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
1,296,000
2020-06-21 06:16:07
676,372,984,911
fraud_Marks Inc
gas_transport
41.33
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
0e0c40d6ebefc17af160bef26c822fbd
1,371,795,367
40.311743
-98.975228
0
1,296,001
2020-06-21 06:16:53
4,742,883,543,039,288,000
fraud_Bogisich Inc
grocery_pos
76.25
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
4685cedb2704b32a6dbbdcf46035fd18
1,371,795,413
19.514656
-155.458471
0
1,296,002
2020-06-21 06:16:55
30,074,693,890,476
fraud_Stracke-Lemke
grocery_pos
193.78
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
92b000f94959200541ccf54d39c715e2
1,371,795,415
37.573606
-100.160071
0
1,296,003
2020-06-21 06:17:27
4,497,913,965,512,794,000
fraud_Cummerata-Jones
gas_transport
57.13
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
f333c511bca897d1b0017b83efd2f3e8
1,371,795,447
34.945686
-78.467556
0
1,296,004
2020-06-21 06:17:32
4,451,952,084,362,894
fraud_Herman, Treutel and Dickens
misc_net
106.89
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
8768debaffb70aa5a688a7597f3d5c16
1,371,795,452
34.70619
-101.796154
0
1,296,005
2020-06-21 06:17:37
630,425,673,344
fraud_Reichert, Huels and Hoppe
shopping_net
191.52
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
4f667cdcd41ce3a046d3997e320eb419
1,371,795,457
38.067761
-80.806558
0
1,296,006
2020-06-21 06:18:56
4,514,242,065,619,750
fraud_Klocko LLC
misc_net
9.86
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
15b2e765f6247d92e4edb613dab7607e
1,371,795,536
41.867944
-105.587188
0
1,296,007
2020-06-21 06:19:16
3,590,736,522,064,285
fraud_Kling-Grant
grocery_net
46.45
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
a07fe4d529f4124d707c08ab13bf2ae5
1,371,795,556
33.660708
-92.619584
0
1,296,008
2020-06-21 06:20:08
180,072,527,505,094
fraud_Kilback and Sons
entertainment
12.9
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
6d174c630eec160c6e6e4ba37a885ae8
1,371,795,608
35.720215
-80.341838
0
1,296,009
2020-06-21 06:20:20
4,476,840,372,112
fraud_Rowe-Vandervort
grocery_net
43.23
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
3764817a778a67cc7065a992d9fe643e
1,371,795,620
34.719974
-86.639039
0
1,296,010
2020-06-21 06:21:13
30,371,006,069,917
fraud_Greenfelder, Bartoletti and Davis
misc_net
4.19
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
7172177e0dd546d59d66a420ed0c7b47
1,371,795,673
37.485258
-90.142315
0
1,296,011
2020-06-21 06:21:18
3,506,592,072,985,012
fraud_Bernier, Streich and Jewess
grocery_net
45.87
Randy
Murphy
M
0356 Sarah Light
Ballwin
MO
63,021
38.577
-90.5255
92,608
Engineer, communications
2001-07-26
19bcd42c317113514def5aa4ede158db
1,371,795,678
39.325833
-91.203074
0
1,296,012
2020-06-21 06:21:32
4,390,966,588,600,993,000
fraud_Schuppe LLC
entertainment
14.25
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
49388487260fecbc334f50d7e2583f50
1,371,795,692
36.165225
-98.540283
0
1,296,013
2020-06-21 06:21:43
3,551,217,896,304,745
fraud_Kerluke Inc
misc_net
86.91
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
db16cebcf184cd9c61dacb2968f16b14
1,371,795,703
44.164428
-74.21787
0
1,296,014
2020-06-21 06:21:46
378,278,619,832,195
fraud_Ferry, Lynch and Kautzer
misc_net
928.15
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
46dc81165e1baa88d49b77441608e549
1,371,795,706
44.571461
-122.100624
0
1,296,015
2020-06-21 06:22:08
639,023,984,367
fraud_Parisian, Schiller and Altenwerth
misc_net
4.02
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
4f310e8be2c9161ece793eaf3853ae07
1,371,795,728
45.359704
-75.371614
0
1,296,016
2020-06-21 06:22:15
4,997,733,566,924,489
fraud_Kuphal-Bartoletti
misc_net
35.32
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
01b8c6961ada6b145f74f9c0d1190c49
1,371,795,735
45.075071
-92.125487
0
1,296,017
2020-06-21 06:23:03
3,568,736,585,751,727
fraud_Streich, Dietrich and Barton
shopping_net
105.52
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
655c7b6fc3f2f0a588a37e955890dae2
1,371,795,783
42.187428
-92.968596
0
1,296,018
2020-06-21 06:23:59
373,213,026,644,490
fraud_Cummerata-Jones
gas_transport
88.77
Bobby
Smith
M
3495 Williams Stream
San Diego
CA
92,101
32.7185
-117.1593
1,241,364
Comptroller
1987-11-30
002a54b18be496145da22b83bc066dc2
1,371,795,839
32.514249
-118.040269
0
1,296,019
2020-06-21 06:25:11
4,181,833,256,558,614,000
fraud_Padberg-Welch
grocery_pos
115.42
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
2ce3ef4a370696efbcdf4a1836ccec11
1,371,795,911
37.11369
-104.762223
0
1,296,020
2020-06-21 06:25:28
4,727,244,663,135,968
fraud_Conroy-Cruickshank
gas_transport
87.41
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
615ffa536c195129109b63200d49e2ca
1,371,795,928
30.986082
-87.612558
0
1,296,021
2020-06-21 06:25:43
3,560,697,798,177,746
fraud_Kerluke PLC
misc_net
4.57
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
984fc43a07808bf5d51ca5e0abb3b5e5
1,371,795,943
32.993532
-116.669998
0
1,296,022
2020-06-21 06:26:18
30,238,755,902,988
fraud_Kutch LLC
gas_transport
48.27
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
41c4be2255b7f9920585f79befc08b73
1,371,795,978
31.582849
-96.882835
0
1,296,023
2020-06-21 06:27:31
4,810,839,835,482,794,000
fraud_Kutch and Sons
grocery_pos
100.2
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
4161a2a0eabbb416312d901791942eee
1,371,796,051
37.711628
-94.751016
0
1,296,024
2020-06-21 06:28:16
4,671,727,014,157,745
fraud_Kling Inc
gas_transport
63.64
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
90e52308db061af369b2142164cafad9
1,371,796,096
41.539463
-85.604278
0
1,296,025
2020-06-21 06:28:20
3,598,014,571,045,296
fraud_Stracke-Lemke
grocery_pos
197.84
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
1de72d5530d7d63bfeac557b5b6b5051
1,371,796,100
34.822857
-78.160305
0
1,296,026
2020-06-21 06:28:53
372,509,258,176,510
fraud_Ruecker Group
misc_net
19.29
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
e072a7b3f297dab67d945c59b61a258f
1,371,796,133
43.268733
-83.347777
0
1,296,027
2020-06-21 06:29:44
3,582,402,971,899,057
fraud_Barrows PLC
shopping_pos
8.12
Michele
Patrick
F
557 Lynn Garden Suite 907
Spirit Lake
ID
83,869
47.9657
-116.868
4,161
Production manager
1957-06-12
9ccac977fd1c97352863d3129b37c0d8
1,371,796,184
48.902882
-116.594416
0
1,296,028
2020-06-21 06:30:20
3,582,754,887,089,201
fraud_DuBuque LLC
grocery_pos
130.01
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
87d676e5be7a3f5956da6554d4c1ad9b
1,371,796,220
33.496703
-94.460997
0
1,296,029
2020-06-21 06:30:22
676,281,772,837
fraud_Reilly, Heaney and Cole
gas_transport
52.77
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
238dbeba6a3ebdaa5350fb05c87dfab1
1,371,796,222
30.208959
-84.005452
0
1,296,030
2020-06-21 06:30:30
348,789,608,637,806
fraud_Wolf Inc
grocery_pos
103.42
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
6830baec9a09b12cae82dd77c8685212
1,371,796,230
39.850281
-99.334211
0
1,296,031
2020-06-21 06:30:36
4,396,682,467,723
fraud_Roberts-Beahan
misc_pos
13.36
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
45650e11e7c66212f0e1bc3097099577
1,371,796,236
35.990709
-116.12388
0
1,296,032
2020-06-21 06:30:55
4,716,561,796,955,522
fraud_Casper, Hand and Zulauf
grocery_pos
79.24
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
aff82a03e0fde159ef676fa266392f1f
1,371,796,255
47.552234
-113.38589
0
1,296,033
2020-06-21 06:31:48
5,540,636,818,935,089
fraud_Conroy-Cruickshank
gas_transport
62.87
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
29dcfaa77d7857c0f1d5bfe7c1d47252
1,371,796,308
42.940812
-71.312653
0
1,296,034
2020-06-21 06:32:01
4,586,260,469,584
fraud_Christiansen, Goyette and Schamberger
gas_transport
73.91
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
9227062042161d4718d738fbaaecaacb
1,371,796,321
40.650429
-96.118419
0
1,296,035
2020-06-21 06:32:22
4,689,147,265,057,949,000
fraud_Friesen-Stamm
gas_transport
55.66
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
d877772dd87dedd799a14c62db904929
1,371,796,342
40.934137
-95.723632
0
1,296,036
2020-06-21 06:32:55
6,011,893,664,860,915
fraud_Koepp-Parker
grocery_pos
236.13
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
87f986271b0f323b7846c381f5894c99
1,371,796,375
40.577384
-105.873638
0
1,296,037
2020-06-21 06:33:22
379,897,244,598,068
fraud_Emard Inc
gas_transport
70.38
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
08d9288293d075dcc4ba84fe4aa49fad
1,371,796,402
39.287285
-84.527794
0
1,296,038
2020-06-21 06:33:32
3,583,635,130,604,947
fraud_Tromp, Kerluke and Glover
grocery_net
81.73
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
55b9de770ae652afd7a965c48ca39588
1,371,796,412
39.649404
-74.532133
0
1,296,039
2020-06-21 06:34:12
6,011,329,966,782,895
fraud_DuBuque LLC
grocery_pos
212.16
Lauren
Butler
F
030 Seth Divide Suite 355
Tulsa
OK
74,131
36.0557
-96.0602
413,574
Teacher, special educational needs
1971-09-01
2b15019f305adeba70bf716b7e3d69d2
1,371,796,452
36.143442
-96.561397
0
1,296,040
2020-06-21 06:34:46
4,410,582,919,485,061,600
fraud_Pacocha-O'Reilly
grocery_pos
101.57
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
907c5fa48a171962ee3eff441012ad57
1,371,796,486
32.594
-82.147235
0
1,296,041
2020-06-21 06:34:57
6,011,504,998,544,485
fraud_Parisian and Sons
gas_transport
77.51
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
4b6d4a0eed6be3cda04ed9a1bb664323
1,371,796,497
32.155823
-87.40979
0
1,296,042
2020-06-21 06:36:04
30,143,535,920,989
fraud_Streich, Hansen and Veum
gas_transport
54.23
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
3b8985bd6dba44c3ba68400ba83d9488
1,371,796,564
40.615438
-76.008415
0
1,296,043
2020-06-21 06:36:18
30,570,197,515,105
fraud_Nitzsche, Kessler and Wolff
shopping_pos
2.83
Vincent
Cain
M
64851 Cole Turnpike
Hartford
AL
36,344
31.086
-85.7192
5,732
Jewellery designer
1945-12-07
2973f576b8c27ec7c05d71df50ad792a
1,371,796,578
30.198465
-86.257961
0
1,296,044
2020-06-21 06:36:37
30,235,438,713,303
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
63.78
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
59f6d5f9e70892bb6ea61933f43b8284
1,371,796,597
38.45114
-82.656803
0
1,296,045
2020-06-21 06:36:51
3,518,234,918,950,662
fraud_Haley Group
misc_pos
1.37
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
0877b4387172225f4f55ec9e1ec6f7e1
1,371,796,611
34.233594
-96.106006
0
1,296,046
2020-06-21 06:37:09
5,359,543,825,610,251
fraud_Corwin-Gorczany
misc_net
95.66
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
b7222ac9119049e36362e5d4b0904837
1,371,796,629
45.664382
-112.063784
0
1,296,047
2020-06-21 06:37:50
4,358,137,750,029,945,000
fraud_Conroy-Cruickshank
gas_transport
65.41
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
a55366b4cda29a0f7ef757b907349431
1,371,796,670
42.596641
-92.36913
0
1,296,048
2020-06-21 06:37:54
4,462,038,234,743,679,500
fraud_Raynor, Feest and Miller
gas_transport
56.89
Kimberly
Bush
F
6027 Scott Meadows Suite 494
Dell City
TX
79,837
31.924
-105.2099
579
Hydrogeologist
1945-11-26
48ad940c4ae6983f35cdafe288cdd3a5
1,371,796,674
32.835377
-106.156893
0
1,296,049
2020-06-21 06:38:01
2,286,236,465,059,468
fraud_Luettgen PLC
gas_transport
62.43
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
92172ec744cdfd44a4518580dfa2ec48
1,371,796,681
37.713652
-93.553923
0
1,296,050
2020-06-21 06:39:33
3,567,879,740,649,740
fraud_Schamberger-O'Keefe
grocery_pos
187.09
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
8f7b46b5b8a34e0bed532eaa07b28354
1,371,796,773
44.896371
-76.147157
0
1,296,051
2020-06-21 06:40:25
3,560,697,798,177,746
fraud_Christiansen, Goyette and Schamberger
gas_transport
96.09
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
dd50567bc6d05c03db94c18147bd6523
1,371,796,825
33.535673
-115.874053
0
1,296,052
2020-06-21 06:40:28
30,561,214,688,470
fraud_Berge LLC
gas_transport
51.02
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
f952f4cd422b397fb96acab82611ba8f
1,371,796,828
39.590692
-75.685235
0
1,296,053
2020-06-21 06:40:41
676,248,282,243
fraud_Boehm, Predovic and Reinger
misc_pos
7.72
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
ecba350742d5e9632c1e7cf2b4967bf9
1,371,796,841
27.221061
-82.55633
0
1,296,054
2020-06-21 06:40:56
5,456,776,410,929,288
fraud_Eichmann, Bogan and Rodriguez
gas_transport
53.39
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
1e19bb291bc0b37e674d2f7e3c757e26
1,371,796,856
40.765723
-79.63515
0
1,296,055
2020-06-21 06:41:38
180,017,442,990,269
fraud_Hudson-Ratke
grocery_pos
104.91
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
3b530a8fb290372be6fdb30dfe1b48cb
1,371,796,898
43.478735
-73.924001
0
1,296,056
2020-06-21 06:43:18
4,294,040,533,480,516
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
99.79
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
78e6d8d96a952aa163468d82809e3dce
1,371,796,998
33.417207
-82.379661
0
1,296,057
2020-06-21 06:43:22
4,467,456,915,153,312,300
fraud_Schaefer, Maggio and Daugherty
gas_transport
62.59
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
29967776264f5466fdae72d73f11e29d
1,371,797,002
28.736552
-81.842854
0
1,296,058
2020-06-21 06:43:51
213,136,802,746,375
fraud_Jast Ltd
shopping_net
55.02
Christine
Davis
F
736 Moss Motorway Suite 549
Humboldt
AZ
86,329
34.5189
-112.2523
1,179
Civil engineer, contracting
1955-01-20
0f1911118e4a131d28b5bb105d009e2c
1,371,797,031
34.922808
-112.620428
0
1,296,059
2020-06-21 06:43:58
4,147,608,975,828,480
fraud_Huel, Hammes and Witting
grocery_pos
122.46
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
3d959a64d5208cfda3d70426ec513c0c
1,371,797,038
44.269914
-93.988969
0
1,296,060
2020-06-21 06:44:03
4,457,732,997,086,323,700
fraud_Kuhic, Bins and Pfeffer
shopping_net
95.67
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
96bbb0cdf108159670e12e6555a08cc1
1,371,797,043
39.452938
-120.316839
0
1,296,061
2020-06-21 06:44:04
3,585,052,663,373,890
fraud_Parisian and Sons
gas_transport
38.8
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
cace407050e36fa39da531d61ba4e3a5
1,371,797,044
41.864026
-76.077987
0
1,296,062
2020-06-21 06:45:26
4,969,856,774,088,583
fraud_Leannon-Ward
food_dining
76.9
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
baf2a3ae38e6713e8064d0665f2c2da8
1,371,797,126
30.64451
-89.851713
0
1,296,063
2020-06-21 06:45:56
4,792,627,764,422,478,000
fraud_Kerluke, Kertzmann and Wiza
misc_net
100.91
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
5a6d88d68635cf8663b307509ade720e
1,371,797,156
39.421248
-95.612135
0
1,296,064
2020-06-21 06:46:04
4,186,530,744,674
fraud_Raynor, Reinger and Hagenes
gas_transport
70.45
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
5167e4210e503cdfcea99440be614224
1,371,797,164
32.902102
-82.244739
0
1,296,065
2020-06-21 06:46:11
5,596,347,693,144,598
fraud_Swaniawski, Lowe and Robel
shopping_pos
2.12
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
a396c6b8d9e325fe1ee1f94c6015488f
1,371,797,171
29.983371
-89.535977
0
1,296,066
2020-06-21 06:47:04
4,178,097,073,221,156
fraud_Schultz, Simonis and Little
grocery_pos
202.61
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
f8cd9c3eebe7de49e20221633356249a
1,371,797,224
41.675153
-86.076155
0
1,296,067
2020-06-21 06:48:14
180,036,456,789,979
fraud_Welch Inc
misc_net
32.15
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
d114b1de7e4a883f7add14d096a6d330
1,371,797,294
43.16164
-90.668381
0
1,296,068
2020-06-21 06:49:08
180,067,784,565,096
fraud_Kerluke Inc
misc_net
35.68
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
fa3e7446d49805fe2e5ecdaa08d48eed
1,371,797,348
41.996017
-89.370424
0
1,296,069
2020-06-21 06:50:10
374,497,717,543,058
fraud_Welch Inc
misc_net
1.26
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
0a714a6321ba2612edc1bf62c347c7a4
1,371,797,410
46.387743
-100.642804
0
1,296,070
2020-06-21 06:50:32
4,839,043,708,100,390
fraud_Parisian and Sons
gas_transport
90.21
Meredith
Campbell
F
043 Hanson Turnpike
Hedrick
IA
52,563
41.1826
-92.3097
1,583
Geochemist
1999-06-28
b18570e4e66948bbdd02627a83625e2d
1,371,797,432
40.297047
-91.456767
0
1,296,071
2020-06-21 06:50:34
4,951,647,200,979,051
fraud_Stracke-Lemke
grocery_pos
117.83
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
9d8510e332a09f01e9a03f95992fee72
1,371,797,434
38.075795
-88.323769
0
1,296,072
2020-06-21 06:51:12
3,546,897,637,165,774
fraud_Parisian and Sons
gas_transport
54.66
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
0b0073564faaf87cbf5f0e393cd59ba1
1,371,797,472
32.280068
-96.122881
0
1,296,073
2020-06-21 06:51:29
30,364,087,349,027
fraud_Strosin-Cruickshank
grocery_pos
47.86
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
e907d116f47294e44a81c803c4d0577d
1,371,797,489
35.740192
-96.687946
0
1,296,074
2020-06-21 06:51:49
2,383,461,948,823,908
fraud_Beier-Hyatt
shopping_pos
39.06
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
a4f622495064ae62638f91fae6eb6f34
1,371,797,509
42.971057
-71.728189
0
1,296,075
2020-06-21 06:51:51
4,613,314,721,966
fraud_Goyette Inc
shopping_net
91.18
Jason
Murphy
M
542 Steve Curve Suite 011
Collettsville
NC
28,611
35.9946
-81.7266
885
Soil scientist
1988-09-15
6809f5d3b13019823987ef1c88efb101
1,371,797,511
36.849876
-81.486871
0
1,296,076
2020-06-21 06:52:59
378,278,619,832,195
fraud_Rutherford-Mertz
grocery_pos
112.12
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
dc771b81a8caa328115ed6350438ad84
1,371,797,579
43.157694
-123.501134
0
1,296,077
2020-06-21 06:53:02
4,610,050,989,831,291
fraud_Buckridge PLC
misc_pos
31.58
James
Lynch
M
5155 Mary Common Apt. 927
Utica
PA
16,362
41.4798
-79.9403
1,102
Garment/textile technologist
1989-07-08
8c87549b1776eab593a591a677360556
1,371,797,582
40.648597
-80.344471
0
1,296,078
2020-06-21 06:53:32
502,012,776,709
fraud_Kilback LLC
grocery_pos
143.29
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
0a59fafadc6bc98eaed11993fcaed224
1,371,797,612
42.834311
-76.030656
0
1,296,079
2020-06-21 06:54:37
3,590,736,522,064,285
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
59.65
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
e2cdefb1d7e9c70048d5c4e50ad3e33b
1,371,797,677
35.22615
-92.398377
0
1,296,080
2020-06-21 06:54:59
4,666,314,527,820,883,000
fraud_Pacocha-O'Reilly
grocery_pos
116.2
Guy
Thompson
M
5812 Ramos Oval Suite 598
Ravenna
NE
68,869
41.0233
-98.9041
2,202
Solicitor, Scotland
1974-06-21
604e89ea5bc9b2c84efb065fb694342f
1,371,797,699
40.172205
-99.146624
0
1,296,081
2020-06-21 06:55:09
3,518,669,219,150,142
fraud_Schaefer, McGlynn and Bosco
gas_transport
45.38
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
310f5565b9e04c16a00ca554e1917eeb
1,371,797,709
38.856686
-84.493054
0
1,296,082
2020-06-21 06:55:14
30,092,964,733,035
fraud_Kris-Weimann
misc_net
3.99
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
a93a0723ca6f76cf0f0cf8c39d4f446e
1,371,797,714
37.775335
-84.760765
0
1,296,083
2020-06-21 06:55:20
4,689,147,265,057,949,000
fraud_Huels-Nolan
gas_transport
60.79
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
803679c9a67909c8702398f93efb6e39
1,371,797,720
41.858637
-96.687551
0
1,296,084
2020-06-21 06:55:22
4,561,892,980,175
fraud_Nicolas, Hills and McGlynn
entertainment
6.08
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
a599984c98a277223f50c1a69fd72b8d
1,371,797,722
40.509522
-85.416597
0
1,296,085
2020-06-21 06:55:44
4,900,628,639,996
fraud_Schamberger-O'Keefe
grocery_pos
67.2
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
c1aec86dd2fde867b4f27f34d89d6a26
1,371,797,744
34.076612
-117.658753
0
1,296,086
2020-06-21 06:56:09
180,036,456,789,979
fraud_Kutch LLC
gas_transport
38.03
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
72997500d2ea34a8a895ecee46dbdca8
1,371,797,769
43.036827
-90.885271
0
1,296,087
2020-06-21 06:56:11
4,979,422,371,139,333
fraud_Volkman-Predovic
shopping_net
9.74
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
38140037bb9b1a3b24f850bc6a7dbf1c
1,371,797,771
40.941667
-100.115289
0
1,296,088
2020-06-21 06:56:47
213,114,122,496,591
fraud_Stroman, Hudson and Erdman
gas_transport
91.13
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
53e7f9de3e99c951acf659c79e1f01c2
1,371,797,807
43.435858
-94.347913
0
1,296,089
2020-06-21 06:57:30
30,510,856,607,165
fraud_Boyer-Reichert
shopping_net
258.41
Frederick
Robinson
M
1125 Ray Track
Livonia
MI
48,154
42.3958
-83.3772
96,942
Horticultural consultant
1965-04-01
a46427c2ed8b1d27d142a14e538abe05
1,371,797,850
42.749716
-83.700412
0
1,296,090
2020-06-21 06:57:32
4,917,187,576,956,394
fraud_Luettgen PLC
gas_transport
59.8
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
d65f0689ab938d957f874140db373b5e
1,371,797,852
34.954832
-97.729582
0
1,296,091
2020-06-21 06:57:53
6,554,245,334,757,802
fraud_Tromp, Kerluke and Glover
grocery_net
101.81
Monique
Robinson
F
07712 Marcus Divide Apt. 831
Laguna Hills
CA
92,637
33.615
-117.7114
45,303
Sales executive
1969-12-22
024ca0412737301379ff968d302e3827
1,371,797,873
33.796213
-117.235635
0
1,296,092
2020-06-21 06:58:36
3,541,160,328,600,277
fraud_Erdman-Kertzmann
gas_transport
49.83
Jason
Singh
M
4720 Anna Ways
Murrayville
IL
62,668
39.5723
-90.2379
1,512
Commercial/residential surveyor
2003-05-07
5d540891cd1aa548e66b6fab13f1230d
1,371,797,916
40.156656
-89.773712
0
1,296,093
2020-06-21 06:58:39
3,589,289,942,931,264
fraud_Prohaska-Murray
gas_transport
85.15
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
f3a04452e16da1823245798b9a83c18a
1,371,797,919
44.173488
-98.082994
0
1,296,094
2020-06-21 06:58:41
3,538,520,143,479,972
fraud_Conroy-Cruickshank
gas_transport
60.54
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
e2a38eead3167aea6e1e50d4dba86ab2
1,371,797,921
40.760867
-82.95833
0
1,296,095
2020-06-21 06:58:58
2,252,055,259,910,912
fraud_Shields Inc
grocery_net
55.49
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
49136de27b45af5220af97c24e36755f
1,371,797,938
45.46688
-89.863034
0
1,296,096
2020-06-21 06:59:59
2,285,066,385,084,291
fraud_Lockman Ltd
grocery_pos
21.94
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
4a9982989745607f4e972509b6557f5e
1,371,797,999
32.188273
-88.470784
0
1,296,097
2020-06-21 07:00:24
4,584,931,703,207,308,300
fraud_Kling-Grant
grocery_net
58.57
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
437c7150a4ee2407949653dac0b443d7
1,371,798,024
33.366986
-97.163417
0
1,296,098
2020-06-21 07:02:37
376,012,912,828,093
fraud_Conroy-Emard
food_dining
54.65
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
967ad03e5e56ee1e96346c6d431d7a35
1,371,798,157
42.024665
-89.029806
0
1,296,099
2020-06-21 07:02:38
2,266,735,643,685,262
fraud_Huel Ltd
misc_net
5.36
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
238db3c4e01c48070043e4bc117c32c2
1,371,798,158
35.221484
-87.14003
0