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
2,100
2020-06-22 00:47:44
375,534,208,663,984
fraud_Jast Ltd
shopping_net
92.67
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
41946ac6eaf45351ac0cb75571eac692
1,371,862,064
38.228456
-79.672787
0
2,101
2020-06-22 00:49:19
4,302,480,582,202,074
fraud_Miller-Harris
misc_net
6.31
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
0d61f7d2c1320def0cb0b985711fd8d1
1,371,862,159
43.454096
-85.578221
0
2,102
2020-06-22 00:49:32
3,533,742,182,628,021
fraud_Zieme, Bode and Dooley
gas_transport
56.35
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
d2c29471bb8556114867cabe3bc6bfb7
1,371,862,172
33.288022
-80.620461
0
2,103
2020-06-22 00:49:56
3,513,506,355,699,497
fraud_Swaniawski, Lowe and Robel
shopping_pos
1.07
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
f07d6c05824597fc54b39a10850e201e
1,371,862,196
32.816531
-90.941946
0
2,104
2020-06-22 00:50:02
344,709,867,813,900
fraud_Kemmer-Buckridge
misc_pos
37.43
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
edc9db5e82c2ece31cf7d2b67c4d74c9
1,371,862,202
27.831609
-80.65481
0
2,105
2020-06-22 00:50:07
4,449,530,933,957,323
fraud_Pagac LLC
shopping_pos
7.32
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
c4d946b47622b6a4b1c6a8349007dc61
1,371,862,207
38.342218
-122.33227
0
2,106
2020-06-22 00:50:08
4,497,451,418,073,897,000
fraud_Swift, Bradtke and Marquardt
grocery_net
72.15
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
b24f4493229f2df7644901061856a1b4
1,371,862,208
32.315985
-92.595008
0
2,107
2020-06-22 00:50:24
4,379,260,813,815,979,500
fraud_Olson, Becker and Koch
gas_transport
55.03
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
3e13966c922d229dbc2a22fcb7299fff
1,371,862,224
38.578188
-121.820766
0
2,108
2020-06-22 00:50:48
4,657,269,323,674,365
fraud_Denesik and Sons
shopping_pos
2.87
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
2c7de32ae5c26d2a3b4887587c2e54b3
1,371,862,248
30.282003
-85.301053
0
2,109
2020-06-22 00:50:54
6,011,934,240,159,560
fraud_Monahan, Bogisich and Ledner
misc_pos
40.02
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
69dd79cb59289718739cc663d0dd8404
1,371,862,254
43.699874
-69.359702
0
2,110
2020-06-22 00:51:03
30,044,330,818,990
fraud_Simonis-Prohaska
misc_pos
47.92
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
6a697b79a44a359e18d3d4c2ae69db0b
1,371,862,263
27.054378
-82.327335
0
2,111
2020-06-22 00:51:39
4,550,599,031,376,731
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
1.69
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
b90ae09e67af8b08c7b20cc9e4587cd5
1,371,862,299
40.009642
-83.311412
0
2,112
2020-06-22 00:51:53
6,011,360,759,745,864
fraud_Schaefer, McGlynn and Bosco
gas_transport
59.69
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
6f760682ec99c15cae456d96d769dd64
1,371,862,313
38.431428
-79.12567
0
2,113
2020-06-22 00:52:10
377,113,842,678,100
fraud_Bartoletti-Wunsch
gas_transport
60.24
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
8dc703cfe486a94000a6e905fde67e62
1,371,862,330
40.318063
-74.647209
0
2,114
2020-06-22 00:54:06
4,410,582,919,485,061,600
fraud_Christiansen-Gusikowski
misc_pos
13.72
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
71c91ecbbe2098e995a7fc6283e7cdfb
1,371,862,446
32.870331
-80.695714
0
2,115
2020-06-22 00:54:24
4,599,735,407,877,245,000
fraud_Cruickshank-Mills
entertainment
15.16
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
2d56a727edeb39d0919eca1651e31043
1,371,862,464
37.215155
-90.134878
0
2,116
2020-06-22 00:55:07
4,826,655,832,045,236
fraud_Emard Inc
gas_transport
62.42
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
8e06656f4aa7cf02122cea29087e82d6
1,371,862,507
41.616113
-70.161254
0
2,117
2020-06-22 00:55:19
4,481,131,401,752
fraud_Vandervort-Funk
grocery_pos
74.76
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
1f85c9fb45f4a80f347d053a48382f5c
1,371,862,519
41.703963
-70.870286
0
2,118
2020-06-22 00:55:39
3,575,789,281,659,026
fraud_Rodriguez, Yost and Jenkins
misc_net
1.05
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
5be2d812f8caf11500c1cf393061196e
1,371,862,539
39.331069
-94.025454
0
2,119
2020-06-22 00:55:43
4,657,269,323,674,365
fraud_Dibbert and Sons
entertainment
7.28
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
f8b47a1a2867b32fb45f15a00636755d
1,371,862,543
30.371403
-84.290347
0
2,120
2020-06-22 00:56:36
3,587,960,728,692,500
fraud_Ferry, Reichel and DuBuque
grocery_net
6.86
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
89a832e8552edf247e2f817832b9a505
1,371,862,596
41.925131
-94.613785
0
2,121
2020-06-22 00:57:06
4,990,494,243,023
fraud_Willms, Kris and Bergnaum
shopping_pos
9.68
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
3c0d58ac22869a11bdb2bdcc696307bd
1,371,862,626
40.390681
-78.497314
0
2,122
2020-06-22 00:58:34
38,199,021,865,320
fraud_Kemmer-Reinger
grocery_net
60.02
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
60af483cf18a4e05fe0b55b5afd44730
1,371,862,714
43.112328
-72.954176
0
2,123
2020-06-22 00:58:40
4,715,741,951,931,169,000
fraud_Koss and Sons
gas_transport
72.98
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
81f48079be4e65b9ff186d8b81eed847
1,371,862,720
37.27941
-97.679542
0
2,124
2020-06-22 00:59:23
4,452,366,298,769,043
fraud_Hackett-Lueilwitz
grocery_pos
96.8
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
f7865fb0eaabd8b5f65941e754daf3bf
1,371,862,763
31.759759
-96.366476
0
2,125
2020-06-22 00:59:46
584,673,555,952
fraud_Fisher-Schowalter
shopping_net
5.48
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
ba6ab10b260c872f6cf2954134c2250d
1,371,862,786
46.85583
-100.511888
0
2,126
2020-06-22 01:00:06
213,195,754,007,681
fraud_Barton Inc
grocery_pos
101.81
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
2bfa27f2eab884eac15828388b81a4cf
1,371,862,806
40.835393
-92.252619
0
2,127
2020-06-22 01:00:26
4,311,368,326,621,416,000
fraud_Hickle Group
shopping_pos
3.16
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
b7629c9c5fffeefe947b32cac50966bb
1,371,862,826
41.281158
-103.764493
0
2,128
2020-06-22 01:00:31
4,469,777,115,158,235,000
fraud_Kerluke, Considine and Macejkovic
misc_net
3.69
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
24c7877e9c7831b097b6dce49256d768
1,371,862,831
42.484053
-71.077753
0
2,129
2020-06-22 01:00:32
4,681,699,462,969
fraud_Lockman Ltd
grocery_pos
35.95
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
f09f04c34c85871935f7a93484ff3242
1,371,862,832
35.955912
-86.910625
0
2,130
2020-06-22 01:01:08
4,661,996,144,291,812,000
fraud_Pouros-Haag
shopping_pos
1.43
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
5cd67098b3542129b25950bf0f311473
1,371,862,868
39.880282
-80.080849
0
2,131
2020-06-22 01:01:14
30,131,826,429,364
fraud_Klocko LLC
misc_net
7.21
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
3b0a6425a4b65ea7bcd99dbc5b4f0b06
1,371,862,874
35.530215
-83.775159
0
2,132
2020-06-22 01:02:56
4,048,508,450,704,760
fraud_Kunze Inc
grocery_pos
112.29
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
240c4a8a52dc8c399cbec95ad198b29b
1,371,862,976
41.140809
-98.320732
0
2,133
2020-06-22 01:03:36
377,654,590,313,960
fraud_Luettgen PLC
gas_transport
51.33
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
0c0f612fcc92805167110f86b67d11ae
1,371,863,016
36.944262
-85.03415
0
2,134
2020-06-22 01:03:58
3,553,629,419,254,918
fraud_Cummerata-Jones
gas_transport
70.49
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
c3c9356dbd85ee7ddc6e68c1b188da0f
1,371,863,038
47.529496
-122.471001
0
2,135
2020-06-22 01:03:59
4,066,595,222,529
fraud_Mosciski, Gislason and Mertz
grocery_pos
113.34
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
418875bbd219cc2fbdee269a24b8c381
1,371,863,039
38.259118
-82.874797
0
2,136
2020-06-22 01:04:00
3,518,234,918,950,662
fraud_Rowe, Batz and Goodwin
grocery_pos
215.37
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
94c2edc1b9374ec8e0884531d7612583
1,371,863,040
32.97634
-95.955663
0
2,137
2020-06-22 01:04:01
3,598,304,579,370,089
fraud_Kemmer-Reinger
grocery_net
57.91
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
f698f67ba4bf7fe93c3e64b891d3b8d8
1,371,863,041
36.655093
-96.296831
0
2,138
2020-06-22 01:05:08
180,072,527,505,094
fraud_Bailey-Morar
grocery_pos
80.96
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
828bd3b640c6c7b7d51f6b26234aa6df
1,371,863,108
36.040723
-81.254324
0
2,139
2020-06-22 01:05:14
3,533,800,906,065,217
fraud_Kling Inc
gas_transport
55.03
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
68c85344c4cd2515e713dae449c54225
1,371,863,114
40.313319
-98.856358
0
2,140
2020-06-22 01:05:16
4,797,297,220,948,469,000
fraud_Eichmann, Bogan and Rodriguez
gas_transport
73.76
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
31c23360decda2fd5f2177fb3e5abcb6
1,371,863,116
38.795576
-86.558214
0
2,141
2020-06-22 01:05:34
213,120,463,918,358
fraud_Willms, Kris and Bergnaum
shopping_pos
2.39
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
06c2ea10df2c23e9f7805684218327b1
1,371,863,134
32.628797
-93.144659
0
2,142
2020-06-22 01:05:43
4,640,395,708,703
fraud_Kiehn-Emmerich
grocery_pos
139.82
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
46bd00cb1f096d99b406515c19f44b75
1,371,863,143
30.223936
-91.108795
0
2,143
2020-06-22 01:06:11
4,306,630,852,918
fraud_Thiel-Thiel
entertainment
5.39
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
6b655cb491f259eb88da1ee15341821e
1,371,863,171
38.338264
-89.989949
0
2,144
2020-06-22 01:06:34
4,482,427,013,979,020
fraud_Parisian and Sons
gas_transport
55.89
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
dbb75bffededf552dc3a2b0c3e2682b5
1,371,863,194
38.698652
-81.898704
0
2,145
2020-06-22 01:07:30
3,567,879,740,649,740
fraud_Eichmann, Bogan and Rodriguez
gas_transport
55.71
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
97a46dd194f9b2e289253866f6445103
1,371,863,250
43.118044
-75.582525
0
2,146
2020-06-22 01:07:50
3,560,797,065,840,735
fraud_Ledner-Pfannerstill
gas_transport
76.1
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
5ddbe2fb189302dbe4715d15d2a1dd43
1,371,863,270
45.220325
-100.353653
0
2,147
2020-06-22 01:08:55
180,042,946,491,150
fraud_Miller-Hauck
grocery_pos
52.88
Charles
Robles
M
3337 Lisa Divide
Saint Petersburg
FL
33,710
27.7898
-82.7243
341,043
Engineer, land
1989-02-28
febbeee8655686847525bd16f5740645
1,371,863,335
27.835753
-82.856409
0
2,148
2020-06-22 01:09:55
4,783,226,709,001
fraud_Sporer Inc
gas_transport
55.23
Jessica
Garcia
F
13108 Jennifer Passage
Mc Cracken
KS
67,556
38.5957
-99.554
320
Film/video editor
1961-04-22
e047cc334235066f66e6a4f38d28b3e2
1,371,863,395
39.106634
-99.622284
0
2,149
2020-06-22 01:09:58
4,725,673,654,161,314
fraud_Buckridge PLC
misc_pos
6.51
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
79124cd9de6ba4e60345a5cb38cbcae2
1,371,863,398
41.11603
-73.218532
0
2,150
2020-06-22 01:10:24
213,180,742,685,905
fraud_Pouros-Haag
shopping_pos
3.2
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
21ee839f7104d7eeef52ff6f732e4600
1,371,863,424
40.414798
-124.695516
0
2,151
2020-06-22 01:11:06
6,011,626,928,491,360
fraud_Ferry, Reichel and DuBuque
grocery_net
91.49
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
0855099bd920d29a7078fa49fa5a5144
1,371,863,466
35.05319
-88.159172
0
2,152
2020-06-22 01:11:09
639,023,984,367
fraud_Friesen-D'Amore
gas_transport
74.51
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
f2f2ca589755af74a6a55df9b8ed7a32
1,371,863,469
45.536612
-75.141445
0
2,153
2020-06-22 01:11:23
3,566,094,707,272,327
fraud_Durgan-Auer
misc_net
16.13
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
4fd4aa7cdfdbfe42ebaaadb981155529
1,371,863,483
33.573282
-118.332173
0
2,154
2020-06-22 01:12:29
4,707,867,759,656,333
fraud_Kerluke Inc
misc_net
103.1
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
c14ecaf5d8b3c6195b0706ba89c0442e
1,371,863,549
36.630601
-83.138036
0
2,155
2020-06-22 01:12:57
4,450,831,335,606,294
fraud_Raynor, Feest and Miller
gas_transport
89.9
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
b6dbf1b599e4f526043bfab6b35f38c5
1,371,863,577
35.49845
-95.115494
0
2,156
2020-06-22 01:13:29
583,699,482,621
fraud_Kuphal-Bartoletti
misc_net
5.99
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
df2f0d0703b0fbc25e30cb7fe60dcc3a
1,371,863,609
43.554465
-89.269587
0
2,157
2020-06-22 01:13:36
4,874,017,206,859,125
fraud_Harris, Gusikowski and Heaney
grocery_net
41.15
Lauren
Williams
F
065 Jones Stravenue
Lake Oswego
OR
97,034
45.4093
-122.6847
42,817
Planning and development surveyor
1982-05-28
86d7adca3f333b1a61a37b717fb44406
1,371,863,616
45.16764
-122.870742
0
2,158
2020-06-22 01:13:38
6,011,693,194,885,790
fraud_Luettgen PLC
gas_transport
59.49
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
ba30ac87ec3d053611907060ac8f0eba
1,371,863,618
46.553848
-92.397551
0
2,159
2020-06-22 01:13:55
3,501,509,250,702,469
fraud_Mraz-Herzog
gas_transport
73.96
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
de59a8b9716eafbfabadf046b5df439f
1,371,863,635
25.432086
-81.697814
0
2,160
2020-06-22 01:14:09
6,517,217,825,320,610
fraud_Schaefer, Fay and Hilll
entertainment
57.39
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
0b8c23d77aae7b19df739e066dffd756
1,371,863,649
32.351529
-90.251484
0
2,161
2020-06-22 01:14:22
4,259,996,134,423
fraud_Kerluke, Considine and Macejkovic
misc_net
978.39
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
74e14b89e8d7ffcd0ebc6861e3d53a7b
1,371,863,662
38.053129
-98.278097
0
2,162
2020-06-22 01:14:49
4,467,456,915,153,312,300
fraud_Prohaska-Murray
gas_transport
74.91
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
aec4353efc1413b7f4126323ff113b66
1,371,863,689
27.982518
-82.027885
0
2,163
2020-06-22 01:14:52
3,500,969,075,198,072
fraud_Raynor, Feest and Miller
gas_transport
48.02
Kenneth
Sanchez
M
0110 Ashley Forest
Tekoa
WA
99,033
47.2271
-117.0819
895
Clothing/textile technologist
1999-05-31
54a26313062a274ecfbc348b46d57153
1,371,863,692
47.798543
-116.165491
0
2,164
2020-06-22 01:15:18
4,344,955,088,481,397
fraud_Parisian and Sons
gas_transport
78.65
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
5fb0c993d04254f998ed400f4deb61c4
1,371,863,718
40.065787
-80.200196
0
2,165
2020-06-22 01:15:53
30,428,204,673,351
fraud_Rowe, Batz and Goodwin
grocery_pos
99.56
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
21188461d96176cbe49c1a7316b4cdd3
1,371,863,753
40.560933
-77.212944
0
2,166
2020-06-22 01:16:12
2,235,335,206,132,667
fraud_Huels-Hahn
gas_transport
86.87
Maria
Rosales
F
6611 Parrish Garden Apt. 428
Waynesfield
OH
45,896
40.6072
-83.9585
2,089
Building control surveyor
1963-06-22
d4dcbd02dc57afd909aa43bc43d846f2
1,371,863,772
40.73657
-83.697393
0
2,167
2020-06-22 01:16:19
4,836,998,673,805,450
fraud_Stroman, Hudson and Erdman
gas_transport
67.93
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
83e14d134edb62455bcc5477d72f3b5e
1,371,863,779
45.110547
-86.43948
0
2,168
2020-06-22 01:16:40
3,560,246,577,314,524
fraud_Huel Ltd
misc_net
7.86
Sarah
Scott
F
03090 Fisher Forges Apt. 200
Wichita
KS
67,216
37.6223
-97.3136
409,656
Textile designer
1930-10-21
dd3fa53c464bad74f93e8d2acd523deb
1,371,863,800
37.728598
-96.320628
0
2,169
2020-06-22 01:17:05
6,517,217,825,320,610
fraud_Bashirian Group
shopping_net
1.35
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
47fab92e08f457cabefbea9697d10aab
1,371,863,825
31.923864
-89.838738
0
2,170
2020-06-22 01:17:19
6,011,360,759,745,864
fraud_Reichert, Huels and Hoppe
shopping_net
3.37
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
2ecc50bc8661dd608aa5c29ad9ce0e7a
1,371,863,839
39.65092
-77.886898
0
2,171
2020-06-22 01:17:57
344,342,339,068,828
fraud_Cremin, Hamill and Reichel
misc_pos
7.2
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
d703aa29596707e332831867979c94ac
1,371,863,877
31.5414
-80.596368
0
2,172
2020-06-22 01:18:00
561,942,763,351
fraud_Rowe-Vandervort
grocery_net
53.49
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
5195f5f6217f3d08f0e885eff34c4298
1,371,863,880
38.346939
-77.716159
0
2,173
2020-06-22 01:18:02
3,524,574,586,339,330
fraud_Yost, Block and Koepp
misc_pos
8.39
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
5461e8c92d8b6512c620b2f943ff8ffa
1,371,863,882
27.059901
-80.32383
1
2,174
2020-06-22 01:18:34
213,174,467,670,432
fraud_Miller-Hauck
grocery_pos
116.13
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
0287f65fd9454cea832ba6dbc5c7eea8
1,371,863,914
40.190721
-75.406837
0
2,175
2020-06-22 01:18:37
30,242,921,189,660
fraud_Bins-Rice
gas_transport
106.6
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
3546ec7f092ec0031cee3fd1b157c0f4
1,371,863,917
46.115218
-85.336134
0
2,176
2020-06-22 01:18:39
377,654,590,313,960
fraud_DuBuque LLC
grocery_pos
109.67
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
babe05d358f46a7d5e0abc854b0a84b4
1,371,863,919
35.337875
-83.492357
0
2,177
2020-06-22 01:18:44
377,026,671,291,680
fraud_Torp-Labadie
gas_transport
57.31
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
4ee510a665ef4dd049caa7c70929d583
1,371,863,924
37.149367
-90.793721
0
2,178
2020-06-22 01:19:03
4,379,260,813,815,979,500
fraud_Lockman Ltd
grocery_pos
76.02
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
cbcaf8a1958271b3a83cd140dcbae468
1,371,863,943
37.654873
-123.172732
0
2,179
2020-06-22 01:19:07
568,279,015,842
fraud_Bins-Rice
gas_transport
67.17
Micheal
Hernandez
M
6139 Mark Rapid Apt. 651
Christine
ND
58,015
46.5522
-96.7909
291
Television floor manager
1991-05-01
286cd7465708364af1ef07b99e2468e1
1,371,863,947
46.797872
-97.142986
0
2,180
2020-06-22 01:20:27
345,060,451,158,891
fraud_Stroman, Hudson and Erdman
gas_transport
57.5
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
f8643567ea9b25dd315dd4cfd3eb8565
1,371,864,027
43.445475
-72.20154
0
2,181
2020-06-22 01:20:40
2,576,709,887,791,552
fraud_Kiehn Inc
grocery_pos
83.67
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
e9779c05df09bb033e6eb5f7a44ebe73
1,371,864,040
33.922852
-117.165324
0
2,182
2020-06-22 01:22:01
4,102,003,771,126,577,700
fraud_Tillman, Dickinson and Labadie
gas_transport
106.66
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
a0c94c581e83b20bcfbfbe9876371b4b
1,371,864,121
32.145824
-96.666765
0
2,183
2020-06-22 01:22:26
3,592,931,352,252,641
fraud_Jakubowski Group
food_dining
106.82
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
a30736c8afb92bf610e3223e2ad5c431
1,371,864,146
45.506274
-92.51451
0
2,184
2020-06-22 01:22:27
6,595,970,453,799,027
fraud_Roob, Conn and Tremblay
shopping_pos
2.95
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
8f3a455643539b45c86d23654088f015
1,371,864,147
40.587585
-74.644512
0
2,185
2020-06-22 01:23:06
676,173,792,455
fraud_Douglas-White
entertainment
78.7
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
839bab92f440bac880538e1b52121903
1,371,864,186
33.261481
-118.474805
0
2,186
2020-06-22 01:23:26
4,104,312,520,615,374
fraud_Friesen-Stamm
gas_transport
82.46
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
fb2bbd21986c279407a5441ce3df3923
1,371,864,206
34.347957
-116.394113
0
2,187
2020-06-22 01:23:39
6,011,367,958,204,270
fraud_Smith-Stokes
misc_pos
316.82
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
5d78b6c2e1b38b226cbf843645b0842a
1,371,864,219
40.897922
-81.031235
0
2,188
2020-06-22 01:23:41
4,430,881,574,719,618
fraud_Boyer-Reichert
shopping_net
19.64
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
94eda64358c84342f86c0eb3058e6373
1,371,864,221
38.723718
-105.707413
0
2,189
2020-06-22 01:23:55
630,424,987,505
fraud_Heller-Langosh
gas_transport
80.61
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
9a544a5d0de86591f299ebc408906a4f
1,371,864,235
38.179951
-79.084649
0
2,190
2020-06-22 01:24:05
213,186,334,552,049
fraud_Heller-Langosh
gas_transport
59.11
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
50f1279f6b1e87d6fdca70778535725f
1,371,864,245
40.873396
-79.496139
0
2,191
2020-06-22 01:24:19
4,859,525,594,182,537
fraud_Kuhic Inc
grocery_pos
122.83
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
ad76c200b5d7ad5cb72b0fa22c8e034c
1,371,864,259
42.928098
-75.949843
0
2,192
2020-06-22 01:24:33
3,558,652,751,678,952
fraud_Dickinson-Rempel
misc_pos
5.54
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
32989620d799c3515ab795d205342ce1
1,371,864,273
32.184073
-94.323908
0
2,193
2020-06-22 01:24:46
6,554,245,334,757,802
fraud_Hudson-Grady
shopping_pos
696.77
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
3c78ba7935533cdb3782b17d013809b4
1,371,864,286
34.530568
-118.022434
0
2,194
2020-06-22 01:25:09
4,482,427,013,979,020
fraud_Miller-Harris
misc_net
4.68
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
0b6050b138aec16772fc1c1897c1219a
1,371,864,309
38.265988
-82.059651
0
2,195
2020-06-22 01:25:13
4,005,676,619,255,478
fraud_Goldner, Kovacek and Abbott
grocery_pos
326.94
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
219c46c355f98b732d9a36818c5b8a88
1,371,864,313
29.784597
-90.671894
1
2,196
2020-06-22 01:26:28
213,124,978,348,176
fraud_Cole PLC
grocery_pos
141.95
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
55121b67d587f87babce6c57350e004f
1,371,864,388
42.667743
-78.274286
0
2,197
2020-06-22 01:26:45
30,266,994,494,236
fraud_Hintz-Bruen
grocery_net
70.93
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
f66764f76bdfbfe6ab22b2d06433b7ef
1,371,864,405
37.267809
-77.588892
0
2,198
2020-06-22 01:27:33
4,469,777,115,158,235,000
fraud_Friesen-Stamm
gas_transport
63.51
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
95613e253b3687497c37343788c4976e
1,371,864,453
43.491347
-70.875603
0
2,199
2020-06-22 01:28:42
60,427,851,591
fraud_Fisher Inc
shopping_net
98.38
Bradley
Martinez
M
3426 David Divide Suite 717
Burns Flat
OK
73,624
35.3492
-99.188
2,142
Politician's assistant
1976-06-30
e4f8ef5d7017aa880875fef863da1b50
1,371,864,522
36.142628
-99.155859
0