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
12,400
2020-06-25 07:37:55
213,156,747,557,083
fraud_Doyle Ltd
grocery_pos
63.91
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
cfa5d1acb64155e4c64c29512e654d57
1,372,145,875
34.927443
-117.583419
0
12,401
2020-06-25 07:38:10
30,143,713,661,454
fraud_Heller-Langosh
gas_transport
74.48
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
0efb18caff98013b35f28943122657ee
1,372,145,890
47.671588
-97.568113
0
12,402
2020-06-25 07:39:14
4,048,508,450,704,760
fraud_Pacocha-O'Reilly
grocery_pos
118.19
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
245cbb5b0133c6bbcf4f750ccac208a7
1,372,145,954
40.791605
-97.046702
0
12,403
2020-06-25 07:42:05
4,045,036,286,570,100,700
fraud_Roob, Conn and Tremblay
shopping_pos
9.59
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
c60960496ea00aff8ded3b13046dcba9
1,372,146,125
39.182362
-75.652153
0
12,404
2020-06-25 07:43:15
4,839,615,922,685,395
fraud_Goodwin-Nitzsche
grocery_pos
152.11
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
b428b2c044b52bcda4a7ebd6c647bc59
1,372,146,195
39.072377
-86.681135
0
12,405
2020-06-25 07:43:54
4,302,475,216,404,898
fraud_Reichel Inc
entertainment
4.73
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
609b80e39edad7840946886654db4ed7
1,372,146,234
42.973361
-94.353101
0
12,406
2020-06-25 07:44:35
345,389,171,551,808
fraud_Lind, Huel and McClure
gas_transport
104.06
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
ddb7f14342406e42eb2ff9f8b1147f71
1,372,146,275
34.234309
-90.094319
0
12,407
2020-06-25 07:44:46
3,526,826,139,003,047
fraud_Kuhn LLC
shopping_pos
8.39
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
6bc2c7cf5131c7c0850997378179c7fc
1,372,146,286
44.855138
-84.261134
0
12,408
2020-06-25 07:45:15
371,284,424,780,634
fraud_Kuphal-Toy
food_dining
63.97
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
c8baa08d037887156cfbbc7e32b2a69c
1,372,146,315
33.028264
-101.526141
0
12,409
2020-06-25 07:46:32
3,559,160,581,764,413
fraud_Pacocha-O'Reilly
grocery_pos
96.61
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
cf283f5ed2f311f419ce5047678f7173
1,372,146,392
41.41634
-78.839133
0
12,410
2020-06-25 07:49:58
180,048,185,037,117
fraud_Moen, Reinger and Murphy
grocery_pos
210.25
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
8fe0fba6de3a62819600f82d7f35fd13
1,372,146,598
40.145933
-74.773919
0
12,411
2020-06-25 07:51:03
375,848,982,312,810
fraud_Eichmann, Bogan and Rodriguez
gas_transport
54.38
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
fd8d14890a056ae5b636c3a9ea7831c7
1,372,146,663
32.361278
-98.749813
0
12,412
2020-06-25 07:51:13
6,011,652,924,285,713
fraud_Jenkins, Hauck and Friesen
gas_transport
48.07
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
e5c52fd33b84fb96584b00be40e42e9e
1,372,146,673
37.764892
-93.18381
0
12,413
2020-06-25 07:51:15
4,933,461,930,348,832
fraud_Connelly, Reichert and Fritsch
gas_transport
104.81
Richard
Carter
M
5097 Martin Ridges
Minneapolis
MN
55,403
44.9673
-93.2828
1,022,298
Chemical engineer
1976-09-29
0282a2b7fe07cb7277d72ee2d4cb5be8
1,372,146,675
44.861077
-94.028461
0
12,414
2020-06-25 07:52:57
4,777,065,439,639,721
fraud_Rutherford-Mertz
grocery_pos
83.07
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
45d89d9915e1e6cd67bafecd018fee53
1,372,146,777
39.56772
-75.894273
0
12,415
2020-06-25 07:53:12
502,012,776,709
fraud_Watsica, Haag and Considine
shopping_pos
20.77
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
63047c25d16edc20c2643e4105372cda
1,372,146,792
43.088277
-76.049269
0
12,416
2020-06-25 07:53:20
213,178,765,398,315
fraud_Olson, Becker and Koch
gas_transport
67.84
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
78a15e558f41f14958821cd106bf2fc9
1,372,146,800
43.399301
-107.369914
0
12,417
2020-06-25 07:58:00
36,913,587,729,122
fraud_Koepp-Parker
grocery_pos
209.77
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
c5ee06fc957fe1df282a0cb435b58559
1,372,147,080
42.874096
-117.398402
0
12,418
2020-06-25 07:58:49
38,530,489,946,071
fraud_Mraz-Herzog
gas_transport
93.39
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
dc36345c8e1e6440d23a25d871f86b3c
1,372,147,129
34.108246
-81.767717
0
12,419
2020-06-25 07:59:25
213,175,487,106,448
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
4.29
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
ea91eefd772c69d1697512137386f494
1,372,147,165
33.03181
-99.740097
0
12,420
2020-06-25 08:00:57
213,141,712,584,544
fraud_Padberg-Welch
grocery_pos
207.19
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
6932ba19cce9ab855092d8551023324a
1,372,147,257
32.568568
-89.390395
0
12,421
2020-06-25 08:01:16
4,265,776,278,887,457
fraud_Brekke and Sons
gas_transport
67.19
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
59b417a6c7286fe9d1261ea4b37d7743
1,372,147,276
35.238994
-92.552431
0
12,422
2020-06-25 08:01:33
2,657,850,734,909,997
fraud_Lockman, West and Runte
grocery_pos
72.07
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
48a736f56044ab0ed2f87a025ce6c1c8
1,372,147,293
41.92572
-83.415149
0
12,423
2020-06-25 08:01:52
3,527,536,963,490,470
fraud_Tillman, Fritsch and Schmitt
misc_net
6.28
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
6b62e299bd69aa04e7357ec967c9ff3b
1,372,147,312
31.953796
-82.100164
0
12,424
2020-06-25 08:02:09
2,229,378,226,512,508
fraud_VonRueden Group
grocery_net
41.54
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
5ad0d0d41a5f3152073cf8214555853c
1,372,147,329
43.989967
-89.630733
0
12,425
2020-06-25 08:03:27
377,026,671,291,680
fraud_Erdman-Kertzmann
gas_transport
45.22
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
653d8e4da209e2609c8d4006d7dbb299
1,372,147,407
36.62565
-91.260942
0
12,426
2020-06-25 08:04:05
6,011,724,471,098,086
fraud_Kuhic Inc
grocery_pos
221.03
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
946cbcce0e85242ca16ff70fc7d6ba59
1,372,147,445
47.072109
-118.256774
0
12,427
2020-06-25 08:06:37
377,654,590,313,960
fraud_Deckow-Dare
food_dining
95
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
42456b9e7700e05d015f52df741adb07
1,372,147,597
36.757465
-84.610086
0
12,428
2020-06-25 08:06:42
571,844,099,986
fraud_Goodwin-Nitzsche
grocery_pos
92.36
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
e85c502d6ec21b2b01561f29edccbfbb
1,372,147,602
37.562493
-86.317958
0
12,429
2020-06-25 08:07:03
6,011,706,277,606,006
fraud_Osinski, Ledner and Leuschke
grocery_pos
119.89
Scott
Sullivan
M
776 Martin Ridge
Newton
NH
3,858
42.8678
-71.042
4,603
Therapist, music
1952-12-07
7780c70ec790bec563a7ddcc503e6aee
1,372,147,623
41.884612
-70.406336
0
12,430
2020-06-25 08:07:42
3,560,246,577,314,524
fraud_Wolf Inc
grocery_pos
67.56
Sarah
Scott
F
03090 Fisher Forges Apt. 200
Wichita
KS
67,216
37.6223
-97.3136
409,656
Textile designer
1930-10-21
74adc4861aec61e5fd0dc087c72e5e90
1,372,147,662
38.024091
-97.128482
0
12,431
2020-06-25 08:07:45
3,575,789,281,659,026
fraud_Erdman-Kertzmann
gas_transport
64.69
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
0f495f522190d859e7f8aea0188f436a
1,372,147,665
38.381932
-93.80307
0
12,432
2020-06-25 08:07:51
2,720,012,583,106,919
fraud_Rohan, White and Aufderhar
misc_net
129.15
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
1480be6fe6ba0bef29ae4e879de4ddbf
1,372,147,671
43.466133
-102.718829
0
12,433
2020-06-25 08:08:07
36,078,114,201,167
fraud_Cormier LLC
shopping_net
2.44
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
2ceabbc1b8a6c57389a17cf9e3279ad1
1,372,147,687
36.963971
-83.270983
0
12,434
2020-06-25 08:10:02
3,502,088,871,723,054
fraud_Zieme, Bode and Dooley
gas_transport
75.69
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
c6a294d5f8be819a9c9bf07a05f87d16
1,372,147,802
39.736436
-76.185479
0
12,435
2020-06-25 08:11:26
3,514,865,930,894,695
fraud_Willms, Kris and Bergnaum
shopping_pos
5.97
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
fd07c60c5d0633e4c0d7d0960046af83
1,372,147,886
33.815357
-106.379096
0
12,436
2020-06-25 08:11:53
4,312,133,045,694,601,000
fraud_Ledner-Pfannerstill
gas_transport
63.68
Julian
Price
M
086 Pierce Cove
Pikesville
MD
21,208
39.3764
-76.729
33,917
Company secretary
1977-06-12
997a115b9abdd5f916db29fcc1dd8bbe
1,372,147,913
38.889775
-76.85227
0
12,437
2020-06-25 08:12:58
4,634,955,908,138,648
fraud_Christiansen, Goyette and Schamberger
gas_transport
67.56
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
7e6f2dbc1f42742593ead6d94ddd16fb
1,372,147,978
41.686843
-97.055973
0
12,438
2020-06-25 08:14:48
4,855,488,158,131,690,000
fraud_Stracke-Lemke
grocery_pos
106.89
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
5feb30962ef40703bd4332e8e2afa991
1,372,148,088
43.607177
-72.307178
0
12,439
2020-06-25 08:14:52
378,278,619,832,195
fraud_Mraz-Herzog
gas_transport
61.39
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
50d15640f7d856e0fe8120af4d6d5dc2
1,372,148,092
44.27982
-123.234168
0
12,440
2020-06-25 08:15:45
3,551,217,896,304,745
fraud_Rau and Sons
grocery_pos
177.75
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
f4bb4866746f9395ff1a7953fe65f2f9
1,372,148,145
45.091522
-75.218525
0
12,441
2020-06-25 08:15:55
676,275,912,597
fraud_Streich, Dietrich and Barton
shopping_net
88.51
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
6cb9654dd0cc662ba26dcedb59b280b7
1,372,148,155
44.928995
-86.389397
0
12,442
2020-06-25 08:16:25
4,810,789,809,665,943,000
fraud_Raynor, Feest and Miller
gas_transport
50.02
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
4c4841b59f04f3b51329ea9a974ab934
1,372,148,185
39.049056
-84.491696
0
12,443
2020-06-25 08:17:00
4,358,137,750,029,945,000
fraud_Streich, Hansen and Veum
gas_transport
81.87
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
df6df7339cc82db21490b41d594ed86d
1,372,148,220
42.705413
-92.177288
0
12,444
2020-06-25 08:17:41
3,526,826,139,003,047
fraud_Terry, Johns and Bins
misc_pos
277.88
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
66b423ab1fec3e7fae22d3f1a5b8a8bd
1,372,148,261
43.555514
-85.072629
0
12,445
2020-06-25 08:20:32
4,003,989,662,068,504
fraud_Welch Inc
misc_net
4.56
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
1b40a3f8e52ab8aa520f8850e6b204bb
1,372,148,432
33.638747
-87.131383
0
12,446
2020-06-25 08:21:02
4,155,021,259,183,870
fraud_Kemmer-Reinger
grocery_net
47.75
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
98050255748ec96cf434269075264d6c
1,372,148,462
34.481296
-98.109814
0
12,447
2020-06-25 08:21:30
4,981,132,848,794
fraud_Kuphal-Predovic
misc_net
33.05
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
748537903671c1ded5ef902c32df4beb
1,372,148,490
39.709552
-80.500939
0
12,448
2020-06-25 08:21:33
4,836,998,673,805,450
fraud_Miller-Harris
misc_net
14.42
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
247005ac3bcc52909220d3931cb2a9a1
1,372,148,493
46.996424
-85.508807
0
12,449
2020-06-25 08:22:04
38,947,654,498,698
fraud_Barton Inc
grocery_pos
97.14
Lori
Rodriguez
F
12087 Michael Light
Creola
OH
45,622
39.3543
-82.503
321
Copywriter, advertising
1979-06-24
ef7ef86f91e69e25e8313f6bda6090f8
1,372,148,524
40.147011
-82.170412
0
12,450
2020-06-25 08:22:38
3,589,255,887,819,806
fraud_Spinka-Welch
grocery_net
41.33
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
c0df235366463a43c850e6890389043d
1,372,148,558
40.37189
-77.652333
0
12,451
2020-06-25 08:24:15
3,546,897,637,165,774
fraud_Okuneva, Schneider and Rau
shopping_pos
7.43
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
b16937a488e5d007215a69565d8045c9
1,372,148,655
30.66799
-96.607109
0
12,452
2020-06-25 08:26:20
30,546,453,310,167
fraud_Douglas-White
entertainment
108.03
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
20c10043003534ea4673f08532e2dc5d
1,372,148,780
43.250394
-71.295429
0
12,453
2020-06-25 08:26:49
676,173,792,455
fraud_Jast and Sons
food_dining
54.52
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
dca0fd9142a74b07c05a8adefbdd32e9
1,372,148,809
33.398273
-119.056684
0
12,454
2020-06-25 08:27:04
374,125,201,044,065
fraud_Cummerata-Jones
gas_transport
55.94
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
2e798da79187c5627adf990a856a40f4
1,372,148,824
38.344047
-76.440028
0
12,455
2020-06-25 08:28:03
3,552,581,383,553,463
fraud_Kuhn LLC
shopping_pos
114.71
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
b6f28c8c3c849790148d4be87ee4311f
1,372,148,883
36.002717
-84.398894
0
12,456
2020-06-25 08:28:33
341,546,199,006,537
fraud_Bernhard Inc
gas_transport
64.03
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
eed8c6d8e51ad1e2b7b0dbc6b8587694
1,372,148,913
65.109601
-165.480174
0
12,457
2020-06-25 08:29:30
2,296,006,538,441,789
fraud_Lind, Huel and McClure
gas_transport
48.9
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
6f10c608a6a43cf9866aa3684c16a686
1,372,148,970
41.633447
-74.87153
0
12,458
2020-06-25 08:29:34
2,348,245,054,386,329
fraud_DuBuque LLC
grocery_pos
109.6
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
1c93568ae9ae19ba8ba5d13b14ec6061
1,372,148,974
42.27415
-80.59407
0
12,459
2020-06-25 08:29:40
376,262,134,119,629
fraud_Hackett-Lueilwitz
grocery_pos
82.5
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
57ac500ec0877f5a31457eadd6c0b9c2
1,372,148,980
28.377493
-81.546712
0
12,460
2020-06-25 08:29:54
4,939,976,756,738,216
fraud_Rowe, Batz and Goodwin
grocery_pos
163.51
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
242cf9e0e076b96d88785a2ea589598c
1,372,148,994
27.154999
-98.844757
0
12,461
2020-06-25 08:31:39
4,319,584,480,204,989,000
fraud_Huel Ltd
misc_net
4.99
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
0f7c99ecb433b6d41be51e96727b3d60
1,372,149,099
36.53365
-82.12297
0
12,462
2020-06-25 08:31:52
4,393,520,897,625
fraud_Roob LLC
grocery_net
46.59
Charles
Rodriguez
M
240 Tracy Forges
Easton
KS
66,020
39.3391
-95.0999
1,442
Air broker
1982-05-20
bae52a27d7ca6db505bf86d32066940e
1,372,149,112
39.306775
-95.512856
0
12,463
2020-06-25 08:32:45
343,464,013,864,032
fraud_Flatley Group
misc_pos
66.4
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
f5bd20b40fd4d5328738a7c7ac4689d7
1,372,149,165
36.544282
-77.389582
0
12,464
2020-06-25 08:34:09
4,149,238,353,975,790
fraud_Emmerich-Luettgen
grocery_net
52.02
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
8a1badf310a44855803d7a622ba9c9c4
1,372,149,249
39.346954
-80.155407
0
12,465
2020-06-25 08:34:37
4,092,452,671,396,169,700
fraud_Pouros-Conroy
shopping_pos
6.8
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
b99ebc0048d41a3bb971eca005782d83
1,372,149,277
33.893131
-77.934518
0
12,466
2020-06-25 08:34:59
4,128,027,264,554,082
fraud_Streich, Dietrich and Barton
shopping_net
81.98
Kyle
Park
M
7507 Larry Passage Suite 859
Mount Perry
OH
43,760
39.8788
-82.188
1,831
Barrister's clerk
1953-10-18
a0a524f1d211b5e9582672e306b43f3c
1,372,149,299
40.872809
-82.486157
0
12,467
2020-06-25 08:35:28
4,958,589,671,582,727,000
fraud_Grimes LLC
entertainment
19.17
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
2731de117718accbf50103f3f3770e11
1,372,149,328
37.904697
-76.367498
0
12,468
2020-06-25 08:36:35
213,163,860,545,705
fraud_Hills-Olson
grocery_net
46.92
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
f398a5de035bc0a7acd8ff62b4fad6e3
1,372,149,395
32.730992
-82.574983
0
12,469
2020-06-25 08:37:52
2,291,163,933,867,244
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
83.63
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
68167ede72c52b010d83d8eaff3f2aeb
1,372,149,472
33.483146
-80.387599
0
12,470
2020-06-25 08:38:25
213,156,747,557,083
fraud_Kutch-Hegmann
grocery_net
66.9
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
96b7cc96b9ab5f6d3533761ec0829a98
1,372,149,505
35.063636
-118.450417
0
12,471
2020-06-25 08:39:55
4,874,006,077,381,178
fraud_Smitham-Schiller
grocery_net
33.9
Patricia
Russell
F
89297 Wilson Green Suite 601
Moscow
IA
52,760
41.5646
-91.0859
533
Chief Technology Officer
1990-01-13
d57ae48cad8bada6aad5221da4d009a0
1,372,149,595
40.827076
-90.195264
0
12,472
2020-06-25 08:41:14
5,456,712,664,803,820
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
2.13
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
5d79c11586443aafef375ec2af13e358
1,372,149,674
36.439977
-105.171528
0
12,473
2020-06-25 08:42:33
584,673,555,952
fraud_Predovic Inc
shopping_net
106.2
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
760774a27af2540d2cde9798be58600a
1,372,149,753
48.482988
-100.91624
0
12,474
2020-06-25 08:44:37
344,709,867,813,900
fraud_Kutch-Hegmann
grocery_net
68.68
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
5a85dbb5ff6f174a04a007a905aec4a3
1,372,149,877
27.388704
-81.059714
0
12,475
2020-06-25 08:45:02
36,153,880,429,415
fraud_Kemmer-Buckridge
misc_pos
6.42
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
1f1f3666e81e052f10113c0aa34a4249
1,372,149,902
28.658618
-81.303225
0
12,476
2020-06-25 08:46:19
60,416,207,185
fraud_Bradtke PLC
grocery_pos
81.14
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
f12b0121e5ef3f0f3c845888aff706e5
1,372,149,979
42.091462
-108.780568
0
12,477
2020-06-25 08:46:36
6,593,250,708,747,804
fraud_Berge LLC
gas_transport
81.93
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
5cc114e7bc966b89b880a1c1fa678a65
1,372,149,996
26.902275
-81.104638
0
12,478
2020-06-25 08:46:55
4,302,480,582,202,074
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
74
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
bd8c12fdb6f103f24b52f3a93c2c0fa0
1,372,150,015
42.932421
-85.357213
0
12,479
2020-06-25 08:47:50
2,297,447,006,766,555
fraud_Schmidt and Sons
shopping_net
5
Laura
Walker
F
611 Michael Rue
Cisco
IL
61,830
39.9972
-88.6962
478
Landscape architect
1960-01-13
0c78c1fa486faf0cda0ef3b5a01ea1ca
1,372,150,070
40.532238
-88.687971
0
12,480
2020-06-25 08:48:20
3,583,635,130,604,947
fraud_Dicki Ltd
grocery_net
78.54
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
b4056a52dd38d5bdcb38f6a3df5b8f7f
1,372,150,100
39.267838
-75.360082
0
12,481
2020-06-25 08:48:56
4,952,583,804,639,909
fraud_Goyette, Howell and Collier
shopping_pos
8.84
Patricia
Rodriguez
F
386 Randolph Throughway
Warren
OH
44,483
41.2639
-80.8164
75,903
Magazine features editor
1957-04-05
585feab1833124ff63d5304eb32b3846
1,372,150,136
40.806925
-79.921375
0
12,482
2020-06-25 08:50:19
4,079,773,899,158
fraud_Strosin-Cruickshank
grocery_pos
123.97
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
f1e6d0f5e8aea71f2dcccd48e320f09a
1,372,150,219
44.79561
-117.125379
0
12,483
2020-06-25 08:50:23
4,862,293,128,558
fraud_Kerluke, Kertzmann and Wiza
misc_net
6.58
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
12466fa4b39998153b491ab40c342ba8
1,372,150,223
40.029504
-78.767587
0
12,484
2020-06-25 08:50:36
4,384,910,379,661,778
fraud_Koepp-Witting
grocery_pos
70
Michelle
Russell
F
55505 Christy Via
Hawley
MN
56,549
46.9777
-96.4092
4,508
Naval architect
1949-04-24
21eb5844a41d3ec438f5fa72cdc0f7c3
1,372,150,236
46.471359
-96.188871
0
12,485
2020-06-25 08:52:44
3,567,879,740,649,740
fraud_Schultz, Simonis and Little
grocery_pos
122.41
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
f9367da800c9b7e472e7d4278eeb5a4a
1,372,150,364
43.143465
-75.059337
0
12,486
2020-06-25 08:53:28
4,760,122,961,662
fraud_Friesen-Stamm
gas_transport
82.85
Robert
Jordan
M
4602 Lopez Glens Suite 900
Arcadia
OH
44,804
41.1116
-83.502
1,202
Curator
1933-03-01
244421120387e206e0e8e5381eb031d1
1,372,150,408
41.877235
-82.972657
0
12,487
2020-06-25 08:54:58
3,543,591,270,174,051
fraud_Raynor, Feest and Miller
gas_transport
38.28
Margaret
Lam
F
6911 Nicholas Keys Apt. 237
Armagh
PA
15,920
40.4603
-79.0097
922
Early years teacher
1972-10-04
d29762e6bb7f1873b52df9a2243dc55f
1,372,150,498
41.388962
-78.983306
0
12,488
2020-06-25 08:55:38
6,011,999,606,625,827
fraud_Pouros-Haag
shopping_pos
67.4
Ronald
Carson
M
870 Rocha Drive
Harrington Park
NJ
7,640
40.9918
-73.98
4,664
Radiographer, diagnostic
1965-06-30
4a5691ed668e710c76261f4e11928cef
1,372,150,538
41.759592
-74.758766
0
12,489
2020-06-25 08:57:41
676,148,621,961
fraud_Keeling-Crist
misc_pos
5.43
Jennifer
Vega
F
91644 Crystal Drives
Eagarville
IL
62,023
39.1118
-89.7855
91
Materials engineer
1962-11-18
cd523dfbbbf3e201433fa29a8b5d10db
1,372,150,661
38.26576
-90.016338
0
12,490
2020-06-25 08:57:52
4,220,495,028,289,516,500
fraud_Rempel PLC
grocery_net
76.49
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
5a6511623db7cc0b32dc3b356b751eb1
1,372,150,672
33.799959
-117.543613
0
12,491
2020-06-25 08:58:03
4,640,395,708,703
fraud_Runolfsson and Sons
grocery_net
68.16
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
09158475b3081af88a113e17434dbad1
1,372,150,683
30.833841
-90.787772
0
12,492
2020-06-25 08:58:23
4,657,269,323,674,365
fraud_Ledner-Pfannerstill
gas_transport
64.24
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
eac8cadf532e6b504024f65e2e5b2fb3
1,372,150,703
31.177971
-85.41122
0
12,493
2020-06-25 08:58:25
4,502,539,526,809,430,000
fraud_Daugherty, Pouros and Beahan
shopping_pos
1.63
Stephanie
Cummings
F
1025 Robin Square
Ash Flat
AR
72,513
36.2201
-91.6421
2,856
Hydrologist
1926-08-27
4a2fa6e990501113498b8e9467ed7c33
1,372,150,705
35.727917
-91.595147
0
12,494
2020-06-25 08:58:53
30,175,986,190,993
fraud_Bauch-Raynor
grocery_pos
142.35
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
7fc1ced38f6a087a2e7e28301f52b0bc
1,372,150,733
47.625892
-95.622463
0
12,495
2020-06-25 09:00:56
3,529,597,810,116,815
fraud_Runolfsson and Sons
grocery_net
24.65
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
c876f267d749e842b14347cf22ec98e7
1,372,150,856
40.055947
-77.70241
0
12,496
2020-06-25 09:02:24
6,593,250,708,747,804
fraud_Connelly, Reichert and Fritsch
gas_transport
64.5
Melissa
Meza
F
244 Abbott Parkway
Loxahatchee
FL
33,470
26.7383
-80.276
26,551
Paramedic
1977-01-04
7db48d260458a53f21e995704dd6b537
1,372,150,944
26.722597
-81.0421
0
12,497
2020-06-25 09:04:46
4,302,475,216,404,898
fraud_Strosin-Cruickshank
grocery_pos
132.66
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
044fbca8db3711697297d9bc3a44d856
1,372,151,086
43.402554
-92.68543
0
12,498
2020-06-25 09:04:55
4,149,238,353,975,790
fraud_Greenholt, Jacobi and Gleason
gas_transport
64.32
Tanner
Carroll
M
494 Burke Ports
Cokeburg
PA
15,324
40.1008
-80.0652
632
Dealer
1989-04-08
0515244a069e167dfd6870f159e90ce7
1,372,151,095
40.305443
-79.497777
0
12,499
2020-06-25 09:05:37
4,220,495,028,289,516,500
fraud_Lesch, D'Amore and Brown
food_dining
119.93
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
3d78f84c026d0fffafdc950b3a2cac1a
1,372,151,137
33.853914
-116.829603
0