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
3,000
2020-06-22 07:38:51
4,990,494,243,023
fraud_Eichmann, Bogan and Rodriguez
gas_transport
91.93
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
683b8a9c506b51499a0bb257463e3e14
1,371,886,731
38.861174
-78.604461
0
3,001
2020-06-22 07:39:28
4,956,828,990,005,111,000
fraud_Adams, Kovacek and Kuhlman
grocery_net
63.16
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
765db09fecb2934b55f421d3e814a314
1,371,886,768
40.901499
-73.504272
0
3,002
2020-06-22 07:40:05
180,072,527,505,094
fraud_DuBuque LLC
grocery_pos
98.15
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
afb7c4f94cb16006edbfa3b5902730d8
1,371,886,805
36.187321
-81.458635
0
3,003
2020-06-22 07:42:17
36,913,587,729,122
fraud_O'Keefe-Hudson
grocery_pos
208.34
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
aa03991b9e6f3136e6d0604363b0ddc5
1,371,886,937
43.727836
-115.779382
0
3,004
2020-06-22 07:42:30
4,377,338,765,909,719
fraud_Rutherford, Homenick and Bergstrom
grocery_net
44.89
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
072e02cde173d22c3f2432e5ca44f2e2
1,371,886,950
36.447298
-84.055071
0
3,005
2020-06-22 07:42:41
180,056,173,248,083
fraud_Stokes, Christiansen and Sipes
grocery_net
46.41
Larry
Warner
M
145 Jeffrey Key Suite 668
Lakeview
MI
48,850
43.4269
-85.2924
4,474
Emergency planning/management officer
1976-01-15
7a89e5f10b41c832ce275f3f7ac98d90
1,371,886,961
43.621277
-86.070903
0
3,006
2020-06-22 07:43:04
38,052,002,992,326
fraud_VonRueden Group
grocery_net
34.18
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
27e2ddc53f5519c938c95b0f46d35879
1,371,886,984
29.920312
-95.880032
0
3,007
2020-06-22 07:43:09
3,514,865,930,894,695
fraud_Stroman, Hudson and Erdman
gas_transport
47.97
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
7340aea9ca312c7f1be3a041dd2d24b5
1,371,886,989
32.975895
-105.990982
0
3,008
2020-06-22 07:43:11
4,797,297,220,948,469,000
fraud_Bernhard Inc
gas_transport
40.81
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
f33166c7698a833529b3b74b0d4036d3
1,371,886,991
38.97497
-86.040361
0
3,009
2020-06-22 07:43:38
213,161,231,269,724
fraud_Vandervort-Funk
grocery_pos
113.98
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
3fed4f1adf7a41fc374b734b1ea76d4c
1,371,887,018
34.532972
-86.085233
0
3,010
2020-06-22 07:43:56
4,500,002,361,389
fraud_Berge LLC
gas_transport
109.54
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
1734f186b8ddfb4372265a291c7cc795
1,371,887,036
38.937047
-75.384007
0
3,011
2020-06-22 07:44:02
38,947,654,498,698
fraud_Goldner, Kovacek and Abbott
grocery_pos
92.61
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
2c6c39e5067fedd467aaa2710db6d871
1,371,887,042
39.668829
-82.356332
0
3,012
2020-06-22 07:44:17
4,777,065,439,639,721
fraud_Kerluke-Abshire
shopping_net
91.8
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
ed0497d32f69c9635e9d68ca85e7cf73
1,371,887,057
39.662323
-74.96471
0
3,013
2020-06-22 07:44:42
6,011,348,830,550,197
fraud_Olson, Becker and Koch
gas_transport
49.93
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
9a7c3615d85fdcdf52fa01e27a55e339
1,371,887,082
32.673224
-86.934589
0
3,014
2020-06-22 07:44:58
4,342,532,437,704,183
fraud_Runolfsson and Sons
grocery_net
91.34
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
ff0d45113dd78faa289951d454c35ed1
1,371,887,098
43.215415
-75.489834
0
3,015
2020-06-22 07:45:00
5,388,659,976,630,693
fraud_Eichmann, Bogan and Rodriguez
gas_transport
85.62
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
2cb68cd85bb88d15eb728e97c6cfcd0c
1,371,887,100
44.031979
-90.088379
0
3,016
2020-06-22 07:45:26
343,746,486,082,492
fraud_Stracke-Lemke
grocery_pos
23.39
Jeffrey
Munoz
M
836 Stephanie Union
Cedar
MI
49,621
44.8605
-85.8138
3,096
Social research officer, government
1975-10-11
59ae8181cba092952c97a77097cff939
1,371,887,126
44.360171
-85.645081
0
3,017
2020-06-22 07:45:59
6,593,250,708,747,804
fraud_Koepp-Parker
grocery_pos
241.57
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
5ceba80443f2a28b6d5d485197915922
1,371,887,159
26.120571
-80.653024
0
3,018
2020-06-22 07:46:33
639,023,984,367
fraud_Bednar Group
misc_net
1.36
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
59dc090234586e3c4b9fd296d6c5aded
1,371,887,193
44.256706
-75.658349
0
3,019
2020-06-22 07:46:43
560,881,134,780
fraud_Greenfelder, Bartoletti and Davis
misc_net
1.47
Audrey
Martinez
F
343 Joshua Views
Liberty Mills
IN
46,946
41.0356
-85.7358
136
Soil scientist
1953-03-19
11b8c6da3d2c9ec24a28792d2338596d
1,371,887,203
41.093239
-86.500136
0
3,020
2020-06-22 07:46:55
3,527,063,666,782,582
fraud_Torphy-Goyette
shopping_pos
663.76
Amanda
Alexander
F
21810 James Mall
Camden
TX
75,934
30.9
-94.7547
99
Colour technologist
1965-11-21
c194e92902047216ece740dc85ee8803
1,371,887,215
30.519634
-95.174352
0
3,021
2020-06-22 07:47:03
3,514,897,282,719,543
fraud_Reinger, Weissnat and Strosin
food_dining
21.63
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
6e8aff31d0b3f82651418f89bc0ae20f
1,371,887,223
42.212125
-77.890428
0
3,022
2020-06-22 07:47:23
3,523,843,138,706,408
fraud_Ledner-Pfannerstill
gas_transport
48.22
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
b45e9abc47e9caad338fd7d626ec1add
1,371,887,243
32.247077
-86.062953
0
3,023
2020-06-22 07:47:39
4,003,771,737,807,706
fraud_Kutch LLC
gas_transport
31.07
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
e9bd8f1481626d35dabb5e1d0decccdc
1,371,887,259
34.452009
-91.176873
0
3,024
2020-06-22 07:48:14
343,819,048,608,995
fraud_Kerluke, Considine and Macejkovic
misc_net
10.95
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
95d1a559d19b8dd429253df6987a28a3
1,371,887,294
42.125192
-94.539108
0
3,025
2020-06-22 07:48:18
30,030,380,240,193
fraud_Torp-Lemke
misc_pos
32.85
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
7af9010ac403fb5a7d738c5b8be1f9ff
1,371,887,298
30.23169
-100.10596
0
3,026
2020-06-22 07:49:11
4,070,511,711,385,545
fraud_Torp-Labadie
gas_transport
60.86
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
d6fb53fc0fa64f47ac14582e6e5fba81
1,371,887,351
29.632613
-98.919201
0
3,027
2020-06-22 07:49:21
4,464,457,352,619
fraud_Casper, Hand and Zulauf
grocery_pos
77.06
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
e42d376c57d011972daf418ef457ffdc
1,371,887,361
30.270521
-83.816525
0
3,028
2020-06-22 07:49:27
3,587,044,315,915,002
fraud_Schumm PLC
shopping_net
107.73
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
b1f31bf2355fa9e77d885a53b3f07370
1,371,887,367
35.605939
-89.937544
0
3,029
2020-06-22 07:49:33
3,500,969,075,198,072
fraud_Bins-Rice
gas_transport
45.93
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
6ea637d952e40327300748e73aeddb7e
1,371,887,373
47.346277
-116.174558
0
3,030
2020-06-22 07:50:03
371,683,116,218,417
fraud_Will Ltd
food_dining
72.97
Debra
Becker
F
384 Jonathan Hills
Iselin
NJ
8,830
40.5716
-74.3167
18,459
Emergency planning/management officer
1929-03-19
1708a148004840e8c84a3708e0f72fa3
1,371,887,403
40.652187
-75.0477
0
3,031
2020-06-22 07:51:03
3,558,881,852,140,592
fraud_Schmitt Ltd
misc_net
3.15
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
80c0740c62d724b6976731f43d7c3ed9
1,371,887,463
35.353246
-111.188232
0
3,032
2020-06-22 07:51:21
3,597,926,034,019,603
fraud_Koepp-Parker
grocery_pos
67.77
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
a3169c22ffcec70bd255b280a4324012
1,371,887,481
35.410436
-88.86951
0
3,033
2020-06-22 07:51:34
346,273,234,529,002
fraud_Wiegand-Lowe
grocery_net
55.48
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
9e8592ca05bafc29a6c54923b33862c0
1,371,887,494
36.856238
-81.158699
0
3,034
2020-06-22 07:51:51
3,502,377,050,801,561
fraud_Jakubowski Group
food_dining
57.86
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
52f41cdc1cd8d6f03382634c54ca7e5a
1,371,887,511
31.126566
-95.366333
0
3,035
2020-06-22 07:51:57
4,658,117,080,136
fraud_Durgan-Auer
misc_net
8.25
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
bd6d513f82a2faa6d4bc9b28247ff3f8
1,371,887,517
36.306211
-108.871752
0
3,036
2020-06-22 07:52:19
4,917,187,576,956,394
fraud_Kozey-Boehm
shopping_net
3.04
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
c7774131311ee11903e9e315fefa6a6a
1,371,887,539
36.850979
-96.783548
0
3,037
2020-06-22 07:53:19
4,128,730,454,058,057,700
fraud_Reichert, Huels and Hoppe
shopping_net
8.17
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
a2b583e5ec6ed861fc21a9b753ab9772
1,371,887,599
30.817422
-94.134949
0
3,038
2020-06-22 07:53:34
3,567,879,740,649,740
fraud_Reynolds-Schinner
misc_pos
649.56
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
28f2667e5fe871bfe754a977548cbb56
1,371,887,614
44.772119
-76.711771
0
3,039
2020-06-22 07:53:34
4,474,324,669,797,121
fraud_Gottlieb, Considine and Schultz
shopping_net
2.46
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
66bde8a7fbdcd9f6d49c8eeb3324266a
1,371,887,614
37.5036
-119.132669
0
3,040
2020-06-22 07:55:12
4,066,595,222,529
fraud_Mosciski, Gislason and Mertz
grocery_pos
111.87
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
dae827a8a4066cd96a73c40b1a9a6b82
1,371,887,712
37.541932
-81.935943
0
3,041
2020-06-22 07:56:23
375,534,208,663,984
fraud_Ledner-Pfannerstill
gas_transport
73.41
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
c0e9641b57ab90c583eee30ce0c0c1ea
1,371,887,783
37.443063
-80.349577
0
3,042
2020-06-22 07:56:31
30,442,439,074,871
fraud_Kemmer-Reinger
grocery_net
56.57
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
1026d4aedbd5fa9e8f8c6cfb5ef00dae
1,371,887,791
42.569896
-75.358521
0
3,043
2020-06-22 07:56:52
639,077,309,909
fraud_Mosciski, Ziemann and Farrell
shopping_net
3.7
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
0e8b610ddbed44a2b5ea9955f9735844
1,371,887,812
40.396877
-104.302232
0
3,044
2020-06-22 07:57:41
6,011,148,190,095,209
fraud_Rodriguez, Yost and Jenkins
misc_net
56.85
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
eafffa564ccac566069d80562cda2f47
1,371,887,861
37.867215
-123.448951
0
3,045
2020-06-22 07:57:44
3,567,879,740,649,740
fraud_Schmidt and Sons
shopping_net
2.41
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
520b66f18f50aab68aef9c94cd698559
1,371,887,864
44.739414
-75.479601
0
3,046
2020-06-22 07:57:58
3,593,118,134,380,341
fraud_Wolf Inc
grocery_pos
126.99
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
0c68a42daed1fd9ae0e6ad3b2e7b25b2
1,371,887,878
44.362122
-68.438482
0
3,047
2020-06-22 07:58:33
60,416,207,185
fraud_Conroy-Cruickshank
gas_transport
65.25
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
ca1f04d9d549c507356ffa8f9b43d81f
1,371,887,913
43.932724
-109.699794
0
3,048
2020-06-22 07:58:44
4,225,990,116,481,262,600
fraud_Osinski, Ledner and Leuschke
grocery_pos
98.5
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
6109f730612b3219c1f70dd4a348790a
1,371,887,924
19.836565
-154.713291
0
3,049
2020-06-22 07:59:04
36,913,587,729,122
fraud_Schaefer, McGlynn and Bosco
gas_transport
46.27
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
8844d93787484f2252fbabab6329aba1
1,371,887,944
44.466342
-116.535215
0
3,050
2020-06-22 07:59:24
3,543,591,270,174,051
fraud_Christiansen, Goyette and Schamberger
gas_transport
68.83
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
87f1e44c3a6519d54f76f6d4e4044f13
1,371,887,964
40.697941
-79.274344
0
3,051
2020-06-22 07:59:48
571,465,035,400
fraud_Corwin-Collins
gas_transport
68.61
Louis
Fisher
M
45654 Hess Rest
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Freight forwarder
1976-02-26
42fa4ba906c85fe323405bc1d929bc77
1,371,887,988
43.67684
-108.921785
0
3,052
2020-06-22 08:00:44
30,487,648,872,433
fraud_Haley Group
misc_pos
606.25
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
e4a79c75ed6ea26f2276cba2557c52cf
1,371,888,044
37.373579
-86.20539
0
3,053
2020-06-22 08:01:02
6,595,970,453,799,027
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
7.4
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
030a7af75fea9259ca4af6522dfee380
1,371,888,062
40.928718
-75.319956
0
3,054
2020-06-22 08:01:06
38,580,485,618,059
fraud_Little, Gutmann and Lynch
shopping_net
4.23
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
2f3a47cc068e88ed9a805807ccd18462
1,371,888,066
48.701542
-103.675102
0
3,055
2020-06-22 08:01:17
676,245,600,876
fraud_Okuneva, Schneider and Rau
shopping_pos
9.89
Ashley
Blanchard
F
292 Lowe Dam Suite 858
West Palm Beach
FL
33,417
26.7197
-80.1248
459,921
Historic buildings inspector/conservation officer
1960-06-14
21d9df0856003071f4a7b5a660f7959c
1,371,888,077
26.808357
-80.155573
0
3,056
2020-06-22 08:01:28
2,285,066,385,084,291
fraud_Friesen-D'Amore
gas_transport
63.64
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
a8e1d57beb449e753f936b34ed4a782f
1,371,888,088
32.274536
-88.649531
0
3,057
2020-06-22 08:02:04
6,597,888,193,422,452
fraud_Olson, Becker and Koch
gas_transport
74.47
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
3e8ff97fa26b193af940347b30fc9a6d
1,371,888,124
32.684158
-99.458355
0
3,058
2020-06-22 08:02:35
4,806,443,445,305
fraud_Christiansen, Goyette and Schamberger
gas_transport
59.66
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
f82da3a7699da6d6f0a65179c50db3d9
1,371,888,155
39.360038
-83.10517
0
3,059
2020-06-22 08:03:40
213,180,742,685,905
fraud_Koss and Sons
gas_transport
70.78
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
a8c11558d328628473389efc934ecd0f
1,371,888,220
40.743856
-123.439058
0
3,060
2020-06-22 08:05:14
4,070,511,711,385,545
fraud_Kerluke, Kertzmann and Wiza
misc_net
6.54
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
7e22f3815bd2f91a6d10f84975058f16
1,371,888,314
28.921811
-98.39881
0
3,061
2020-06-22 08:05:27
676,248,282,243
fraud_Prohaska-Murray
gas_transport
85.74
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
bb65425a56c53542f620cbb09758711a
1,371,888,327
27.474216
-81.203606
0
3,062
2020-06-22 08:06:14
3,587,044,315,915,002
fraud_Zemlak Group
misc_net
108.11
Christian
Roman
M
495 Fisher Throughway
Grand Junction
TN
38,039
35.0659
-89.1534
1,804
Clothing/textile technologist
1974-10-15
78324b21159cd55289908e1b6083653b
1,371,888,374
34.701905
-88.178496
0
3,063
2020-06-22 08:07:24
342,319,985,983,023
fraud_Altenwerth, Cartwright and Koss
shopping_net
103.31
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
f5ff4d4585c1e3bdd21c32f8ecfeb4a1
1,371,888,444
41.834553
-75.373667
0
3,064
2020-06-22 08:07:56
30,230,540,139,182
fraud_Cole PLC
grocery_pos
95.33
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
309212a491b462abcafc6a887389a725
1,371,888,476
39.979021
-75.862326
0
3,065
2020-06-22 08:07:58
4,260,059,589,824,237
fraud_Connelly PLC
food_dining
132.25
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
bb7c9e5c4025f476aaebc9e78e928d36
1,371,888,478
43.393944
-99.890326
0
3,066
2020-06-22 08:08:06
4,973,530,368,125,489,000
fraud_Cole PLC
grocery_pos
76.85
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
feb1b03a5bf450871335426683bf38e2
1,371,888,486
35.664272
-93.616517
0
3,067
2020-06-22 08:08:22
4,988,304,376,504
fraud_Ferry, Lynch and Kautzer
misc_net
1.25
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
b8f9e1c15cb38534670b333103b66050
1,371,888,502
42.14317
-73.237784
0
3,068
2020-06-22 08:08:24
4,996,263,498,048,679
fraud_Kutch, Hermiston and Farrell
gas_transport
56.21
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
aafdc0ef2d009a7cff0f9200c1888366
1,371,888,504
42.236047
-124.426463
0
3,069
2020-06-22 08:09:31
4,658,490,815,480,264
fraud_Kiehn Inc
grocery_pos
95.05
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
ca5a2a740fa7ccf2dcbc999d834de3c3
1,371,888,571
39.695127
-78.858276
0
3,070
2020-06-22 08:10:51
676,195,318,214
fraud_Adams, Kovacek and Kuhlman
grocery_net
37.05
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
ece7f367a2a078cc9eb758dcd2ba994b
1,371,888,651
30.471199
-96.696061
0
3,071
2020-06-22 08:11:14
30,407,675,418,785
fraud_Ortiz Group
grocery_net
38.69
Danielle
Evans
F
76752 David Lodge Apt. 064
Breesport
NY
14,816
42.1939
-76.7361
520
Psychotherapist
1991-10-13
e4b40e1e8c4137d2ea0df8ae2bb26277
1,371,888,674
42.777555
-77.570607
0
3,072
2020-06-22 08:11:46
213,175,487,106,448
fraud_Cormier LLC
shopping_net
3.36
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
614d8c22740bc81f163ee024e878a2a6
1,371,888,706
33.375414
-99.90278
0
3,073
2020-06-22 08:12:13
6,011,348,830,550,197
fraud_Mraz-Herzog
gas_transport
43.87
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
447b09196828200be040d8113ea106fc
1,371,888,733
32.500407
-87.058912
0
3,074
2020-06-22 08:12:20
6,011,626,928,491,360
fraud_McDermott-Rice
misc_pos
1.38
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
58c8a1a80304d3a155cf04169a52d996
1,371,888,740
36.192274
-87.722315
0
3,075
2020-06-22 08:12:45
6,011,305,591,981,276
fraud_Schuppe-Schuppe
food_dining
84.77
Daniel
Jones
M
290 Kathryn Fall
Huntsville
AL
35,803
34.6205
-86.551
190,178
Engineer, automotive
1959-06-06
f114589ba8e03bb530e3f64794e0e843
1,371,888,765
35.332066
-86.320859
0
3,076
2020-06-22 08:12:46
3,559,723,917,628,303
fraud_Deckow-O'Conner
grocery_pos
91.09
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
4d2acb0431ce7199db39dfa265af2031
1,371,888,766
43.077251
-88.382071
0
3,077
2020-06-22 08:14:29
375,534,208,663,984
fraud_Gutmann Ltd
grocery_net
53.75
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
dffd1fd1f8870ceb1841bb0457a1363e
1,371,888,869
38.789382
-80.005602
0
3,078
2020-06-22 08:14:41
3,534,718,226,968,689
fraud_Bartoletti-Wunsch
gas_transport
70.28
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
2f434fc99eec58cfc9d959ff76a01eba
1,371,888,881
36.67663
-89.443619
0
3,079
2020-06-22 08:14:47
5,154,903,938,030,655
fraud_Hudson-Ratke
grocery_pos
157.27
Felicia
Combs
F
825 Martinez Springs Apt. 625
White Sulphur Springs
WV
24,986
37.7827
-80.3129
5,216
Community development worker
1993-10-05
3b8bc1b9902c8a330126c52c72186fcc
1,371,888,887
36.798943
-79.768698
0
3,080
2020-06-22 08:15:37
343,668,971,234,893
fraud_Harris Inc
gas_transport
86.42
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
7869c31a48b135be8c54d7526b61a358
1,371,888,937
33.754259
-80.850333
0
3,081
2020-06-22 08:15:38
4,586,260,469,584
fraud_Schmidt and Sons
shopping_net
4.54
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
1e3e9a2b79f4a43a0bd41f2daf97991d
1,371,888,938
39.808612
-95.530243
0
3,082
2020-06-22 08:15:51
2,285,066,385,084,291
fraud_Skiles-Ankunding
grocery_net
37.83
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
6dfc87c1f946eeb596513503563192e7
1,371,888,951
32.830927
-88.005115
0
3,083
2020-06-22 08:15:54
4,587,577,161,160,601
fraud_Goldner, Kovacek and Abbott
grocery_pos
160.15
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
030449789e9e0cb1b108825b6832ffca
1,371,888,954
44.662741
-69.364554
0
3,084
2020-06-22 08:16:53
36,485,887,555,770
fraud_Greenholt, Jacobi and Gleason
gas_transport
53.97
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
0cef2e5cf2f0e66b8f5c85d6d150424c
1,371,889,013
40.325931
-82.798906
0
3,085
2020-06-22 08:17:26
4,623,560,839,669
fraud_Medhurst PLC
shopping_net
6.13
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
3e8d76827bef650a84a7334057ee2fbb
1,371,889,046
43.103215
-94.069033
0
3,086
2020-06-22 08:18:02
571,365,235,126
fraud_Koepp-Parker
grocery_pos
102.41
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
853e4c9e0bf064d72bb48ee68fe1846b
1,371,889,082
44.886745
-86.304552
0
3,087
2020-06-22 08:18:06
630,441,765,090
fraud_Donnelly PLC
misc_net
5.21
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
c473a1f44e9d225652459c19c226d669
1,371,889,086
31.953944
-99.444726
0
3,088
2020-06-22 08:18:47
3,502,377,050,801,561
fraud_Sporer Inc
gas_transport
65.2
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
4024f28809452ecaec2e7a534f12eddf
1,371,889,127
29.674255
-96.049119
0
3,089
2020-06-22 08:18:48
378,278,619,832,195
fraud_Rowe, Batz and Goodwin
grocery_pos
68.18
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
e5fa645d3861c0c438c3a7ec5aabc8f8
1,371,889,128
44.361589
-122.953761
0
3,090
2020-06-22 08:20:15
675,990,301,623
fraud_Koss and Sons
gas_transport
41.74
Amanda
Spencer
F
6682 Green Forks
Ogdensburg
NJ
7,439
41.0767
-74.5982
2,456
Senior tax professional/tax inspector
1994-03-13
a3010b24b82ec4987d99f6444cbcf610
1,371,889,215
41.036683
-73.720913
0
3,091
2020-06-22 08:20:32
341,283,058,448,499
fraud_Kiehn Inc
grocery_pos
149.07
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
7e1f1d7409aea6a512142ca992bbd35a
1,371,889,232
31.391534
-84.305371
0
3,092
2020-06-22 08:20:35
4,365,382,885,912,355
fraud_Price Inc
shopping_net
97.81
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
f395fc05edb7d69f37dec91f0cd7185d
1,371,889,235
47.286472
-93.212163
0
3,093
2020-06-22 08:20:49
3,521,417,320,836,166
fraud_Haley Group
misc_pos
15.28
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
bfa3e33ad5b4d1718a978d3050b623a0
1,371,889,249
40.242341
-85.568883
0
3,094
2020-06-22 08:21:45
30,248,898,834,493
fraud_Bernhard, Grant and Langworth
shopping_pos
72.48
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
281b3ef46cff75e29a6d9a1f99934586
1,371,889,305
32.109765
-98.82231
0
3,095
2020-06-22 08:21:54
4,344,955,088,481,397
fraud_Wisozk and Sons
misc_pos
32.82
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
af4310e8de02b81d89c32988f8b43d3d
1,371,889,314
41.833499
-78.760399
0
3,096
2020-06-22 08:22:49
630,441,765,090
fraud_Kutch, Hermiston and Farrell
gas_transport
45.59
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
51ef4e2edc07a54009c96c0aaa4927ae
1,371,889,369
32.409782
-98.920342
0
3,097
2020-06-22 08:24:04
3,546,674,063,249,004
fraud_Sporer Inc
gas_transport
89.18
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
14a420ea63b55e32fb86206f612503b2
1,371,889,444
32.772988
-96.841804
0
3,098
2020-06-22 08:24:31
180,094,419,304,907
fraud_Skiles-Ankunding
grocery_net
56.17
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
60e692522f74f3f8e79bc079887e7c5b
1,371,889,471
33.912371
-118.000642
0
3,099
2020-06-22 08:24:36
4,195,740,185,974
fraud_Hagenes, Kohler and Hoppe
food_dining
148.55
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
3232ed07ee990c506aea14144e0ebcc0
1,371,889,476
44.901782
-122.195765
0