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
1,280,100
2020-06-15 10:12:02
4,383,521,454,815
fraud_Paucek-Wiza
grocery_net
125.37
John
Robertson
M
209 Austin Stream Apt. 231
Indianapolis
IN
46,290
39.9347
-86.1633
910,148
Academic librarian
1987-09-22
eb44e4696df7305e2b82d4c35910b8c9
1,371,291,122
39.694817
-85.75674
0
1,280,101
2020-06-15 10:12:18
375,248,307,838,179
fraud_Luettgen PLC
gas_transport
63.21
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
caa74f8993384e42c3cca8074d19c569
1,371,291,138
38.31202
-81.042117
0
1,280,102
2020-06-15 10:12:29
30,242,921,189,660
fraud_Douglas, Schneider and Turner
shopping_pos
33.96
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
22dad8d725d21a2a65c226b4da6b701c
1,371,291,149
44.410742
-85.32629
0
1,280,103
2020-06-15 10:14:10
376,656,886,990,758
fraud_Lebsack and Sons
misc_net
1.27
Richard
Vance
M
169 Shelia Knoll Suite 753
Zavalla
TX
75,980
31.1569
-94.3871
2,836
Designer, jewellery
1985-12-03
839f910d30f60f60ed32cde1ce0058a0
1,371,291,250
30.334754
-95.262735
0
1,280,104
2020-06-15 10:14:31
30,092,964,733,035
fraud_Runolfsson and Sons
grocery_net
68.8
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
87806e98b11bab36847804b159cc985e
1,371,291,271
38.026314
-83.781418
0
1,280,105
2020-06-15 10:15:23
4,952,583,804,639,909
fraud_Hagenes, Kohler and Hoppe
food_dining
33.07
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
94c6cc54147bdeae71cd4d8bfe9c9677
1,371,291,323
40.940688
-79.883393
0
1,280,106
2020-06-15 10:15:24
4,428,780,983,793,657,300
fraud_Erdman-Kertzmann
gas_transport
82.46
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
15e60bc8bfe3fe689564d43177b87b33
1,371,291,324
43.024392
-88.194844
0
1,280,107
2020-06-15 10:15:33
501,899,453,424
fraud_Schneider, Hayes and Nikolaus
food_dining
21.49
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
3bc1b903f57c857a3067ac778de82d35
1,371,291,333
33.087194
-85.453115
0
1,280,108
2020-06-15 10:16:11
3,582,754,887,089,201
fraud_Dach-Nader
misc_net
6.36
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
164c546b57671a1c0538acfbf335eb79
1,371,291,371
33.6156
-93.429271
0
1,280,109
2020-06-15 10:16:17
4,128,730,454,058,057,700
fraud_Schaefer, Maggio and Daugherty
gas_transport
46.41
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
03c5255438474ed59f8e0ced20b135b6
1,371,291,377
32.111544
-94.183721
0
1,280,110
2020-06-15 10:16:29
571,365,235,126
fraud_Tromp, Kerluke and Glover
grocery_net
49.61
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
52abc34264b6df7ea21c1a9f1bb905ba
1,371,291,389
44.263041
-86.374725
0
1,280,111
2020-06-15 10:16:40
4,988,304,376,504
fraud_Morissette PLC
shopping_pos
2.6
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
0385247af4bb3daf620927ed247120d1
1,371,291,400
41.363346
-74.695821
0
1,280,112
2020-06-15 10:16:55
3,502,377,050,801,561
fraud_Jenkins, Hauck and Friesen
gas_transport
70.47
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
2655bb2b16b44b42188a179351ab40db
1,371,291,415
31.25553
-95.787609
0
1,280,113
2020-06-15 10:16:57
3,576,021,480,694,169
fraud_Sporer Inc
gas_transport
58.59
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
e8904c249a5e3bed0957f0870eb765b7
1,371,291,417
39.776183
-94.822088
0
1,280,114
2020-06-15 10:17:38
213,141,712,584,544
fraud_Monahan, Bogisich and Ledner
misc_pos
63.07
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
fe23ec1dce1cbac0d64f92dc11c56a4b
1,371,291,458
31.364893
-89.820876
0
1,280,115
2020-06-15 10:18:39
3,597,980,945,245,815
fraud_Frami Group
entertainment
10.64
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
592f35759dacf159531dbfadf4b5cd62
1,371,291,519
34.342156
-95.190752
0
1,280,116
2020-06-15 10:18:44
4,560,004,149,983,868,400
fraud_Barton Inc
grocery_pos
164.01
Stacy
Villegas
F
20581 Pena Walks
Colorado Springs
CO
80,951
38.8881
-104.6556
525,713
Museum/gallery exhibitions officer
1992-05-09
30369a48312762cc0aa8c3bfab9cd4ff
1,371,291,524
38.195389
-105.415757
0
1,280,117
2020-06-15 10:19:21
38,947,654,498,698
fraud_Tromp, Kerluke and Glover
grocery_net
72.74
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
dba5ae63111e4818bf3b8fdb22bf0492
1,371,291,561
39.694163
-81.655375
0
1,280,118
2020-06-15 10:19:27
503,848,303,379
fraud_Erdman-Kertzmann
gas_transport
88.55
Gregory
Wallace
M
27203 Darrell Landing
Saint James City
FL
33,956
26.529
-82.0916
3,776
Sport and exercise psychologist
1976-09-12
187ebdd4a5e1b1af905c0cd85999e6f6
1,371,291,567
27.47203
-81.283888
0
1,280,119
2020-06-15 10:19:54
4,792,627,764,422,478,000
fraud_Wolf Inc
grocery_pos
235.44
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
593ce197aded0bc0cf0c12d01b36a739
1,371,291,594
39.478286
-95.090491
0
1,280,120
2020-06-15 10:20:08
3,543,299,015,720,986
fraud_Prohaska-Murray
gas_transport
45.69
Angela
White
F
137 Adam Dale
Lebanon
VA
24,266
36.8809
-82.0956
9,521
Teacher, English as a foreign language
1977-10-19
112c540593c64576ac9c6a5973653f9d
1,371,291,608
37.301587
-82.530452
0
1,280,121
2020-06-15 10:20:18
571,365,235,126
fraud_Jenkins, Hauck and Friesen
gas_transport
58.06
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
97bd30bc3ed9ee29e193f931928a67d8
1,371,291,618
44.672563
-85.586227
0
1,280,122
2020-06-15 10:20:20
4,926,376,199,189,801
fraud_Halvorson Group
misc_pos
414.42
Claire
Davis
F
83685 Matthew Center Suite 870
Cherokee Village
AR
72,529
36.3011
-91.5281
4,726
Pharmacologist
1977-06-07
1a3c6bf215aaf788f4d5721ba6aadb5c
1,371,291,620
35.337981
-90.579445
0
1,280,123
2020-06-15 10:20:20
4,736,845,434,667,908,000
fraud_Bins-Rice
gas_transport
70.84
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
a2af4597322f8a466af14fd2a18fd3f3
1,371,291,620
45.874595
-74.054971
0
1,280,124
2020-06-15 10:20:25
4,446,368,897,795,790
fraud_Herman, Treutel and Dickens
misc_net
134.07
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
fe4162124ffeec53dce8ff7e2934c545
1,371,291,625
37.782174
-75.126246
0
1,280,125
2020-06-15 10:21:10
3,577,578,023,716,568
fraud_Boyer PLC
misc_pos
19.41
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
4ea36de28b98ae4d909ee513a3dc9b51
1,371,291,670
41.927373
-80.149584
0
1,280,126
2020-06-15 10:21:50
3,502,088,871,723,054
fraud_Miller-Hauck
grocery_pos
30.89
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
9a04fdd6e17276d3e163bbd0ec509971
1,371,291,710
39.99791
-77.4233
0
1,280,127
2020-06-15 10:22:39
4,311,368,326,621,416,000
fraud_Halvorson Group
misc_pos
4.21
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
95c3517301f546a74cf2ff02dc66f2b3
1,371,291,759
40.966588
-103.933013
0
1,280,128
2020-06-15 10:23:27
3,553,629,419,254,918
fraud_Heller-Abshire
grocery_net
64.99
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
f9222513a96565450213dc1e13323f53
1,371,291,807
47.806515
-121.353076
0
1,280,129
2020-06-15 10:23:28
6,544,734,391,390,261
fraud_Erdman-Kertzmann
gas_transport
84.13
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
2ec0c3b0c0b110efda38c245f4cef801
1,371,291,808
41.720909
-86.458419
0
1,280,130
2020-06-15 10:23:32
4,613,314,721,966
fraud_Reynolds-Schinner
misc_pos
35.98
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
3d310fa2c973cce79869e9edc6340177
1,371,291,812
36.16796
-82.204633
0
1,280,131
2020-06-15 10:23:52
378,006,354,724,784
fraud_Schumm, Bauch and Ondricka
grocery_pos
114.37
Christopher
Matthews
M
433 John Heights Apt. 849
Etlan
VA
22,719
38.5095
-78.2638
395
Senior tax professional/tax inspector
1982-01-07
72049de193e276b80d85039404b70d40
1,371,291,832
37.995935
-78.84107
0
1,280,132
2020-06-15 10:24:04
4,988,304,376,504
fraud_Barton Inc
grocery_pos
115.5
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
2ab2339f62b464039f4afbf8c2100221
1,371,291,844
41.369998
-74.835135
0
1,280,133
2020-06-15 10:24:24
4,301,028,321,766,222,300
fraud_Kilback LLC
grocery_pos
98.05
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
96d53fff9a83991a39e19e1aca94bc0b
1,371,291,864
39.664375
-80.007664
0
1,280,134
2020-06-15 10:24:36
3,528,407,217,576,457
fraud_Towne LLC
misc_pos
66.83
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
bf7f5b3d999c5f563d48331130cd9138
1,371,291,876
36.086874
-83.384326
0
1,280,135
2020-06-15 10:24:40
3,533,177,016,567,295
fraud_Reichert, Shanahan and Hayes
shopping_net
3.36
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
dad9e71049b328912b721f9c4bac3335
1,371,291,880
40.560335
-96.109097
0
1,280,136
2020-06-15 10:25:35
4,980,323,467,523,544,000
fraud_Torp-Labadie
gas_transport
37.9
Patrick
Massey
M
7812 Shane Shoals Apt. 607
North Haverhill
NH
3,774
44.0978
-72.0191
1,966
Structural engineer
1947-10-27
d6d8e1bfc38b71c65b816604999fbb43
1,371,291,935
43.740097
-71.565054
0
1,280,137
2020-06-15 10:25:39
6,592,861,994,408,652
fraud_Osinski, Ledner and Leuschke
grocery_pos
139.55
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
c8ed1bac4ea3cdad8c9851a6ad57fb07
1,371,291,939
43.297885
-77.675972
0
1,280,138
2020-06-15 10:25:43
4,451,952,084,362,894
fraud_Pfeffer and Sons
shopping_pos
139.79
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
ce25f6d1abcfffcc90c4253204f3f9b1
1,371,291,943
34.157656
-101.608971
0
1,280,139
2020-06-15 10:25:55
4,836,998,673,805,450
fraud_Stiedemann Inc
misc_pos
64.64
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
dbc45583c395a67f54c5dea74bce02a6
1,371,291,955
45.26469
-85.946068
0
1,280,140
2020-06-15 10:26:36
378,006,354,724,784
fraud_Kilback LLC
grocery_pos
99.47
Christopher
Matthews
M
433 John Heights Apt. 849
Etlan
VA
22,719
38.5095
-78.2638
395
Senior tax professional/tax inspector
1982-01-07
9a6be1b1b741205642a5941621af3c8c
1,371,291,996
39.429936
-77.601004
0
1,280,141
2020-06-15 10:26:40
3,500,165,543,009,955
fraud_Greenfelder, Bartoletti and Davis
misc_net
2.32
Ricky
Dunn
M
97689 Davis Point Apt. 967
Detroit
MI
48,214
42.3669
-82.9938
673,342
Health visitor
1983-09-02
63d0bcbe39cf1db58c5419ae372fc6dd
1,371,292,000
42.549578
-83.142652
0
1,280,142
2020-06-15 10:26:47
30,263,540,414,123
fraud_Mante Group
misc_net
6.44
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
09e477a366b1022b5b35d6ac9f03ba92
1,371,292,007
37.854536
-111.958317
0
1,280,143
2020-06-15 10:26:56
4,658,117,080,136
fraud_Rowe-Vandervort
grocery_net
40.77
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
08ad20f964137ed579aae5327d860b6e
1,371,292,016
36.280769
-107.219094
0
1,280,144
2020-06-15 10:28:08
36,913,587,729,122
fraud_Bradtke PLC
grocery_pos
216.78
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
c6fabe59e1c1b541e21c128cd9fde342
1,371,292,088
43.625904
-116.646201
0
1,280,145
2020-06-15 10:28:24
30,487,648,872,433
fraud_Lehner, Mosciski and King
misc_net
9.32
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
050aca4fcabfed61a3b5c5e545772f8a
1,371,292,104
38.160416
-85.286477
0
1,280,146
2020-06-15 10:29:00
6,011,348,830,550,197
fraud_Streich, Hansen and Veum
gas_transport
58.24
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
6d2d2962cae16366556f6e1532ad9ffc
1,371,292,140
33.198686
-87.027098
0
1,280,147
2020-06-15 10:29:11
2,720,012,583,106,919
fraud_Streich, Hansen and Veum
gas_transport
69.36
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
b20cb3446bd7278e929709fbb4915fe3
1,371,292,151
44.282988
-103.205672
0
1,280,148
2020-06-15 10:29:32
374,821,819,075,109
fraud_Terry-Huel
shopping_net
2.09
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
75dc32ef9045dd848b94b0deb4498fd5
1,371,292,172
42.24426
-77.048705
0
1,280,149
2020-06-15 10:30:01
676,314,217,768
fraud_Rohan, White and Aufderhar
misc_net
101.1
Ellen
Carrillo
F
9431 Amanda Mills
Odessa
MO
64,076
38.9829
-93.9757
9,512
Clinical research associate
1972-12-31
ca4d4904b566557737aa21645b2d7d33
1,371,292,201
38.815172
-93.21377
0
1,280,150
2020-06-15 10:30:34
4,509,142,395,811,241
fraud_Gottlieb, Considine and Schultz
shopping_net
5.1
Margaret
Williams
F
165 Jerry Meadows Suite 460
Surrency
GA
31,563
31.6489
-82.1982
1,324
Engineer, technical sales
1926-07-12
2dfaeab7f864cc3271507f9534d6681e
1,371,292,234
30.973142
-81.691846
0
1,280,151
2020-06-15 10:31:09
3,513,506,355,699,497
fraud_Williamson LLC
misc_pos
8.94
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
04b6ee5d2b2e5ae242aa9599474c1625
1,371,292,269
32.631478
-90.953089
0
1,280,152
2020-06-15 10:31:29
2,254,917,871,818,484
fraud_Bins-Rice
gas_transport
48.09
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
6c9750dbfc316295a1f0705693de6c03
1,371,292,289
37.335644
-76.041045
0
1,280,153
2020-06-15 10:32:29
4,225,990,116,481,262,600
fraud_Pacocha-Bauch
shopping_pos
5.58
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
07251482d6cb4b6322f0ae31839dc904
1,371,292,349
19.443102
-154.604775
0
1,280,154
2020-06-15 10:32:52
4,488,258,847,705,225,700
fraud_Lemke-Gutmann
shopping_net
10.39
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
3478500b7c889859e4239ddd4e14c97d
1,371,292,372
34.81165
-80.281132
0
1,280,155
2020-06-15 10:32:57
377,234,009,633,447
fraud_Cummerata-Jones
gas_transport
39.75
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
3e1d885e36d10583a565d53378100d7e
1,371,292,377
40.062404
-77.978367
0
1,280,156
2020-06-15 10:33:17
180,036,456,789,979
fraud_Rutherford-Mertz
grocery_pos
96.13
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
e26908cf72d4a2b87e3f5b4fc734093b
1,371,292,397
43.811196
-91.024279
0
1,280,157
2020-06-15 10:34:16
6,534,628,260,579,800
fraud_Conroy-Cruickshank
gas_transport
40.6
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
f25aa5fd204130f9fd4748213bb98aa4
1,371,292,456
43.729684
-73.748286
0
1,280,158
2020-06-15 10:34:32
3,560,725,013,359,375
fraud_Zieme, Bode and Dooley
gas_transport
82.78
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
99fff30ded07f2b526a293859c8652c0
1,371,292,472
31.518117
-102.918185
0
1,280,159
2020-06-15 10:34:34
502,038,091,380
fraud_Smitham-Boehm
grocery_net
48.29
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
bd9c7e0e25570f66a74c7515cdb00bc8
1,371,292,474
37.631811
-93.249672
0
1,280,160
2020-06-15 10:34:52
6,011,438,889,172,900
fraud_Cummings LLC
gas_transport
67.32
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
a7acc7a6156564ec79cbe8dc6a0a083e
1,371,292,492
35.142831
-91.207867
0
1,280,161
2020-06-15 10:35:47
4,538,566,639,857
fraud_Schuppe, Nolan and Hoeger
shopping_pos
6.38
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
9a725f62c457f95e9cd63e1fff643782
1,371,292,547
40.011264
-74.561605
0
1,280,162
2020-06-15 10:36:08
4,147,608,975,828,480
fraud_Mosciski, Gislason and Mertz
grocery_pos
103.39
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
c7ba1836e11a0fad736b0ee45a639170
1,371,292,568
44.291481
-95.661306
0
1,280,163
2020-06-15 10:36:44
30,344,654,314,976
fraud_Bins-Rice
gas_transport
52.41
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
6c7a0863bdcb52f4c1e817212ebaa721
1,371,292,604
40.403616
-121.176705
0
1,280,164
2020-06-15 10:36:57
180,094,608,895,855
fraud_Kutch, Hermiston and Farrell
gas_transport
73.55
Tammie
Harper
F
57887 Gutierrez Harbor
Westfir
OR
97,492
43.7575
-122.481
597
Forensic psychologist
1961-05-19
bb83f8aa8271f9927af4e23c701268ad
1,371,292,617
44.375534
-121.752267
0
1,280,165
2020-06-15 10:37:07
3,573,386,445,588,324
fraud_Reichert, Shanahan and Hayes
shopping_net
4.26
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
7ab61a5f68aefb05515dec16f5adfa73
1,371,292,627
46.315237
-98.661884
0
1,280,166
2020-06-15 10:37:32
4,223,708,906,367,574,000
fraud_Eichmann, Bogan and Rodriguez
gas_transport
69.19
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
3da61f1c9851ecb9ef2edb5e19566210
1,371,292,652
39.407859
-85.374724
0
1,280,167
2020-06-15 10:37:44
4,822,367,783,500,458
fraud_Kuhic Inc
grocery_pos
47.48
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
13c27673dd27f8bf5006a458e041edd8
1,371,292,664
27.919845
-81.684095
0
1,280,168
2020-06-15 10:38:20
4,045,036,286,570,100,700
fraud_Lesch, D'Amore and Brown
food_dining
138.95
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
110fc6659f9381c406cf67a472a4adb3
1,371,292,700
40.823956
-76.693982
0
1,280,169
2020-06-15 10:39:29
4,450,831,335,606,294
fraud_Rutherford-Mertz
grocery_pos
97.65
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
47083ed2139de41373bada9416ef410f
1,371,292,769
35.208767
-94.42781
0
1,280,170
2020-06-15 10:39:30
3,521,815,216,091,574
fraud_Lehner, Reichert and Mills
misc_pos
39.99
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
72e946a819eb55894cacabc29172c4e7
1,371,292,770
39.240993
-105.965764
0
1,280,171
2020-06-15 10:39:40
4,497,913,965,512,794,000
fraud_Koepp-Witting
grocery_pos
109.56
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
652a1dd32ac410bbf2f9c2ac7554a526
1,371,292,780
34.975573
-78.21297
0
1,280,172
2020-06-15 10:39:51
3,560,797,065,840,735
fraud_Bauch-Raynor
grocery_pos
97.61
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
03865e21058326bdb5a15b6aa40bb4bf
1,371,292,791
46.950573
-100.475852
0
1,280,173
2020-06-15 10:39:55
4,048,508,450,704,760
fraud_Kutch LLC
gas_transport
49.42
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
86ddddbbf3460d5d301fe14bf6c84cd8
1,371,292,795
41.631149
-98.789702
0
1,280,174
2020-06-15 10:40:13
4,045,036,286,570,100,700
fraud_Friesen Inc
shopping_pos
1.29
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
35fda96a909ca7a1b091b57d38d968ba
1,371,292,813
39.704351
-76.50076
0
1,280,175
2020-06-15 10:40:52
30,357,372,465,631
fraud_Kuhic, Bins and Pfeffer
shopping_net
2.06
John
Nichols
M
00821 Joanna Meadow
Dalton
WI
53,926
43.6718
-89.1918
1,628
Civil Service fast streamer
1967-09-30
e0a88ef48693519331bf126acfb2edec
1,371,292,852
43.033705
-88.942139
0
1,280,176
2020-06-15 10:41:20
4,319,584,480,204,989,000
fraud_Gottlieb, Considine and Schultz
shopping_net
1.5
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
5acae560ab465a8c9c927150365afaf1
1,371,292,880
37.687618
-82.756351
0
1,280,177
2020-06-15 10:41:23
4,769,426,683,924,059,000
fraud_Harber Inc
gas_transport
46.9
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
8001be000ef2ab7db0bfb3b0d121c471
1,371,292,883
39.618179
-76.499896
0
1,280,178
2020-06-15 10:42:06
3,501,942,333,500,073
fraud_Conroy-Cruickshank
gas_transport
62.84
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
b84a4ae0415ff251bbc165b5b0dfd28b
1,371,292,926
33.220503
-111.292834
0
1,280,179
2020-06-15 10:43:08
180,031,190,491,743
fraud_Koepp-Witting
grocery_pos
229.96
Becky
Mckinney
F
250 Benjamin Hill Apt. 026
Mobile
AL
36,617
30.7145
-88.0918
270,712
Surveyor, land/geomatics
1972-01-05
f4510fc6dc00c406c48a7380a1404c93
1,371,292,988
30.782246
-88.293935
0
1,280,180
2020-06-15 10:45:37
4,279,161,831,637
fraud_Koepp-Parker
grocery_pos
125.25
Lisa
Hendrix
F
35737 Kirby Fall Suite 409
Vanderbilt
PA
15,486
40.0246
-79.6955
2,303
Physiotherapist
1987-08-16
b9d640bc66c1836b519a1e6cb21a1248
1,371,293,137
39.8998
-80.301761
0
1,280,181
2020-06-15 10:46:05
30,150,717,898,388
fraud_Rowe, Batz and Goodwin
grocery_pos
138.6
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
2e01f4439d081326d0f85a39bd9c19f6
1,371,293,165
35.035081
-85.940114
0
1,280,182
2020-06-15 10:46:22
4,048,508,450,704,760
fraud_Robel, Cummerata and Prosacco
gas_transport
47.78
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
1b467676ee9384d893c785b0ce1c3462
1,371,293,182
42.059886
-98.995285
0
1,280,183
2020-06-15 10:46:30
6,011,231,546,538,393
fraud_Skiles-Ankunding
grocery_net
110.27
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
e7c04cc3f6cdac2c21185008f550aa3e
1,371,293,190
41.160109
-74.488962
0
1,280,184
2020-06-15 10:46:41
4,862,293,128,558
fraud_Durgan-Auer
misc_net
31.13
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
3486249beb40455ba8e6cc933ecd7b7b
1,371,293,201
41.352941
-78.037829
0
1,280,185
2020-06-15 10:47:21
3,553,629,419,254,918
fraud_Luettgen PLC
gas_transport
43.31
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
ca726d6df8fc906b30ddc857d2dd6b32
1,371,293,241
49.246617
-123.090295
0
1,280,186
2020-06-15 10:47:31
3,525,668,150,756,629
fraud_Rutherford-Mertz
grocery_pos
107.8
Christopher
Choi
M
04611 Sandra Spring Suite 059
Rumely
MI
49,826
46.3481
-87.0436
137
Film/video editor
1990-08-13
98128b364ed5f80bca5eec466230e5cb
1,371,293,251
46.315517
-87.449933
0
1,280,187
2020-06-15 10:47:45
4,642,894,980,163
fraud_Koepp-Parker
grocery_pos
50.15
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
4072ddf17f353a8fc6de522a9e26c98a
1,371,293,265
41.331833
-95.609008
0
1,280,188
2020-06-15 10:48:13
6,011,860,238,257,910
fraud_Schmidt and Sons
shopping_net
1.05
Lisa
Mendez
F
44259 Beth Station Suite 215
Lahoma
OK
73,754
36.385
-98.0727
1,078
Programme researcher, broadcasting/film/video
1952-07-06
a7243b885fd2d53b581e573965b7bb08
1,371,293,293
36.71603
-98.099758
0
1,280,189
2020-06-15 10:48:25
3,593,118,134,380,341
fraud_Okuneva, Schneider and Rau
shopping_pos
5.75
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
3f8a235b3812294b091f748a347592ff
1,371,293,305
44.378853
-67.560721
0
1,280,190
2020-06-15 10:48:31
38,199,021,865,320
fraud_Schmidt and Sons
shopping_net
90.85
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
4badc3db643552e1a5fb4f0fc9c4e911
1,371,293,311
43.485736
-71.444032
0
1,280,191
2020-06-15 10:49:03
4,377,338,765,909,719
fraud_Kuphal-Predovic
misc_net
6.79
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
16251ab72758724b1761935c33f2c01e
1,371,293,343
37.109567
-84.973554
0
1,280,192
2020-06-15 10:49:49
4,128,730,454,058,057,700
fraud_Prohaska-Murray
gas_transport
57.06
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
e73e3af5e786f67f875626795b1409d9
1,371,293,389
31.711543
-95.353236
0
1,280,193
2020-06-15 10:49:52
3,559,679,414,981,506
fraud_Shields Inc
grocery_net
37.01
Olivia
Stephenson
F
292 Cassidy Oval
Lowville
NY
13,367
43.7893
-75.4156
8,830
Theme park manager
1991-03-29
25e1721aa60896a46d8a27007a16fa03
1,371,293,392
43.25772
-76.288172
0
1,280,194
2020-06-15 10:50:16
502,012,776,709
fraud_Corwin-Collins
gas_transport
41.51
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
503b429cb6e8851cf5826755d02e3220
1,371,293,416
42.80391
-74.915416
0
1,280,195
2020-06-15 10:51:28
3,513,506,355,699,497
fraud_Bins-Rice
gas_transport
71.15
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
0a0d784119242790d2d4ba5fd53e4d4f
1,371,293,488
32.680307
-90.220625
0
1,280,196
2020-06-15 10:53:25
6,011,652,924,285,713
fraud_Huel Ltd
misc_net
183.56
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
de1c4e0477c2eaf59d9aadbae3e9d679
1,371,293,605
37.3639
-93.209711
0
1,280,197
2020-06-15 10:53:32
6,011,366,578,560,244
fraud_Gutmann Ltd
grocery_net
23.02
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
1f841691193be301f58ce455665348f3
1,371,293,612
39.570314
-77.401875
0
1,280,198
2020-06-15 10:53:52
6,506,116,513,503,136
fraud_Kutch and Sons
grocery_pos
203.52
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
21d8940af4e5042d08553f37682aa6a6
1,371,293,632
32.996487
-95.138938
0
1,280,199
2020-06-15 10:54:06
676,372,984,911
fraud_Mosciski, Gislason and Mertz
grocery_pos
79.34
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
013e1540c64d9c5320bde416cd936fe0
1,371,293,646
39.244321
-97.93257
0