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
1,267,600
2020-06-10 13:40:22
4,687,263,141,103
fraud_White and Sons
home
57.37
Sarah
Cross
F
273 Phillip Throughway
Bigelow
MN
56,117
43.5336
-95.6515
399
Economist
1977-04-28
7eeb0a7f1e84bfb2b96e4db0c46725be
1,370,871,622
44.427386
-95.418548
0
1,267,601
2020-06-10 13:40:36
4,797,297,220,948,469,000
fraud_Kilback Group
food_dining
2.46
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
f01c6da606adca86a2f4b89aac9c0bf1
1,370,871,636
39.736874
-86.471932
0
1,267,602
2020-06-10 13:41:05
30,343,344,410,970
fraud_Yost-Rogahn
personal_care
32.81
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
b6664a16dab7c4a08be35ed156f6e86e
1,370,871,665
41.789238
-79.272668
0
1,267,603
2020-06-10 13:43:17
4,342,532,437,704,183
fraud_Labadie LLC
personal_care
10.2
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
4b2c9e88bead749acea2db4e2c5f2bc0
1,370,871,797
41.55058
-75.215428
0
1,267,604
2020-06-10 13:43:45
3,598,215,285,024,754
fraud_Ruecker-Mayert
kids_pets
5.94
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
78d4177ba1703919efa055414be1df1b
1,370,871,825
40.280292
-74.483607
0
1,267,605
2020-06-10 13:45:50
4,198,470,814,557
fraud_Kozey-Boehm
shopping_net
5.54
Christie
Williamson
F
519 Jerry Views
Avoca
IA
51,521
41.4768
-95.3509
2,036
Engineering geologist
1971-08-20
364a6bc3edd507dc7f68dce8ec4aa453
1,370,871,950
41.206252
-94.935205
0
1,267,606
2020-06-10 13:46:36
4,560,395,181,594,436,000
fraud_Okuneva, Schneider and Rau
shopping_pos
8.21
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
7bac6ac8b990bf43bb84cdafeda1eebc
1,370,871,996
38.665788
-122.174245
0
1,267,607
2020-06-10 13:46:56
6,011,652,924,285,713
fraud_Turcotte, Batz and Buckridge
health_fitness
203.83
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
9e9198e6debae35f020cf7b78af5f314
1,370,872,016
38.894539
-91.712852
0
1,267,608
2020-06-10 13:48:49
4,956,828,990,005,111,000
fraud_Kassulke PLC
shopping_net
7.78
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
5ca5f90dbc79126f535818e363cf4f68
1,370,872,129
40.621204
-74.499381
0
1,267,609
2020-06-10 13:49:03
4,158,758,517,677,931
fraud_Conroy Ltd
shopping_pos
6.12
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
e8acb3e7e276ff288f2ed74d2505a8f4
1,370,872,143
44.486681
-97.012631
0
1,267,610
2020-06-10 13:49:54
6,011,438,889,172,900
fraud_Wuckert-Goldner
home
4.11
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
c04124b6b23d7259d245696474bde865
1,370,872,194
34.955034
-91.107039
0
1,267,611
2020-06-10 13:50:13
5,359,543,825,610,251
fraud_Schmidt and Sons
shopping_net
8.22
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
1f26a329e65dfa3444936e50973575db
1,370,872,213
46.493393
-111.313542
0
1,267,612
2020-06-10 13:50:41
30,344,654,314,976
fraud_Botsford and Sons
home
14.61
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
3cada95fa04e93672175941f4ad88a6c
1,370,872,241
40.737942
-120.368439
0
1,267,613
2020-06-10 13:51:04
630,484,879,808
fraud_Friesen Ltd
health_fitness
75.1
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
5a8405d82f1a24083ab3a211eae243e0
1,370,872,264
37.075758
-119.402364
0
1,267,614
2020-06-10 13:51:51
4,260,128,500,325
fraud_Runolfsdottir, Mueller and Hand
entertainment
65.83
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
d899739c5bf99349d77bbab20d92ae1c
1,370,872,311
37.1646
-83.008954
0
1,267,615
2020-06-10 13:52:04
374,930,071,163,758
fraud_Corwin-Gorczany
misc_net
1.02
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
6d04f689519250445c90604374eba8e6
1,370,872,324
42.502932
-83.844889
0
1,267,616
2020-06-10 13:52:10
4,689,147,265,057,949,000
fraud_Gleason and Sons
kids_pets
11.8
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
de0267d9f00e195467b360e18e0daa10
1,370,872,330
41.491144
-96.202955
0
1,267,617
2020-06-10 13:52:11
213,125,815,021,702
fraud_Larkin, Stracke and Greenfelder
entertainment
11.23
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
9e660348a91b877de501dffaa6b34104
1,370,872,331
41.975557
-74.952533
0
1,267,618
2020-06-10 13:52:24
501,831,082,224
fraud_Ruecker-Mayert
kids_pets
29.91
Corey
Jones
M
709 George Underpass Apt. 080
West Decatur
PA
16,878
40.9493
-78.3129
1,762
Armed forces logistics/support/administrative officer
1962-05-04
220aaa3f709e7ad0c5ff5a10101d1f30
1,370,872,344
40.117567
-77.519022
0
1,267,619
2020-06-10 13:53:26
30,118,423,745,458
fraud_Abbott-Rogahn
entertainment
56.11
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
65476056505b2d6e52dfb110a88973ac
1,370,872,406
39.604846
-73.255918
0
1,267,620
2020-06-10 13:53:27
4,450,831,335,606,294
fraud_Harris Group
food_dining
9.82
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
b03d778c32c07e3032f0943130a0753f
1,370,872,407
34.879917
-96.002165
0
1,267,621
2020-06-10 13:53:28
6,011,542,681,743,618
fraud_Bahringer, Osinski and Block
food_dining
49.56
Emily
Hall
F
8851 Reese Neck
Basye
VA
22,810
38.8089
-78.7776
863
Engineer, mining
1972-08-09
4e98192628fbfdb0c0bf251d66d98781
1,370,872,408
37.823416
-78.064234
0
1,267,622
2020-06-10 13:53:45
4,855,488,158,131,690,000
fraud_Lynch-Wisozk
home
79.53
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
20bc5e4b48d7d395f481c4429e9dda92
1,370,872,425
43.61037
-72.226471
0
1,267,623
2020-06-10 13:53:50
30,238,755,902,988
fraud_McKenzie-Huels
food_dining
20.66
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
5243a0d3fef3c9857068111a180491c5
1,370,872,430
30.754551
-96.818657
0
1,267,624
2020-06-10 13:53:56
3,568,255,211,412,877
fraud_Streich, Rolfson and Wilderman
kids_pets
9.21
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
9218b758e3423db74fcf43aa31a1f1c9
1,370,872,436
42.13804
-85.433574
0
1,267,625
2020-06-10 13:54:58
3,533,742,182,628,021
fraud_Mohr-Bayer
shopping_net
1.56
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
505cbd1f9feaf26025623fa49b9075db
1,370,872,498
32.761624
-80.704136
0
1,267,626
2020-06-10 13:55:26
3,595,192,916,105,588
fraud_Lehner, Reichert and Mills
misc_pos
8.81
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
78729a052cb8282fce33ad56ef196208
1,370,872,526
34.91898
-79.817057
0
1,267,627
2020-06-10 13:55:33
3,534,330,126,107,879
fraud_Thompson-Gleason
health_fitness
76.32
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
9dfbb41e5c2270de072dd340f4a0a9cb
1,370,872,533
45.663873
-108.812093
0
1,267,628
2020-06-10 13:56:06
213,156,747,557,083
fraud_Haley, Jewess and Bechtelar
shopping_pos
5.75
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
c29bda9356b0e57eadcecd3bd04bef4b
1,370,872,566
34.607422
-118.196859
0
1,267,629
2020-06-10 13:56:32
676,195,318,214
fraud_Gleason-Macejkovic
shopping_net
1.34
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
f6f8c19b5e8f304ca2b4fd9cc86b8a45
1,370,872,592
28.781393
-95.737724
0
1,267,630
2020-06-10 13:56:40
3,590,736,522,064,285
fraud_Zboncak LLC
food_dining
18.45
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
6368f4d065c2cc0d2a8f4dec1043c7a7
1,370,872,600
35.214346
-91.740811
0
1,267,631
2020-06-10 13:57:46
4,488,258,847,705,225,700
fraud_Satterfield-Lowe
travel
3.89
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
297c3db1f1c336089181694d0cd963c7
1,370,872,666
34.781279
-80.613633
0
1,267,632
2020-06-10 13:57:55
38,295,635,583,927
fraud_Pollich LLC
home
150.24
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
0211b47a5040cdad0faa2d37b20eb7ac
1,370,872,675
32.402844
-100.524711
0
1,267,633
2020-06-10 13:58:43
4,836,998,673,805,450
fraud_Langosh, Wintheiser and Hyatt
food_dining
37.74
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
40fffff0aef6bd80564c7faa2aae3a71
1,370,872,723
45.011757
-85.333128
0
1,267,634
2020-06-10 13:59:20
3,566,094,707,272,327
fraud_Medhurst Inc
home
21.36
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
96654ebfa37faa5fdef10a675257fcfb
1,370,872,760
34.671837
-118.170518
0
1,267,635
2020-06-10 14:00:31
3,523,843,138,706,408
fraud_Schmidt-Larkin
home
57.4
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
f0276c312abc08a83f5dc01bffaf5d12
1,370,872,831
33.020429
-86.842857
0
1,267,636
2020-06-10 14:01:54
4,862,293,128,558
fraud_Windler, Goodwin and Kovacek
home
113.75
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
840d975e6d0ae5469e4da15aa420a55e
1,370,872,914
40.324322
-77.739889
0
1,267,637
2020-06-10 14:02:17
4,067,137,330,196,900
fraud_Medhurst PLC
shopping_net
3.57
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
b4a5e37c534d8db86aba74d3304c055f
1,370,872,937
33.796071
-87.275291
0
1,267,638
2020-06-10 14:02:34
4,229,733,778,084,049
fraud_Schulist Ltd
food_dining
27.49
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
522767884f6154789e028460e1c3c09c
1,370,872,954
38.285599
-84.889129
0
1,267,639
2020-06-10 14:02:43
676,298,633,337
fraud_Auer-West
shopping_net
7.17
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
d3554f731c17525aa233fd8355aa51e2
1,370,872,963
39.520133
-80.065374
0
1,267,640
2020-06-10 14:03:03
2,283,743,876,903,625
fraud_Jast-McDermott
shopping_pos
2.01
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
9318d66afd9f8ce2bd23efa5e2507aec
1,370,872,983
33.592962
-84.366854
0
1,267,641
2020-06-10 14:03:15
2,283,743,876,903,625
fraud_Roob-Okuneva
health_fitness
55.05
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
055bc91cd48c508caf61e070aa3f4af8
1,370,872,995
33.757965
-84.248609
0
1,267,642
2020-06-10 14:04:01
30,118,423,745,458
fraud_Quitzon-Goyette
home
111.81
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
ff0570e7751f01ff48a1356f43a50c87
1,370,873,041
41.381402
-73.707949
0
1,267,643
2020-06-10 14:04:04
4,586,810,168,620,942
fraud_Stoltenberg-Beatty
shopping_pos
143.49
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
ca8649fe2e08f7f2ef506acdf385fb09
1,370,873,044
32.770106
-79.658956
0
1,267,644
2020-06-10 14:04:39
60,422,928,733
fraud_Becker, Harris and Harvey
personal_care
60.17
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
38c1208cf48776b93f817304878e44a3
1,370,873,079
33.544116
-81.71382
0
1,267,645
2020-06-10 14:04:41
4,377,338,765,909,719
fraud_Haley, Jewess and Bechtelar
shopping_pos
5.68
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
25022eb58a7c660f0acb395bbefa9fd5
1,370,873,081
36.464007
-84.294237
0
1,267,646
2020-06-10 14:05:15
375,974,680,629,816
fraud_Larkin, Stracke and Greenfelder
entertainment
45.06
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
d417fbfddc03ad8c540d7d37121c18af
1,370,873,115
41.642607
-73.066546
0
1,267,647
2020-06-10 14:05:32
4,373,370,572,092,720,600
fraud_Conroy, Balistreri and Gorczany
health_fitness
26.86
Hailey
Rhodes
F
337 Michael Harbors Suite 722
Michigan
ND
58,259
48.0204
-98.1186
454
Producer, television/film/video
1972-07-29
16f2d2ab40b81e4d9e7f840860d5f8e8
1,370,873,132
48.102736
-98.267188
0
1,267,648
2020-06-10 14:05:49
30,428,204,673,351
fraud_Eichmann, Hayes and Treutel
travel
576.27
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
5c80dd68df71ebf924dec36eba6f85af
1,370,873,149
40.383127
-76.907773
0
1,267,649
2020-06-10 14:06:05
6,534,628,260,579,800
fraud_Willms, Kris and Bergnaum
shopping_pos
176.96
Christine
Harris
F
29606 Martinez Views Suite 653
Hinesburg
VT
5,461
44.3346
-73.098
4,542
Claims inspector/assessor
1998-03-19
7bd30e867c6710e5fe099316a81fc487
1,370,873,165
44.358169
-72.22823
0
1,267,650
2020-06-10 14:06:10
4,393,520,897,625
fraud_O'Keefe-Wisoky
food_dining
58.16
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
7aa38c00dcfd3ce71b05b0427131953d
1,370,873,170
38.395204
-94.314275
0
1,267,651
2020-06-10 14:07:35
4,561,546,772,499
fraud_Reichert, Rowe and Mraz
shopping_net
3.29
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
87030b4d5eec881067de30aafe5a268f
1,370,873,255
34.630664
-106.821177
0
1,267,652
2020-06-10 14:07:38
3,527,536,963,490,470
fraud_Gerhold LLC
home
20.11
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
9a086e49cee408ecdc87fa0da4fcc72a
1,370,873,258
32.399831
-81.554376
0
1,267,653
2020-06-10 14:08:02
4,514,242,065,619,750
fraud_Metz-Boehm
shopping_pos
1,391.86
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
38645c4390aaff4bb9adb580fe76235c
1,370,873,282
41.297108
-105.149014
0
1,267,654
2020-06-10 14:08:05
3,567,697,931,646,329
fraud_Haley Group
misc_pos
5.79
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
0ea9fad17af98999c921676e3c7ab180
1,370,873,285
41.473134
-73.785829
0
1,267,655
2020-06-10 14:08:07
3,529,597,810,116,815
fraud_Waters-Cruickshank
health_fitness
17.13
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
75f1c5604b70c4e939cd97c56e0e46c7
1,370,873,287
40.43796
-77.235729
0
1,267,656
2020-06-10 14:09:02
4,226,219,726,886,853,000
fraud_Bradtke, Torp and Bahringer
personal_care
6.27
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
628aa6f7d7089d1adea00edfe18cea66
1,370,873,342
38.416742
-84.0522
0
1,267,657
2020-06-10 14:09:06
4,716,561,796,955,522
fraud_Larkin Ltd
kids_pets
21.93
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
57edf2e0f10796834a6893b650d3c78d
1,370,873,346
48.926819
-111.967293
0
1,267,658
2020-06-10 14:09:37
3,551,217,896,304,745
fraud_Armstrong, Walter and Gottlieb
food_dining
247.11
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
df3e269941b4ccb57d612a7440df1402
1,370,873,377
44.677712
-74.0875
0
1,267,659
2020-06-10 14:09:45
38,544,312,728,630
fraud_Bins, Balistreri and Beatty
shopping_pos
3.91
Veronica
Burton
F
08932 Bonnie Stravenue
Bonita Springs
FL
34,135
26.3771
-81.7334
51,427
Claims inspector/assessor
1991-08-21
13289f9a975a72bf2e94c94221fe8ddf
1,370,873,385
27.352114
-82.026404
0
1,267,660
2020-06-10 14:10:58
180,048,185,037,117
fraud_Barrows PLC
shopping_pos
3.96
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
efa096df27936b249024aa208893fe29
1,370,873,458
39.665363
-75.22836
0
1,267,661
2020-06-10 14:11:20
6,011,652,924,285,713
fraud_Dare-Gibson
health_fitness
60.27
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
967f97bdfe61d6b170dc4cae44a6f4eb
1,370,873,480
38.498271
-93.487099
0
1,267,662
2020-06-10 14:11:59
180,011,453,250,192
fraud_Runte, Green and Emard
health_fitness
74.03
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
8c438bc044c029dbe37b4934d86c11ae
1,370,873,519
40.785336
-91.103044
0
1,267,663
2020-06-10 14:12:46
30,442,439,074,871
fraud_Mohr Inc
shopping_pos
46.49
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
46ee5ae717c729d381ab626abb26f8ec
1,370,873,566
41.258739
-76.508506
0
1,267,664
2020-06-10 14:13:10
2,305,336,922,781,618
fraud_Weber and Sons
food_dining
101.1
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
2a16836aab1aec935f73983ace0d14f8
1,370,873,590
39.718733
-92.374323
0
1,267,665
2020-06-10 14:14:14
30,561,214,688,470
fraud_Halvorson Group
misc_pos
4.77
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
4b9fc82f472115d2511811b6098967f7
1,370,873,654
40.682435
-76.21091
0
1,267,666
2020-06-10 14:14:47
30,143,713,661,454
fraud_Kozey-McDermott
travel
6.63
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
3cf0b0645d3ff19497b961d1eb9d4c84
1,370,873,687
47.83578
-97.416681
0
1,267,667
2020-06-10 14:15:00
2,264,937,662,466,770
fraud_Will Ltd
food_dining
38.16
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
68b7ea9a51c06465ffe2e366a00b86b3
1,370,873,700
30.067955
-97.75379
0
1,267,668
2020-06-10 14:15:43
378,904,938,837,132
fraud_Pollich LLC
home
143.01
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
9458196b0546c9e3ad9a4d1f95d54214
1,370,873,743
36.351003
-99.419144
0
1,267,669
2020-06-10 14:15:44
30,518,206,766,474
fraud_McDermott, Osinski and Morar
home
6.19
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
94930e40d58a3606b972990c420cb522
1,370,873,744
37.584709
-89.583236
0
1,267,670
2020-06-10 14:15:53
377,993,105,397,617
fraud_Christiansen-Gusikowski
misc_pos
7.31
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
16fbed88480aae37add826ad8227bc86
1,370,873,753
45.551203
-88.831359
0
1,267,671
2020-06-10 14:16:01
6,538,891,242,532,018
fraud_Dickinson Ltd
misc_pos
72.02
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
a4f809888cacdfda315abbd44d2f5106
1,370,873,761
35.713307
-91.51529
0
1,267,672
2020-06-10 14:16:21
4,933,461,930,348,832
fraud_Mueller, Gerhold and Mueller
health_fitness
140.33
Richard
Carter
M
5097 Martin Ridges
Minneapolis
MN
55,403
44.9673
-93.2828
1,022,298
Chemical engineer
1976-09-29
0392f8288c1fff2589daf10b27fbcdcf
1,370,873,781
45.578242
-92.303663
0
1,267,673
2020-06-10 14:16:54
6,011,724,471,098,086
fraud_Bins, Balistreri and Beatty
shopping_pos
248.82
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
d8547e55f0f33ccb98d3593f605102c6
1,370,873,814
46.123319
-119.384295
0
1,267,674
2020-06-10 14:17:12
4,379,260,813,815,979,500
fraud_Reilly LLC
home
56.58
Thomas
Jenkins
M
93914 Gregory Via
Oakland
CA
94,619
37.7878
-122.1884
381,459
Barista
1974-01-03
cf5e6251de3e3c5b921bd3448ce9b3b5
1,370,873,832
37.241422
-121.96134
0
1,267,675
2020-06-10 14:18:00
180,084,576,295,055
fraud_Friesen-Ortiz
personal_care
27.03
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
64e395a37225ad37119ffec5b19ac26e
1,370,873,880
29.131776
-97.220028
0
1,267,676
2020-06-10 14:18:21
581,686,439,828
fraud_Kemmer-Buckridge
misc_pos
4.05
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
ab70c7ace04e3b4900f03ef91a6c88d2
1,370,873,901
40.536213
-80.679983
0
1,267,677
2020-06-10 14:18:58
630,441,765,090
fraud_Schmeler-Howe
personal_care
68.35
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
43c7fe489ef8f19d88ccb382525190b3
1,370,873,938
32.479132
-98.623702
0
1,267,678
2020-06-10 14:19:26
3,596,217,206,093,829
fraud_Armstrong, Walter and Gottlieb
food_dining
4.53
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
2eccd462dfb3a18dd0e37092a500d882
1,370,873,966
41.537124
-92.893384
0
1,267,679
2020-06-10 14:19:57
4,457,732,997,086,323,700
fraud_Kulas Group
health_fitness
74.86
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
e58867ca42898d28f278cddb79034d53
1,370,873,997
37.958726
-121.236106
0
1,267,680
2020-06-10 14:20:00
4,607,072,969,078,276
fraud_Kassulke Inc
entertainment
45.19
Brenda
Perez
F
033 Tara Brook Suite 523
Coyle
OK
73,027
35.8985
-97.2607
1,493
Amenity horticulturist
1985-03-21
96b7c832ab003f86480425c31503d87d
1,370,874,000
36.339398
-97.286021
0
1,267,681
2020-06-10 14:20:58
3,501,942,333,500,073
fraud_Rau-Grant
kids_pets
18.91
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
6955c5f659654503dc3fa1b5d9f3986d
1,370,874,058
33.437916
-112.140268
0
1,267,682
2020-06-10 14:21:44
180,014,262,259,255
fraud_Langworth LLC
personal_care
25.77
Brianna
Page
F
0043 Henry Plaza
Brantley
AL
36,009
31.571
-86.2743
2,566
Exercise physiologist
1958-06-26
2cbbe725a1136ce1985530efc4eb1093
1,370,874,104
31.474759
-86.967924
0
1,267,683
2020-06-10 14:23:32
4,512,828,414,983,802,000
fraud_Schmitt Ltd
misc_net
47.99
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
d89464adfb94d95f6aad76805bc7604f
1,370,874,212
39.031755
-79.012112
0
1,267,684
2020-06-10 14:23:36
4,681,601,008,538,160
fraud_Koss, McLaughlin and Mayer
food_dining
21.97
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
238aca6a5b800e4a98978599be2c2fe9
1,370,874,216
40.737303
-80.393802
0
1,267,685
2020-06-10 14:23:37
377,026,671,291,680
fraud_Reichel LLC
personal_care
5.91
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
a037c30f2e4937baccd6cd194a1ddcb3
1,370,874,217
37.047586
-91.49693
0
1,267,686
2020-06-10 14:25:35
3,560,697,798,177,746
fraud_Jakubowski Inc
home
20.64
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
7e56519796a9ea982095ed4a80d3f89d
1,370,874,335
33.152559
-115.475552
0
1,267,687
2020-06-10 14:25:42
6,011,393,492,413,821
fraud_Ernser-Feest
home
77.2
Natalie
Watson
F
386 James Roads Apt. 233
Los Angeles
CA
90,014
34.0443
-118.2509
2,383,912
Journalist, newspaper
1959-05-30
18d4376b77498ed20dfc8e05af859e40
1,370,874,342
34.408052
-118.820868
0
1,267,688
2020-06-10 14:26:02
5,540,636,818,935,089
fraud_Bins, Balistreri and Beatty
shopping_pos
2.62
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
e2db50f2b11112100a73a8f1e74e4a2a
1,370,874,362
41.719845
-71.256985
0
1,267,689
2020-06-10 14:26:09
3,577,578,023,716,568
fraud_Altenwerth-Kilback
home
17.79
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
f83ad63ef339aaf7f12e45083a6545d6
1,370,874,369
40.619898
-81.354216
0
1,267,690
2020-06-10 14:27:05
4,809,701,904,914
fraud_Medhurst, Cartwright and Ebert
personal_care
132.21
Sabrina
Nolan
F
312 Eric Expressway Apt. 014
Phenix City
AL
36,869
32.4204
-85.0796
59,744
Chemical engineer
1984-02-07
592ae6216c8f76c2d8b5793db40bf60b
1,370,874,425
32.078957
-84.465583
0
1,267,691
2020-06-10 14:27:25
378,904,938,837,132
fraud_Windler LLC
kids_pets
147.43
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
51230f385acde61e7d1b4b80bd9155c7
1,370,874,445
34.811754
-99.298207
0
1,267,692
2020-06-10 14:28:09
3,517,814,635,263,522
fraud_Leannon-Nikolaus
travel
8.32
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
160e3fddf3d8f5422be7e8c66f5b400b
1,370,874,489
36.880147
-80.556195
0
1,267,693
2020-06-10 14:29:19
2,231,186,809,828,225
fraud_Romaguera, Wehner and Tromp
kids_pets
62.48
Katherine
Pennington
F
73869 Connie Prairie
Vienna
GA
31,092
32.0913
-83.7922
7,420
Phytotherapist
1957-01-15
dcb405b44d44e355af3b3c5756d178f8
1,370,874,559
33.017621
-82.844234
0
1,267,694
2020-06-10 14:30:50
6,011,197,122,270,059
fraud_Roob, Conn and Tremblay
shopping_pos
5.13
Vincent
Ward
M
06730 Joshua Isle Suite 555
North Brookfield
MA
1,535
42.2665
-72.0821
4,680
Field seismologist
1986-04-03
c3e647c4f80a725789c21f6608eb29a1
1,370,874,650
42.239319
-71.55782
0
1,267,695
2020-06-10 14:31:23
3,566,094,707,272,327
fraud_Quitzon-Goyette
home
73.81
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
e3e9ffd25be339bdb26fff5c0710ea37
1,370,874,683
34.782074
-119.502411
0
1,267,696
2020-06-10 14:31:27
344,709,867,813,900
fraud_Schiller, Blanda and Johnson
home
42.81
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
1be0e5b68ce3cb9daa8b1525658eb1b9
1,370,874,687
27.788418
-80.856795
0
1,267,697
2020-06-10 14:31:40
4,973,530,368,125,489,000
fraud_Schoen Ltd
kids_pets
25.17
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
0431502815da986ee56bd49afcb68a2e
1,370,874,700
36.806897
-94.374616
0
1,267,698
2020-06-10 14:31:45
5,130,484,058,948,421
fraud_Crona and Sons
kids_pets
47.07
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
f0f0b515d2542c52a4317a6628bc86bd
1,370,874,705
41.069443
-84.546431
0
1,267,699
2020-06-10 14:32:19
2,242,542,703,101,233
fraud_Kris-Weimann
misc_net
103.12
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
7d6b30076fe3ace6c0fb8ee8a3041f20
1,370,874,739
37.943506
-85.249957
0