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
3,400
2019-01-02 21:55:01
3,598,304,579,370,089
fraud_Okuneva, Schneider and Rau
shopping_pos
430.82
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
729f9de96f10316b01b18b7d6fd09e46
1,325,541,301
38.202675
-96.286861
0
3,401
2019-01-02 21:55:07
4,067,137,330,196,900
fraud_Kling, Howe and Schneider
home
5.5
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
9bf9e96d93658af37cfc139e687341f1
1,325,541,307
33.132194
-87.760686
0
3,402
2019-01-02 21:56:57
30,487,648,872,433
fraud_Kuphal-Toy
food_dining
34.19
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
b4cabccad5cad6b42158b9628201b8f9
1,325,541,417
38.386773
-86.319422
0
3,403
2019-01-02 21:57:03
3,576,021,480,694,169
fraud_Haley, Batz and Auer
health_fitness
18.76
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
ad1c6db73921da663e7230269180a93f
1,325,541,423
39.565599
-95.431777
0
3,404
2019-01-02 21:57:42
4,149,635,823,017
fraud_Larkin Ltd
kids_pets
9.13
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
def356b75dfc97e57fb6997552c2dde5
1,325,541,462
33.496277
-87.400981
0
3,405
2019-01-02 21:58:18
3,567,697,931,646,329
fraud_Witting, Beer and Ernser
home
74.62
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
b919e29bc38ddaf8343471e71bff8b78
1,325,541,498
43.042209
-72.835614
0
3,406
2019-01-02 22:01:25
6,011,329,966,782,895
fraud_Gleason and Sons
kids_pets
31.07
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
4377ba821d9c6da41c32d1b0929a6492
1,325,541,685
35.251999
-96.835298
0
3,407
2019-01-02 22:02:04
38,295,635,583,927
fraud_Hermann and Sons
shopping_pos
2.14
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
dee6e1fda31064782bf7450e47c9daae
1,325,541,724
32.873212
-99.398667
0
3,408
2019-01-02 22:02:54
4,069,975,342,931,683
fraud_Langworth, Boehm and Gulgowski
shopping_net
16.32
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
69101abf4861bf4736c6df56369704a3
1,325,541,774
39.172069
-81.462592
0
3,409
2019-01-02 22:04:29
38,530,489,946,071
fraud_O'Reilly, Mohr and Purdy
home
10.09
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
1868c794549455df27d27d85af2b48e0
1,325,541,869
35.147556
-82.908483
0
3,410
2019-01-02 22:05:31
561,942,763,351
fraud_Armstrong, Walter and Gottlieb
food_dining
17.09
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
6f8a1089fb41639fd279473b9a53668c
1,325,541,931
39.727998
-77.181737
0
3,411
2019-01-02 22:05:34
6,597,888,193,422,452
fraud_Satterfield-Lowe
travel
90.81
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
1f600168536a8bb1c66e4e47614e5be0
1,325,541,934
33.038485
-98.235519
0
3,412
2019-01-02 22:07:01
6,528,911,529,051,375
fraud_Parker-Kunde
personal_care
21.05
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
00e10a765eb764109a964808d9229f79
1,325,542,021
45.814035
-91.060113
0
3,413
2019-01-02 22:07:05
6,595,970,453,799,027
fraud_Rau-Robel
kids_pets
45.2
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
c34f6b0c02d7d046936864d07e78e2d9
1,325,542,025
40.444007
-74.642989
0
3,414
2019-01-02 22:11:15
30,427,035,050,508
fraud_Bins-Howell
personal_care
1.48
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
c61b61d3dc19a0c4117b23a72fd6bc1b
1,325,542,275
42.044363
-84.073026
0
3,415
2019-01-02 22:11:16
4,302,480,582,202,074
fraud_Douglas-White
entertainment
8.88
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
d07a2953e8e27dabad77b53b1e06d80c
1,325,542,276
42.598066
-86.193655
0
3,416
2019-01-02 22:11:24
4,585,132,874,641
fraud_Jacobi Inc
health_fitness
26.2
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
c8b1ba5b024299077d67353b040febca
1,325,542,284
40.675529
-93.214688
0
3,417
2019-01-02 22:13:16
4,457,732,997,086,323,700
fraud_Abshire PLC
entertainment
76.16
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
6ec86b141f45479f3a7a86f4cace04c4
1,325,542,396
38.580235
-119.889545
0
3,418
2019-01-02 22:13:28
30,551,643,947,183
fraud_Morissette-Schaefer
personal_care
42.58
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
88475a7d24d405f21d6bdfa7348dfbd9
1,325,542,408
34.319648
-80.730174
0
3,419
2019-01-02 22:14:20
676,298,633,337
fraud_Prosacco LLC
personal_care
46.88
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
cb63dc71437a818dc5c610976282baf7
1,325,542,460
39.359316
-79.708349
0
3,420
2019-01-02 22:15:25
3,566,875,419,572,867
fraud_Hagenes, Kohler and Hoppe
food_dining
51.44
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
c01d77d7215c62c3c15682459db4d5e8
1,325,542,525
44.41656
-73.279168
0
3,421
2019-01-02 22:15:25
4,890,424,426,862,857,000
fraud_Greenholt, O'Hara and Balistreri
shopping_net
4.97
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
0ebfea7f16f5e022bb9a6c111d81a46e
1,325,542,525
38.845028
-122.312374
0
3,422
2019-01-02 22:15:39
3,567,527,758,368,741
fraud_Kling, Howe and Schneider
home
45.55
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
df23814fbf7ea299546f1eb0cf1e7275
1,325,542,539
31.77572
-100.757626
0
3,423
2019-01-02 22:16:12
4,742,883,543,039,288,000
fraud_McDermott-Rice
misc_pos
6.6
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
fc6e804e008b43d37dc6808d6ba8a143
1,325,542,572
19.174381
-154.41756
0
3,424
2019-01-02 22:17:10
213,180,742,685,905
fraud_Streich, Rolfson and Wilderman
kids_pets
7.52
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
42f6a771511e2ae46d66f7c6f0ff4247
1,325,542,630
39.816507
-124.387767
0
3,425
2019-01-02 22:18:55
3,562,679,455,732,797
fraud_Breitenberg-Hermiston
kids_pets
173.89
Amanda
Jones
F
7320 Jennifer Forges
Queenstown
MD
21,658
39.0026
-76.1424
3,862
Maintenance engineer
1962-12-06
59671482d8c580bd622cdbab4883f05e
1,325,542,735
39.396371
-76.977563
0
3,426
2019-01-02 22:19:10
4,584,931,703,207,308,300
fraud_Langworth LLC
personal_care
5.02
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
672fddb3fde122be6cc9c4d3ebfa2806
1,325,542,750
32.992735
-97.663694
0
3,427
2019-01-02 22:20:49
6,011,329,966,782,895
fraud_Streich Ltd
home
41.66
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
db98133a5c01c14d261dade352195bb2
1,325,542,849
35.972064
-96.77422
0
3,428
2019-01-02 22:21:04
4,584,931,703,207,308,300
fraud_Padberg-Rogahn
entertainment
158.95
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
8f5007bd1405c3023bd7cfc2d181986a
1,325,542,864
32.911135
-97.19963
0
3,429
2019-01-02 22:21:14
372,509,258,176,510
fraud_Pouros-Conroy
shopping_pos
6.44
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
5a4de746d89eddce5b79827517a9af9d
1,325,542,874
42.651184
-84.116774
0
3,430
2019-01-02 22:21:31
36,078,114,201,167
fraud_Waters-Cruickshank
health_fitness
31.29
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
677c9e2256f67e37c55b39f94a195234
1,325,542,891
37.751943
-81.98474
0
3,431
2019-01-02 22:22:06
4,226,219,726,886,853,000
fraud_Welch, Rath and Koepp
entertainment
101.69
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
d2c94f59876fb15a9a3890d54032f8f3
1,325,542,926
39.865062
-83.744739
0
3,432
2019-01-02 22:23:05
36,192,615,525,683
fraud_Erdman-Schaden
personal_care
18.47
Susan
Garcia
F
582 Rodriguez Wells
Albuquerque
NM
87,109
35.1506
-106.569
641,349
Civil Service administrator
1976-04-11
52994df7dea59740dee81b9e308b551f
1,325,542,985
35.009762
-107.186163
0
3,433
2019-01-02 22:23:09
4,788,103,653,396
fraud_Larkin Ltd
kids_pets
92.38
Kristin
Williams
F
36366 Smith Road
Miamisburg
OH
45,342
39.6321
-84.2675
36,784
Investment banker, corporate
1941-07-31
230d7c9778c909542cc3efd30a790096
1,325,542,989
39.032858
-84.109237
0
3,434
2019-01-02 22:23:45
4,229,733,778,084,049
fraud_Dibbert-Green
entertainment
14.04
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
42c475ad213e9b28347e11062ef8398c
1,325,543,025
36.844532
-86.707077
0
3,435
2019-01-02 22:26:44
180,046,617,132,290
fraud_Haag-Blanda
food_dining
95.2
Erika
Mason
F
083 Karen Island Apt. 656
Goreville
IL
62,939
37.575
-88.9655
3,119
Teacher, secondary school
1942-04-17
9eaae8706b2dbf5b06b4ab86371739c6
1,325,543,204
38.24492
-88.042508
0
3,436
2019-01-02 22:27:16
4,658,117,080,136
fraud_Turner, Ziemann and Lehner
food_dining
20.35
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
687f8ce86a2a26a9197e342b38e7d9e5
1,325,543,236
36.616586
-107.278024
0
3,437
2019-01-02 22:28:02
4,939,976,756,738,216
fraud_Medhurst, Cartwright and Ebert
personal_care
28.85
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
d449d67f113b6034ded2f198db10367a
1,325,543,282
26.948673
-99.846886
0
3,438
2019-01-02 22:28:33
376,262,134,119,629
fraud_Corwin-Romaguera
travel
3.13
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
1209ce941b8940170516b8d73de374b8
1,325,543,313
27.164353
-82.447263
0
3,439
2019-01-02 22:29:52
4,725,837,176,265,196,000
fraud_Goyette, Howell and Collier
shopping_pos
218.07
Elizabeth
Mckee
F
358 Pruitt Square
Jay
FL
32,565
30.8985
-87.1332
5,719
Higher education careers adviser
1994-11-05
8bdb1c9abd74e59fc39412c5f29c0842
1,325,543,392
30.202118
-87.05236
0
3,440
2019-01-02 22:30:02
3,589,289,942,931,264
fraud_Hilpert-Conroy
kids_pets
15.68
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
4c7f663ede37c9767c5c15d8bee40ba0
1,325,543,402
44.628783
-97.672061
0
3,441
2019-01-02 22:30:27
6,011,679,934,075,347
fraud_Gottlieb, Considine and Schultz
shopping_net
3.92
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
65080c9ce78ba78e6032a27a92377542
1,325,543,427
40.945447
-106.16601
0
3,442
2019-01-02 22:30:54
4,158,758,517,677,931
fraud_Bradtke, Torp and Bahringer
personal_care
96.86
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
dc009b13e26118ccc682ebf92087e9c7
1,325,543,454
42.837247
-97.281525
0
3,443
2019-01-02 22:31:22
30,131,826,429,364
fraud_Kilback LLC
food_dining
70.5
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
b31d5660430f0ddbb2a5517ce8ecf029
1,325,543,482
36.091914
-84.663753
0
3,444
2019-01-02 22:31:30
3,557,442,674,264,531
fraud_Beier LLC
entertainment
84.47
Angela
Edwards
F
486 Wilkins Pines
Lithopolis
OH
43,136
39.8013
-82.8125
460
Lecturer, higher education
2004-06-19
d53739b8f2771b97ea3d30b9e0335488
1,325,543,490
39.880859
-83.017679
0
3,445
2019-01-02 22:31:32
213,199,865,312,311
fraud_Abshire PLC
entertainment
14.02
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
d45fcea029c7f55b9db5d2dca432914a
1,325,543,492
35.290777
-84.724012
0
3,446
2019-01-02 22:31:55
4,586,810,168,620,942
fraud_Strosin-Cruickshank
grocery_pos
80.19
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
6e1de51920a17a2cc03d9760390e90df
1,325,543,515
31.948622
-79.823315
0
3,447
2019-01-02 22:33:38
4,266,200,684,857,219
fraud_Hamill-D'Amore
health_fitness
2.24
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
39c81ab6d661c82f1f9c3a7d9a906dbc
1,325,543,618
41.020841
-98.952895
0
3,448
2019-01-02 22:34:07
2,283,743,876,903,625
fraud_Bernier, Volkman and Hoeger
misc_net
6.99
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
855039f5781b3ed529eefefb07509fe8
1,325,543,647
34.541625
-83.951321
0
3,449
2019-01-02 22:35:24
180,068,353,086,472
fraud_Dibbert-Green
entertainment
34.1
Melissa
Flores
F
7529 Carter Well Suite 262
Huntington Beach
CA
92,648
33.6773
-118.0051
190,249
Therapist, horticultural
1976-09-17
a3718f20d93758b5a2aa582a2178924c
1,325,543,724
34.153307
-118.932321
0
3,450
2019-01-02 22:36:35
4,710,792,708,725,663
fraud_O'Hara-Wilderman
food_dining
101.26
Justin
Bell
M
954 Green Wall
Churubusco
IN
46,723
41.229
-85.3244
7,692
Research officer, trade union
1986-12-13
194914373541a89de52a9f3395774279
1,325,543,795
40.575329
-84.920266
0
3,451
2019-01-02 22:38:26
374,930,071,163,758
fraud_Stark-Koss
home
47.31
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
e1f3c2139c67dfee19e0b71b66830487
1,325,543,906
42.657119
-82.537677
0
3,452
2019-01-02 22:39:40
374,497,717,543,058
fraud_Cole, Hills and Jewess
home
38.89
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
7255d587fd0f9b7970857326051ee8ec
1,325,543,980
46.581438
-100.361066
0
3,453
2019-01-02 22:40:39
2,269,768,987,945,882
fraud_Moore, Williamson and Emmerich
home
64.56
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
d0cb24eecf6fbb3329ce30a9281bc845
1,325,544,039
42.834037
-77.226914
0
3,454
2019-01-02 22:40:53
3,573,030,041,201,292
fraud_Wilkinson LLC
personal_care
34.74
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
dc7d23c74e5f0f70d98c5036218d79ba
1,325,544,053
40.453968
-110.96854
0
3,455
2019-01-02 22:42:53
3,576,431,665,303,017
fraud_Marvin-Lind
personal_care
51
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
4fc6ac61b3fe03c0054f16c6ccae691b
1,325,544,173
33.067068
-112.630359
0
3,456
2019-01-02 22:42:58
4,997,733,566,924,489
fraud_Hills-Witting
shopping_net
2.97
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
c7b15d2c3e07a59a4d5b3cc2b28e3199
1,325,544,178
44.380143
-92.665161
0
3,457
2019-01-02 22:44:01
213,157,767,990,030
fraud_Bradtke, Torp and Bahringer
personal_care
74.37
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
d0f34f5b04df9c984c8c459825421fc1
1,325,544,241
42.111655
-110.050441
0
3,458
2019-01-02 22:44:39
213,161,231,269,724
fraud_Walter, Hettinger and Kessler
personal_care
7.99
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
90ea781933d2073b2b900b7035fd8819
1,325,544,279
33.948974
-85.758752
0
3,459
2019-01-02 22:44:58
3,527,536,963,490,470
fraud_Wilkinson LLC
personal_care
85.35
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
fe97355ff930870a39dd45b94ad2ebd2
1,325,544,298
33.058538
-80.247017
0
3,460
2019-01-02 22:45:42
36,485,887,555,770
fraud_Donnelly LLC
entertainment
63.47
Michael
Gross
M
230 Ryan Tunnel Apt. 025
Fulton
OH
43,321
40.4971
-82.8342
267
Facilities manager
2005-01-29
705d80893b4555ec2ae8564611ebbc45
1,325,544,342
39.639104
-82.962571
0
3,461
2019-01-02 22:46:24
4,147,608,975,828,480
fraud_Hoppe, Harris and Bednar
entertainment
65.96
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
f87f1e0eabca9f56f4949c0c9e0f7671
1,325,544,384
44.179364
-94.27614
0
3,462
2019-01-02 22:46:38
4,488,258,847,705,225,700
fraud_Koss, McLaughlin and Mayer
food_dining
55.78
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
8e6f3e7da438f8a39929689d5f27b8cb
1,325,544,398
33.736758
-80.973789
0
3,463
2019-01-02 22:47:36
377,234,009,633,447
fraud_Auer LLC
personal_care
46.8
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
cae1cfad3f724793a02c517c0e453fb8
1,325,544,456
38.394641
-77.868068
0
3,464
2019-01-02 22:49:15
3,543,591,270,174,051
fraud_Abernathy and Sons
food_dining
1.19
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
454c01acbf4d532ef2ab6a01fe15eb1b
1,325,544,555
41.428852
-79.736265
0
3,465
2019-01-02 22:50:40
2,222,157,926,772,399
fraud_Eichmann-Russel
misc_pos
7.32
Amy
Garrett
F
6014 Thomas Throughway
Trenton
TX
75,490
33.4235
-96.3398
2,211
Investment banker, operational
1987-02-26
e175d47582a3878bddc81c787b09690a
1,325,544,640
33.480841
-95.371752
0
3,466
2019-01-02 22:52:46
30,074,693,890,476
fraud_Howe PLC
entertainment
83.88
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
7d887d57b882bd693ad529233116cba2
1,325,544,766
37.657077
-101.486447
0
3,467
2019-01-02 22:54:50
3,553,629,419,254,918
fraud_Koelpin and Sons
misc_net
88.7
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
3a889854edad7ba5749af464e935130d
1,325,544,890
47.491363
-122.665369
0
3,468
2019-01-02 22:55:45
3,508,104,404,056,005
fraud_Pacocha-Bauch
shopping_pos
9.81
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
5b3193069595f23c46ad7a25c04ab6f1
1,325,544,945
42.053291
-88.216593
0
3,469
2019-01-02 22:56:21
4,173,950,183,554,608
fraud_Bernhard-Lesch
food_dining
5.47
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
e5e08a8c2c54b1386bae6d130844df73
1,325,544,981
40.8997
-74.466244
0
3,470
2019-01-02 22:58:05
3,563,837,241,599,446
fraud_Botsford PLC
home
49.39
Timothy
Simmons
M
1049 John Ports Suite 057
Newberg
OR
97,132
45.3099
-122.9685
28,278
Research scientist (physical sciences)
1977-07-17
ba1f790202174dab3b7082773aac0712
1,325,545,085
44.312734
-123.383756
0
3,471
2019-01-02 23:00:00
3,583,793,405,872,580
fraud_Auer LLC
personal_care
33.38
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
0350915c211d5ad4c490c950c09fe30f
1,325,545,200
34.825294
-98.094237
0
3,472
2019-01-02 23:00:24
4,904,681,492,230,012
fraud_Yost, Block and Koepp
misc_pos
3.63
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
7b6eee3b45edc6aa076e4b0c7d851cf8
1,325,545,224
41.132745
-75.006271
0
3,473
2019-01-02 23:00:42
4,149,238,353,975,790
fraud_Bode-Schuster
kids_pets
44.6
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
9a043c29b4c2e8e4d99ae428c2910543
1,325,545,242
39.325353
-79.808043
0
3,474
2019-01-02 23:02:59
36,581,538,659,449
fraud_Denesik, Powlowski and Pouros
home
57.64
Brandon
Bridges
M
957 Miller Falls
Apison
TN
37,302
35.0149
-85.0164
3,730
Occupational therapist
1991-01-28
55c7d141bd59996f31eed552355d2f9f
1,325,545,379
34.298454
-84.923957
0
3,475
2019-01-02 23:03:27
567,868,110,212
fraud_Dooley Inc
shopping_pos
60.39
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
09b6905c2315aa0f40e4479add57741a
1,325,545,407
30.621253
-94.900186
0
3,476
2019-01-02 23:07:10
4,423,489,490,781,412
fraud_Morissette-Schaefer
personal_care
1.42
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
da6c033730c27ab0de1309638d5c1857
1,325,545,630
42.303498
-90.927967
0
3,477
2019-01-02 23:08:44
6,011,603,272,871,604
fraud_Fadel-Hilpert
health_fitness
145.8
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
5dfa690a4c63f0352f1fae9e659fdfa5
1,325,545,724
33.941385
-85.097742
0
3,478
2019-01-02 23:08:49
30,364,087,349,027
fraud_Barrows PLC
shopping_pos
4.14
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
7c9a0deebf23919c6ad4b2b6ac797c64
1,325,545,729
36.431532
-96.0444
0
3,479
2019-01-02 23:09:37
4,651,007,077,623,147
fraud_Schuppe-Schuppe
food_dining
68.11
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
52154b677620ee9ab956b3855345b60a
1,325,545,777
46.193067
-121.231896
0
3,480
2019-01-02 23:12:36
4,957,924,165,498
fraud_Schoen Ltd
kids_pets
85.86
Alan
Parsons
M
0547 Russell Ford Suite 574
Kirk
CO
80,824
39.6171
-102.4776
207
Network engineer
1955-12-04
7f92f58c8ec70ddfe5b6eb13f7756c3c
1,325,545,956
40.457621
-102.985376
0
3,481
2019-01-02 23:13:23
213,154,573,301,411
fraud_Schiller, Blanda and Johnson
home
79.76
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
60873a3055a9bfb8220faf8fc23f5802
1,325,546,003
37.202125
-86.340048
0
3,482
2019-01-02 23:15:16
30,270,432,095,985
fraud_Turcotte, McKenzie and Koss
entertainment
14.54
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
a0fbb6e2826b9ca1f8661c41a9d31ae3
1,325,546,116
39.677197
-91.526262
0
3,483
2019-01-02 23:16:06
3,576,431,665,303,017
fraud_Breitenberg-Hermiston
kids_pets
25.19
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
154b151acbf22f97feade1c9894c32d7
1,325,546,166
33.841815
-111.05691
0
3,484
2019-01-02 23:17:25
4,512,828,414,983,802,000
fraud_Effertz, Welch and Schowalter
entertainment
159.94
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
ddc609252e7b3f2eb9db3ed58258826a
1,325,546,245
40.086256
-79.464567
0
3,485
2019-01-02 23:18:18
3,560,725,013,359,375
fraud_Witting, Beer and Ernser
home
26.1
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
038d9d4ef66adfcc3baab9a1f70a58ad
1,325,546,298
31.90063
-103.148546
0
3,486
2019-01-02 23:18:55
503,848,303,379
fraud_Altenwerth, Cartwright and Koss
shopping_net
6.36
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
ae61a46102d2f9896937229b6c4ba81b
1,325,546,335
26.074964
-81.193003
0
3,487
2019-01-02 23:19:24
2,235,613,922,823,698
fraud_Turcotte, Batz and Buckridge
health_fitness
11.67
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
b437b0223baaf57d620b8f47fb28d662
1,325,546,364
42.808984
-105.325869
0
3,488
2019-01-02 23:19:24
6,539,653,032,686,894
fraud_Feil-Morar
health_fitness
27.94
Samuel
Short
M
23383 Denise Pine Apt. 099
Sacramento
CA
95,842
38.6865
-121.3494
757,530
Soil scientist
1966-09-19
06e721705ce4ff4d2efb58227cb82a33
1,325,546,364
38.993188
-121.593659
0
3,489
2019-01-02 23:21:22
4,550,599,031,376,731
fraud_Erdman-Ebert
personal_care
87.67
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
b3dd100093ef37dc47ccffff929f0232
1,325,546,482
41.600069
-82.80954
0
3,490
2019-01-02 23:21:47
3,577,578,023,716,568
fraud_Roberts, Ryan and Smith
personal_care
41.73
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
99a4c12dad37a840f99b94b48b240c63
1,325,546,507
41.094159
-82.041369
0
3,491
2019-01-02 23:22:22
4,518,350,514,020,532
fraud_Hahn, Bahringer and McLaughlin
personal_care
81.68
Christopher
Gregory
M
9579 Porter Tunnel
Wauchula
FL
33,873
27.5517
-81.8074
14,742
Teaching laboratory technician
1993-02-26
6ac844c866a8530a83dc128fde8cde47
1,325,546,542
27.975382
-82.696463
0
3,492
2019-01-02 23:22:57
4,873,783,502,705,038
fraud_Nienow, Barrows and Romaguera
personal_care
52.12
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
175d84c57c9d9a329af7624fecc4cf90
1,325,546,577
49.267392
-123.327308
0
3,493
2019-01-02 23:23:04
4,464,457,352,619
fraud_Ernser-Feest
home
41.11
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
9b0342b42df4d2e988b8da9b77968c37
1,325,546,584
28.927508
-83.691264
0
3,494
2019-01-02 23:24:12
4,476,840,372,112
fraud_Torp, Muller and Borer
health_fitness
63.59
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
e205103565e4adb51d3f4e38503566c5
1,325,546,652
35.612375
-86.642539
0
3,495
2019-01-02 23:24:23
30,103,132,002,433
fraud_Haag-Blanda
food_dining
78.93
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
499e44dbea177502e531aea793e3b40e
1,325,546,663
41.873512
-77.635338
0
3,496
2019-01-02 23:25:06
344,709,867,813,900
fraud_Pacocha-Bauch
shopping_pos
85.12
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
f1aea846cf002b470aae552ccd1c7023
1,325,546,706
26.733457
-82.102841
0
3,497
2019-01-02 23:25:12
3,528,407,217,576,457
fraud_Howe PLC
entertainment
114.86
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
4cbc3985d9021271886c524b1903631e
1,325,546,712
37.299123
-83.102931
0
3,498
2019-01-02 23:25:35
213,141,712,584,544
fraud_Schiller, Blanda and Johnson
home
85.49
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
0de842b1471b01c8a9e2c4ff7bf0cd2c
1,325,546,735
32.949063
-89.251771
0
3,499
2019-01-02 23:26:39
2,254,917,871,818,484
fraud_Ritchie, Bradtke and Stiedemann
travel
8.89
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
66ec3e2105ec99cc987602e97fd6b791
1,325,546,799
38.366068
-76.173096
0