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
1,288,300
2020-06-17 21:53:27
3,546,674,063,249,004
fraud_Runte-Mohr
food_dining
9.66
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
41d162ef0c3f5e6fe7bfcb0242638201
1,371,506,007
32.463183
-98.189057
0
1,288,301
2020-06-17 21:55:08
4,503,101,193,493,053,000
fraud_Towne, Greenholt and Koepp
shopping_net
2.11
Katherine
Tucker
F
670 Le Meadows Suite 250
Lakeland
FL
33,811
27.9865
-82.0139
237,282
Clothing/textile technologist
1979-07-03
fee893cd9b8536fd6ffc717772dd5cd1
1,371,506,108
27.348272
-81.380211
0
1,288,302
2020-06-17 21:55:56
340,953,839,692,349
fraud_Jakubowski Group
food_dining
19.96
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
53a8227208fbe4e4fd9b92de92e617ad
1,371,506,156
43.013998
-83.393642
0
1,288,303
2020-06-17 21:55:57
501,802,953,619
fraud_Windler, Goodwin and Kovacek
home
9.47
Robert
Flores
M
3277 Fields Meadows Apt. 790
Greenview
CA
96,037
41.5403
-122.9366
308
Call centre manager
1958-09-20
665d94b8338b661d5a7cde132a691d3d
1,371,506,157
41.226482
-122.997068
0
1,288,304
2020-06-17 21:57:33
213,112,402,583,773
fraud_Ruecker, Beer and Collier
shopping_net
2.51
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
948ed68e7f8b24edf28fff230e0ed352
1,371,506,253
33.706184
-81.502316
0
1,288,305
2020-06-17 21:57:37
2,348,245,054,386,329
fraud_Hauck, Dietrich and Funk
kids_pets
58.35
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
53905e0763321e9efc9ec8393242117d
1,371,506,257
42.379433
-79.794562
0
1,288,306
2020-06-17 21:57:55
4,173,950,183,554,608
fraud_Larkin Ltd
kids_pets
113.41
Stephen
Marshall
M
47144 Roberts Keys
Monmouth Beach
NJ
7,750
40.333
-73.9809
3,279
Health promotion specialist
1978-10-05
67c0be0a1efd0a98f14f1eef2abc6e6b
1,371,506,275
41.090308
-73.003815
0
1,288,307
2020-06-17 21:58:29
4,377,338,765,909,719
fraud_Heller PLC
health_fitness
51.93
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
1162b610cce6145a97edcb6d0799cd43
1,371,506,309
35.973285
-83.358762
0
1,288,308
2020-06-17 21:58:32
3,598,304,579,370,089
fraud_Cormier, Stracke and Thiel
entertainment
29.25
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
c3aa1a0ca171db061cceea8e1c84c748
1,371,506,312
37.980015
-96.216722
0
1,288,309
2020-06-17 21:58:41
573,860,193,545
fraud_Pacocha-Bauch
shopping_pos
4.85
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
a7e9c6564dd633ad1b573755f4828bbc
1,371,506,321
42.803401
-87.740682
0
1,288,310
2020-06-17 21:58:52
3,518,669,219,150,142
fraud_Bashirian Group
shopping_net
5.28
Dorothy
Thomas
F
537 Rice Square Suite 040
Milford
OH
45,150
39.1657
-84.233
31,394
Hospital doctor
1996-11-12
05701a28f8d7503231ee1b81b9cb17c5
1,371,506,332
38.195898
-84.513261
0
1,288,311
2020-06-17 21:58:59
4,906,628,655,840,914,000
fraud_Kling-Ernser
entertainment
60.4
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
b63c8f82d70fbb71b1908b3d131f1a37
1,371,506,339
25.638593
-80.774462
0
1,288,312
2020-06-17 21:59:57
6,011,603,272,871,604
fraud_White and Sons
home
68.55
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
2fe9324016d08f4c56eaeedee0c964cf
1,371,506,397
33.798292
-83.97741
0
1,288,313
2020-06-17 22:01:05
30,033,162,392,091
fraud_Spencer PLC
entertainment
70.81
Kevin
Summers
M
7302 Samantha Mission
Carroll
NE
68,723
42.277
-97.1926
566
Metallurgist
1975-01-26
5781ca3cc4d582a12395af6c254766df
1,371,506,465
42.29515
-96.642212
0
1,288,314
2020-06-17 22:01:34
3,568,736,585,751,727
fraud_Goyette-Gerhold
kids_pets
47.47
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
41afd8c8dc8a7885decf512e98924cc8
1,371,506,494
40.972904
-92.541199
0
1,288,315
2020-06-17 22:02:45
4,841,313,716,651,064
fraud_Jacobi Inc
health_fitness
73.54
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
c3457c7a7d6ad9b2454f723390c5a921
1,371,506,565
43.128032
-71.998058
0
1,288,316
2020-06-17 22:03:18
581,686,439,828
fraud_Daugherty, Pouros and Beahan
shopping_pos
31.72
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
a95246f639f2657811f2dbd8cc8b51bf
1,371,506,598
40.564176
-80.231282
0
1,288,317
2020-06-17 22:03:27
3,514,865,930,894,695
fraud_Langosh, Wintheiser and Hyatt
food_dining
15.05
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
a0de3edb1b55ff7a8517ddc8efa35381
1,371,506,607
33.922225
-105.582227
0
1,288,318
2020-06-17 22:03:42
2,383,461,948,823,908
fraud_Adams-Barrows
health_fitness
41.2
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
1f152b121274e7c88d7d6dfe2ef9f3f0
1,371,506,622
44.312962
-71.303192
0
1,288,319
2020-06-17 22:04:14
4,512,828,414,983,802,000
fraud_Willms, Kris and Bergnaum
shopping_pos
1.75
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
65f6cd28555a9e22d9ae2ef29cd4639a
1,371,506,654
40.65417
-78.903415
0
1,288,320
2020-06-17 22:04:27
3,587,960,728,692,500
fraud_Hyatt, Russel and Gleichner
health_fitness
45.56
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
1d9dfc7190486d9994b65d505b07dec8
1,371,506,667
42.57925
-95.151936
0
1,288,321
2020-06-17 22:05:50
30,235,438,713,303
fraud_Bahringer, Schoen and Corkery
shopping_pos
7.29
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
e4a044236cd9a333ebdbe3eb475cb30f
1,371,506,750
37.673714
-82.48343
0
1,288,322
2020-06-17 22:06:21
3,560,725,013,359,375
fraud_Kuhn Group
food_dining
93.45
Brooke
Smith
F
63542 Luna Brook Apt. 012
Notrees
TX
79,759
31.8599
-102.7413
23
Cytogeneticist
1969-09-15
a12dd68f839a16e42b4c14ef7f19ed48
1,371,506,781
31.118277
-102.104377
0
1,288,323
2020-06-17 22:07:04
2,222,001,896,600,109
fraud_Zemlak, Tillman and Cremin
personal_care
18.55
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
f9c0d41bf9a35726a2b2f430e3bd6c24
1,371,506,824
39.173175
-90.028297
1
1,288,324
2020-06-17 22:07:52
4,681,601,008,538,160
fraud_Pollich LLC
home
36.67
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
014dbd0ff9789a41c03bf5fc0bbf3ec5
1,371,506,872
39.86748
-80.645991
0
1,288,325
2020-06-17 22:09:04
3,589,289,942,931,264
fraud_Gutmann-Upton
misc_pos
5.75
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
2e003dfe57a2f9dc2e7a044b11f5f0ac
1,371,506,944
44.745978
-98.322297
0
1,288,326
2020-06-17 22:09:14
38,014,427,445,058
fraud_Brown Inc
kids_pets
75.4
Sonya
Jensen
F
4470 Jillian Courts
Adams
WI
53,910
43.8967
-89.8219
3,508
Sport and exercise psychologist
1946-08-11
72f5ce17caebbb1c4b3a9760da703bdb
1,371,506,954
43.515248
-89.458413
0
1,288,327
2020-06-17 22:09:31
4,099,707,841,315,751
fraud_Conroy-Emard
food_dining
65.79
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
84a58f8a9d5a07adb78932f2fe38159c
1,371,506,971
39.04263
-79.11413
0
1,288,328
2020-06-17 22:09:57
4,623,560,839,669
fraud_Yost-Rogahn
personal_care
27.46
Vincent
Waller
M
9379 Vanessa Run Apt. 400
Lohrville
IA
51,453
42.2619
-94.5566
695
Administrator
1954-07-15
ea4cf8587b1189840a4e449f20067537
1,371,506,997
42.314117
-93.847176
0
1,288,329
2020-06-17 22:10:17
4,181,833,256,558,614,000
fraud_Roob, Conn and Tremblay
shopping_pos
10.88
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
06c0a0f19198088b9757f126962bfe54
1,371,507,017
37.204944
-106.045833
0
1,288,330
2020-06-17 22:10:58
4,538,566,639,857
fraud_White and Sons
home
17.7
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
3eec5c590a97f12503b33273e060e507
1,371,507,058
40.09113
-73.861928
0
1,288,331
2020-06-17 22:11:34
30,143,535,920,989
fraud_Schmeler-Howe
personal_care
8.85
Lisa
Collins
F
44197 Jeffrey Port Suite 050
Bridgeport
NJ
8,014
39.8016
-75.3478
504
Engineer, control and instrumentation
1980-08-17
e17ed42eb3eb545befa8d4137081d6bf
1,371,507,094
40.027403
-74.675961
0
1,288,332
2020-06-17 22:11:40
2,233,882,705,243,596
fraud_Reilly LLC
home
23.48
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
8c139afe5c8e7654db7329f69b248ded
1,371,507,100
33.110486
-89.965499
0
1,288,333
2020-06-17 22:11:58
4,400,011,257,587,662,000
fraud_Boehm, Predovic and Reinger
misc_pos
148.56
Marissa
Powell
F
474 Allen Haven
North Loup
NE
68,859
41.4972
-98.7858
509
Nurse, children's
1980-09-15
e958c50271891b4b592b195431cc1c13
1,371,507,118
41.022174
-98.295127
0
1,288,334
2020-06-17 22:12:18
30,266,994,494,236
fraud_Quitzon-Goyette
home
15.55
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
82ceddd5681e5c36f44a3210ef2b06ea
1,371,507,138
37.89945
-77.543394
0
1,288,335
2020-06-17 22:12:31
2,450,829,271,795,901
fraud_Hirthe-Beier
health_fitness
41.14
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
3fed37dcfbca0febcb83462aec18e1f1
1,371,507,151
45.17124
-94.182434
0
1,288,336
2020-06-17 22:12:37
4,979,422,371,139,333
fraud_Heaney-Marquardt
entertainment
39.64
Kelly
Zimmerman
F
1893 Katie Tunnel
Westerville
NE
68,881
41.4193
-99.3844
73
Product designer
1935-02-10
81f92504c5dc0c2594b108cb2f9aba4c
1,371,507,157
41.399334
-98.762716
0
1,288,337
2020-06-17 22:13:11
5,410,056,176,712,193
fraud_Dare-Gibson
health_fitness
59.14
Jeffrey
Krause
M
4742 Alexandria Mountain
New Franken
WI
54,229
44.5592
-87.8235
4,306
Art therapist
1989-10-19
e618a6f656bb35421d4f75790ce3cbca
1,371,507,191
44.626614
-88.004073
0
1,288,338
2020-06-17 22:13:33
180,036,456,789,979
fraud_Smith-Stokes
misc_pos
1.3
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
6d9193c44735a20fb3b2a0e75c3c4618
1,371,507,213
43.812095
-90.768335
0
1,288,339
2020-06-17 22:13:59
343,819,048,608,995
fraud_Rau-Robel
kids_pets
115.06
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
a601106497262855c086fa97bcb7277e
1,371,507,239
40.894634
-94.216269
0
1,288,340
2020-06-17 22:14:34
3,520,550,088,202,337
fraud_Bernhard, Grant and Langworth
shopping_pos
106.33
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
154e48cdb426d8fa73451f372ec73214
1,371,507,274
48.507538
-90.476961
0
1,288,341
2020-06-17 22:14:56
3,575,789,281,659,026
fraud_Bernhard, Grant and Langworth
shopping_pos
25.98
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
0116c1ebec5bbe3064046d3427511b05
1,371,507,296
39.074218
-93.037465
0
1,288,342
2020-06-17 22:15:24
4,301,028,321,766,222,300
fraud_Lesch, D'Amore and Brown
food_dining
59.8
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
061b3fd1d6bebb8a712489a9e183cf3b
1,371,507,324
40.65859
-80.890522
0
1,288,343
2020-06-17 22:15:29
342,952,484,382,519
fraud_Thompson-Gleason
health_fitness
4.25
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
2f418e16b671181b223019bc02b46d52
1,371,507,329
42.652274
-72.647713
0
1,288,344
2020-06-17 22:15:38
374,497,717,543,058
fraud_Lemke and Sons
travel
3.92
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
a9fec54323cb5fb5248248e6f214ba78
1,371,507,338
47.602115
-100.938254
0
1,288,345
2020-06-17 22:16:11
4,302,475,216,404,898
fraud_Connelly-Carter
home
66.79
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
7ce0e2723aa2c940298e3195c2ed2a41
1,371,507,371
42.3437
-93.634875
0
1,288,346
2020-06-17 22:18:30
342,319,985,983,023
fraud_Kozey-Boehm
shopping_net
970.54
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
85c5e27ff9cf3c494d0d582b94536dba
1,371,507,510
42.808484
-75.47137
1
1,288,347
2020-06-17 22:19:09
5,130,484,058,948,421
fraud_Bode-Rempel
kids_pets
49.81
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
ed72acf92d303dc77ce348e6631e9114
1,371,507,549
39.997254
-84.584112
0
1,288,348
2020-06-17 22:19:13
2,703,186,189,652,095
fraud_Hilpert-Conroy
kids_pets
5.7
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
1cad87c1d6e136e1b4ebd763bafe7bdb
1,371,507,553
36.071291
-80.622864
0
1,288,349
2020-06-17 22:19:21
343,464,013,864,032
fraud_Eichmann-Kilback
home
64.39
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
9040d71fa76a8240cefdea3ac2669aa1
1,371,507,561
36.794979
-78.860718
0
1,288,350
2020-06-17 22:21:18
3,553,629,419,254,918
fraud_Adams-Barrows
health_fitness
31.69
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
fc38fdfa8989346d169c516f698f7654
1,371,507,678
49.024071
-122.067574
0
1,288,351
2020-06-17 22:22:15
2,254,917,871,818,484
fraud_Renner Ltd
home
36.14
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
a476f1b23d8727bd967822ceceda68f6
1,371,507,735
38.586197
-76.902138
0
1,288,352
2020-06-17 22:23:24
4,855,488,158,131,690,000
fraud_Little Ltd
kids_pets
49.19
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
a7048ac4a0c742e4d445ddc2160e4249
1,371,507,804
44.710386
-71.937335
0
1,288,353
2020-06-17 22:23:49
2,242,542,703,101,233
fraud_Friesen Inc
shopping_pos
154.42
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
3a65335a6ce01c8306046760d2715bb6
1,371,507,829
38.988585
-84.744614
0
1,288,354
2020-06-17 22:25:28
6,011,438,889,172,900
fraud_Kilback Group
food_dining
181.2
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
f4b448cc80867aed6a67d107cf3fc946
1,371,507,928
34.627917
-92.208438
0
1,288,355
2020-06-17 22:25:36
3,508,104,404,056,005
fraud_Metz-Boehm
shopping_pos
9.67
Michael
Fisher
M
401 Escobar Port
East Troy
WI
53,120
42.8035
-88.4092
9,679
Engineer, production
1991-04-11
3c5d47da806b85e7166f3c34b6d5a231
1,371,507,936
42.474472
-87.646615
0
1,288,356
2020-06-17 22:25:45
213,141,712,584,544
fraud_Beier-Hyatt
shopping_pos
19.72
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
282d751b703106b86fff8f634e1ec05f
1,371,507,945
31.349408
-89.217458
0
1,288,357
2020-06-17 22:26:15
4,228,411,452,607,671
fraud_Stiedemann Inc
misc_pos
8.92
Aaron
Stewart
M
400 Zuniga Pine
Winthrop
ME
4,364
44.3229
-69.9576
6,025
Advertising account planner
1995-04-22
f7d1fa50f81299333d4eb3447acc7910
1,371,507,975
43.547828
-69.157984
0
1,288,358
2020-06-17 22:26:35
6,011,679,934,075,347
fraud_Predovic Inc
shopping_net
6.13
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
e6051e242c63260e10f60ff890494433
1,371,507,995
41.560059
-106.467195
0
1,288,359
2020-06-17 22:27:07
4,003,989,662,068,504
fraud_Cormier, Stracke and Thiel
entertainment
11.14
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
f456c41b14f9adb8610a34494589edb8
1,371,508,027
32.639761
-86.80899
0
1,288,360
2020-06-17 22:27:24
4,939,976,756,738,216
fraud_Hickle Group
shopping_pos
42.07
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
d6f3355bee073f5b6c7d7b776311c1b8
1,371,508,044
27.272545
-99.028634
0
1,288,361
2020-06-17 22:27:53
4,658,490,815,480,264
fraud_Reichert-Weissnat
travel
1.1
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
71fe87a3c654e898c155d6b8b2678479
1,371,508,073
39.275252
-78.904687
0
1,288,362
2020-06-17 22:28:51
5,152,054,598,359,927
fraud_Rempel Inc
shopping_net
7.55
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
d63b9647445d2c28fe4c9d3eccf63baa
1,371,508,131
29.607225
-90.261316
0
1,288,363
2020-06-17 22:30:01
6,011,652,924,285,713
fraud_Thiel Ltd
travel
2.45
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
0e1be674956de6b2ea25d9542d931028
1,371,508,201
37.297042
-92.447433
0
1,288,364
2020-06-17 22:30:57
3,504,178,999,463,051
fraud_Gaylord-Powlowski
home
85.61
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
fd3547824136923a71102f79b1872ebf
1,371,508,257
39.967862
-84.115969
0
1,288,365
2020-06-17 22:32:00
2,222,001,896,600,109
fraud_Cruickshank-Mills
entertainment
625.06
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
c0580f96fd0cf3a734bd41e06f63464c
1,371,508,320
37.948864
-89.634493
1
1,288,366
2020-06-17 22:32:20
3,586,955,669,388,457
fraud_Turner LLC
travel
533.65
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
1a60ce192ae649f09b80e928b40dc4ed
1,371,508,340
40.5489
-79.35999
0
1,288,367
2020-06-17 22:32:27
30,290,551,782,700
fraud_Hagenes, Hermann and Stroman
travel
5.21
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
4d422ea9813407695a24b02f8fe3cdd8
1,371,508,347
37.294894
-88.100473
0
1,288,368
2020-06-17 22:33:02
4,988,304,376,504
fraud_Larkin Ltd
kids_pets
45.98
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
d6d4ec146df9449d11f7bc07314e03f8
1,371,508,382
41.758734
-74.117069
0
1,288,369
2020-06-17 22:34:36
4,998,109,455,173,950
fraud_Fisher Inc
shopping_net
3.11
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
41c85bf2bd7111ad6368f4448553a79f
1,371,508,476
38.098696
-94.19553
0
1,288,370
2020-06-17 22:35:09
4,658,117,080,136
fraud_McKenzie-Huels
food_dining
87.8
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
fcc3689e53fcc166a487739cfc2167b8
1,371,508,509
35.386666
-108.500051
0
1,288,371
2020-06-17 22:36:40
3,512,365,128,314,616
fraud_Moore, Williamson and Emmerich
home
11.33
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
1c3a623f1ead1502540a75848bfa1371
1,371,508,600
39.166031
-89.998241
0
1,288,372
2020-06-17 22:37:40
4,725,673,654,161,314
fraud_Dare-Gibson
health_fitness
39.45
Alex
White
M
874 Fred Knolls Apt. 609
Orient
NY
11,957
41.1437
-72.2879
743
Video editor
1968-09-19
8fc7042a4b2c34248ff8531d786df8f3
1,371,508,660
41.842361
-72.773134
0
1,288,373
2020-06-17 22:37:45
502,038,091,380
fraud_Bernier and Sons
kids_pets
46.75
Kurt
Peters
M
7290 Ashlee Keys
Kissee Mills
MO
65,680
36.6704
-93.0377
1,201
Engineer, agricultural
1980-03-18
d82fad9dd2833982bc828db659943a6a
1,371,508,665
36.999005
-92.8331
0
1,288,374
2020-06-17 22:37:50
3,519,607,465,576,254
fraud_O'Connell, Botsford and Hand
home
57.66
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
46ab3db2b74456b25b47696a0b4fb3a5
1,371,508,670
40.787861
-123.83363
0
1,288,375
2020-06-17 22:38:53
3,527,536,963,490,470
fraud_Rau-Robel
kids_pets
20.91
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
22e2a4ebe5f6cc8e55ec664a387b073a
1,371,508,733
33.929482
-80.478192
1
1,288,376
2020-06-17 22:38:54
4,777,065,439,639,721
fraud_Ebert-Daugherty
travel
504.57
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
892ae29d5c1618eb63eccab9b616c744
1,371,508,734
39.741717
-76.085119
0
1,288,377
2020-06-17 22:40:07
4,689,147,265,057,949,000
fraud_Bode-Rempel
kids_pets
43.04
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
b662cf79ca3a4001a5e6917738ae6765
1,371,508,807
40.210628
-96.060816
0
1,288,378
2020-06-17 22:40:20
342,319,985,983,023
fraud_Heathcote, Yost and Kertzmann
shopping_net
882.62
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
ad24818613dbd374ec9e755f39012c33
1,371,508,820
42.880832
-74.882047
1
1,288,379
2020-06-17 22:40:28
4,134,456,652,433,447
fraud_Gottlieb-Hansen
personal_care
8.61
Lawrence
Ellis
M
1471 Alicia Flat Apt. 993
Springfield Gardens
NY
11,413
40.6645
-73.7559
38,912
Production manager
1961-11-07
03efa89f3af1014fa177130e8da297e1
1,371,508,828
41.57585
-74.481601
0
1,288,380
2020-06-17 22:40:38
3,559,160,581,764,413
fraud_Ernser-Feest
home
87.75
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
877e4db1341f31eb397612feee044233
1,371,508,838
43.233467
-77.951369
0
1,288,381
2020-06-17 22:41:30
5,130,484,058,948,421
fraud_Kutch-Wilderman
home
77.33
Ronald
White
M
25713 Hamilton Grove Apt. 903
Beaverdam
OH
45,808
40.8314
-83.9758
349
Museum/gallery conservator
1978-12-25
d80a61f555726a3e577d4c7de88df96e
1,371,508,890
41.453273
-83.992079
0
1,288,382
2020-06-17 22:41:45
4,260,059,589,824,237
fraud_Champlin and Sons
home
186.2
Aaron
Rogers
M
969 Huerta Path Apt. 270
Valentine
NE
69,201
42.8062
-100.6215
4,005
Network engineer
1945-03-15
964da1b833f2ae8a8a2929a49d0d4b09
1,371,508,905
43.799693
-99.747179
0
1,288,383
2020-06-17 22:42:02
3,529,597,930,342,630
fraud_Keeling-Crist
misc_pos
4
Melissa
Rodriguez
F
81708 Christopher Plaza
Jordanville
NY
13,361
42.8948
-74.8209
824
Travel agency manager
1985-09-01
98426323d60433af11933a1d0fc9fb15
1,371,508,922
41.932333
-74.513547
0
1,288,384
2020-06-17 22:42:03
6,011,492,816,282,597
fraud_Stoltenberg-Beatty
shopping_pos
7.98
Gary
Barnes
M
2970 Flores Brooks
Smackover
AR
71,762
33.3398
-92.7442
2,501
Financial adviser
1986-06-11
f4088537802f486be509c22ebda95fc4
1,371,508,923
34.041721
-92.830605
0
1,288,385
2020-06-17 22:42:24
2,720,012,583,106,919
fraud_White and Sons
home
70.98
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
39e7fd94b5ef609d85a483777facfdd3
1,371,508,944
42.902046
-102.408961
0
1,288,386
2020-06-17 22:44:41
2,720,830,304,681,674
fraud_Hilpert-Conroy
kids_pets
70.47
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
e271caa21a444f352b242dd582323033
1,371,509,081
36.005789
-88.016136
0
1,288,387
2020-06-17 22:45:06
30,033,162,392,091
fraud_Stark-Koss
home
98.75
Kevin
Summers
M
7302 Samantha Mission
Carroll
NE
68,723
42.277
-97.1926
566
Metallurgist
1975-01-26
dde3c7a6f1baa49cb0c8c2aa838615ce
1,371,509,106
42.686448
-97.798634
0
1,288,388
2020-06-17 22:46:05
4,642,255,475,285,942
fraud_McDermott-Rice
misc_pos
2,703.62
Sabrina
Johnson
F
320 Nicholson Orchard
Thompson
UT
84,540
38.9999
-109.615
46
Surveyor, minerals
1987-04-23
181e3ec451fb422b808b5646f7726b99
1,371,509,165
38.864848
-109.51506
0
1,288,389
2020-06-17 22:46:14
2,222,001,896,600,109
fraud_Stoltenberg-Beatty
shopping_pos
986.87
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
a1bf82dce5acbad489da5e7b07de0849
1,371,509,174
39.190251
-90.498548
1
1,288,390
2020-06-17 22:47:12
376,262,134,119,629
fraud_Ernser-Feest
home
33.69
Christopher
Carr
M
62931 Ralph Court
Lakeland
FL
33,813
27.9611
-81.9398
237,282
Radiographer, therapeutic
1961-09-28
f8c35ee785c977caab9e2861437ec06c
1,371,509,232
27.026349
-82.840293
0
1,288,391
2020-06-17 22:47:30
4,642,894,980,163
fraud_Simonis-Prohaska
misc_pos
16.9
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
7b839a4e6dab8c1b4a6d88be76c48b7b
1,371,509,250
39.759104
-95.571657
0
1,288,392
2020-06-17 22:48:17
4,822,367,783,500,458
fraud_Lehner, Reichert and Mills
misc_pos
106.56
Christopher
Farrell
M
97070 Anderson Land
Haines City
FL
33,844
28.0758
-81.5929
33,804
Exercise physiologist
1991-01-01
cd89088a7012a0c2cc9224d2ec383f30
1,371,509,297
27.317828
-80.610303
0
1,288,393
2020-06-17 22:48:39
342,319,985,983,023
fraud_Weimann, Kuhic and Beahan
shopping_pos
766.4
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
78c934f27b5fdceef1a5c8df672e3f9a
1,371,509,319
41.202656
-74.585576
1
1,288,394
2020-06-17 22:49:04
4,469,777,115,158,235,000
fraud_McDermott, Osinski and Morar
home
57.2
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
0ba24c7dd8452c967d858181a14bcadb
1,371,509,344
43.054995
-72.082381
0
1,288,395
2020-06-17 22:49:27
30,197,398,657,930
fraud_Little Ltd
kids_pets
119.59
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
0cf6fee12262e98b0e61e54e19e59353
1,371,509,367
36.717096
-79.428684
0
1,288,396
2020-06-17 22:49:44
3,585,052,663,373,890
fraud_Lubowitz-Walter
kids_pets
5.26
Jeffery
Brown
M
296 Maria Street
West Eaton
NY
13,484
42.8546
-75.6605
176
Science writer
1963-12-28
7b7370f0ad9ff375656a6be1c91761d9
1,371,509,384
42.071412
-76.311399
0
1,288,397
2020-06-17 22:49:59
580,954,173,374
fraud_Bahringer, Bergnaum and Quitzon
home
94.19
Jessica
Benitez
F
31281 Thomas Inlet
Montrose
NY
10,548
41.2496
-73.9446
3,487
Race relations officer
1960-01-13
7b01ed527e643782ed45765dd8f4315c
1,371,509,399
41.946905
-74.298649
0
1,288,398
2020-06-17 22:50:04
4,839,615,922,685,395
fraud_Parker-Kunde
personal_care
100.04
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
c22e4fefd843e994a145eeeb71305076
1,371,509,404
38.542866
-87.145471
0
1,288,399
2020-06-17 22:50:13
342,952,484,382,519
fraud_Skiles LLC
home
90.26
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
b84dc9c1822b276ed938cdf9a3ea5801
1,371,509,413
41.536166
-72.927063
0