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
3,300
2020-06-22 09:49:51
3,534,330,126,107,879
fraud_Bogisich-Homenick
misc_net
105.93
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
67872a8ac748f78b9dd3e0c80df2ede2
1,371,894,591
45.569682
-109.464086
0
3,301
2020-06-22 09:50:13
3,543,591,270,174,051
fraud_Bernier, Volkman and Hoeger
misc_net
5.03
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
f4d9765ca9d50910c4635788cca6cce6
1,371,894,613
40.339821
-79.860036
0
3,302
2020-06-22 09:50:45
4,908,846,471,916,297
fraud_Miller-Hauck
grocery_pos
212.05
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
2d4c12a351e0d1dacbb124662410113e
1,371,894,645
33.027677
-96.879019
0
3,303
2020-06-22 09:51:08
2,235,613,922,823,698
fraud_Friesen-D'Amore
gas_transport
54.96
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
d1038c8114be65402cc83449bf99c7c2
1,371,894,668
43.071835
-105.076018
0
3,304
2020-06-22 09:51:11
3,521,815,216,091,574
fraud_Smitham-Boehm
grocery_net
42.84
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
a77763954e97ea974269486edc9b9e59
1,371,894,671
38.857304
-104.840506
0
3,305
2020-06-22 09:51:31
2,229,378,226,512,508
fraud_Rutherford-Mertz
grocery_pos
94.65
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
51ac645b8c932a0a81a92752e7134dba
1,371,894,691
44.272977
-91.044222
0
3,306
2020-06-22 09:51:32
3,577,578,023,716,568
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
225.47
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
17e8b122cf4a733c3243deb033d7c5e8
1,371,894,692
41.241071
-81.999508
0
3,307
2020-06-22 09:52:34
4,956,828,990,005,111,000
fraud_Lockman Ltd
grocery_pos
73.36
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
344e5399d8bcc6870f8bc4e5050df16d
1,371,894,754
41.15887
-73.410243
0
3,308
2020-06-22 09:52:47
4,716,561,796,955,522
fraud_Bartoletti-Wunsch
gas_transport
72.85
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
e98087034d94a75cd09c9715970b4bfa
1,371,894,767
48.430476
-113.73271
0
3,309
2020-06-22 09:52:50
4,070,511,711,385,545
fraud_Raynor, Feest and Miller
gas_transport
56.21
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
5bb39aeff29744858ad3c96409fa1a0b
1,371,894,770
29.211401
-97.901007
0
3,310
2020-06-22 09:53:08
4,961,003,488,432,306
fraud_Jenkins, Hauck and Friesen
gas_transport
46.02
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
6d55d61c84bb22dadb05b6501c9cebcf
1,371,894,788
40.534639
-75.809378
0
3,311
2020-06-22 09:53:21
4,550,599,031,376,731
fraud_Bogisich Inc
grocery_pos
125.77
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
d1ffd4b3f00f053883c7f5a46558f55f
1,371,894,801
40.693924
-82.9339
0
3,312
2020-06-22 09:53:30
6,011,681,934,117,244
fraud_Ankunding LLC
shopping_net
45.63
Kaitlyn
Newman
F
098 Stewart Hill
Slayden
TN
37,165
36.2835
-87.4581
70
Prison officer
1956-06-22
d32b5577effee77f07727c38cd2be041
1,371,894,810
36.110481
-87.197087
0
3,313
2020-06-22 09:53:51
180,069,253,480,336
fraud_Nienow PLC
entertainment
22.25
William
Hunter
M
5036 Victoria Ports Suite 249
Emporium
PA
15,834
41.5177
-78.2536
4,533
Public affairs consultant
1969-11-01
4be505442f84063a263de2b10022a8c6
1,371,894,831
41.573824
-77.490613
0
3,314
2020-06-22 09:55:05
4,862,293,128,558
fraud_Bernhard Inc
gas_transport
59.86
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
162209c4343f3a7553d4a04c9071d5cf
1,371,894,905
41.818326
-77.171635
0
3,315
2020-06-22 09:55:06
36,153,880,429,415
fraud_Larson-Moen
entertainment
24.7
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
93091ff55834976700b036abb6aa1da5
1,371,894,906
28.731107
-82.165217
0
3,316
2020-06-22 09:55:47
581,686,439,828
fraud_Lockman Ltd
grocery_pos
56.76
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
8c43bb92d7c44b2fbc50a6d16a306b14
1,371,894,947
42.304466
-79.748347
0
3,317
2020-06-22 09:56:02
180,067,151,859,700
fraud_Kiehn-Emmerich
grocery_pos
223.82
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
0f5efeeaae1043a5e7010e0b72f62175
1,371,894,962
41.749513
-88.181486
0
3,318
2020-06-22 09:56:24
6,569,097,840,281,287
fraud_Howe Ltd
misc_pos
80.79
Steven
Johnson
M
7470 John Tunnel Suite 937
Aurora
CO
80,014
39.6662
-104.835
389,246
Scientist, marine
1969-12-12
c51812d9a05a3ef80df9c72861cf5a7d
1,371,894,984
39.085576
-105.485751
0
3,319
2020-06-22 09:56:29
676,309,913,934
fraud_Kling Inc
gas_transport
70.38
Robert
Martinez
M
3683 Parrish Circles
Pueblo
CO
81,005
38.2352
-104.66
151,815
Further education lecturer
1988-01-04
8c7dff7a40bc0ba5a49afed2adc20df2
1,371,894,989
37.876456
-104.042027
0
3,320
2020-06-22 09:57:03
3,531,129,874,770,000
fraud_Miller-Harris
misc_net
216.04
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
5f49b231e66551e4f813852969f27f6c
1,371,895,023
43.27048
-73.523172
0
3,321
2020-06-22 09:57:04
377,264,520,876,399
fraud_Jast and Sons
food_dining
111.15
Kara
Miles
F
2076 Thomas Roads Suite 970
Cassatt
SC
29,032
34.3424
-80.5
4,424
Lawyer
1961-07-31
fb3271bd90c0d61d59ba14cd8e05b11e
1,371,895,024
33.413958
-81.085114
0
3,322
2020-06-22 09:57:05
6,011,552,879,910,390
fraud_McDermott-Weimann
grocery_pos
102.15
Robert
Long
M
529 Joshua Knoll Apt. 511
Lonetree
WY
82,936
41.0552
-110.1603
49
Research scientist (physical sciences)
1981-07-05
c01c21dd97415b1100cf480fc274b957
1,371,895,025
41.672716
-110.376197
0
3,323
2020-06-22 09:57:10
6,011,329,966,782,895
fraud_Tromp, Kerluke and Glover
grocery_net
111.51
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
2b275a95e468881f3b58095aa45b64e6
1,371,895,030
35.364274
-95.556495
0
3,324
2020-06-22 09:57:15
2,264,937,662,466,770
fraud_Huels-Nolan
gas_transport
55.36
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
2713f09abde48a1ef3d966b932a9f42f
1,371,895,035
29.400551
-98.139032
0
3,325
2020-06-22 09:57:21
6,011,366,578,560,244
fraud_Brekke and Sons
gas_transport
50.37
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
dd05767d0f1bd7d90649360b177b236a
1,371,895,041
41.394234
-77.475618
0
3,326
2020-06-22 09:58:37
345,933,964,507,467
fraud_Huel, Hammes and Witting
grocery_pos
111.46
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
b185da753fbf86e565ca32960e319843
1,371,895,117
37.921625
-74.41437
0
3,327
2020-06-22 09:59:05
3,546,674,063,249,004
fraud_Streich, Hansen and Veum
gas_transport
69.16
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
ac99719767fadb7071acdc776abc4302
1,371,895,145
32.620043
-98.006685
0
3,328
2020-06-22 09:59:08
4,294,930,380,592
fraud_Stiedemann Inc
misc_pos
3.37
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
4c91aecd1f06ef1868cdadfd69188bcc
1,371,895,148
37.434186
-80.0076
0
3,329
2020-06-22 09:59:43
3,540,862,542,587,229
fraud_Jast Ltd
shopping_net
101.98
Nancy
Roach
F
376 Brown Courts
Yellowstone National Park
WY
82,190
44.7957
-110.6137
369
Materials engineer
1941-11-16
6469185e811e242d926dbae6104ca9cc
1,371,895,183
44.746755
-110.9765
0
3,330
2020-06-22 09:59:49
6,596,735,789,587,928
fraud_Goodwin-Nitzsche
grocery_pos
98.42
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
bf3ac8d637d2f5b0587740818567d949
1,371,895,189
45.670457
-94.368018
0
3,331
2020-06-22 09:59:54
4,514,242,065,619,750
fraud_Schumm, Bauch and Ondricka
grocery_pos
185.29
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
bcf4057339a1916321505d20cf1b9fb6
1,371,895,194
41.889196
-104.811255
0
3,332
2020-06-22 10:00:09
4,961,003,488,432,306
fraud_Dach-Nader
misc_net
1,235.6
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
b144f95bcf60a045b014bfbfe50b3a3a
1,371,895,209
41.477199
-76.903421
0
3,333
2020-06-22 10:00:19
4,301,028,321,766,222,300
fraud_Heathcote LLC
shopping_net
99.85
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
443a24feb1dd377404e66075e818167d
1,371,895,219
41.515992
-80.898784
0
3,334
2020-06-22 10:00:27
6,011,581,063,717,667
fraud_Beier-Hyatt
shopping_pos
172.67
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
c4e30cf9368454b663914ded65d5aa57
1,371,895,227
39.236655
-92.29631
0
3,335
2020-06-22 10:00:48
6,011,104,316,292,105
fraud_Parisian and Sons
gas_transport
74.39
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
6d0602ac37c4785c4d183da9e26f6596
1,371,895,248
36.018772
-77.950038
0
3,336
2020-06-22 10:00:49
2,222,001,896,600,109
fraud_Marks Inc
gas_transport
57.66
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
9b27bdbcb4e055b8113934c083514e9b
1,371,895,249
39.746014
-89.275946
0
3,337
2020-06-22 10:00:52
3,506,592,072,985,012
fraud_Morissette, Weber and Wiegand
grocery_net
30.68
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
6945499965bf064f3e17ba99abd0ee24
1,371,895,252
38.9097
-89.814797
0
3,338
2020-06-22 10:01:10
571,844,099,986
fraud_Brown-Greenholt
entertainment
3.97
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
ffaaaf704801fd979b21504099fcefff
1,371,895,270
39.106186
-85.554606
0
3,339
2020-06-22 10:01:50
30,143,713,661,454
fraud_Jaskolski-Vandervort
misc_net
1,085.92
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
1f5fe3d7efb0504652ccab036b8a58d5
1,371,895,310
48.35465
-96.755082
0
3,340
2020-06-22 10:02:32
4,997,733,566,924,489
fraud_Raynor, Feest and Miller
gas_transport
67.53
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
d97d360fbd5beb0d44dbfbb626a06d12
1,371,895,352
44.458116
-92.892679
0
3,341
2020-06-22 10:02:41
3,547,574,373,318,979
fraud_Bins-Rice
gas_transport
46.33
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
24ee2a762bffb22787b48f8b223829bf
1,371,895,361
39.731825
-88.603159
0
3,342
2020-06-22 10:03:10
573,860,193,545
fraud_Dicki Ltd
grocery_net
58.11
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
7c0f45676e0b3e2c978233188b86185b
1,371,895,390
41.173926
-88.035997
0
3,343
2020-06-22 10:03:29
4,424,338,559,877,976
fraud_Schmitt Inc
gas_transport
64.23
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
e9b770aedafb056fa31def9252b15837
1,371,895,409
41.176859
-84.159682
0
3,344
2020-06-22 10:03:55
4,997,733,566,924,489
fraud_Padberg-Welch
grocery_pos
202.17
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
669dd413e5ae8f63fb83893404f6cb7a
1,371,895,435
44.850449
-93.396453
0
3,345
2020-06-22 10:03:56
30,153,452,207,526
fraud_Adams, Kovacek and Kuhlman
grocery_net
84.75
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
54e5694d8390b3ebe46b3d6911d7ba6b
1,371,895,436
31.476426
-98.719248
0
3,346
2020-06-22 10:03:58
4,745,996,322,265
fraud_Smitham-Boehm
grocery_net
53.41
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
5ee6cb736b6415956371f0683477a013
1,371,895,438
41.736812
-87.175595
0
3,347
2020-06-22 10:03:59
30,175,986,190,993
fraud_Huel, Hammes and Witting
grocery_pos
105.66
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
b48cf04e7c60cec31b4e497ce94357d0
1,371,895,439
47.274868
-95.13821
0
3,348
2020-06-22 10:04:10
4,550,599,031,376,731
fraud_Graham, Hegmann and Hammes
food_dining
114.18
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
b13cb199ffa28e515c41f68ca4b75d41
1,371,895,450
40.16336
-82.43409
0
3,349
2020-06-22 10:04:21
4,424,338,559,877,976
fraud_Hayes, Marquardt and Dibbert
misc_net
7.92
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
7407e5ea5d269e5682710d05e259ddde
1,371,895,461
41.555769
-82.630418
0
3,350
2020-06-22 10:04:42
4,952,583,804,639,909
fraud_Schaefer, McGlynn and Bosco
gas_transport
84.04
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
bfbec8897b4fa041e8984d1aedf63e19
1,371,895,482
40.863577
-81.418827
0
3,351
2020-06-22 10:05:15
4,939,976,756,738,216
fraud_Dickinson-Rempel
misc_pos
33.03
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
e653eb091defcb8e5c721d927ede99bc
1,371,895,515
26.944148
-99.94698
0
3,352
2020-06-22 10:06:12
573,860,193,545
fraud_Kuhn LLC
misc_net
7.71
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
b4a029bf79eb0aadbce4b7ea5effd05b
1,371,895,572
42.573182
-87.941966
0
3,353
2020-06-22 10:07:01
3,521,417,320,836,166
fraud_Tromp, Kerluke and Glover
grocery_net
41.32
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
4f0e4b50e670807445cc42743532f638
1,371,895,621
40.072164
-87.086162
0
3,354
2020-06-22 10:07:21
375,848,982,312,810
fraud_Connelly, Reichert and Fritsch
gas_transport
57.57
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
3ffea3a2303cadea3f7bb0c005ca6a74
1,371,895,641
31.712294
-97.751435
0
3,355
2020-06-22 10:08:09
376,262,134,119,629
fraud_Kihn-Fritsch
food_dining
47.33
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
1381d4da2a268a4dc9691355a7001d4d
1,371,895,689
28.578627
-82.886256
0
3,356
2020-06-22 10:09:20
4,587,657,402,165,341,700
fraud_Corwin-Collins
gas_transport
56.86
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
4b81fa800a070acbbfbfe8631bc6d8bc
1,371,895,760
40.952425
-87.784449
0
3,357
2020-06-22 10:10:08
561,942,763,351
fraud_Cummings LLC
gas_transport
73.54
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
46e3f551380e58fd654bf87f0c6ecd18
1,371,895,808
38.924956
-76.357403
0
3,358
2020-06-22 10:10:29
2,256,234,701,263,057
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
2.9
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
0db33c0ec13a01dd5d7f116a545a6561
1,371,895,829
42.516506
-73.02712
0
3,359
2020-06-22 10:10:34
348,253,506,557,335
fraud_Cormier, Stracke and Thiel
entertainment
77.56
Thomas
Gibson
M
32745 Silva Springs Suite 040
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Armed forces logistics/support/administrative officer
1948-03-22
7fa001897afdb2e66f36dbb41200f119
1,371,895,834
30.568183
-87.433484
0
3,360
2020-06-22 10:10:35
630,451,534,402
fraud_Reilly, Heaney and Cole
gas_transport
57.11
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
6f67e8777b4c891100f702c740a7b337
1,371,895,835
46.964125
-87.507083
0
3,361
2020-06-22 10:10:45
4,862,293,128,558
fraud_Conroy Ltd
shopping_pos
2.72
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
1dd5f1e0774d21c1fed9ed6e60bc154d
1,371,895,845
40.245572
-77.885926
0
3,362
2020-06-22 10:11:13
180,067,151,859,700
fraud_Spencer-Runolfsson
misc_pos
69.25
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
b3cdad04e1b07de2e60aa658a17531f5
1,371,895,873
42.143875
-88.194798
0
3,363
2020-06-22 10:12:42
343,464,013,864,032
fraud_Haley, Jewess and Bechtelar
shopping_pos
1.99
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
e75e20908b1cf65cdd9d73aeb8646649
1,371,895,962
35.718449
-77.411286
0
3,364
2020-06-22 10:13:15
180,067,784,565,096
fraud_Kerluke-Abshire
shopping_net
98.52
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
db59af4453503bb8c08e150b2ce1ab09
1,371,895,995
42.099719
-88.260405
0
3,365
2020-06-22 10:13:34
30,428,204,673,351
fraud_Bahringer, Schoen and Corkery
shopping_pos
120.01
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
6b8a102b06699c8cd6e9626a07483684
1,371,896,014
40.25241
-76.817315
0
3,366
2020-06-22 10:14:21
6,534,628,260,579,800
fraud_Cummings LLC
gas_transport
49.98
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
92d22a32f5df3cd972ff4840acd49cd7
1,371,896,061
44.995394
-72.164614
0
3,367
2020-06-22 10:14:39
2,297,447,006,766,555
fraud_Wiza LLC
misc_pos
9.11
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
7d88e382a6496de945d3e9741084057a
1,371,896,079
40.928129
-87.958537
0
3,368
2020-06-22 10:15:58
213,148,039,875,802
fraud_Shields Inc
grocery_net
62.99
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
d4e5f4f12e0ea50d8af9b965ef15b95c
1,371,896,158
27.043501
-81.89352
0
3,369
2020-06-22 10:16:43
639,023,984,367
fraud_Stokes, Christiansen and Sipes
grocery_net
53.61
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
f43d9a3f52ae370ceadc7b31c4551a9f
1,371,896,203
44.683749
-74.865218
0
3,370
2020-06-22 10:16:49
2,284,059,275,940,012
fraud_Metz-Boehm
shopping_pos
3.9
Thomas
Mathis
M
26615 Nelson Lane
Moores Hill
IN
47,032
39.0945
-85.0638
3,289
Sub
1969-11-22
fb7925a850490baa9636683e36f4a650
1,371,896,209
38.097667
-85.845577
0
3,371
2020-06-22 10:17:19
2,720,894,374,956,739
fraud_Upton PLC
entertainment
506.01
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
3e84e4029eb685424a7c4302a6036e8c
1,371,896,239
43.42587
-82.265899
0
3,372
2020-06-22 10:18:39
6,592,243,974,328,236
fraud_Schaefer, Maggio and Daugherty
gas_transport
51.34
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
4ccd3117061c171d1ac24b9f86ddcbcb
1,371,896,319
33.298536
-86.988719
0
3,373
2020-06-22 10:18:46
38,947,654,498,698
fraud_Miller-Hauck
grocery_pos
86.52
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
fa94c53fdb59ee3a325ae6cce1642d54
1,371,896,326
39.982584
-83.442752
0
3,374
2020-06-22 10:19:05
4,348,786,085,525,522
fraud_Kuhic Inc
grocery_pos
83.43
John
Nichols
M
862 Anderson Highway
Bryant
WI
54,418
45.203
-88.9983
1,080
Information systems manager
1979-01-08
386c7acd3ad41e096c746857e8787b7d
1,371,896,345
44.571645
-89.61695
0
3,375
2020-06-22 10:20:17
372,246,459,334,925
fraud_Schmitt Ltd
misc_net
4.69
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
b8b4aeeaaa1e5d0594a6c8ebc5c35bed
1,371,896,417
44.127475
-102.840154
0
3,376
2020-06-22 10:20:38
370,818,583,810,103
fraud_Kiehn Inc
grocery_pos
74.79
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
5c71ab7f67f00bc617264df15a2b9413
1,371,896,438
40.509897
-80.021927
0
3,377
2020-06-22 10:20:52
4,607,072,969,078,276
fraud_Koepp-Parker
grocery_pos
86.27
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
0d7d367e22c9db094e5b9d443d8832c6
1,371,896,452
35.387236
-97.076456
0
3,378
2020-06-22 10:20:55
180,067,784,565,096
fraud_Volkman Ltd
misc_net
4.22
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
77c6f8c712bea6610a9856175f680f14
1,371,896,455
43.746444
-87.879122
0
3,379
2020-06-22 10:21:20
676,369,110,710
fraud_Greenfelder, Bartoletti and Davis
misc_net
4.34
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
967d6aaf33989cd863d101936814c0e7
1,371,896,480
41.549017
-84.252798
0
3,380
2020-06-22 10:21:48
630,424,987,505
fraud_Kling Inc
gas_transport
75.53
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
a2658bfa8df084b8adebf286f6bef874
1,371,896,508
38.845657
-80.411251
0
3,381
2020-06-22 10:22:00
3,526,826,139,003,047
fraud_Goldner, Kovacek and Abbott
grocery_pos
132.01
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
71139606115d0aca282c504630959e29
1,371,896,520
44.088922
-84.84517
0
3,382
2020-06-22 10:22:27
4,025,612,008,285,111
fraud_Reilly, Heaney and Cole
gas_transport
71.34
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
ccdaf788915cd301f74d5de414e745b3
1,371,896,547
40.940988
-79.810153
0
3,383
2020-06-22 10:23:09
5,130,484,058,948,421
fraud_Cartwright-Harris
grocery_pos
107.19
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
49adcb1b5e3fb38cba4cc6587c4abc09
1,371,896,589
40.161718
-83.495426
0
3,384
2020-06-22 10:23:19
36,913,587,729,122
fraud_Kutch and Sons
grocery_pos
220.02
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
325dcbc565c904db76724cdedc711c3f
1,371,896,599
43.665676
-115.649435
0
3,385
2020-06-22 10:23:22
30,344,654,314,976
fraud_Brekke and Sons
gas_transport
67.84
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
a43c05cd2a217236bc937b420f3d16e1
1,371,896,602
39.197305
-121.07866
0
3,386
2020-06-22 10:23:51
2,720,830,304,681,674
fraud_Lockman Ltd
grocery_pos
189.29
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
9c6a1a2898cee735e1a31a5845c2f7ac
1,371,896,631
36.022084
-87.747676
0
3,387
2020-06-22 10:24:58
4,584,931,703,207,308,300
fraud_Kling-Grant
grocery_net
107.63
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
0057efb90483f28c38c138d2aa7878e5
1,371,896,698
33.054922
-96.496513
0
3,388
2020-06-22 10:25:35
4,342,532,437,704,183
fraud_Schumm, Bauch and Ondricka
grocery_pos
87.76
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
2db436666cb736195d75c482411c51f7
1,371,896,735
42.083757
-75.19467
0
3,389
2020-06-22 10:25:36
3,567,697,931,646,329
fraud_Johnston, Nikolaus and Maggio
grocery_net
88.93
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
9a350bad7bac80bdad5f45c9c2d8ab5c
1,371,896,736
41.451477
-74.101991
0
3,390
2020-06-22 10:26:13
6,592,243,974,328,236
fraud_Swift, Bradtke and Marquardt
grocery_net
26.4
Philip
Hart
M
97405 Vazquez Plains
Montgomery
AL
36,111
32.3374
-86.2715
214,703
Chemist, analytical
1994-10-07
43e9f15cb51b0c0258b08554f1998098
1,371,896,773
32.230918
-86.672138
0
3,391
2020-06-22 10:26:32
3,535,808,924,394,848
fraud_Dickinson-Rempel
misc_pos
36.04
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
4a95460f0ebf9931fb5987b8383fb812
1,371,896,792
38.999499
-88.235615
0
3,392
2020-06-22 10:26:53
6,011,679,934,075,347
fraud_Rowe, Batz and Goodwin
grocery_pos
84.31
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
9c877b99407fffec92351a097c47bfaf
1,371,896,813
41.341698
-106.046999
0
3,393
2020-06-22 10:27:28
213,112,402,583,773
fraud_Corwin-Collins
gas_transport
60.18
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
5c53910e3c801b31119ab0fcaf71502e
1,371,896,848
33.938647
-81.748988
0
3,394
2020-06-22 10:28:05
4,364,010,865,167,176
fraud_Harris Inc
gas_transport
58.56
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
0495fc5e602b22c849910eadc1a9a6db
1,371,896,885
38.939768
-119.654472
0
3,395
2020-06-22 10:28:48
180,040,027,502,291
fraud_Klein Group
entertainment
124.1
Mary
Schmidt
F
022 Moore Island
New York City
NY
10,162
40.7699
-73.9511
1,577,385
Audiological scientist
1957-12-29
ac5f82bfca03daf7c6d8b8fee50efdb6
1,371,896,928
41.570963
-73.410282
0
3,396
2020-06-22 10:29:29
4,259,996,134,423
fraud_Huel Ltd
misc_net
2.86
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
6f7e342f8b32b8abf22c64d036559cfa
1,371,896,969
38.268157
-97.677947
0
3,397
2020-06-22 10:29:42
4,671,727,014,157,745
fraud_Luettgen PLC
gas_transport
76.48
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
f81a9b8d3b6573877ed5e88ba0d56bac
1,371,896,982
41.761577
-86.381273
0
3,398
2020-06-22 10:29:52
4,740,713,119,940,984
fraud_Metz-Boehm
shopping_pos
4.13
Heather
Hines
F
13776 Hicks Plains
Pomona
NY
10,970
41.1901
-74.0436
9,993
Pensions consultant
1962-10-16
5513d606b25192573d0fe26c473c0add
1,371,896,992
41.638542
-74.446257
0
3,399
2020-06-22 10:30:19
30,442,439,074,871
fraud_Kutch and Sons
grocery_pos
198.66
Linda
Sanchez
F
6574 William Hill Apt. 375
Jermyn
PA
18,433
41.5744
-75.5881
6,508
Training and development officer
1981-06-22
e4f168ecca054e99e7a38700deda7020
1,371,897,019
40.799264
-75.103068
0