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
1,279,700
2020-06-15 07:19:33
2,291,163,933,867,244
fraud_Rutherford-Mertz
grocery_pos
89.79
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
078ccf550592a73fac37ef2553b66cd5
1,371,280,773
34.318411
-80.138121
0
1,279,701
2020-06-15 07:19:54
213,102,873,001,603
fraud_Rutherford-Mertz
grocery_pos
144.54
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
e7c8008341aeb9030fbe35c21d4fe8b3
1,371,280,794
43.386885
-123.157127
0
1,279,702
2020-06-15 07:20:50
4,653,879,239,169,997
fraud_Kutch LLC
gas_transport
52.09
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
7b32b652ac36a047d0751acb86217223
1,371,280,850
37.824703
-86.235397
0
1,279,703
2020-06-15 07:21:54
3,534,330,126,107,879
fraud_Towne, Greenholt and Koepp
shopping_net
81.53
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
e15cd0c99eaaba0c3a764c7b88a81dbc
1,371,280,914
46.219758
-109.738338
0
1,279,704
2020-06-15 07:22:10
4,586,810,168,620,942
fraud_Harris Inc
gas_transport
84.52
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
930a5b5ebb3eafbed0aadb9059fd6681
1,371,280,930
32.294543
-80.364812
0
1,279,705
2020-06-15 07:22:17
3,592,325,941,359,225
fraud_Kutch, Hermiston and Farrell
gas_transport
55.49
Ashley
Robinson
F
1007 Colton Forks
Hopewell
VA
23,860
37.2876
-77.295
31,970
Purchasing manager
1935-08-15
a7af1ea2b4c5929ef32257ef7e1b53fe
1,371,280,937
38.033202
-76.724597
0
1,279,706
2020-06-15 07:23:06
4,990,494,243,023
fraud_Kassulke Inc
entertainment
17.23
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
67f9c65e44a16a00a648b58d1cb828bf
1,371,280,986
39.630285
-78.068417
0
1,279,707
2020-06-15 07:23:16
4,471,568,287,204
fraud_Paucek-Wiza
grocery_net
90.5
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
01500bb11462331bd000c7953c382aa8
1,371,280,996
36.851973
-78.921569
0
1,279,708
2020-06-15 07:24:41
2,235,613,922,823,698
fraud_Schmitt Inc
gas_transport
58.69
Melissa
Mcclure
F
2027 Snyder Track
Manville
WY
82,227
42.73
-104.7024
241
Educational psychologist
1980-12-16
9c58990f1e57ce3a0c5ab556176262e5
1,371,281,081
42.520791
-105.690111
0
1,279,709
2020-06-15 07:24:43
342,952,484,382,519
fraud_Streich, Hansen and Veum
gas_transport
64.2
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
3cb2b60115093de1756042d9a163d7a7
1,371,281,083
42.259966
-74.012923
0
1,279,710
2020-06-15 07:26:55
4,365,382,885,912,355
fraud_Yost, Block and Koepp
misc_pos
38.15
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
4c0001ef34ef7bef15af951b642b96c3
1,371,281,215
47.209485
-93.122696
0
1,279,711
2020-06-15 07:27:35
2,286,236,465,059,468
fraud_Bins, Balistreri and Beatty
shopping_pos
2.38
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
f47161c6a99e8849872548c7f2bcee7f
1,371,281,255
39.168989
-93.242597
0
1,279,712
2020-06-15 07:28:02
375,904,527,651,269
fraud_Kuhn LLC
shopping_pos
9.92
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
0d21a73bcb29b05273b9a8fd1afc4e11
1,371,281,282
39.862323
-98.751689
0
1,279,713
2020-06-15 07:28:07
4,586,260,469,584
fraud_Lehner, Mosciski and King
misc_net
2.62
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
85fd2f6cbf13a1146e21d378842ab5db
1,371,281,287
40.299072
-95.663284
0
1,279,714
2020-06-15 07:28:13
4,005,676,619,255,478
fraud_DuBuque LLC
grocery_pos
64.56
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
34ca5cb01f3eb4b4aaed1ad2013eb474
1,371,281,293
30.10571
-90.731818
0
1,279,715
2020-06-15 07:28:17
4,005,676,619,255,478
fraud_Cummerata-Jones
gas_transport
77.82
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
3c4ae5f1f277cd16af3225b2476c58ac
1,371,281,297
30.251286
-90.918985
0
1,279,716
2020-06-15 07:28:30
4,423,489,490,781,412
fraud_Kutch and Sons
grocery_pos
141.53
Christopher
Ortega
M
5045 Emily Wall
Princeton
IA
52,768
41.6858
-90.3706
1,426
Agricultural consultant
1957-03-06
e27ab03c828255d75f4d64a2eda3cb47
1,371,281,310
41.556937
-90.744383
0
1,279,717
2020-06-15 07:28:40
4,658,490,815,480,264
fraud_Schmitt Inc
gas_transport
52.24
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
7311d6945f25fe68016d9025ae71ae39
1,371,281,320
39.225389
-80.337202
0
1,279,718
2020-06-15 07:29:03
30,175,986,190,993
fraud_Volkman Ltd
misc_net
62.51
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
abbfc639269006d8e1991621c1964ba1
1,371,281,343
48.155005
-96.940649
0
1,279,719
2020-06-15 07:29:50
6,011,148,190,095,209
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
200.44
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
5a7e3ec0121b64b71d76089cd48aa700
1,371,281,390
37.965404
-121.671766
0
1,279,720
2020-06-15 07:29:50
4,914,700,582,394,237
fraud_Larson-Moen
entertainment
39.17
John
Williams
M
8929 Phillips Corners Suite 259
Harmony
PA
16,037
40.8496
-80.1381
4,589
Bookseller
1956-05-01
a6ef777e93539b816a722daeb0fe791f
1,371,281,390
40.82961
-80.407871
0
1,279,721
2020-06-15 07:30:08
6,011,366,578,560,244
fraud_Harber Inc
gas_transport
74.8
Adam
Stark
M
0912 Mark Fields Apt. 080
Mc Veytown
PA
17,051
40.5046
-77.7186
4,653
Nutritional therapist
1997-07-01
39549e471ec734e7175fd34f0efb8c90
1,371,281,408
40.972815
-77.216199
0
1,279,722
2020-06-15 07:30:11
4,344,955,088,481,397
fraud_Huels-Hahn
gas_transport
75.7
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
dc2624ec141c9e82f0fd7fd0cf04672b
1,371,281,411
40.415684
-78.936083
0
1,279,723
2020-06-15 07:30:17
3,512,365,128,314,616
fraud_Huel, Hammes and Witting
grocery_pos
47.92
Francisco
Kemp
M
9554 Flores Drive
Arnold
MO
63,010
38.4305
-90.387
35,439
Land/geomatics surveyor
1985-03-31
878ae378f7e7c94f8ed5b0c9fa8d8cef
1,371,281,417
37.446382
-90.20551
0
1,279,724
2020-06-15 07:30:46
4,657,269,323,674,365
fraud_O'Keefe-Hudson
grocery_pos
65.4
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
4469d77cb434ae31300216fac4e9175a
1,371,281,446
31.385086
-84.935607
0
1,279,725
2020-06-15 07:31:22
4,890,424,426,862,857,000
fraud_Moen, Reinger and Murphy
grocery_pos
61.83
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
33e7adf003354ad64ef7eaae57573d66
1,371,281,482
38.66711
-121.660117
0
1,279,726
2020-06-15 07:31:52
2,248,735,346,244,816
fraud_Erdman-Kertzmann
gas_transport
52.41
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
ad541e007db0e310c475ef98c30e7996
1,371,281,512
38.175501
-100.219798
0
1,279,727
2020-06-15 07:32:01
30,042,378,430,132
fraud_Schaefer, McGlynn and Bosco
gas_transport
76.33
Connor
Grant
M
0654 Kevin Turnpike Apt. 084
Northport
NY
11,768
40.9051
-73.3309
21,902
Tour manager
1976-05-16
f2a158321f5e33eaa3505ab7b001988f
1,371,281,521
40.508514
-73.474061
0
1,279,728
2020-06-15 07:33:12
2,256,234,701,263,057
fraud_Boyer-Reichert
shopping_net
6.21
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
075e9f12b7eb853c619338054cd038e7
1,371,281,592
43.237852
-72.600934
0
1,279,729
2020-06-15 07:33:34
3,560,797,065,840,735
fraud_Connelly, Reichert and Fritsch
gas_transport
67.56
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
a7e6331c50c506ce090c537818d89376
1,371,281,614
46.850549
-100.453239
0
1,279,730
2020-06-15 07:34:05
3,514,897,282,719,543
fraud_Stamm-Rodriguez
misc_pos
9.22
Steven
Faulkner
M
841 Cheryl Centers Suite 115
Farmington
NY
14,425
42.958
-77.3083
10,717
Cytogeneticist
1952-10-13
b399c617a44376455d0aa71978d75823
1,371,281,645
42.841454
-78.255243
0
1,279,731
2020-06-15 07:35:03
3,504,178,999,463,051
fraud_Bogisich Inc
grocery_pos
42.64
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
1cbcb01a913512856d8ea03e3366c457
1,371,281,703
39.92256
-84.890931
0
1,279,732
2020-06-15 07:35:13
30,427,035,050,508
fraud_Heaney-Marquardt
entertainment
8.35
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
9e14ff8f1713fac2f3e5c330fc67577a
1,371,281,713
43.267778
-83.450794
0
1,279,733
2020-06-15 07:35:13
2,254,917,871,818,484
fraud_Luettgen PLC
gas_transport
88.53
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
bca0521736ae60fa6dbb0ce0701f172b
1,371,281,713
37.309933
-76.207125
0
1,279,734
2020-06-15 07:35:39
3,554,818,239,968,984
fraud_Kuhic Inc
grocery_pos
92.07
Cory
Thomas
M
6458 Roberson Alley
Williamsburg
MO
63,388
38.8874
-91.7689
710
Glass blower/designer
1970-09-27
0bd888cd7acfa11925812311280548c4
1,371,281,739
39.012182
-91.65627
0
1,279,735
2020-06-15 07:37:04
4,755,696,071,492
fraud_Schamberger-O'Keefe
grocery_pos
81
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
1988b752c58b2accb7e27e70225ded3f
1,371,281,824
33.89415
-95.854784
0
1,279,736
2020-06-15 07:37:35
4,956,828,990,005,111,000
fraud_Kerluke PLC
misc_net
8.34
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
bad0fe79bcc01e877e04e4270f31c24f
1,371,281,855
41.421402
-74.340938
0
1,279,737
2020-06-15 07:37:41
4,254,074,738,931,278
fraud_Wolf Inc
grocery_pos
130.76
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
798cb99a15fda43102f2ff4548abff09
1,371,281,861
41.101817
-78.875769
0
1,279,738
2020-06-15 07:38:07
3,541,687,240,161,491
fraud_Schultz, Simonis and Little
grocery_pos
118.88
Mark
Nguyen
M
62631 Ashley Ramp Apt. 965
Sea Island
GA
31,561
31.1989
-81.3322
298
Engineer, structural
1963-04-22
e136f3d660bd3dc8be119d2c9ee9a532
1,371,281,887
31.476969
-81.30335
0
1,279,739
2020-06-15 07:38:45
3,533,800,906,065,217
fraud_Kutch LLC
gas_transport
59.2
Amber
Thornton
F
840 Werner Lock Apt. 852
Campbell
NE
68,932
40.2967
-98.737
493
Surveyor, minerals
1940-09-13
df3890d95f57de3c34d8278f20ff2051
1,371,281,925
40.506022
-99.032063
0
1,279,740
2020-06-15 07:38:51
630,451,534,402
fraud_Conroy-Cruickshank
gas_transport
63.26
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
eb342e552111ab675caf08ccd369dfb9
1,371,281,931
45.40472
-86.546974
0
1,279,741
2020-06-15 07:38:56
4,128,027,264,554,082
fraud_Koss and Sons
gas_transport
81.2
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
e083d15db9266c88e42e222fe0a7390a
1,371,281,936
39.335114
-82.858499
0
1,279,742
2020-06-15 07:40:21
4,661,996,144,291,812,000
fraud_Conroy-Cruickshank
gas_transport
54.63
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
1f99418471a278964d0fbf1c790b0c40
1,371,282,021
41.248653
-80.104973
0
1,279,743
2020-06-15 07:40:33
4,653,178,848,915,023,000
fraud_Huel, Hammes and Witting
grocery_pos
58.9
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
b317717794d1a879096b4caf00e19a77
1,371,282,033
37.310203
-81.884702
0
1,279,744
2020-06-15 07:40:38
4,412,720,572,684,931
fraud_Connelly, Reichert and Fritsch
gas_transport
68.71
Richard
Marshall
M
295 Page Creek Suite 181
Greenbush
VA
23,357
37.7681
-75.6664
776
Psychiatrist
1949-11-17
3691f4c20a634e05605858e1539ccd51
1,371,282,038
37.824818
-75.884823
0
1,279,745
2020-06-15 07:41:25
676,248,282,243
fraud_Metz-Boehm
shopping_pos
7.88
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
49afd257a9becce1d8e05b31bd2df053
1,371,282,085
26.655779
-82.518946
0
1,279,746
2020-06-15 07:41:34
2,256,234,701,263,057
fraud_Turcotte-Halvorson
misc_pos
117.98
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
c3b361d53f589260daffab0fa3f0e0a7
1,371,282,094
42.815112
-71.530667
0
1,279,747
2020-06-15 07:41:50
3,582,754,887,089,201
fraud_Friesen-Stamm
gas_transport
48.94
Terrance
Mckinney
M
42965 Christopher Fords Suite 659
Norman
AR
71,960
34.4596
-93.6743
1,383
Magazine features editor
1966-08-08
8f128f85ea4ff4de75331c16d1cf3075
1,371,282,110
34.098074
-93.707716
0
1,279,748
2020-06-15 07:42:01
371,226,440,126,102
fraud_Friesen-Stamm
gas_transport
84.39
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
6c6be9e3f6520f6ecc9a019754e71901
1,371,282,121
39.583246
-89.034768
0
1,279,749
2020-06-15 07:42:32
30,551,643,947,183
fraud_Funk Group
grocery_net
77.57
Morgan
Smith
F
1441 Bradley Place
Grover
NC
28,073
35.1836
-81.4552
5,621
Toxicologist
1973-11-14
9f7726a2f3dc7c967d413d80e646c590
1,371,282,152
34.820659
-81.260091
0
1,279,750
2020-06-15 07:42:50
4,462,038,234,743,679,500
fraud_Rempel Inc
shopping_net
682.33
Kimberly
Bush
F
6027 Scott Meadows Suite 494
Dell City
TX
79,837
31.924
-105.2099
579
Hydrogeologist
1945-11-26
67eeece3d1c153c46c3982669f4a850e
1,371,282,170
32.519959
-105.042143
0
1,279,751
2020-06-15 07:43:12
2,706,977,570,537,524
fraud_Rowe, Batz and Goodwin
grocery_pos
99.9
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
a004bfc94e57b43d3195e0ae31d5278b
1,371,282,192
40.15322
-83.131558
0
1,279,752
2020-06-15 07:43:38
2,266,735,643,685,262
fraud_Lockman, West and Runte
grocery_pos
33.78
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
d842c0e1d538c236093e3ac414a39c94
1,371,282,218
34.231645
-85.71456
0
1,279,753
2020-06-15 07:44:09
4,428,780,983,793,657,300
fraud_Hudson-Grady
shopping_pos
5.66
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
150af51ba1d01cfc2bbc5f1a40c03363
1,371,282,249
42.698768
-89.151714
0
1,279,754
2020-06-15 07:44:24
348,789,608,637,806
fraud_Schmidt and Sons
shopping_net
2.38
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
475a14f16a32e0afdb40321322f3b8f2
1,371,282,264
40.548227
-99.386461
0
1,279,755
2020-06-15 07:44:57
180,048,185,037,117
fraud_Huel Ltd
misc_net
1.94
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
87569c370728d503e115ff69e5729e64
1,371,282,297
41.135944
-73.857177
0
1,279,756
2020-06-15 07:45:01
30,501,624,614,310
fraud_Prohaska-Murray
gas_transport
37.64
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
435618f63b5be8209c51a0a755e74f31
1,371,282,301
32.02057
-82.236101
0
1,279,757
2020-06-15 07:45:13
4,195,740,185,974
fraud_Olson, Becker and Koch
gas_transport
66.05
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
78cc8c409fe5a7f31c7458411dc55c0a
1,371,282,313
46.05438
-122.541984
0
1,279,758
2020-06-15 07:45:21
6,011,917,798,331,152
fraud_Buckridge PLC
misc_pos
9.96
William
Johnson
M
50843 Vincent Mission
South Londonderry
VT
5,155
43.1699
-72.8515
828
Scientific laboratory technician
1957-08-30
19f35e01518b00e85b71b826845aa4a3
1,371,282,321
43.321593
-72.539172
0
1,279,759
2020-06-15 07:46:22
4,254,074,738,931,278
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
124.02
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
79eb7578e86f51c5bb1a6152b8e1242d
1,371,282,382
42.930448
-77.439499
0
1,279,760
2020-06-15 07:46:26
3,525,590,521,269,779
fraud_Schamberger-O'Keefe
grocery_pos
51.83
Scott
Fuller
M
861 Karen Common
Haw River
NC
27,258
36.0424
-79.3242
6,006
Paramedic
1984-07-20
0b0885d9e5f28ebd221953fdd2b1e114
1,371,282,386
36.136476
-79.029305
0
1,279,761
2020-06-15 07:46:38
3,556,613,125,071,656
fraud_Spinka Inc
grocery_net
35.68
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
25d9e09d710317c3270e59a2bb48250f
1,371,282,398
28.463162
-94.524089
0
1,279,762
2020-06-15 07:46:45
584,673,555,952
fraud_Schaefer, Maggio and Daugherty
gas_transport
74.46
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
8c9be6763ab749e07ba3235bc39280e0
1,371,282,405
47.519935
-100.724656
0
1,279,763
2020-06-15 07:46:53
30,234,966,027,947
fraud_Brekke and Sons
gas_transport
80.35
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
103fcb0c5c3a0771b369a1d179e45433
1,371,282,413
43.010206
-87.361289
0
1,279,764
2020-06-15 07:46:57
5,540,636,818,935,089
fraud_Jenkins, Hauck and Friesen
gas_transport
94.98
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
80b4a4beb9a6c60dfbe234801130fe2b
1,371,282,417
43.076655
-71.686946
0
1,279,765
2020-06-15 07:47:05
2,305,336,922,781,618
fraud_Kling-Ernser
entertainment
33.66
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
89e7306a076508fb0e2bce93e5634b55
1,371,282,425
41.382936
-92.847389
0
1,279,766
2020-06-15 07:48:08
30,343,344,410,970
fraud_Jakubowski Group
food_dining
48.14
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
40899afc596d88c7caf8624b48b139a8
1,371,282,488
40.588839
-79.142825
0
1,279,767
2020-06-15 07:48:16
4,208,110,975,550,360,000
fraud_Cole PLC
grocery_pos
106.81
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
bb5e71384ad4956ff3643ea2eeb0044e
1,371,282,496
32.013341
-83.465435
0
1,279,768
2020-06-15 07:48:45
4,155,021,259,183,870
fraud_Emard Inc
gas_transport
37.2
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
34d828dbd777b42cfc803c502978fb82
1,371,282,525
33.85442
-99.005384
0
1,279,769
2020-06-15 07:48:46
4,328,928,491,302,401
fraud_Jaskolski-Dibbert
grocery_net
56.71
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
b29e6d882f340062b5102ade8ceb0ca0
1,371,282,526
43.885385
-88.932871
0
1,279,770
2020-06-15 07:48:55
2,222,001,896,600,109
fraud_Raynor, Reinger and Hagenes
gas_transport
61.42
Susan
Hernandez
F
2193 Osborne Run Apt. 789
Moro
IL
62,067
38.9318
-89.9618
2,401
Buyer, industrial
1972-01-03
c18d2d97debec75e9c567647c83bfa3b
1,371,282,535
38.923263
-90.863908
0
1,279,771
2020-06-15 07:48:58
30,082,025,922,891
fraud_Koss and Sons
gas_transport
82.52
Kathleen
Thompson
F
199 Patterson Fords Apt. 132
Naples
FL
34,112
26.1184
-81.7361
276,002
Pilot, airline
1934-06-23
67cc93478e617ec0ad78ef87b2bb3de7
1,371,282,538
26.160975
-82.477533
0
1,279,772
2020-06-15 07:49:14
5,388,659,976,630,693
fraud_Keeling-Crist
misc_pos
49.83
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
c88fc2744d585bc4c92967ab4189e949
1,371,282,554
43.05166
-91.402187
0
1,279,773
2020-06-15 07:49:19
4,377,338,765,909,719
fraud_Kiehn-Emmerich
grocery_pos
45.36
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
1cbdbd32593e1425411c1664926940c7
1,371,282,559
36.990077
-83.368549
0
1,279,774
2020-06-15 07:49:48
3,526,826,139,003,047
fraud_Schaefer, Maggio and Daugherty
gas_transport
69.99
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
164e5f2c979365d8da9ea3620bcccd5b
1,371,282,588
45.164586
-84.915773
0
1,279,775
2020-06-15 07:51:00
370,348,764,075,623
fraud_Casper, Hand and Zulauf
grocery_pos
70.04
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
e9f034ceb3ce5c5601514686fc811b88
1,371,282,660
31.284733
-90.477463
0
1,279,776
2020-06-15 07:51:35
4,390,966,588,600,993,000
fraud_Welch, Rath and Koepp
entertainment
77.33
Kyle
Simmons
M
8149 Harris Divide
Oklahoma City
OK
73,134
35.6174
-97.5583
640,470
Advertising copywriter
1966-06-24
68054ff91b980793889cc46b9ca3798a
1,371,282,695
34.646756
-97.634999
0
1,279,777
2020-06-15 07:51:39
3,552,581,383,553,463
fraud_Schaefer, Fay and Hilll
entertainment
70.81
Jonathan
Castro
M
200 Christie Mills Apt. 307
Andrews
NC
28,901
35.1959
-83.8228
5,354
Retail buyer
1965-04-13
35f03a23cb58d6d5de10128d0b0eae2f
1,371,282,699
35.929983
-82.993738
0
1,279,778
2020-06-15 07:52:27
2,274,911,989,136,158
fraud_Friesen-Stamm
gas_transport
78.1
Robert
Velazquez
M
3136 Silva Stream
Parker
CO
80,138
39.5102
-104.7216
84,861
Materials engineer
1932-03-10
9f1a699aba0b786a8002c80adb3da1bd
1,371,282,747
38.76572
-104.779918
0
1,279,779
2020-06-15 07:52:34
4,736,845,434,667,908,000
fraud_Flatley-Durgan
misc_net
6.46
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
bd67cf3b80c3f11632a2a01409a176bb
1,371,282,754
45.851315
-73.559082
0
1,279,780
2020-06-15 07:52:49
501,882,822,387
fraud_Heidenreich PLC
grocery_pos
78.13
Melissa
Phillips
F
5069 Scott Pass Apt. 654
Meadville
MS
39,653
31.4285
-90.8578
2,799
Therapist, horticultural
1961-01-21
3535751336e0cd1153e1b93372e85c34
1,371,282,769
31.299255
-90.908508
0
1,279,781
2020-06-15 07:53:04
4,067,137,330,196,900
fraud_Harber Inc
gas_transport
93.64
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
53b324611dbda6a5835e528587753ea3
1,371,282,784
34.201472
-87.579335
0
1,279,782
2020-06-15 07:53:17
4,265,776,278,887,457
fraud_Rutherford-Mertz
grocery_pos
125.01
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
64a149bc71edb8f0358d143e1c392520
1,371,282,797
35.953249
-92.272215
0
1,279,783
2020-06-15 07:53:31
6,544,734,391,390,261
fraud_Friesen-D'Amore
gas_transport
64.61
John
Myers
M
701 Wilson Divide
Highland
IN
46,322
41.55
-87.4569
23,727
Community arts worker
1982-02-08
d75a4bf09151a2aee3b82c2cfc97b9f8
1,371,282,811
42.283182
-88.073604
0
1,279,784
2020-06-15 07:53:53
180,067,784,565,096
fraud_Conroy-Cruickshank
gas_transport
62.39
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
7bf095ddb994b7b76e4016d5f41b5a9f
1,371,282,833
42.367738
-87.634543
0
1,279,785
2020-06-15 07:54:30
3,561,963,695,236,764
fraud_Cole PLC
grocery_pos
100.5
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
d6063c3c78d0549a05f66199b6556160
1,371,282,870
40.653636
-71.350965
0
1,279,786
2020-06-15 07:54:45
6,011,382,886,333,463
fraud_Beier-Hyatt
shopping_pos
259.42
Martin
Duarte
M
6251 Payne Flats Apt. 581
Luzerne
MI
48,636
44.6001
-84.2931
864
General practice doctor
1942-05-04
b4d41a9513aec52ee59c869c1ef35977
1,371,282,885
45.193279
-84.763318
0
1,279,787
2020-06-15 07:55:48
4,018,105,808,392,773,600
fraud_Weimann, Kuhic and Beahan
shopping_pos
8.63
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
3b57d0ffb835f3828e72fa0a4ec74c73
1,371,282,948
41.061457
-74.058648
0
1,279,788
2020-06-15 07:56:00
4,334,230,547,694,630
fraud_Schaefer, Maggio and Daugherty
gas_transport
49.96
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
1c96ab029735add3622694b055ac1ad5
1,371,282,960
42.962085
-110.89897
0
1,279,789
2020-06-15 07:56:16
6,011,948,324,228,984
fraud_Ruecker, Beer and Collier
shopping_net
128.15
Mckenzie
Brooks
F
3872 Matthew Skyway
Paris
MS
38,949
34.1992
-89.382
297
Administrator, local government
1961-12-14
35e99dd8f85b8bac78dcc2c482bff983
1,371,282,976
33.730542
-89.395894
0
1,279,790
2020-06-15 07:56:32
502,012,776,709
fraud_Cormier LLC
shopping_net
6.37
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
4149a50ed412507acd2bf53ac100419b
1,371,282,992
43.150082
-75.732138
0
1,279,791
2020-06-15 07:57:09
4,181,833,256,558,614,000
fraud_Miller-Hauck
grocery_pos
102.02
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
9bc091c708b0dfc09ba96aa12bab23e1
1,371,283,029
36.299606
-104.726831
0
1,279,792
2020-06-15 07:57:32
4,657,269,323,674,365
fraud_Gleason-Macejkovic
shopping_net
6.38
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
617a80b26a88a7ae4dd4d087c50c0c5b
1,371,283,052
30.476919
-85.173173
0
1,279,793
2020-06-15 07:57:53
341,542,810,616,333
fraud_Kilback LLC
grocery_pos
118.48
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
b4f42da1efcb30ae0aab37e655378ce4
1,371,283,073
39.191444
-93.069128
0
1,279,794
2020-06-15 07:57:54
213,125,815,021,702
fraud_Volkman-Predovic
shopping_net
7.62
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
73ec4338b68fbc3d59a67a23c6ad575f
1,371,283,074
42.441772
-73.515706
0
1,279,795
2020-06-15 07:58:18
3,517,814,635,263,522
fraud_Herman, Treutel and Dickens
misc_net
1.77
William
Cannon
M
43809 Kenneth Circles Suite 152
Union
WV
24,983
37.5802
-80.5248
2,443
Chartered public finance accountant
1941-10-16
7ba6b904513dc12b6058a2b280eb44b5
1,371,283,098
37.303073
-79.743747
0
1,279,796
2020-06-15 07:58:51
30,518,196,150,127
fraud_Strosin-Cruickshank
grocery_pos
79.17
Karen
Sullivan
F
6313 Scott Trace
Rossville
IL
60,963
40.3625
-87.6692
1,807
Buyer, retail
1975-06-02
1ed2704d7ff36a11fb46c9f5d860441b
1,371,283,131
40.620007
-87.91856
0
1,279,797
2020-06-15 07:59:41
344,709,867,813,900
fraud_Strosin-Cruickshank
grocery_pos
181.51
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
7433dab8fed20e31be20d8f24200b120
1,371,283,181
28.025345
-81.076359
0
1,279,798
2020-06-15 07:59:47
3,559,723,917,628,303
fraud_Cremin, Hamill and Reichel
misc_pos
42.47
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
d1d2f60923b9a0eca6176b9bc65fbd9d
1,371,283,187
42.232146
-88.432196
0
1,279,799
2020-06-15 08:00:32
4,681,699,462,969
fraud_Lind, Huel and McClure
gas_transport
61.25
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
2dc18e53dbcafd7eaffa92705c1f0e11
1,371,283,232
35.95297
-85.774581
0