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
1,287,100
2020-06-17 07:04:00
3,513,506,355,699,497
fraud_Greenholt, Jacobi and Gleason
gas_transport
93.69
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
66e6d37b1d54f058c513dac0a355a740
1,371,452,640
32.145745
-91.057473
0
1,287,101
2020-06-17 07:05:09
3,593,118,134,380,341
fraud_Luettgen PLC
gas_transport
57.9
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
b3407744d190be01197aad1a6f5f3d70
1,371,452,709
45.354965
-68.394451
0
1,287,102
2020-06-17 07:05:12
4,210,078,554,961,359,000
fraud_Rohan, White and Aufderhar
misc_net
5.97
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
367b42343932232b53d1398e76de4d96
1,371,452,712
44.544867
-122.704247
0
1,287,103
2020-06-17 07:05:19
3,540,210,836,308,425
fraud_Kunze Inc
grocery_pos
107.86
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
09160b15af11b76d2a73b0db1d1cbc52
1,371,452,719
35.01649
-103.270629
0
1,287,104
2020-06-17 07:05:56
6,011,399,591,920,186
fraud_Ferry, Lynch and Kautzer
misc_net
160.79
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
def9fba0a1d34caa1bd5842359257f13
1,371,452,756
42.706372
-73.549069
0
1,287,105
2020-06-17 07:06:54
4,900,628,639,996
fraud_Jones, Sawayn and Romaguera
misc_net
4.11
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
94dc82ec36deaabf7ffb0fd961b0728d
1,371,452,814
33.958297
-118.425075
0
1,287,106
2020-06-17 07:07:51
4,060,579,726,528,237
fraud_Auer-Mosciski
grocery_pos
80.15
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
b223b2b53e5a3c99cc434a1059410528
1,371,452,871
39.293807
-95.263631
0
1,287,107
2020-06-17 07:08:04
180,049,032,966,888
fraud_Barton Inc
grocery_pos
95.83
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
87597d1c80cfe607ea60d466de910cf0
1,371,452,884
46.96506
-91.402673
0
1,287,108
2020-06-17 07:12:38
5,501,083,170,975,659
fraud_Stoltenberg-Beatty
shopping_pos
1.05
Wayne
Payne
M
587 Bradley Inlet Suite 281
Cuyahoga Falls
OH
44,223
41.1464
-81.5107
47,772
Equities trader
1966-01-04
bfb405d34649eb7288fba3955b1a7378
1,371,453,158
40.352714
-80.663383
0
1,287,109
2020-06-17 07:13:11
502,038,091,380
fraud_Reichert, Rowe and Mraz
shopping_net
98.07
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
67ab545f16fdeb7f4754ad4ebeb2d004
1,371,453,191
37.668756
-92.144648
0
1,287,110
2020-06-17 07:14:59
6,011,382,886,333,463
fraud_Ruecker Group
misc_net
10
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
94508f5b44cb4723c7b78450c6c6ebb2
1,371,453,299
45.555995
-84.802239
0
1,287,111
2020-06-17 07:16:28
30,044,330,818,990
fraud_Flatley Group
misc_pos
2.85
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
523494d134ccbb6dadc3ca25ec228c2d
1,371,453,388
26.349074
-81.424489
0
1,287,112
2020-06-17 07:17:20
3,559,679,414,981,506
fraud_Donnelly PLC
misc_net
1.07
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
b8a4dd1b7776403e19a6f1b9286acf14
1,371,453,440
43.04536
-74.636448
0
1,287,113
2020-06-17 07:18:14
213,157,767,990,030
fraud_Wiza LLC
misc_pos
46.67
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
99fc545889dece86edbe19193523a88c
1,371,453,494
40.974929
-108.544477
0
1,287,114
2020-06-17 07:20:04
2,264,937,662,466,770
fraud_Tillman, Dickinson and Labadie
gas_transport
77.32
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
2047a60f1d905bb8b68d1f13c7ff29d1
1,371,453,604
30.2175
-98.696421
0
1,287,115
2020-06-17 07:22:36
374,930,071,163,758
fraud_Schaefer, Maggio and Daugherty
gas_transport
66.33
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
281bcc5591027a72b173b8dc1118f8b5
1,371,453,756
43.065387
-82.783138
0
1,287,116
2020-06-17 07:25:41
4,079,773,899,158
fraud_O'Keefe-Hudson
grocery_pos
104.75
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
a9c3f9424eb875a71090b104ea71b1f5
1,371,453,941
44.986181
-117.175648
0
1,287,117
2020-06-17 07:26:30
3,511,058,278,399,773
fraud_Koepp-Parker
grocery_pos
106.5
Briana
Santos
F
702 Tabitha Drive
New Goshen
IN
47,863
39.5803
-87.4616
205
Engineer, mining
1960-01-06
cd2f07244666f4caa35cddf15a273650
1,371,453,990
40.362712
-87.13438
0
1,287,118
2020-06-17 07:30:04
4,195,740,185,974
fraud_Schneider, Hayes and Nikolaus
food_dining
10.3
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
d640c921319176f22f8facf262f7fab8
1,371,454,204
44.726414
-122.201126
0
1,287,119
2020-06-17 07:30:27
3,528,231,451,607,350
fraud_Boehm, Block and Jakubowski
misc_pos
8.31
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
b55d918c93a03becc1a02a91569f91e3
1,371,454,227
38.309419
-74.601425
0
1,287,120
2020-06-17 07:30:53
4,957,924,165,498
fraud_Christiansen, Goyette and Schamberger
gas_transport
67.76
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
fb2a4e23e23b502c6b96268fa3d5585b
1,371,454,253
40.026042
-101.703687
0
1,287,121
2020-06-17 07:33:35
675,945,690,716
fraud_Kutch LLC
gas_transport
86.24
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
42526c036e7964a4112f145956933bb4
1,371,454,415
40.745725
-80.003286
0
1,287,122
2020-06-17 07:34:08
4,223,708,906,367,574,000
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
94.21
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
411e57bedae9d00ca78911724d1a29c5
1,371,454,448
39.503418
-85.268928
0
1,287,123
2020-06-17 07:34:50
30,143,713,661,454
fraud_Flatley-Durgan
misc_net
47.15
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
94599b9c6c50111e1e8555f86a255b71
1,371,454,490
48.419262
-97.428187
0
1,287,124
2020-06-17 07:35:25
4,128,730,454,058,057,700
fraud_Wiza, Schaden and Stark
misc_pos
3.5
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
62ef89deb1b4cb5e675cd687efc92359
1,371,454,525
31.738223
-96.032873
0
1,287,125
2020-06-17 07:36:25
4,538,566,639,857
fraud_Eichmann-Russel
misc_pos
46.56
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
a4b6dbd8f6b2fd914bd8876c2cad98a2
1,371,454,585
41.104782
-73.402212
0
1,287,126
2020-06-17 07:36:33
4,839,615,922,685,395
fraud_Jenkins, Hauck and Friesen
gas_transport
44.56
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
46bcd778a71fb16d2edca84144c4ff6b
1,371,454,593
38.827341
-86.910402
0
1,287,127
2020-06-17 07:36:57
4,089,096,483,689,733,600
fraud_Kerluke, Considine and Macejkovic
misc_net
742.74
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
9dd9ff7e56e9263479d18dfa9f1b0472
1,371,454,617
32.970681
-94.210171
1
1,287,128
2020-06-17 07:37:28
4,178,097,073,221,156
fraud_Kutch-Hegmann
grocery_net
71.67
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
86955ac45f13c1952c383982695c81da
1,371,454,648
42.129816
-86.718941
0
1,287,129
2020-06-17 07:40:11
4,501,449,508,569,485
fraud_Quitzon, Green and Bashirian
shopping_pos
150.4
Paul
Wade
M
2306 Clark Ranch Suite 515
Ferney
SD
57,439
45.329
-98.0837
52
Bookseller
1990-05-22
6ebbc09bf4abee7db7bb1ef720cacda2
1,371,454,811
45.831954
-97.2541
0
1,287,130
2020-06-17 07:41:43
2,703,186,189,652,095
fraud_Torp-Lemke
misc_pos
26.54
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
38d873bdb20d30a35113fae08a3f1262
1,371,454,903
36.31729
-81.804922
0
1,287,131
2020-06-17 07:41:45
372,246,459,334,925
fraud_Conroy-Cruickshank
gas_transport
78.26
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
bec2049b6a51ed1c84035c9bb0a68963
1,371,454,905
44.796504
-103.079214
0
1,287,132
2020-06-17 07:41:48
377,550,167,323,848
fraud_Bailey-Morar
grocery_pos
91.8
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
f9ff93c95cf3e98a7e888aed88c9974d
1,371,454,908
45.022911
-70.212793
0
1,287,133
2020-06-17 07:42:34
4,671,727,014,157,745
fraud_Kuphal-Predovic
misc_net
170.62
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
6150f595a2d63102cb7a302865012f27
1,371,454,954
41.20542
-84.826322
0
1,287,134
2020-06-17 07:43:47
30,546,453,310,167
fraud_Emard Inc
gas_transport
75.14
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
acfa96f71bd4a898afe0aca556d70342
1,371,455,027
42.583973
-71.924973
0
1,287,135
2020-06-17 07:44:06
4,992,346,398,065,154,000
fraud_Goodwin-Nitzsche
grocery_pos
127.03
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
cf165a23d3180e2fac2bc768ef27245e
1,371,455,046
40.23612
-89.325178
0
1,287,136
2020-06-17 07:44:57
4,661,996,144,291,812,000
fraud_Mohr-Bayer
shopping_net
11.59
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
ded483d2ceddc86e8060fd771cba17b3
1,371,455,097
41.690937
-79.872374
0
1,287,137
2020-06-17 07:46:40
3,590,736,522,064,285
fraud_Smitham-Boehm
grocery_net
74.75
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
ccc9caf41c43285450fc6b316be63f93
1,371,455,200
34.517574
-91.504943
0
1,287,138
2020-06-17 07:47:43
3,513,618,443,244,549
fraud_Schmitt Ltd
misc_net
54.07
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
482d14351297961bd70388f6eb20b944
1,371,455,263
43.72664
-98.588749
0
1,287,139
2020-06-17 07:47:50
370,877,495,212,014
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
231.66
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
b01c90f1b0e0b355532c2c491ac01c66
1,371,455,270
35.631768
-81.231619
0
1,287,140
2020-06-17 07:49:44
4,900,628,639,996
fraud_Kilback LLC
grocery_pos
46.51
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
d89cc384c8a626a5e57d14dfdbf6c0c8
1,371,455,384
34.445188
-118.275684
0
1,287,141
2020-06-17 07:50:50
30,230,540,139,182
fraud_Flatley Group
misc_pos
40.59
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
cb5de2dc114ce32f039870d365f58c09
1,371,455,450
41.216317
-77.102153
0
1,287,142
2020-06-17 07:52:02
4,610,064,888,664,703
fraud_Doyle Ltd
grocery_pos
287.8
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
33cd11540e93a9cc65eb50f3b453d832
1,371,455,522
43.449673
-74.421891
1
1,287,143
2020-06-17 07:53:45
583,699,482,621
fraud_Luettgen PLC
gas_transport
39.69
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
9476edb446422844634c45a6e9abe64f
1,371,455,625
43.746192
-89.141525
0
1,287,144
2020-06-17 07:54:14
2,284,059,275,940,012
fraud_Brown PLC
misc_net
1.75
Thomas
Mathis
M
26615 Nelson Lane
Moores Hill
IN
47,032
39.0945
-85.0638
3,289
Sub
1969-11-22
748e4a2c8472f38994db9a76e24af830
1,371,455,654
38.362186
-84.569884
0
1,287,145
2020-06-17 07:55:15
3,540,862,542,587,229
fraud_Conroy Ltd
shopping_pos
4.28
Nancy
Roach
F
376 Brown Courts
Yellowstone National Park
WY
82,190
44.7957
-110.6137
369
Materials engineer
1941-11-16
3be2781c5d2fb329e9da9e647ed21892
1,371,455,715
44.110189
-109.897199
0
1,287,146
2020-06-17 07:55:33
4,294,930,380,592
fraud_Watsica, Haag and Considine
shopping_pos
8.96
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
c44c1044baf835318129d6207e5dbd08
1,371,455,733
37.837641
-80.590098
0
1,287,147
2020-06-17 07:57:17
3,531,129,874,770,000
fraud_Connelly, Reichert and Fritsch
gas_transport
65.64
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
7c0b3aa0694f2bc9d4707a274199e414
1,371,455,837
44.370538
-72.643043
0
1,287,148
2020-06-17 07:58:33
4,742,883,543,039,288,000
fraud_Cassin-Harvey
grocery_net
72.3
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
74667bb5dba3e40beac65ae5417d6759
1,371,455,913
19.905833
-154.673622
0
1,287,149
2020-06-17 08:00:56
6,524,376,634,971,418
fraud_Bahringer, Schoen and Corkery
shopping_pos
158.44
Jasmine
Foster
F
954 White Alley Apt. 251
Phil Campbell
AL
35,581
34.347
-87.7154
5,778
Engineer, aeronautical
1952-12-05
85b4217bca03377c65eb1b1741d28fd2
1,371,456,056
34.649672
-88.084587
0
1,287,150
2020-06-17 08:01:44
30,026,790,933,302
fraud_Heathcote, Yost and Kertzmann
shopping_net
84.8
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
4bcbf30014a6a68b0fc9b03072eeca1e
1,371,456,104
33.409055
-91.259742
0
1,287,151
2020-06-17 08:01:52
4,158,945,090,781,624
fraud_Skiles-Ankunding
grocery_net
54.96
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
61d32d0b04eac93449497ed74f52d773
1,371,456,112
40.228043
-80.916291
0
1,287,152
2020-06-17 08:02:53
4,981,132,848,794
fraud_Daugherty, Pouros and Beahan
shopping_pos
69.1
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
f1ff3fae7ba924e941bbd8eb19fe1fef
1,371,456,173
39.040287
-80.90823
0
1,287,153
2020-06-17 08:03:20
4,446,368,897,795,790
fraud_McCullough LLC
misc_pos
37.95
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
66ac1861acaf93898edd413990a3d001
1,371,456,200
38.111945
-74.628242
0
1,287,154
2020-06-17 08:03:35
4,025,612,008,285,111
fraud_O'Keefe-Hudson
grocery_pos
120.83
Krystal
Key
F
23142 Montoya Island Apt. 742
Corsica
PA
15,829
41.1762
-79.1976
1,274
Maintenance engineer
1949-03-20
bda88d791a45ed6d94b164a6ad69ce52
1,371,456,215
41.703803
-79.98453
0
1,287,155
2020-06-17 08:08:46
36,153,880,429,415
fraud_Mohr-Bayer
shopping_net
187.35
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
7908175fdf4922faee9f34d9fd151ecb
1,371,456,526
27.746198
-81.442375
0
1,287,156
2020-06-17 08:09:34
676,275,912,597
fraud_Turner, Ruecker and Parisian
misc_pos
36.83
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
dd54f51d237161fcb019cd6afb8a1f58
1,371,456,574
44.260981
-85.104963
0
1,287,157
2020-06-17 08:09:48
6,011,393,492,413,821
fraud_Reynolds-Schinner
misc_pos
7.13
Natalie
Watson
F
386 James Roads Apt. 233
Los Angeles
CA
90,014
34.0443
-118.2509
2,383,912
Journalist, newspaper
1959-05-30
f99d7c59bcfb6691e05af3204a77804c
1,371,456,588
34.723289
-117.783968
0
1,287,158
2020-06-17 08:11:13
4,839,615,922,685,395
fraud_Doyle Ltd
grocery_pos
112.66
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
3ec37cfd241202decb5517262b649347
1,371,456,673
38.029144
-86.825736
0
1,287,159
2020-06-17 08:11:18
372,382,441,451,095
fraud_Raynor, Reinger and Hagenes
gas_transport
97.18
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
51484958b6a0718258d4ac35130932d1
1,371,456,678
41.672341
-74.532164
0
1,287,160
2020-06-17 08:11:19
4,446,368,897,795,790
fraud_Schmidt and Sons
shopping_net
87.54
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
52a92ea8ced687cd383a70d509a87815
1,371,456,679
37.289525
-75.2492
0
1,287,161
2020-06-17 08:11:23
4,365,382,885,912,355
fraud_Goyette, Howell and Collier
shopping_pos
143.9
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
93790879e0453519e9d4a3fae6c12450
1,371,456,683
49.060662
-93.724993
0
1,287,162
2020-06-17 08:11:46
2,291,163,933,867,244
fraud_Lehner, Mosciski and King
misc_net
5.67
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
3afc7f115a0320c1d26398022d5810b5
1,371,456,706
33.872678
-81.645769
0
1,287,163
2020-06-17 08:11:52
4,464,457,352,619
fraud_Stracke-Lemke
grocery_pos
87.7
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
08336d27d91116baa5fc18265ebf1ed8
1,371,456,712
29.255544
-84.394106
0
1,287,164
2020-06-17 08:12:16
4,952,583,804,639,909
fraud_Towne LLC
misc_pos
5.18
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
b65c3d0214bd170ef3407e08a80611e4
1,371,456,736
40.843396
-81.589508
0
1,287,165
2020-06-17 08:14:01
374,930,071,163,758
fraud_Schamberger-O'Keefe
grocery_pos
76.81
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
0432f6467cb2b54731cbacca55151976
1,371,456,841
41.563353
-83.094175
0
1,287,166
2020-06-17 08:14:40
30,491,348,102,802
fraud_Hickle Group
shopping_pos
565.06
Tommy
Dixon
M
8829 Steele Station
Dresden
KS
67,635
39.6094
-100.4112
169
Librarian, public
1953-07-30
7f7fbae52e668ddc1db60ae20f21acf0
1,371,456,880
39.963538
-100.468424
0
1,287,167
2020-06-17 08:16:10
373,905,417,449,658
fraud_Pfeffer LLC
grocery_net
55.49
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
1c97e287b39c846ceefd3658f06eb16c
1,371,456,970
32.070319
-97.899159
0
1,287,168
2020-06-17 08:16:32
5,456,776,410,929,288
fraud_Luettgen PLC
gas_transport
36.52
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
76bb34d8b611fdb2f324d088eee33736
1,371,456,992
41.30124
-79.828311
0
1,287,169
2020-06-17 08:17:01
4,181,833,256,558,614,000
fraud_Miller-Hauck
grocery_pos
106.76
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
9d1c94f7a51fe9b69df2012d68c55468
1,371,457,021
36.856481
-106.364117
0
1,287,170
2020-06-17 08:17:39
6,547,670,341,037,171
fraud_Schaefer, Maggio and Daugherty
gas_transport
47.72
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
0b66106c29c6eb5cedc61f22f67bac71
1,371,457,059
39.984159
-75.909507
0
1,287,171
2020-06-17 08:17:58
3,512,365,128,314,616
fraud_Mosciski, Gislason and Mertz
grocery_pos
62.58
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
a06570a21deb8b27d2fefa77392b220d
1,371,457,078
38.451818
-90.861102
0
1,287,172
2020-06-17 08:18:13
371,284,424,780,634
fraud_Medhurst PLC
shopping_net
6.85
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
72c393f3e18a911b76a1cc98184fbb82
1,371,457,093
34.024423
-101.765804
0
1,287,173
2020-06-17 08:20:41
6,011,367,958,204,270
fraud_Doyle Ltd
grocery_pos
215.79
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
aa317b6d3b598f8a99807b30b41dd4c1
1,371,457,241
40.557054
-82.483365
0
1,287,174
2020-06-17 08:21:24
4,981,132,848,794
fraud_McGlynn-Heathcote
misc_net
8.2
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
c8dc6ec198ba25651244fa9c14597309
1,371,457,284
39.514128
-80.123802
0
1,287,175
2020-06-17 08:21:40
30,153,452,207,526
fraud_Haley Group
misc_pos
11.94
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
887b546729986709ba78b323d3cb268c
1,371,457,300
32.55884
-99.977652
0
1,287,176
2020-06-17 08:22:17
4,629,451,965,224,809
fraud_Huels-Nolan
gas_transport
81.39
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
c7609cf57783bc93e036285f712c6586
1,371,457,337
31.232187
-82.656026
0
1,287,177
2020-06-17 08:23:30
5,456,712,664,803,820
fraud_Fisher-Schowalter
shopping_net
7.72
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
01c2083b9d0f5142898eae6bbc560020
1,371,457,410
35.824351
-105.302365
0
1,287,178
2020-06-17 08:24:19
4,939,976,756,738,216
fraud_Vandervort-Funk
grocery_pos
211.31
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
6dc7cddaaafbdee532b4c5092dd822d0
1,371,457,459
26.188268
-99.78708
0
1,287,179
2020-06-17 08:26:44
4,518,350,514,020,532
fraud_Kuvalis Ltd
gas_transport
54.78
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
6acfaa1a3badf4e186aaebd70217da84
1,371,457,604
26.631475
-81.017738
0
1,287,180
2020-06-17 08:28:55
3,553,629,419,254,918
fraud_Hackett-Lueilwitz
grocery_pos
98.99
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
4911aca1cbd64aba804ea1a7a9ae997e
1,371,457,735
48.927066
-122.207248
0
1,287,181
2020-06-17 08:28:58
2,269,768,987,945,882
fraud_Jacobi and Sons
shopping_pos
3.32
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
3b7acf3a38c0fa7bceb7ab611585ce37
1,371,457,738
42.650099
-77.277391
0
1,287,182
2020-06-17 08:29:02
4,067,137,330,196,900
fraud_Kilback LLC
grocery_pos
85.95
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
a0c78ec7bc21b11ec0629bff938d7fb6
1,371,457,742
33.16679
-88.079469
0
1,287,183
2020-06-17 08:29:10
341,546,199,006,537
fraud_Lind, Huel and McClure
gas_transport
67.33
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
cd2fb0ba7f6a77eaef7976ce7fb3a313
1,371,457,750
64.026481
-165.618974
0
1,287,184
2020-06-17 08:29:10
4,500,002,361,389
fraud_Huels-Hahn
gas_transport
44.93
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
923ae4c8acdfe40b99cf69092985be13
1,371,457,750
38.645064
-76.703423
0
1,287,185
2020-06-17 08:31:07
4,671,727,014,157,745
fraud_Mraz-Herzog
gas_transport
61.82
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
b1c187e1414ee9945d91fa3124265b73
1,371,457,867
41.735953
-84.712597
0
1,287,186
2020-06-17 08:32:31
213,178,765,398,315
fraud_Spinka Inc
grocery_net
61.73
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
dacc9eaac6124e5f0db912df9d985f8b
1,371,457,951
43.318503
-107.471606
0
1,287,187
2020-06-17 08:33:34
30,235,268,718,158
fraud_Kutch-Hegmann
grocery_net
31.45
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
a098cc32626c54ff6fe0c6b34050fc3f
1,371,458,014
41.186643
-73.684305
0
1,287,188
2020-06-17 08:33:56
4,725,673,654,161,314
fraud_McDermott-Weimann
grocery_pos
137.34
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
b02fddc2555fdac156dbd43060706262
1,371,458,036
40.822678
-71.599551
0
1,287,189
2020-06-17 08:34:29
6,596,735,789,587,928
fraud_Hickle Group
shopping_pos
8.27
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
0ecb9a3b86c54ed1279f3aa4c8a86e61
1,371,458,069
45.922886
-94.043934
0
1,287,190
2020-06-17 08:34:30
4,761,403,817,546,679,000
fraud_Koepp-Witting
grocery_pos
105.86
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
3eadea335131282992cb4a8d66f8a341
1,371,458,070
37.123572
-92.133193
0
1,287,191
2020-06-17 08:34:49
4,502,539,526,809,430,000
fraud_DuBuque LLC
grocery_pos
103.81
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
b03a2f56ff831ae0489b7dc9c88534d5
1,371,458,089
36.0139
-91.246788
0
1,287,192
2020-06-17 08:35:50
676,281,772,837
fraud_Brown PLC
misc_net
260.12
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
efa25fd5ff9d0c63ec483360c339d8a1
1,371,458,150
30.83219
-84.634197
0
1,287,193
2020-06-17 08:36:15
341,546,199,006,537
fraud_Conroy-Cruickshank
gas_transport
36.14
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
c1b659d21b4ca8a3ae5e0e476309686c
1,371,458,175
65.273343
-166.471347
0
1,287,194
2020-06-17 08:37:06
4,906,628,655,840,914,000
fraud_Bradtke PLC
grocery_pos
55.51
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
2f7c99d73aa10b467ec03a36c3a8980e
1,371,458,226
24.661432
-81.773821
0
1,287,195
2020-06-17 08:37:21
4,761,403,817,546,679,000
fraud_Gutmann Ltd
grocery_net
27.42
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
63c346cf0df66b0496582f1169ddaa05
1,371,458,241
36.209109
-92.35998
0
1,287,196
2020-06-17 08:38:46
4,446,368,897,795,790
fraud_Vandervort-Funk
grocery_pos
107.06
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
30f958c0f56459303bb56f545ed97287
1,371,458,326
37.915977
-76.370494
0
1,287,197
2020-06-17 08:39:25
180,017,442,990,269
fraud_Schaefer, Fay and Hilll
entertainment
19.96
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
6d061c252070dbf619ebe49cb928c197
1,371,458,365
42.142835
-74.719337
0
1,287,198
2020-06-17 08:39:39
370,818,583,810,103
fraud_Doyle Ltd
grocery_pos
62.31
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
8a30b1406225afe0687a109ebd8216fd
1,371,458,379
39.629362
-79.001638
0
1,287,199
2020-06-17 08:40:11
370,877,495,212,014
fraud_Kerluke Inc
misc_net
28.64
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
35b84df9205e1eeb32effd1ec0c3ee4c
1,371,458,411
36.211168
-80.412534
0