
fraud_Schaefer, McGlynn and Bosco
gas_transport
64.42
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
9b2607b7053286358f418658e633fe9e
1,388,479,128
39.178716
-74.629589
0
553,273
2020-12-31 08:40:24
2,229,378,226,512,508
fraud_Hamill-Daugherty
misc_net
111.25
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
a12422a074aa1ace10d11c7a2d2d3803
1,388,479,224
43.224555
-89.391224
0
553,274
2020-12-31 08:40:29
3,577,794,103,155,425
fraud_Murray-Smitham
grocery_pos
117.88
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
bb12cfbae6eac7cff0493a94d6e646e2
1,388,479,229
47.228884
-98.057598
0
553,275
2020-12-31 08:40:53
213,163,860,545,705
fraud_Lockman, West and Runte
grocery_pos
109.11
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
b8ab9f99013dbbae065bb5a445c6039e
1,388,479,253
32.198411
-81.883144
0
553,276
2020-12-31 08:40:58
4,769,426,683,924,059,000
fraud_Stroman, Hudson and Erdman
gas_transport
62.42
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
b9c15945d764a9362b004e81dc320e76
1,388,479,258
41.046067
-76.932693
0
553,277
2020-12-31 08:41:47
375,534,208,663,984
fraud_Raynor, Reinger and Hagenes
gas_transport
68.63
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
eee137ea01261265b29534f647d7da32
1,388,479,307
37.788666
-79.189462
0
553,278
2020-12-31 08:41:55
4,169,759,661,243,568
fraud_Mraz-Herzog
gas_transport
68.82
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
1595e5a5a38c8caf534f6056a4e19225
1,388,479,315
39.858805
-76.700621
0
553,279
2020-12-31 08:42:54
4,045,036,286,570,100,700
fraud_Osinski, Ledner and Leuschke
grocery_pos
124.87
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
f0c235a07c023ba3af2ed36c226feccd
1,388,479,374
39.034209
-76.075452
0
553,280
2020-12-31 08:43:12
4,623,560,839,669
fraud_Torp-Lemke
misc_pos
59.54
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
72a0597d72a1c6baf32b6ee32309b52a
1,388,479,392
41.839864
-95.139837
0
553,281
2020-12-31 08:43:19
4,170,689,372,027,579
fraud_Rutherford-Mertz
grocery_pos
56.18
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
2a0ca1021faa7f477e53c20ae7086d99
1,388,479,399
36.371615
-96.928548
0
553,282
2020-12-31 08:43:35
3,504,178,999,463,051
fraud_Hudson-Ratke
grocery_pos
59.46
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
07b1ba60335ac941ecb204345ec0050e
1,388,479,415
40.948392
-84.788067
0
553,283
2020-12-31 08:44:18
3,567,697,931,646,329
fraud_Heller-Langosh
gas_transport
54.25
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
8a862f56ba74748a184f30862ad8c1f0
1,388,479,458
42.905935
-74.421741
0
553,284
2020-12-31 08:44:21
213,178,850,083,780
fraud_Maggio-Fahey
misc_pos
37.69
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
75d8906c53cecdd4635fc3fd8561ffe4
1,388,479,461
45.491092
-117.588614
0
553,285
2020-12-31 08:44:39
4,311,368,326,621,416,000
fraud_Gleason-Macejkovic
shopping_net
1.07
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
bb665338b37f86844315f264153b6b55
1,388,479,479
40.784648
-102.690466
0
553,286
2020-12-31 08:45:01
6,011,893,664,860,915
fraud_Kunde-Sanford
misc_net
68.93
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
69ac54ab8e5c29620681b8062b2e874e
1,388,479,501
39.701322
-105.13533
0
553,287
2020-12-31 08:45:20
4,070,511,711,385,545
fraud_Rodriguez Group
gas_transport
74.28
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
f8b50e4984d552bd80c95a9f9cc975c5
1,388,479,520
28.72199
-98.950173
0
553,288
2020-12-31 08:45:40
4,981,132,848,794
fraud_Hayes, Marquardt and Dibbert
misc_net
5.02
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
5a355fba770326ac86444d646c65b8d9
1,388,479,540
39.374562
-81.375672
0
553,289
2020-12-31 08:46:13
3,587,044,315,915,002
fraud_Turcotte-Halvorson
misc_pos
42.18
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
8daedbfb92e45a8d7557c211093d1626
1,388,479,573
35.874115
-89.903933
0
553,290
2020-12-31 08:46:29
213,141,712,584,544
fraud_Dicki Ltd
grocery_net
68.47
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
c3abccdd03edb117f1500d2730f422ca
1,388,479,589
31.681536
-89.864611
0
553,291
2020-12-31 08:46:48
340,103,199,302,564
fraud_Deckow-Dare
food_dining
191.54
Sophia
Dickson
F
9047 Rodriguez Turnpike
Gibsonville
NC
27,249
36.1183
-79.5685
12,486
Arboriculturist
1934-02-09
fe3505a279d3fbaff08596fe4d7880d4
1,388,479,608
35.691311
-79.322077
0
553,292
2020-12-31 08:47:57
213,161,293,389,774
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
76.21
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
2f253b1c68cacea2faf24bc3b19d1a36
1,388,479,677
43.620212
-78.158902
0
553,293
2020-12-31 08:48:41
3,576,511,691,045,060
fraud_Friesen-D'Amore
gas_transport
69.68
Leah
Garner
F
147 Mckinney Run Apt. 743
Ehrhardt
SC
29,081
33.1044
-81.0221
1,352
Engineer, materials
1992-10-08
f9e6144ba75304a008415e51706f9733
1,388,479,721
32.341282
-80.468145
0
553,294
2020-12-31 08:49:16
38,588,538,868,506
fraud_Huels-Hahn
gas_transport
49.05
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
f2ffaed6f3d4b5d6161913e853492425
1,388,479,756
29.729874
-102.472304
0
553,295
2020-12-31 08:49:24
4,998,109,455,173,950
fraud_Cummings Group
grocery_net
77.33
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
2e92910d09a63c22ea523732b763f4bf
1,388,479,764
38.487547
-94.212205
0
553,296
2020-12-31 08:52:02
30,270,432,095,985
fraud_Kiehn Inc
grocery_pos
76.92
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
07463192d2d6a2c39de4b6871e547b97
1,388,479,922
41.485409
-90.542292
0
553,297
2020-12-31 08:52:07
676,118,385,837
fraud_Lehner, Mosciski and King
misc_net
141.21
Katelyn
Wise
F
674 Maureen Summit Apt. 276
Scotts Mills
OR
97,375
44.9897
-122.6187
1,252
Engineer, petroleum
1937-02-06
61f0c610566100472a0a23706754d2e9
1,388,479,927
44.590427
-122.846972
0
553,298
2020-12-31 08:52:16
213,114,122,496,591
fraud_Mante Group
misc_net
19.15
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
d9434ce59d7758e1031279e5d97e79f4
1,388,479,936
43.741359
-93.172278
0
553,299
2020-12-31 08:52:25
4,906,628,655,840,914,000
fraud_Cummings LLC
gas_transport
61.44
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
ed85dfe97621c6e90cb5e81e878a9f14
1,388,479,945
24.462898
-81.309684
0