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
1,266,200
2020-06-09 21:10:43
3,561,963,695,236,764
fraud_O'Reilly, Mohr and Purdy
home
73.48
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
f60530c9bfc5d51df06fc098b14d0671
1,370,812,243
41.664408
-71.357679
0
1,266,201
2020-06-09 21:11:02
3,565,423,334,076,143
fraud_Denesik, Powlowski and Pouros
home
23.17
Nathan
Thomas
M
4923 Campbell Pines Suite 717
Carlisle
IN
47,838
38.9763
-87.3667
4,081
Energy engineer
1938-03-15
bf09836430a7209796ec0ca1b4092438
1,370,812,262
38.865783
-88.007316
0
1,266,202
2020-06-09 21:11:51
4,026,222,041,577
fraud_Jakubowski Group
food_dining
75.2
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
5c7f8aa82b97ec7f847b95d95646f24b
1,370,812,311
42.406995
-72.727283
0
1,266,203
2020-06-09 21:12:05
6,011,724,471,098,086
fraud_Bogisich-Weimann
kids_pets
92.97
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
a8732fe664dbde377d652dfeef4c4a27
1,370,812,325
45.965822
-119.047656
0
1,266,204
2020-06-09 21:12:07
30,044,330,818,990
fraud_Yost-Rogahn
personal_care
214.87
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
33f30e195c7152db9a7e0a671ef6f708
1,370,812,327
26.852125
-81.275373
0
1,266,205
2020-06-09 21:12:30
6,011,149,206,456,997
fraud_Jewess LLC
shopping_pos
138.72
Jeffrey
White
M
8617 Holmes Terrace Suite 651
Tuscarora
MD
21,790
39.2667
-77.5101
100
Production assistant, television
1979-12-11
9ea322b8aa12c02c1957fce3eed43fc9
1,370,812,350
39.14684
-78.084854
0
1,266,206
2020-06-09 21:12:44
3,501,942,333,500,073
fraud_Schmeler, Bashirian and Price
shopping_net
262.71
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
f7ae148a4390456388a8d9f86b5cf307
1,370,812,364
33.324918
-112.561622
0
1,266,207
2020-06-09 21:12:45
4,225,990,116,481,262,600
fraud_Waelchi-Wolf
kids_pets
114.13
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
548070fda3e7d99799836bb9719d6f0a
1,370,812,365
19.266942
-154.614458
0
1,266,208
2020-06-09 21:12:54
2,222,001,896,600,109
fraud_Morissette PLC
shopping_pos
8.29
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
1356511cc8815096f091ca9ee685c6f6
1,370,812,374
39.917625
-89.691801
0
1,266,209
2020-06-09 21:13:04
2,296,006,538,441,789
fraud_Witting, Beer and Ernser
home
58.1
Judy
Hogan
F
4970 Michelle Burgs
Brooklyn
NY
11,217
40.6816
-73.9798
2,504,700
Medical sales representative
1999-09-01
be46b7592f482fc070194a4eaf599a4d
1,370,812,384
40.256526
-74.543831
0
1,266,210
2020-06-09 21:13:11
5,540,636,818,935,089
fraud_Harris Group
food_dining
31.02
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
0b6e13556b571201a03f14b553918da7
1,370,812,391
42.798368
-71.305744
0
1,266,211
2020-06-09 21:13:41
4,018,105,808,392,773,600
fraud_Hilpert-Conroy
kids_pets
54.12
Katherine
Love
F
5884 Sandoval Square Apt. 371
Allenhurst
NJ
7,711
40.2367
-74.0067
1,533
Administrator, charities/voluntary organisations
1935-04-15
5604f23b8d321f64e8e5dd4173444793
1,370,812,421
40.429132
-73.773688
0
1,266,212
2020-06-09 21:14:03
2,242,542,703,101,233
fraud_Auer LLC
personal_care
14.04
Samuel
Jenkins
M
43235 Mckenzie Views Apt. 837
Westport
KY
40,077
38.4921
-85.4524
564
Pensions consultant
1996-04-10
7d01781accde20d6ee31e8c72d1622d0
1,370,812,443
37.946528
-84.977367
0
1,266,213
2020-06-09 21:14:45
6,011,504,998,544,485
fraud_Windler LLC
kids_pets
162.11
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
7ef974e1cf622ca6fb8e0717203f418c
1,370,812,485
32.29894
-87.130499
0
1,266,214
2020-06-09 21:14:53
6,011,652,924,285,713
fraud_Leannon-Ward
food_dining
3.1
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
00a6e9f53355c099e89d97034ba6fe8e
1,370,812,493
38.996094
-92.566182
0
1,266,215
2020-06-09 21:14:55
571,365,235,126
fraud_Swaniawski, Lowe and Robel
shopping_pos
2.53
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
8ecc5def0eac123e7f4f70d47104ab37
1,370,812,495
44.964557
-85.378295
0
1,266,216
2020-06-09 21:15:19
639,023,984,367
fraud_Predovic Inc
shopping_net
6.16
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
ce67c8d866ef2b41d4ad455b934bc8b8
1,370,812,519
43.949022
-74.80337
0
1,266,217
2020-06-09 21:15:21
4,906,628,655,840,914,000
fraud_Osinski Inc
personal_care
24.18
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
5d610ae575768a3340a43698bcd866ac
1,370,812,521
24.162856
-82.012533
0
1,266,218
2020-06-09 21:16:28
4,099,707,841,315,751
fraud_Jacobi and Sons
shopping_pos
6.48
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
a46f8944e5d2e4b8fd8a9792e7663430
1,370,812,588
37.398433
-78.995628
0
1,266,219
2020-06-09 21:18:08
2,720,894,374,956,739
fraud_Pollich LLC
home
98.46
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
bbd00e247c4d08acb0f20c5df28e4ee7
1,370,812,688
41.646065
-83.185639
0
1,266,220
2020-06-09 21:18:09
3,553,629,419,254,918
fraud_Klocko, Runolfsdottir and Breitenberg
health_fitness
18.44
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
d255c7fba3c274e57d93ad33cc1818e4
1,370,812,689
47.657886
-121.640996
0
1,266,221
2020-06-09 21:18:11
4,186,530,744,674
fraud_Feil-Morar
health_fitness
85.37
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
ed3b55c8455256388b6add101c4d179c
1,370,812,691
34.243162
-81.159344
0
1,266,222
2020-06-09 21:18:46
4,497,451,418,073,897,000
fraud_Will Ltd
food_dining
45.84
Elizabeth
Glover
F
246 Stewart Green Suite 149
West Monroe
LA
71,291
32.5317
-92.176
54,185
Radiographer, diagnostic
1992-11-20
eb9731c8ee3f62bd0c175c98d88215db
1,370,812,726
32.537808
-93.090909
0
1,266,223
2020-06-09 21:19:03
4,102,003,771,126,577,700
fraud_Smith-Stokes
misc_pos
5.68
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
8e745f8d5260ef4a1da9d6710fc37334
1,370,812,743
32.836902
-97.673692
0
1,266,224
2020-06-09 21:19:29
3,504,178,999,463,051
fraud_Kilback Group
food_dining
16.96
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
3e9f1c0fc6246bedd3a7424651d22f6f
1,370,812,769
40.354579
-83.842587
0
1,266,225
2020-06-09 21:19:45
3,560,336,828,629,935
fraud_Walter, Hettinger and Kessler
personal_care
5.75
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
b81971bc9d3848ee2f0a947fd4a6957b
1,370,812,785
42.699901
-91.91432
0
1,266,226
2020-06-09 21:20:03
4,769,426,683,924,059,000
fraud_Schroeder, Hauck and Treutel
entertainment
59.74
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
2316c16345def2192896d097b0e505df
1,370,812,803
39.670838
-76.687492
0
1,266,227
2020-06-09 21:20:11
6,011,477,612,335,392
fraud_Roberts, Ryan and Smith
personal_care
161.94
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
c9c4eff70a95f0dfd2994ab977e61e51
1,370,812,811
40.059139
-84.764102
0
1,266,228
2020-06-09 21:20:27
375,974,680,629,816
fraud_Keeling-Crist
misc_pos
2.64
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
fbc871271490b63b6fd0b038e2218b3a
1,370,812,827
41.496419
-73.334997
0
1,266,229
2020-06-09 21:20:28
3,567,697,931,646,329
fraud_Buckridge PLC
misc_pos
2.12
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
a20f099847df79b747675cfbee15daa5
1,370,812,828
41.824653
-74.634758
0
1,266,230
2020-06-09 21:20:38
3,597,926,034,019,603
fraud_Leannon-Nikolaus
travel
3.43
Derrick
Flores
M
83690 Nicholas Ports Apt. 846
Oakland
TN
38,060
35.2229
-89.5518
9,496
Furniture conservator/restorer
1993-03-23
69f8c24dd75987730b1f33096bd10273
1,370,812,838
34.993994
-88.580886
0
1,266,231
2020-06-09 21:20:56
6,592,861,994,408,652
fraud_Block Group
misc_pos
1.44
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
0635ab3493b4a61654df7bd11c9dc0c4
1,370,812,856
42.779034
-79.174932
0
1,266,232
2020-06-09 21:21:01
3,523,898,249,167,098
fraud_Denesik, Powlowski and Pouros
home
60.51
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
4995d3cf1ce5e483c449c906bb8e5e5a
1,370,812,861
40.707967
-74.235558
0
1,266,233
2020-06-09 21:21:04
30,376,238,035,123
fraud_Roberts, Daniel and Macejkovic
kids_pets
34.84
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
08989af2f802b2bf31e8228e4d857e81
1,370,812,864
42.618643
-125.129499
0
1,266,234
2020-06-09 21:21:42
6,011,477,612,335,392
fraud_Streich Ltd
home
32.61
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
15c34bf6131534546da576f2b01b92f4
1,370,812,902
39.800347
-84.598599
0
1,266,235
2020-06-09 21:22:33
4,505,383,113,689
fraud_Cole, Hills and Jewess
home
47.45
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
3541ff0f31ab7de40f13ab13e7f8fd36
1,370,812,953
37.887148
-76.492939
0
1,266,236
2020-06-09 21:22:45
4,260,128,500,325
fraud_Gleason and Sons
kids_pets
3.32
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
6380e60984faa61385d5f6a86f69038f
1,370,812,965
37.435564
-81.820631
0
1,266,237
2020-06-09 21:22:58
374,930,071,163,758
fraud_Abshire PLC
entertainment
36.47
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
dd7785f2c435bf6e7835a5a99142fc76
1,370,812,978
41.959901
-83.90115
0
1,266,238
2020-06-09 21:23:23
213,120,463,918,358
fraud_Bins-Howell
personal_care
6.46
Willie
Jordan
M
529 West Key
Spearsville
LA
71,277
32.955
-92.587
1,758
Psychologist, forensic
1957-08-08
d27a5f6118040805e151ce1129346151
1,370,813,003
32.626288
-92.461011
0
1,266,239
2020-06-09 21:23:24
377,026,671,291,680
fraud_Auer LLC
personal_care
16.09
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
a905299efdbcd4a63645620e98699e67
1,370,813,004
37.004071
-90.978735
0
1,266,240
2020-06-09 21:23:26
6,544,734,391,390,261
fraud_Lesch, D'Amore and Brown
food_dining
4.14
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
ed02e5f60c47dfa4cc6eb112c861aea8
1,370,813,006
40.675562
-87.402141
0
1,266,241
2020-06-09 21:25:04
3,529,597,810,116,815
fraud_Lynch-Wisozk
home
4.28
Pamela
Curtis
F
8969 Fuentes Station Apt. 291
Mill Creek
PA
17,060
40.4679
-77.8967
1,334
Archaeologist
1986-12-17
f3919f59f1f8205e93595b56b5774aa5
1,370,813,104
39.700746
-77.224864
0
1,266,242
2020-06-09 21:25:22
38,052,002,992,326
fraud_Bernier and Sons
kids_pets
6.55
Anna
Logan
F
3522 Park Wells Suite 528
Cleveland
TX
77,327
30.33
-95.0202
34,153
Building surveyor
1995-09-11
e1c6efe59c7d97e2e7a669ebba40cae8
1,370,813,122
29.949074
-94.206635
0
1,266,243
2020-06-09 21:25:24
6,011,381,817,520,024
fraud_Ernser-Lynch
food_dining
184.41
Kristen
Allen
F
8619 Lisa Manors Apt. 871
Lagrange
WY
82,221
41.6423
-104.1974
635
Product/process development scientist
1973-07-13
682cbb67eef2fa9099a221a58306959f
1,370,813,124
42.037504
-104.392606
0
1,266,244
2020-06-09 21:25:37
6,528,911,529,051,375
fraud_Windler LLC
kids_pets
37.03
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
be48e545266718589e09de631dd67059
1,370,813,137
45.501004
-90.05812
0
1,266,245
2020-06-09 21:26:06
4,908,846,471,916,297
fraud_Fadel Inc
health_fitness
19.32
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
7041f40e13c211bb01e47f6e90dc9182
1,370,813,166
33.100277
-97.736358
0
1,266,246
2020-06-09 21:27:08
3,573,386,445,588,324
fraud_Brown-Greenholt
entertainment
23.06
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
566bfbb4b4f8ea439cb9a4e8f74a948c
1,370,813,228
46.458397
-97.555542
0
1,266,247
2020-06-09 21:27:55
4,048,508,450,704,760
fraud_Lehner, Reichert and Mills
misc_pos
122.78
Cheryl
Melton
F
5053 Bell Crescent Apt. 255
Fullerton
NE
68,638
41.366
-98.0054
1,749
Surveyor, mining
1973-05-07
f3db4ace540a6e017799ff814ede1429
1,370,813,275
41.01578
-97.694304
0
1,266,248
2020-06-09 21:28:08
4,266,200,684,857,219
fraud_Schroeder Group
health_fitness
62.73
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
06c56fdfc4bd7e100aabe2d199670c73
1,370,813,288
39.749685
-97.58479
0
1,266,249
2020-06-09 21:28:12
4,302,480,582,202,074
fraud_Fadel-Hilpert
health_fitness
15.05
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
6decb432ddb98fc6baefffa7d1e2dacf
1,370,813,292
43.394978
-86.490059
0
1,266,250
2020-06-09 21:28:16
6,573,561,108,825,071
fraud_Ziemann-Waters
health_fitness
52.72
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
0d8545be7a8e01a7d82b4168aea4296a
1,370,813,296
35.789806
-95.344189
0
1,266,251
2020-06-09 21:28:27
378,278,619,832,195
fraud_Kozey-Kuhlman
personal_care
7.85
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
ef79907b7924986b493b98284e24478f
1,370,813,307
44.280753
-122.55958
0
1,266,252
2020-06-09 21:28:42
213,180,742,685,905
fraud_Schumm PLC
health_fitness
143.12
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
d33172844d62d763a677f438e264641f
1,370,813,322
41.498812
-124.19239
0
1,266,253
2020-06-09 21:28:45
6,011,438,889,172,900
fraud_Erdman-Schaden
personal_care
112.33
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
179dc7dbd70d014d62c95ab8d0484661
1,370,813,325
34.475615
-91.355464
0
1,266,254
2020-06-09 21:29:18
378,904,938,837,132
fraud_Kassulke PLC
shopping_net
9.89
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
d5cce8347dd2e03824b4dafd32d9d472
1,370,813,358
36.472758
-97.93416
0
1,266,255
2020-06-09 21:29:30
371,284,100,299,909
fraud_Witting, Beer and Ernser
home
216.24
Hannah
Thomas
F
1004 Willis Pass
Hedley
TX
79,237
34.8698
-100.6806
513
Early years teacher
1976-05-24
c3973bb76cda7efbe9a48389b5c045b9
1,370,813,370
34.468683
-99.837907
0
1,266,256
2020-06-09 21:29:30
38,295,635,583,927
fraud_Lubowitz-Walter
kids_pets
9.95
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
b3ea825ff67eae1b86e1562a2f40d714
1,370,813,370
33.350236
-99.807926
0
1,266,257
2020-06-09 21:29:32
4,103,158,249,977
fraud_Zemlak, Tillman and Cremin
personal_care
75.58
Christopher
Adkins
M
3512 Knight Center
Lorenzo
TX
79,343
33.6666
-101.5277
1,571
Petroleum engineer
1982-06-27
116a28bdedf4597c17db0b28258bebfd
1,370,813,372
33.502516
-102.228668
0
1,266,258
2020-06-09 21:29:41
4,988,304,376,504
fraud_Connelly-Carter
home
53.9
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
f543438e83d870913b8704a12fcab5ce
1,370,813,381
40.672503
-74.31781
0
1,266,259
2020-06-09 21:29:50
4,587,577,161,160,601
fraud_Champlin and Sons
home
61.65
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
1f0055c832fec74100d7d8179d436c7b
1,370,813,390
43.324155
-69.765886
0
1,266,260
2020-06-09 21:29:51
180,048,185,037,117
fraud_Hahn, Bahringer and McLaughlin
personal_care
4.85
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
2be7614f7c80650f9a9f983cc548b0f3
1,370,813,391
41.054454
-73.456514
0
1,266,261
2020-06-09 21:30:27
4,951,647,200,979,051
fraud_Stanton, Jakubowski and Baumbach
shopping_net
1.05
Kimberly
Miller
F
75533 Tamara Valleys
Logan
IL
62,856
37.9943
-88.9417
324
Scientist, research (physical sciences)
1976-06-15
ccc73b6216e408f2142db3ca59fc5fcd
1,370,813,427
38.297643
-88.793701
0
1,266,262
2020-06-09 21:30:29
30,428,204,673,351
fraud_O'Hara-Wilderman
food_dining
60.83
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
deda623f0cee43f4994bef2b9ab2f44f
1,370,813,429
40.883366
-76.715007
0
1,266,263
2020-06-09 21:30:43
4,658,490,815,480,264
fraud_Padberg-Sauer
home
90.91
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
c75390a2496351902851c2d21fec982a
1,370,813,443
39.740363
-80.206018
0
1,266,264
2020-06-09 21:31:50
30,074,693,890,476
fraud_Mohr-Bayer
shopping_net
201.57
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
85038f0828e6230a6dc09ff1669e8fba
1,370,813,510
38.040488
-101.324008
0
1,266,265
2020-06-09 21:32:00
4,410,582,919,485,061,600
fraud_Jakubowski Group
food_dining
84.02
David
Cole
M
7955 Allen Orchard Apt. 336
Springfield
GA
31,329
32.3697
-81.3618
9,034
Therapist, occupational
1969-03-02
848ec3c1f2d563202d8da9f9d88eaeae
1,370,813,520
32.736579
-80.86427
0
1,266,266
2020-06-09 21:32:04
6,011,652,924,285,713
fraud_Schoen, Nienow and Bauch
personal_care
236.61
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
c45f272df455519aed11e9414df4d39c
1,370,813,524
38.944036
-93.207221
0
1,266,267
2020-06-09 21:32:07
30,270,432,095,985
fraud_Wiza LLC
misc_pos
892.62
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
708c618bec060d53f7c52461daca92a2
1,370,813,527
40.604682
-91.988533
0
1,266,268
2020-06-09 21:32:42
561,942,763,351
fraud_Pollich LLC
home
63.04
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
b26142dcad4680ef2dfe46d8fd2196ae
1,370,813,562
38.291106
-77.629287
0
1,266,269
2020-06-09 21:32:51
4,169,759,661,243,568
fraud_Miller-Harris
misc_net
2.33
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
0fead3966a3891b02b35689d143184f9
1,370,813,571
40.425305
-76.779397
0
1,266,270
2020-06-09 21:33:09
4,512,828,414,983,802,000
fraud_Reilly LLC
home
75.54
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
fb23bf177018b902de2bd9fc4685a34d
1,370,813,589
39.736993
-80.232278
0
1,266,271
2020-06-09 21:33:20
4,599,735,407,877,245,000
fraud_Nienow, Barrows and Romaguera
personal_care
4.16
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
4979b35a05cce766593d868d9cce6f61
1,370,813,600
35.670492
-88.865686
0
1,266,272
2020-06-09 21:33:27
371,226,440,126,102
fraud_Dare, Casper and Bartoletti
kids_pets
6.16
Stacy
Lambert
F
85430 Julie Trafficway Suite 792
Mulberry Grove
IL
62,262
38.9311
-89.2463
1,810
Race relations officer
1974-12-24
58f0ff8453b95538782779086f98cd00
1,370,813,607
38.72415
-89.862075
0
1,266,273
2020-06-09 21:33:31
4,653,879,239,169,997
fraud_Morissette LLC
entertainment
10.73
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
ab73244c2401d6d78503d5e87748c077
1,370,813,611
37.743955
-86.929514
0
1,266,274
2020-06-09 21:33:49
3,565,414,434,959,494
fraud_Ankunding-Carroll
travel
2.94
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
4fab7ba0700454235b42285e6d7e8c1c
1,370,813,629
39.536632
-86.476351
0
1,266,275
2020-06-09 21:35:02
4,229,733,778,084,049
fraud_Balistreri-Nader
misc_pos
8.2
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
0360a42b6fa36affdc1eb3a1c73fed8e
1,370,813,702
36.688754
-86.279061
0
1,266,276
2020-06-09 21:35:09
3,506,042,666,828,517
fraud_Welch, Rath and Koepp
entertainment
133.67
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
440737ab8a0471d5770e38f600c2f6a4
1,370,813,709
38.42943
-82.054584
0
1,266,277
2020-06-09 21:35:14
3,590,736,522,064,285
fraud_Jast Ltd
shopping_net
6.8
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
169ec100c795463c1ccca1bc492d1551
1,370,813,714
34.077411
-92.788078
0
1,266,278
2020-06-09 21:35:40
630,451,534,402
fraud_Gerhold LLC
home
5.32
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
7838d35e50ae169db60a0870b4157c0c
1,370,813,740
46.793682
-86.011248
0
1,266,279
2020-06-09 21:35:43
4,939,976,756,738,216
fraud_Prosacco LLC
personal_care
46.71
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
7eaa5d93750ede47b7ce5693dbabcdcf
1,370,813,743
27.108046
-98.301981
0
1,266,280
2020-06-09 21:35:58
3,524,574,586,339,330
fraud_Kub PLC
personal_care
117.64
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
319bf21ede3aa5b4d4c9abe96c8c2af0
1,370,813,758
27.743998
-80.185588
0
1,266,281
2020-06-09 21:35:59
373,905,417,449,658
fraud_Dooley Inc
shopping_pos
3.27
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
f65f475ae922a65ceda3665b49cd9ace
1,370,813,759
31.015579
-97.965501
0
1,266,282
2020-06-09 21:36:07
4,364,010,865,167,176
fraud_Mayert Group
shopping_pos
4.3
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
2796e4e714ea27c1048cbc299acc4101
1,370,813,767
39.41301
-119.698545
0
1,266,283
2020-06-09 21:36:10
3,526,826,139,003,047
fraud_Brown, Homenick and Lesch
health_fitness
26.88
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
0c09bab9f9917d2d4395a0f2baa19f80
1,370,813,770
44.276205
-84.903257
0
1,266,284
2020-06-09 21:36:12
6,011,504,998,544,485
fraud_Hermann-Gaylord
misc_pos
8.84
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
cb6aa1053fe5fb5893299b7ac4e84e8a
1,370,813,772
33.23371
-86.154765
0
1,266,285
2020-06-09 21:36:24
4,996,263,498,048,679
fraud_Dare, Casper and Bartoletti
kids_pets
26.62
Kendra
King
F
154 Hernandez Keys
Smith River
CA
95,567
41.9404
-124.1587
1,930
Web designer
1983-06-13
78176f5cbb8ea608a785c504a5a69fc9
1,370,813,784
42.463243
-123.277592
0
1,266,286
2020-06-09 21:36:43
4,769,426,683,924,059,000
fraud_Renner Ltd
home
33.46
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
a0dd78bd6fb3b6c6d4d548732f09dd1c
1,370,813,803
41.3167
-76.804456
0
1,266,287
2020-06-09 21:37:02
2,720,830,304,681,674
fraud_Cormier, Stracke and Thiel
entertainment
70.75
Melissa
Aguilar
F
21326 Taylor Squares Suite 708
Clarksville
TN
37,040
36.522
-87.349
151,785
Pathologist
1974-03-28
8a2b3cd36b3ee7dc63077c6b39b3dd79
1,370,813,822
36.174561
-86.870718
0
1,266,288
2020-06-09 21:37:04
30,270,432,095,985
fraud_Roob, Conn and Tremblay
shopping_pos
2.85
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
35a4ccf1bb27d1817e8bfbd3283cf655
1,370,813,824
41.145265
-90.67919
0
1,266,289
2020-06-09 21:37:08
3,526,826,139,003,047
fraud_Pacocha-Weissnat
kids_pets
18.54
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
f372a825e078252becf9f6438d405a13
1,370,813,828
43.777375
-84.712026
0
1,266,290
2020-06-09 21:37:33
30,131,826,429,364
fraud_Auer-West
shopping_net
12.66
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
e366f7983acd1d00085f40cb28c4cd42
1,370,813,853
36.57699
-85.100603
0
1,266,291
2020-06-09 21:38:14
4,956,828,990,005,111,000
fraud_Simonis-Prohaska
misc_pos
1.49
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
fc2cbc69a6a110f06b8fafe2412b152c
1,370,813,894
41.354743
-73.329223
0
1,266,292
2020-06-09 21:38:42
4,220,345,354,880
fraud_Kuphal-Toy
food_dining
164.91
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
473f188ab8b55a9ac2efed205985d213
1,370,813,922
42.28761
-82.584252
0
1,266,293
2020-06-09 21:38:52
4,311,368,326,621,416,000
fraud_Gerhold LLC
home
91.71
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
b9fecf92ce1364857b7029a51deeba35
1,370,813,932
39.960412
-102.449096
0
1,266,294
2020-06-09 21:39:48
4,358,137,750,029,945,000
fraud_Bogisich-Weimann
kids_pets
8.42
Dawn
Stephens
F
91542 Marissa Shores Apt. 053
Oran
IA
50,664
42.7012
-92.0762
53
Sports administrator
1972-10-05
e363a70f65ffe59b725db9df73b47c2e
1,370,813,988
42.414281
-91.672135
0
1,266,295
2020-06-09 21:39:49
373,905,417,449,658
fraud_Bins-Howell
personal_care
99
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
8fc57867fc69f3a1d401627574874c15
1,370,813,989
32.747017
-97.887042
0
1,266,296
2020-06-09 21:40:24
30,242,921,189,660
fraud_Kozey-Kuhlman
personal_care
131.48
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
e42f42fc809eb0b7dbd36af412e10a2b
1,370,814,024
45.782575
-85.057307
0
1,266,297
2020-06-09 21:41:24
6,011,724,471,098,086
fraud_Skiles LLC
home
36.8
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
fb3105961e11da22e9f79ffae5b24333
1,370,814,084
45.87463
-119.76604
0
1,266,298
2020-06-09 21:41:36
344,709,867,813,900
fraud_Bernier and Sons
kids_pets
62.09
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
314862e4248d7bb9a6ee41e932754544
1,370,814,096
26.793319
-80.942891
0
1,266,299
2020-06-09 21:41:39
3,560,797,065,840,735
fraud_Torphy-Goyette
shopping_pos
1.35
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
015abb6270d4a3424bdc170e596c5b05
1,370,814,099
46.252836
-102.063273
0