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
1,275,700
2020-06-14 03:06:27
4,951,647,200,979,051
fraud_Schaefer, Maggio and Daugherty
gas_transport
64.47
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
46ab46ef9683af422d881a7fa1ef8d58
1,371,179,187
38.839729
-89.802443
0
1,275,701
2020-06-14 03:07:14
4,364,010,865,167,176
fraud_Kutch LLC
gas_transport
51.19
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
e621414ffea155e5eb33b4828cc1374d
1,371,179,234
39.321461
-120.227531
0
1,275,702
2020-06-14 03:08:17
4,158,945,090,781,624
fraud_Lehner, Mosciski and King
misc_net
5.63
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
ca558046954fe615f0a43c66a328b50b
1,371,179,297
41.401697
-80.246872
0
1,275,703
2020-06-14 03:08:21
372,382,441,451,095
fraud_Cormier LLC
shopping_net
123.6
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
a9bb461b9306c5e21129bbdf48500b9b
1,371,179,301
42.225417
-73.173235
0
1,275,704
2020-06-14 03:09:26
3,533,800,906,065,217
fraud_Streich, Hansen and Veum
gas_transport
65.81
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
c742fdf6f76f682e2caf9208d8730fea
1,371,179,366
39.606538
-98.075861
0
1,275,705
2020-06-14 03:09:57
4,334,230,547,694,630
fraud_Koepp-Parker
grocery_pos
144.41
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
c5bb6868503408fa62bcf4cf634abd0e
1,371,179,397
42.283238
-110.372273
0
1,275,706
2020-06-14 03:10:45
348,379,466,427,142
fraud_Torp-Labadie
gas_transport
45.16
Michael
Rowe
M
7428 Martinez Flats
Melbourne
FL
32,935
28.1384
-80.6524
139,650
Database administrator
1957-01-23
af641121b1200f69693af9167243644e
1,371,179,445
28.622251
-81.368889
0
1,275,707
2020-06-14 03:10:50
630,425,673,344
fraud_Bernhard, Grant and Langworth
shopping_pos
3.68
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
7a21863c530985aeecaf3004235d0286
1,371,179,450
37.903311
-80.805734
0
1,275,708
2020-06-14 03:11:15
4,979,422,371,139,333
fraud_Sporer Inc
gas_transport
68.48
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
a8d13a7554e817b5bbd5b90b534a8043
1,371,179,475
40.840043
-98.713743
0
1,275,709
2020-06-14 03:11:22
6,011,893,664,860,915
fraud_Cremin, Hamill and Reichel
misc_pos
59.68
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
fa16cd64af487a1260ab7b8dcef87400
1,371,179,482
40.349505
-105.380333
0
1,275,710
2020-06-14 03:11:30
4,988,304,376,504
fraud_Torp-Labadie
gas_transport
56.54
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
b707336b46b4a88fb1dd0bcf9e2fcd48
1,371,179,490
40.797801
-73.519011
0
1,275,711
2020-06-14 03:11:32
630,441,765,090
fraud_Erdman-Kertzmann
gas_transport
60.96
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
e8e586c6fb83b9bffc6844d40ba60006
1,371,179,492
31.063684
-98.22041
0
1,275,712
2020-06-14 03:11:40
4,755,696,071,492
fraud_Cartwright-Harris
grocery_pos
59.22
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
d27b6e4d247978ee7d298456f1f553fd
1,371,179,500
32.076152
-97.024712
0
1,275,713
2020-06-14 03:12:16
6,569,097,840,281,287
fraud_Osinski, Ledner and Leuschke
grocery_pos
86.82
Steven
Johnson
M
7470 John Tunnel Suite 937
Aurora
CO
80,014
39.6662
-104.835
389,246
Scientist, marine
1969-12-12
1aad12148902f054329be393df72622e
1,371,179,536
38.856746
-104.620998
0
1,275,714
2020-06-14 03:13:18
3,595,111,028,444,131
fraud_Parisian and Sons
gas_transport
96.08
Jeffery
Sanders
M
5278 Sarah Station Apt. 009
Cardwell
MO
63,829
36.0434
-90.2907
1,120
Television floor manager
1957-04-17
4b38d208aacd8619e385e22183bf960f
1,371,179,598
35.929158
-89.983722
0
1,275,715
2020-06-14 03:13:50
6,596,735,789,587,928
fraud_Pacocha-O'Reilly
grocery_pos
88.34
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
25b9204b55c97892167b01c1f944b0dd
1,371,179,630
45.145555
-94.816644
0
1,275,716
2020-06-14 03:15:25
4,755,696,071,492
fraud_Reilly, Heaney and Cole
gas_transport
59.01
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
2cb92ff741de9ef2102f186ece48176c
1,371,179,725
32.598741
-97.28732
0
1,275,717
2020-06-14 03:15:48
3,508,104,404,056,005
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
74.15
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
349c8632e4640346fb3b2892d265d50a
1,371,179,748
42.720326
-88.332615
0
1,275,718
2020-06-14 03:16:07
4,424,338,559,877,976
fraud_Moore, Dibbert and Koepp
misc_net
2.59
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
f2249afc85b9acef462676654fa6fe88
1,371,179,767
40.481675
-84.198949
0
1,275,719
2020-06-14 03:16:16
3,533,800,906,065,217
fraud_Rodriguez Group
gas_transport
50.74
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
37b80d7bc78085be171bd4d7592b6934
1,371,179,776
40.366112
-98.560332
0
1,275,720
2020-06-14 03:16:31
346,208,242,862,904
fraud_Barrows PLC
shopping_pos
5.37
Tabitha
Reyes
F
20938 Barbara Viaduct
New York City
NY
10,280
40.7105
-74.0163
1,577,385
Pharmacist, hospital
1961-05-13
9e46f5f9596c0244a2229e99a48b5d4e
1,371,179,791
41.701156
-74.357865
0
1,275,721
2020-06-14 03:17:34
4,294,930,380,592
fraud_Bins-Rice
gas_transport
84.04
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
ad3b7aa7b9b9314a0ff671e1e050c987
1,371,179,854
36.811641
-79.603493
0
1,275,722
2020-06-14 03:17:47
4,586,260,469,584
fraud_Berge LLC
gas_transport
68.22
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
a42832c047e77058dfff0d54165c8a3b
1,371,179,867
39.597971
-95.759708
0
1,275,723
2020-06-14 03:17:48
4,906,628,655,840,914,000
fraud_Strosin-Cruickshank
grocery_pos
49.41
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
3ba5660acc7ec458f91eecb115cc5013
1,371,179,868
24.721442
-81.923151
0
1,275,724
2020-06-14 03:18:49
2,305,336,922,781,618
fraud_Jaskolski-Vandervort
misc_net
6.91
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
5ccf223a6bebca372e18fce6500d99af
1,371,179,929
40.648353
-92.951351
0
1,275,725
2020-06-14 03:19:29
180,014,262,259,255
fraud_Haley, Jewess and Bechtelar
shopping_pos
8.86
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
c73a43aec689b14ed491f51a7315880a
1,371,179,969
31.443522
-87.264403
0
1,275,726
2020-06-14 03:20:08
3,560,318,482,131,952
fraud_Lockman Ltd
grocery_pos
124.56
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
410207d9b4a23eda359e3f3402352546
1,371,180,008
33.514612
-88.284833
0
1,275,727
2020-06-14 03:20:43
376,262,134,119,629
fraud_Stamm-Rodriguez
misc_pos
2.48
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
4e07b2002f470a804a9434b5a96e8048
1,371,180,043
27.906997
-82.475177
0
1,275,728
2020-06-14 03:21:26
4,312,133,045,694,601,000
fraud_Rodriguez Group
gas_transport
69.03
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
967432de7a46fa28ae9cb976717f283c
1,371,180,086
40.16292
-77.546235
0
1,275,729
2020-06-14 03:21:58
4,355,790,796,238,265,000
fraud_Rodriguez Group
gas_transport
80.07
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
0a2a078aba5fad5945bc3f37427878a4
1,371,180,118
39.956577
-90.392743
0
1,275,730
2020-06-14 03:22:27
4,424,338,559,877,976
fraud_Hills-Witting
shopping_net
2.26
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
faeca59bc7f9633ad5bdfb26eae5f964
1,371,180,147
40.548035
-83.859986
0
1,275,731
2020-06-14 03:22:54
4,089,096,483,689,733,600
fraud_Keeling-Crist
misc_pos
13.37
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
d10bd8f7a5ff1a16a4bd3aec3c2f636b
1,371,180,174
32.339873
-95.178203
0
1,275,732
2020-06-14 03:23:15
4,988,304,376,504
fraud_Cartwright-Harris
grocery_pos
117.6
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
2d1f81d76034017047ef2dd259a77aa5
1,371,180,195
42.372562
-73.719663
0
1,275,733
2020-06-14 03:23:24
2,657,850,734,909,997
fraud_Block Group
misc_pos
9.62
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
527d2e4b10dbc4e418ddf85b6d24ba2b
1,371,180,204
42.101319
-83.046738
0
1,275,734
2020-06-14 03:23:43
6,011,399,591,920,186
fraud_Parisian, Schiller and Altenwerth
misc_net
210.23
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
7f6ec9c80e24ce138a65b2ac4ccb6fb9
1,371,180,223
42.878589
-72.975208
0
1,275,735
2020-06-14 03:24:10
3,549,202,406,645,667
fraud_McDermott-Weimann
grocery_pos
76.34
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
30e2eecaa194e89343e498a4576d82a3
1,371,180,250
43.918032
-69.382117
0
1,275,736
2020-06-14 03:24:14
4,451,952,084,362,894
fraud_Denesik and Sons
shopping_pos
138.62
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
46265c5a981f5251d68e9b97ac0bd906
1,371,180,254
34.468143
-102.703759
0
1,275,737
2020-06-14 03:24:24
6,011,504,998,544,485
fraud_Berge LLC
gas_transport
40.59
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
4dacfdb3cb87327ab63b99ed30537601
1,371,180,264
32.980383
-87.616838
0
1,275,738
2020-06-14 03:24:57
36,913,587,729,122
fraud_Heller, Gutmann and Zieme
grocery_pos
152.72
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
c49ae08d933e80765ce5024065791ea6
1,371,180,297
43.988111
-116.888709
0
1,275,739
2020-06-14 03:26:13
4,908,846,471,916,297
fraud_Klocko LLC
misc_net
1,012.57
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
93156904643937653f19931cea3991c4
1,371,180,373
31.932475
-96.543875
0
1,275,740
2020-06-14 03:26:14
372,509,258,176,510
fraud_Emard Inc
gas_transport
71.48
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
e20754d255104d6a82da6c3677a6361a
1,371,180,374
42.082914
-83.715045
0
1,275,741
2020-06-14 03:27:21
376,944,481,517,097
fraud_Hackett-Lueilwitz
grocery_pos
93.43
Tiffany
Stephens
F
1447 Ryan Lodge
Grand Bay
AL
36,541
30.4983
-88.3282
15,647
Scientist, physiological
1957-12-26
271c46c02be8ccf4f677941a4331d844
1,371,180,441
31.059022
-88.899411
0
1,275,742
2020-06-14 03:27:25
4,430,881,574,719,618
fraud_Metz-Boehm
shopping_pos
3.58
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
da2c5ad2d4de936cf43af7dd93645c19
1,371,180,445
39.442688
-107.24274
0
1,275,743
2020-06-14 03:27:49
343,819,048,608,995
fraud_Bins, Balistreri and Beatty
shopping_pos
6.94
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
64426a69137d392a9a3ed83d93da6a62
1,371,180,469
42.137264
-93.104444
0
1,275,744
2020-06-14 03:28:23
6,011,367,958,204,270
fraud_Stracke-Lemke
grocery_pos
161.25
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
471706ac349c5f30fc8599ac9d23dcbd
1,371,180,503
41.63844
-81.586223
0
1,275,745
2020-06-14 03:29:10
2,297,447,006,766,555
fraud_Prohaska-Murray
gas_transport
34.58
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
87a12566b8c705fddda1674daa4991d1
1,371,180,550
40.882238
-88.75521
0
1,275,746
2020-06-14 03:29:44
3,517,814,635,263,522
fraud_Huels-Hahn
gas_transport
55.6
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
7bb7abebdb1a32d32f08d6095f8323e0
1,371,180,584
37.485085
-79.712131
0
1,275,747
2020-06-14 03:30:43
180,036,456,789,979
fraud_Kris-Weimann
misc_net
140.95
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
a2f0e5cf97cea8ecde14d975d3f8bf3d
1,371,180,643
43.620929
-90.339719
0
1,275,748
2020-06-14 03:32:28
4,586,810,168,620,942
fraud_Gutmann Ltd
grocery_net
61.87
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
c9a73c5678acd9f6fe3474f8d84d5c2a
1,371,180,748
32.477087
-80.46343
0
1,275,749
2020-06-14 03:33:21
2,254,917,871,818,484
fraud_Kunde-Sanford
misc_net
187.82
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
ec23bafea783ba651f1e137f0b7a6fc5
1,371,180,801
37.383137
-77.346363
0
1,275,750
2020-06-14 03:33:29
342,952,484,382,519
fraud_Koepp-Parker
grocery_pos
107.64
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
1c3248772f7239c6b39c58f50adf23c0
1,371,180,809
41.798923
-74.104639
0
1,275,751
2020-06-14 03:33:47
6,592,861,994,408,652
fraud_Rowe, Batz and Goodwin
grocery_pos
107.97
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
68d3cb9b59bee7b170040fdca3328a04
1,371,180,827
42.829586
-79.117842
0
1,275,752
2020-06-14 03:33:50
6,011,360,759,745,864
fraud_Kutch, Steuber and Gerhold
food_dining
98.88
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
489aecf79f5e769be8e4a933a0da872d
1,371,180,830
39.747186
-78.306133
0
1,275,753
2020-06-14 03:34:25
4,715,741,951,931,169,000
fraud_Reilly, Heaney and Cole
gas_transport
65.45
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
90a7304f52e875e4da1f23ba3bd319c2
1,371,180,865
37.224836
-97.408759
0
1,275,754
2020-06-14 03:34:30
6,526,955,903,501,879
fraud_Larkin, Stracke and Greenfelder
entertainment
3
Jennifer
Scott
F
7351 Cindy Well Suite 099
Naples
FL
34,120
26.3304
-81.5871
276,002
Medical technical officer
1950-12-14
d52352f4b5f870c2653e79f4e22a0481
1,371,180,870
26.211042
-81.170331
0
1,275,755
2020-06-14 03:34:42
213,154,573,301,411
fraud_Haley, Jewess and Bechtelar
shopping_pos
125.11
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
dbf12b4668b1ee4b761bee4d14b0df59
1,371,180,882
37.951018
-85.900963
0
1,275,756
2020-06-14 03:35:11
30,175,986,190,993
fraud_Watsica, Haag and Considine
shopping_pos
5.93
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
bf3911c1cfab5fe32a9f707069b0c81b
1,371,180,911
47.867819
-95.349921
0
1,275,757
2020-06-14 03:35:13
5,127,412,150,261,034
fraud_Conroy-Cruickshank
gas_transport
63.21
David
Campbell
M
2989 Murray Inlet
Washington
DC
20,017
38.9367
-76.994
601,723
Psychotherapist, child
1991-02-04
5c8ba838d36c39fc730b353a97d5f4b2
1,371,180,913
38.54908
-77.714129
0
1,275,758
2020-06-14 03:36:39
4,259,996,134,423
fraud_Pfeffer and Sons
shopping_pos
14.33
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
d49419f44c244b059df71483c64cf179
1,371,180,999
38.57494
-98.639819
0
1,275,759
2020-06-14 03:37:08
2,712,209,726,293,386
fraud_Ruecker Group
misc_net
161.49
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
7778e089f3b6388c330aff862303b5a9
1,371,181,028
30.036294
-91.129484
0
1,275,760
2020-06-14 03:37:41
2,274,911,989,136,158
fraud_Willms, Kris and Bergnaum
shopping_pos
8.93
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
fd657e44043c30e0d27d5b5494d0ee53
1,371,181,061
38.97672
-104.12423
0
1,275,761
2020-06-14 03:38:10
2,235,613,922,823,698
fraud_VonRueden Group
grocery_net
80.22
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
87c3e668e0c47b3805df0ebc23f0bfb5
1,371,181,090
42.51394
-104.739073
0
1,275,762
2020-06-14 03:38:31
3,556,613,125,071,656
fraud_Huels-Nolan
gas_transport
56.19
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
372b199658f9586edd53fabb44b86e94
1,371,181,111
28.615096
-95.652198
0
1,275,763
2020-06-14 03:38:35
6,547,670,341,037,171
fraud_Conroy-Cruickshank
gas_transport
50.61
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
f242ce45678dc0c9ff0b1e33e410e9b4
1,371,181,115
39.929963
-75.706591
0
1,275,764
2020-06-14 03:38:45
3,506,592,072,985,012
fraud_Kohler, Lindgren and Koelpin
grocery_net
69.75
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
b9ce81ce117e4e659d44d6bc9e66abb6
1,371,181,125
38.147181
-89.879479
0
1,275,765
2020-06-14 03:39:12
4,707,867,759,656,333
fraud_Roberts-Beahan
misc_pos
1.58
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
f87823b844eb2a49679049c2e6035d40
1,371,181,152
36.490428
-82.723466
0
1,275,766
2020-06-14 03:39:26
4,179,719,215,697,782
fraud_Greenholt, O'Hara and Balistreri
shopping_net
940.24
Belinda
Jimenez
F
6807 Jacob Skyway Apt. 331
Rockwell
IA
50,469
43.0032
-93.2167
1,574
Scientist, audiological
1982-12-27
5a90acce9d30b68d4be5390d476b5f33
1,371,181,166
43.119303
-93.158159
1
1,275,767
2020-06-14 03:40:23
675,945,690,716
fraud_Eichmann, Bogan and Rodriguez
gas_transport
40.63
Ellen
Smith
F
285 George Lake
Beaver Falls
PA
15,010
40.7687
-80.3592
28,425
Podiatrist
2000-06-09
ee1fd11f9e5eec5c8c1a10f6ba00f242
1,371,181,223
41.705649
-79.599971
0
1,275,768
2020-06-14 03:40:47
374,125,201,044,065
fraud_Donnelly LLC
entertainment
1.67
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
70253895c8119922967cfdc8bef565c1
1,371,181,247
39.823158
-77.526306
0
1,275,769
2020-06-14 03:41:06
4,767,265,376,804,500
fraud_Reichert, Huels and Hoppe
shopping_net
460.09
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
53cc3ed09b8edf9ddc21be82de73b961
1,371,181,266
40.641436
-74.442995
0
1,275,770
2020-06-14 03:41:26
6,011,109,736,646,996
fraud_Wiza LLC
misc_pos
9.04
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
eaef8f9add7878b11310665db94d3bc8
1,371,181,286
33.698038
-77.549083
0
1,275,771
2020-06-14 03:42:23
30,150,717,898,388
fraud_Vandervort-Funk
grocery_pos
121.11
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
fe35ae8fdbbb73be4446b12366a93448
1,371,181,343
33.845645
-86.662184
0
1,275,772
2020-06-14 03:42:24
377,264,520,876,399
fraud_Hickle Group
shopping_pos
2.86
Kara
Miles
F
2076 Thomas Roads Suite 970
Cassatt
SC
29,032
34.3424
-80.5
4,424
Lawyer
1961-07-31
3d487471375cfa6bd15cdbddf041b4a6
1,371,181,344
34.266437
-79.785487
0
1,275,773
2020-06-14 03:42:38
30,235,438,713,303
fraud_Koepp-Parker
grocery_pos
56.23
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
c1991592f4dc4aea3f32e45b252fe21f
1,371,181,358
37.727073
-82.473147
0
1,275,774
2020-06-14 03:43:24
3,566,094,707,272,327
fraud_O'Keefe-Hudson
grocery_pos
171.49
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
a8fdb1cb85f9566b0cf894f799852445
1,371,181,404
33.539433
-118.974296
0
1,275,775
2020-06-14 03:43:48
341,546,199,006,537
fraud_Cremin, Hamill and Reichel
misc_pos
6.16
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
ff802bf268c13081dca32945ca27a4ea
1,371,181,428
64.617074
-166.149729
0
1,275,776
2020-06-14 03:44:12
38,797,410,705,641
fraud_Brown PLC
misc_net
100.17
Andrew
Tucker
M
583 Gray Creek
Oak Hill
NY
12,460
42.4069
-74.1528
277
Glass blower/designer
1971-12-12
dbd2441fd284d63ef25801cfbe65fc0d
1,371,181,452
42.442925
-74.648743
0
1,275,777
2020-06-14 03:44:23
3,551,217,896,304,745
fraud_Huel Ltd
misc_net
33.54
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
f65405f4325ed69f1c5221bde6e4a89a
1,371,181,463
43.801881
-75.295166
0
1,275,778
2020-06-14 03:44:34
4,223,708,906,367,574,000
fraud_Corwin-Collins
gas_transport
69.26
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
7e8bda64205e09f247f3073e030ce23c
1,371,181,474
38.321971
-83.842608
0
1,275,779
2020-06-14 03:44:39
374,125,201,044,065
fraud_Wolf Inc
grocery_pos
97.83
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
7f53ecfe9e0076691afce1bfa2ffe456
1,371,181,479
38.837041
-77.343291
0
1,275,780
2020-06-14 03:46:06
3,583,293,909,206,278
fraud_Padberg-Welch
grocery_pos
105.12
Deborah
Fisher
F
1911 Fisher Brook
Kirtland Afb
NM
87,117
35.0203
-106.5503
310
Surveyor, land/geomatics
1978-09-30
d0046e6efb5353d7fef7697465730128
1,371,181,566
35.920799
-107.01336
0
1,275,781
2020-06-14 03:46:25
4,715,741,951,931,169,000
fraud_O'Keefe-Hudson
grocery_pos
148.12
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
fd4b630f0ca1791cd339854e1ad48820
1,371,181,585
36.872379
-97.161859
0
1,275,782
2020-06-14 03:48:06
4,800,395,067,176,717
fraud_Stamm-Rodriguez
misc_pos
8.61
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
f9ea8d337d656cf032cb6698a7e3d44b
1,371,181,686
41.071169
-96.795526
0
1,275,783
2020-06-14 03:48:20
4,311,368,326,621,416,000
fraud_Kiehn-Emmerich
grocery_pos
114.2
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
388e9231c29a6a8442785dc305df2042
1,371,181,700
40.826918
-102.321677
0
1,275,784
2020-06-14 03:48:27
38,580,485,618,059
fraud_Parisian and Sons
gas_transport
65.54
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
b19674c8237ebc2f283495d2ce948e65
1,371,181,707
48.150414
-102.14419
0
1,275,785
2020-06-14 03:48:41
213,180,742,685,905
fraud_Kutch LLC
gas_transport
55.47
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
40d901a79e06b1a99ec39109131e63e9
1,371,181,721
40.489495
-123.022089
0
1,275,786
2020-06-14 03:49:47
38,052,002,992,326
fraud_Bernhard Inc
gas_transport
52.45
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
add81a984d9e8e04866966e7f6cf7b93
1,371,181,787
29.747051
-94.18542
0
1,275,787
2020-06-14 03:50:40
3,506,042,666,828,517
fraud_Block-Parisian
misc_net
190.49
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
cc51645bfcf74f7a0e63ba3ab7e915f5
1,371,181,840
38.615588
-81.835794
0
1,275,788
2020-06-14 03:51:02
6,538,891,242,532,018
fraud_Mosciski, Gislason and Mertz
grocery_pos
182.89
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
f366c7d7a5f43718f74274a7403f9c40
1,371,181,862
35.404036
-89.941438
0
1,275,789
2020-06-14 03:51:21
371,226,440,126,102
fraud_Streich, Hansen and Veum
gas_transport
59.45
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
58aa429187d544d8e2b8a8799296abd8
1,371,181,881
38.979937
-89.672334
0
1,275,790
2020-06-14 03:51:41
4,708,992,452,821,239
fraud_Nienow, Ankunding and Collier
misc_pos
1.51
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
e5e39444998ce473591425b274480eea
1,371,181,901
36.357128
-91.489975
0
1,275,791
2020-06-14 03:53:33
213,161,869,125,933
fraud_Buckridge PLC
misc_pos
3.27
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
c9e3c26de2993ad88760f0502f433bbd
1,371,182,013
44.99751
-70.902768
0
1,275,792
2020-06-14 03:53:37
4,377,338,765,909,719
fraud_Durgan-Auer
misc_net
2.14
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
78563b32eb6d85a78079140ebc8146b9
1,371,182,017
36.700883
-83.520237
0
1,275,793
2020-06-14 03:53:42
2,719,496,466,799,416
fraud_Schumm, Bauch and Ondricka
grocery_pos
90.56
Sheila
Baker
F
8030 Walker Heights
Belle Fourche
SD
57,717
44.6723
-103.8396
8,007
Hospital pharmacist
1940-09-17
be3e9d7320cd0333d01b7b44327525c9
1,371,182,022
45.482349
-104.616952
0
1,275,794
2020-06-14 03:55:02
4,972,228,199,573,984
fraud_Bernhard, Grant and Langworth
shopping_pos
19.78
Brian
Hogan
M
3316 Cindy Land
Lane
OK
74,555
34.2691
-95.9685
861
Quantity surveyor
1960-04-08
9e7173544eb20c9c4b1dbce22e5b8d4d
1,371,182,102
34.391081
-96.906976
0
1,275,795
2020-06-14 03:55:14
379,897,244,598,068
fraud_Wisozk and Sons
misc_pos
79.19
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
71e4f1b86593745d75a8dfa80a644e04
1,371,182,114
38.922027
-85.144765
0
1,275,796
2020-06-14 03:56:27
4,715,741,951,931,169,000
fraud_Kling Inc
gas_transport
34.53
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
54d2de2ee0fca352722da81ec5334eac
1,371,182,187
36.43027
-97.117608
0
1,275,797
2020-06-14 03:56:46
6,544,734,391,390,261
fraud_Bednar Group
misc_net
5.2
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
c35cdfcc569becf39ecd871332a9c7b5
1,371,182,206
42.38765
-86.850735
0
1,275,798
2020-06-14 03:57:06
4,423,489,490,781,412
fraud_Heidenreich PLC
grocery_pos
129.09
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
aeeac400b0967b61d63c0185b3640cc0
1,371,182,226
42.202447
-91.203459
0
1,275,799
2020-06-14 03:57:06
2,703,186,189,652,095
fraud_Emmerich-Luettgen
grocery_net
60.82
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
73572c96fb84750b5c0d7c1794c0357c
1,371,182,226
36.935554
-80.77885
0