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
1,289,900
2020-06-18 17:54:51
213,124,978,348,176
fraud_Pacocha-Weissnat
kids_pets
42.38
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
c1b6734761d7218d2b1d72d2143332be
1,371,578,091
41.412443
-77.367899
0
1,289,901
2020-06-18 17:56:56
4,777,065,439,639,721
fraud_Eichmann, Hayes and Treutel
travel
507.88
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
16b8c55aadf5b0249f7097b8a562abe5
1,371,578,216
40.2151
-75.455723
0
1,289,902
2020-06-18 17:57:50
502,012,776,709
fraud_Metz, Russel and Metz
kids_pets
43.46
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
570fad2e5b5be8251651e17a4d84160e
1,371,578,270
43.56131
-74.210004
0
1,289,903
2020-06-18 17:58:14
30,551,643,947,183
fraud_Weimann, Kuhic and Beahan
shopping_pos
105.52
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
15d62ff2ab4744dc175b4e77d35da0d9
1,371,578,294
34.832846
-82.149964
0
1,289,904
2020-06-18 17:58:17
60,487,002,085
fraud_Cremin, Hamill and Reichel
misc_pos
10.36
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
aabf8aeddff9211977b48941f14ae07c
1,371,578,297
31.428105
-90.242875
0
1,289,905
2020-06-18 17:59:07
6,011,893,664,860,915
fraud_Lynch-Wisozk
home
14.4
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
f630cc5ef954b4db5ca3ddd034382944
1,371,578,347
39.468195
-104.628949
0
1,289,906
2020-06-18 17:59:25
30,518,206,766,474
fraud_Osinski Inc
personal_care
67.41
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
c9bc1d0c1f505c6853f315adc87e7be8
1,371,578,365
36.450092
-90.600477
0
1,289,907
2020-06-18 18:02:05
3,513,618,443,244,549
fraud_Kub-Heaney
health_fitness
5.31
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
cf64cf57ee75696e377b500feb02a574
1,371,578,525
44.046621
-97.105259
0
1,289,908
2020-06-18 18:02:18
3,583,635,130,604,947
fraud_Hoppe-Parisian
kids_pets
48.63
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
583299706d7bdaad27367c27dd0d99d1
1,371,578,538
40.695372
-74.292592
0
1,289,909
2020-06-18 18:03:47
3,533,742,182,628,021
fraud_Goyette, Howell and Collier
shopping_pos
8.4
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
206d532ee0bec3464c3bab15e50ca520
1,371,578,627
33.186338
-79.823185
0
1,289,910
2020-06-18 18:04:01
345,933,964,507,467
fraud_Schoen-Quigley
kids_pets
58.18
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
ef6ca57938737d4a2f80a785a4994597
1,371,578,641
37.568386
-74.993949
0
1,289,911
2020-06-18 18:04:26
180,065,479,077,096
fraud_Becker, Harris and Harvey
personal_care
55.77
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
d2f775650b763fe9f084971829274337
1,371,578,666
39.857051
-77.160897
0
1,289,912
2020-06-18 18:04:32
676,369,110,710
fraud_Runte, Green and Emard
health_fitness
79.22
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
6a16a8ab8c94f6c333fd6c78a09d88e9
1,371,578,672
41.96778
-83.026752
0
1,289,913
2020-06-18 18:05:03
370,877,495,212,014
fraud_Mohr Inc
shopping_pos
142.12
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
5eaafd41a655c14570eefeb1f6faefaf
1,371,578,703
35.513302
-81.004452
0
1,289,914
2020-06-18 18:05:29
630,451,534,402
fraud_Schmeler, Bashirian and Price
shopping_net
6.91
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
b951ed2dacb2def9db2fa1b39f25093d
1,371,578,729
45.873999
-86.776626
0
1,289,915
2020-06-18 18:07:32
2,254,917,871,818,484
fraud_Morissette-Schaefer
personal_care
102.58
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
a276851cc3a557a4f1dedccdd022ac1e
1,371,578,852
37.767693
-76.574068
0
1,289,916
2020-06-18 18:07:56
2,227,671,554,547,514
fraud_Lubowitz, Terry and Stracke
personal_care
36.32
Angie
Jones
F
6970 Blake Trail
Clearwater
FL
33,760
27.9004
-82.7152
172,247
Geneticist, molecular
1979-10-22
dd919bf870b56c2722903ebc390196e4
1,371,578,876
27.54468
-83.058631
0
1,289,917
2020-06-18 18:08:19
2,269,768,987,945,882
fraud_Eichmann-Kilback
home
69.99
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
ced7e5f7a4bc3d05b4121864490a1a84
1,371,578,899
42.019504
-77.792893
0
1,289,918
2020-06-18 18:08:54
213,195,754,007,681
fraud_Kilback, Nitzsche and Leffler
travel
7.92
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
ff83408aca0708a8f89cc739a1624908
1,371,578,934
41.610512
-91.951407
0
1,289,919
2020-06-18 18:09:01
4,683,638,447,911
fraud_Zulauf LLC
personal_care
72.27
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
f61e78839638b0f919eca7a173ad25e0
1,371,578,941
30.939276
-92.435632
0
1,289,920
2020-06-18 18:09:22
3,502,088,871,723,054
fraud_Kilback LLC
food_dining
4.39
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
105fe17296c35cbde1115ac39ff8666d
1,371,578,962
38.742082
-77.927659
0
1,289,921
2020-06-18 18:09:44
4,698,163,635,895,795
fraud_Fadel-Hilpert
health_fitness
116.75
Sharon
Powell
F
101 Carla Loop
Wendel
CA
96,136
40.3406
-120.2824
104
Teacher, adult education
1989-08-16
957d8ab0fd19d34f16c5321951c5e387
1,371,578,984
39.35414
-121.266174
0
1,289,922
2020-06-18 18:10:23
30,273,037,698,427
fraud_Herzog Ltd
misc_pos
76.68
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
0a8eafb556d877d3a44729b6bdbe85f0
1,371,579,023
35.725812
-91.150179
0
1,289,923
2020-06-18 18:11:18
6,011,917,798,331,152
fraud_Howe PLC
entertainment
36.63
William
Johnson
M
50843 Vincent Mission
South Londonderry
VT
5,155
43.1699
-72.8515
828
Scientific laboratory technician
1957-08-30
83aa26cf2ded87bc30c23c3ede441d50
1,371,579,078
44.083138
-72.522242
0
1,289,924
2020-06-18 18:11:23
4,365,382,885,912,355
fraud_Durgan, Gislason and Spencer
home
84.07
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
007de5263205e41f9cd2506caa6a03c4
1,371,579,083
47.233702
-91.867808
0
1,289,925
2020-06-18 18:11:35
30,270,432,095,985
fraud_Renner Ltd
home
13.97
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
1f02b3d8e7e6461be63d21a6f249e081
1,371,579,095
40.072045
-90.290178
0
1,289,926
2020-06-18 18:12:04
3,543,299,015,720,986
fraud_Nitzsche, Kessler and Wolff
shopping_pos
40.7
Angela
White
F
137 Adam Dale
Lebanon
VA
24,266
36.8809
-82.0956
9,521
Teacher, English as a foreign language
1977-10-19
58167e3763158a9a2e16073da5585da6
1,371,579,124
36.377363
-81.884268
0
1,289,927
2020-06-18 18:12:13
4,451,952,084,362,894
fraud_Koss, McLaughlin and Mayer
food_dining
46.57
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
c8d419126589a1666cc59197242c184c
1,371,579,133
35.188228
-102.562904
0
1,289,928
2020-06-18 18:12:19
4,173,950,183,554,608
fraud_Kihn-Schuster
food_dining
50.76
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
14f22a3e2d0d9f9b124d86c698d60b32
1,371,579,139
40.874243
-73.533624
0
1,289,929
2020-06-18 18:13:36
6,528,911,529,051,375
fraud_Heller PLC
health_fitness
208.97
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
7b76baa583df74cc0076551a839744f8
1,371,579,216
46.640268
-91.085251
0
1,289,930
2020-06-18 18:16:21
375,534,208,663,984
fraud_Romaguera, Wehner and Tromp
kids_pets
51.9
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
63a308735e6398559a8d1fdc8b75137d
1,371,579,381
37.644382
-78.768323
0
1,289,931
2020-06-18 18:16:26
4,181,833,256,558,614,000
fraud_Cole, Hills and Jewess
home
59.14
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
8ffb8ec4f7b1e4de881c5f8e3a7f224f
1,371,579,386
36.360581
-105.443069
0
1,289,932
2020-06-18 18:17:17
4,006,047,418,382
fraud_Durgan, Gislason and Spencer
home
2.71
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
7e5360b8b3203e03a76e9e655f764a51
1,371,579,437
37.821279
-84.526841
0
1,289,933
2020-06-18 18:18:10
676,173,792,455
fraud_Thompson-Gleason
health_fitness
174.88
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
e9060f596e588d59fcefbff8935c121f
1,371,579,490
34.37579
-117.876042
0
1,289,934
2020-06-18 18:19:32
4,681,601,008,538,160
fraud_Kertzmann LLC
health_fitness
59.97
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
5c62e552be949fa5d29354c2910264e5
1,371,579,572
39.353061
-80.65099
0
1,289,935
2020-06-18 18:19:35
3,573,030,041,201,292
fraud_Kuhic LLC
shopping_net
79.93
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
b845e5652cd0cdf46b08af9099a29413
1,371,579,575
40.368582
-109.946054
0
1,289,936
2020-06-18 18:21:05
4,861,310,130,652,567,000
fraud_Connelly PLC
food_dining
2
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
a81c8e746eed8f9b91ea9ac01b37ea59
1,371,579,665
30.655498
-91.813058
0
1,289,937
2020-06-18 18:21:37
372,520,049,757,633
fraud_Leffler-Goldner
personal_care
9.3
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
10d0e888fb7a3ad0d3c0b04ef774c765
1,371,579,697
47.780968
-93.832767
0
1,289,938
2020-06-18 18:21:59
4,512,828,414,983,802,000
fraud_Schoen Ltd
kids_pets
8.31
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
fa72f75bd4e1776c1c1547bff0a45956
1,371,579,719
40.573175
-79.490792
0
1,289,939
2020-06-18 18:22:09
4,610,064,888,664,703
fraud_Kihn, Abernathy and Douglas
shopping_net
906.51
Tammy
Maldonado
F
3312 Rachel Parks Suite 474
Stittville
NY
13,469
43.2229
-75.2899
847
Systems analyst
1996-01-11
13caa6a04e7f6b8806ca587e538a06c5
1,371,579,729
43.773291
-75.749676
1
1,289,940
2020-06-18 18:22:14
3,583,793,405,872,580
fraud_Ullrich Ltd
kids_pets
11.37
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
930e25036a3c5d7a63e578dbbd770cc7
1,371,579,734
33.934773
-99.625535
0
1,289,941
2020-06-18 18:22:17
630,423,337,322
fraud_Goyette Inc
shopping_net
8.06
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
009bf6b9613bdf21a25f63a99b51dbb9
1,371,579,737
48.645275
-119.088096
0
1,289,942
2020-06-18 18:22:27
4,147,608,975,828,480
fraud_Kutch-Wilderman
home
12.21
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
9363b5512c6d70a081257d50d6d83e51
1,371,579,747
44.588667
-94.711807
0
1,289,943
2020-06-18 18:22:47
4,505,383,113,689
fraud_Fritsch and Sons
health_fitness
70.66
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
537c195d7da4aacc75b28eedc25f172c
1,371,579,767
39.693052
-77.11562
0
1,289,944
2020-06-18 18:22:50
378,904,938,837,132
fraud_Beier and Sons
home
18.34
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
c568c237fd616e3c735ee754011b973c
1,371,579,770
34.994228
-98.971954
0
1,289,945
2020-06-18 18:22:58
2,264,937,662,466,770
fraud_Kuhic LLC
shopping_net
5.7
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
5a7f05e8fa577057b0f67d086fa28942
1,371,579,778
28.812472
-97.888729
0
1,289,946
2020-06-18 18:23:04
580,954,173,374
fraud_Erdman-Ebert
personal_care
3.25
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
df268b1c1de4f649a22e5ba2d0364015
1,371,579,784
40.763896
-73.896713
0
1,289,947
2020-06-18 18:23:06
501,899,453,424
fraud_Bednar Inc
travel
5.94
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
35f31e25f8cdbcd1a0d11cf6699328a1
1,371,579,786
34.263267
-86.119079
0
1,289,948
2020-06-18 18:23:22
3,523,898,249,167,098
fraud_Hettinger, McCullough and Fay
home
184.99
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
45a76a07c0c0d765c7b2f2809cf3fb12
1,371,579,802
41.007057
-74.580632
0
1,289,949
2020-06-18 18:24:20
341,546,199,006,537
fraud_Feil-Morar
health_fitness
9.68
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
0742f0620cc73202c1a720f5cef3d254
1,371,579,860
64.038082
-165.804013
0
1,289,950
2020-06-18 18:24:45
30,376,238,035,123
fraud_Haley, Batz and Auer
health_fitness
128.35
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
2b8b2c30393bff2a8364469860207aaa
1,371,579,885
42.553589
-123.725418
0
1,289,951
2020-06-18 18:24:52
3,545,109,339,866,548
fraud_Pacocha-O'Reilly
grocery_pos
92.42
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
27eb151b62a611bb9506c9f9447c3d33
1,371,579,892
32.903381
-89.545098
0
1,289,952
2020-06-18 18:26:05
4,836,998,673,805,450
fraud_Botsford and Sons
home
19.68
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
baab07314ca4bbb2f2b0746cfd24f52c
1,371,579,965
45.245649
-87.038416
0
1,289,953
2020-06-18 18:26:05
180,084,576,295,055
fraud_Schroeder, Wolff and Hermiston
travel
1.17
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
7f2b217971e8ae56e73aa0af6bd021d3
1,371,579,965
29.695396
-95.943931
0
1,289,954
2020-06-18 18:27:28
6,011,360,759,745,864
fraud_Windler, Goodwin and Kovacek
home
55.45
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
dd23e0513f15427f0c8887f109af09b0
1,371,580,048
39.721979
-79.499215
0
1,289,955
2020-06-18 18:27:30
3,501,509,250,702,469
fraud_Conroy-Emard
food_dining
125
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
2453932ef4c038361ad8317d053e372f
1,371,580,050
26.129138
-81.355965
0
1,289,956
2020-06-18 18:29:15
3,554,818,239,968,984
fraud_Schiller, Blanda and Johnson
home
85.63
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
cf7d372c48da393774081db1a640b317
1,371,580,155
38.386308
-91.648618
0
1,289,957
2020-06-18 18:29:23
4,908,846,471,916,297
fraud_Altenwerth-Kilback
home
69.65
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
65da6c25d7efe50e148c4cd995742d23
1,371,580,163
32.121945
-97.02683
0
1,289,958
2020-06-18 18:30:03
4,467,456,915,153,312,300
fraud_Pacocha-Weissnat
kids_pets
131.24
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
86bbde0b51c8f2755e1843bc5d51b373
1,371,580,203
27.998099
-82.303551
0
1,289,959
2020-06-18 18:30:36
30,248,898,834,493
fraud_McCullough, Hudson and Schuster
food_dining
15.76
Michael
Rodriguez
M
172 Paula Inlet Apt. 650
Cross Plains
TX
76,443
32.1482
-99.1872
1,897
Chief Operating Officer
1953-04-19
a4d34c74c7b329c1062bbb899b5bb9f6
1,371,580,236
32.068412
-99.771332
0
1,289,960
2020-06-18 18:31:05
4,446,368,897,795,790
fraud_Eichmann-Kilback
home
79.13
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
1d2385de057180ba44ea745928455201
1,371,580,265
37.139453
-74.770699
0
1,289,961
2020-06-18 18:32:27
4,862,293,128,558
fraud_Denesik, Powlowski and Pouros
home
20.81
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
5c0a03c4ba36a397eb4bb6dbb57845e7
1,371,580,347
41.488137
-78.545393
0
1,289,962
2020-06-18 18:32:55
4,653,178,848,915,023,000
fraud_Schuppe, Nolan and Hoeger
shopping_pos
9.63
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
be9c57f1345ff5d3fc617703e28bf54d
1,371,580,375
36.988726
-81.037808
0
1,289,963
2020-06-18 18:32:59
4,328,928,491,302,401
fraud_Hudson-Grady
shopping_pos
309.22
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
03662f8e4325b9848656b67e87b4461e
1,371,580,379
42.947785
-87.606208
0
1,289,964
2020-06-18 18:33:04
3,583,635,130,604,947
fraud_Goldner-Lemke
entertainment
93.83
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
1412de9bb03ef9d02dc85c8fec6aafad
1,371,580,384
40.054865
-74.243256
0
1,289,965
2020-06-18 18:33:34
3,523,843,138,706,408
fraud_Hermann and Sons
shopping_pos
30.86
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
1069c4d1e0e664ccefdd9ca739f59446
1,371,580,414
31.725165
-87.06832
0
1,289,966
2020-06-18 18:34:32
180,049,032,966,888
fraud_Weber, Thiel and Hammes
kids_pets
49.32
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
5e2a6d77715b4a2b0cf1fbf59598060b
1,371,580,472
46.274071
-90.833241
0
1,289,967
2020-06-18 18:35:03
4,003,989,662,068,504
fraud_Hermann-Gaylord
misc_pos
25.99
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
9c9a852de84421b450ed364d634a33b3
1,371,580,503
33.805187
-86.311085
0
1,289,968
2020-06-18 18:35:29
30,328,384,440,870
fraud_Hermiston, Pacocha and Smith
health_fitness
30.31
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
acdaea4e4016d7b8cb2e5987f942b58a
1,371,580,529
39.696472
-93.089058
0
1,289,969
2020-06-18 18:36:31
4,265,776,278,887,457
fraud_Roberts, Daniel and Macejkovic
kids_pets
44.82
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
5f7ff78d55f9fc215cf406c405922977
1,371,580,591
36.090012
-91.874727
0
1,289,970
2020-06-18 18:36:54
6,011,438,889,172,900
fraud_Gerlach Inc
shopping_net
190.45
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
6f6ae1faeb4a62b2fd3b6a5a5f8c402d
1,371,580,614
33.480501
-91.414363
0
1,289,971
2020-06-18 18:37:19
4,181,833,256,558,614,000
fraud_Medhurst, Cartwright and Ebert
personal_care
22.72
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
fec17a64da457448a4941bc66e9409c3
1,371,580,639
36.631236
-105.214038
0
1,289,972
2020-06-18 18:38:51
378,278,619,832,195
fraud_Becker, Harris and Harvey
personal_care
50.29
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
8e03a3ae7873186bc6b481ab9cd14a40
1,371,580,731
44.612063
-122.674286
0
1,289,973
2020-06-18 18:39:16
3,545,109,339,866,548
fraud_Connelly-Carter
home
18.81
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
fe11955a58021c67c78d8d31effeef7e
1,371,580,756
33.662533
-90.636705
0
1,289,974
2020-06-18 18:40:08
4,769,426,683,924,059,000
fraud_Heller PLC
health_fitness
30.55
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
da23f9c4f05af85049b551151fc6e523
1,371,580,808
40.802402
-76.80452
0
1,289,975
2020-06-18 18:40:24
376,012,912,828,093
fraud_Ritchie, Bradtke and Stiedemann
travel
7.22
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
329013cb2d93119ac537b4b09a7b4bb8
1,371,580,824
42.815783
-87.8984
0
1,289,976
2020-06-18 18:42:12
6,011,724,471,098,086
fraud_Shanahan-Lehner
personal_care
31.29
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
76dd4c83a7c5d07f48ff4a48eb94cc2c
1,371,580,932
46.010262
-119.736146
0
1,289,977
2020-06-18 18:42:33
30,044,330,818,990
fraud_Pouros-Conroy
shopping_pos
5.49
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
e6c210fe03a1463ca7e857e404c402e8
1,371,580,953
27.059129
-81.087536
0
1,289,978
2020-06-18 18:42:37
3,501,509,250,702,469
fraud_Schulist Ltd
food_dining
4.83
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
fafb322dd8bbe5343bbe9efeee6ccd7c
1,371,580,957
26.259829
-81.948438
0
1,289,979
2020-06-18 18:44:12
3,525,590,521,269,779
fraud_Fisher Inc
shopping_net
8.35
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
c92af50ef61479e7d83bce8add2e9496
1,371,581,052
36.853462
-79.031044
0
1,289,980
2020-06-18 18:45:51
584,673,555,952
fraud_Friesen-Ortiz
personal_care
63.43
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
0518584bf266a334c71224187390d4e4
1,371,581,151
46.75314
-102.100101
0
1,289,981
2020-06-18 18:46:07
4,990,494,243,023
fraud_Bode-Schuster
kids_pets
3.95
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
a2efe2ab8c5308b250ea50c2a2565e93
1,371,581,167
40.042363
-79.737689
0
1,289,982
2020-06-18 18:46:22
4,789,911,625,179,723
fraud_Rau-Robel
kids_pets
127.4
Dorothy
Zuniga
F
77321 Ford Via
Moriches
NY
11,955
40.8095
-72.8229
3,285
Research officer, trade union
1988-04-27
9356b30d6c5ad7f2ad1f796386c7d259
1,371,581,182
40.530916
-73.564946
0
1,289,983
2020-06-18 18:46:52
3,598,215,285,024,754
fraud_Bradtke, Torp and Bahringer
personal_care
36.85
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
284ca08cdc27285cbce4399aa32d540d
1,371,581,212
40.8242
-72.68331
0
1,289,984
2020-06-18 18:47:32
4,457,732,997,086,323,700
fraud_Weber, Thiel and Hammes
kids_pets
42.5
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
8c8331ef67803429dc1722992b5416d2
1,371,581,252
38.071377
-120.162106
0
1,289,985
2020-06-18 18:47:59
6,011,934,240,159,560
fraud_Bode-Schuster
kids_pets
53.24
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
4f146342d3413f2c30cd64d2a31f3d3f
1,371,581,279
43.287736
-68.861577
0
1,289,986
2020-06-18 18:48:29
3,533,012,926,413,100
fraud_Cormier LLC
shopping_net
3.8
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
6a5c61aa4d4a351e027a82e01a119669
1,371,581,309
43.522706
-74.962652
0
1,289,987
2020-06-18 18:48:37
371,034,293,500,716
fraud_Bartoletti and Sons
personal_care
39.89
Jeremy
Jones
M
5758 Yates Center
Vinton
CA
96,135
40.0235
-120.7986
128
Education administrator
1966-02-21
6d93996b8578bf6785a607800f332e53
1,371,581,317
39.918087
-120.966732
0
1,289,988
2020-06-18 18:48:38
4,099,707,841,315,751
fraud_Dare, Fritsch and Zboncak
health_fitness
136.82
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
3b6d591fd2d9be9bd7a0c455393a6277
1,371,581,318
38.286802
-79.058906
0
1,289,989
2020-06-18 18:48:43
30,235,268,718,158
fraud_Goyette, Howell and Collier
shopping_pos
7.34
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
bdb86c618bc614a2ffecc464d0d8b317
1,371,581,323
41.331013
-72.766299
0
1,289,990
2020-06-18 18:49:00
3,596,217,206,093,829
fraud_Reichert, Rowe and Mraz
shopping_net
6.86
Sara
Ramirez
F
23843 Scott Island
Birmingham
IA
52,535
40.8626
-91.9534
888
Camera operator
1988-03-25
685dfbb37ab77c7182f6e32f142502cc
1,371,581,340
41.209654
-91.016045
0
1,289,991
2020-06-18 18:49:42
2,305,336,922,781,618
fraud_Kautzer and Sons
personal_care
28.33
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
434c49de827c344efd21640aa035b2db
1,371,581,382
41.286498
-93.227857
0
1,289,992
2020-06-18 18:49:56
3,512,365,128,314,616
fraud_Zboncak Ltd
food_dining
142.46
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
0a7e725d9c134fcef7cd9bd9517a8e16
1,371,581,396
37.640514
-90.778543
0
1,289,993
2020-06-18 18:51:31
30,364,087,349,027
fraud_Langworth LLC
personal_care
8.47
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
281b7f0ec97f02b816028c3a8dfafc7c
1,371,581,491
36.318245
-96.479011
0
1,289,994
2020-06-18 18:52:08
676,195,318,214
fraud_Boehm, Block and Jakubowski
misc_pos
15.02
Brandy
Quinn
F
9734 Beard Fields Suite 885
Altair
TX
77,412
29.6047
-96.5249
106
Editor, film/video
1983-07-24
7db9d401ce4385a2f36cbe0032f5ffd7
1,371,581,528
29.401615
-96.750402
0
1,289,995
2020-06-18 18:52:42
2,285,066,385,084,291
fraud_Torp, Muller and Borer
health_fitness
10.75
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
4f265610c0562a265fe3c281b5dbf944
1,371,581,562
31.774245
-89.282003
0
1,289,996
2020-06-18 18:53:35
345,060,451,158,891
fraud_Beer-Jast
kids_pets
9.5
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
18740138563a0239678d7272f24df1bc
1,371,581,615
41.974202
-72.855336
0
1,289,997
2020-06-18 18:53:41
4,069,975,342,931,683
fraud_Kuhn LLC
shopping_pos
361.76
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
8b67241806c0297286eb934d8c08aba2
1,371,581,621
37.992859
-81.195519
0
1,289,998
2020-06-18 18:55:55
4,169,759,661,243,568
fraud_Pagac LLC
shopping_pos
3.64
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
0392adc21eee151c74fa161ae88669f5
1,371,581,755
39.330308
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1,289,999
2020-06-18 18:57:19
4,334,230,547,694,630
fraud_Champlin and Sons
home
29.03
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
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471
Education officer, museum
1967-08-02
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