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
7,600
2019-01-05 23:18:14
3,540,075,240,003,197
fraud_Boyer PLC
shopping_net
4.09
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
ec93bd85e55f77bdbb719d487844f1b6
1,325,805,494
43.450539
-93.875742
0
7,601
2019-01-05 23:18:26
4,069,975,342,931,683
fraud_Erdman-Ebert
personal_care
65.51
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
453e83a88ee76b710f33c2cc4f3d69ec
1,325,805,506
38.975686
-82.110832
0
7,602
2019-01-05 23:18:29
3,547,574,373,318,979
fraud_Koss, Hansen and Lueilwitz
home
33.02
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
5aebd8db6e2b85ee87e523212da67842
1,325,805,509
39.422511
-89.055307
0
7,603
2019-01-05 23:19:01
4,477,156,602,511,939,600
fraud_Mosciski Group
travel
6.26
Angela
Ross
F
0107 Clements Point
American Fork
UT
84,003
40.3928
-111.7941
42,384
Futures trader
1992-12-29
99358f963c4aae5742c99dce0c9ffee4
1,325,805,541
39.461906
-110.893713
0
7,604
2019-01-05 23:19:26
346,273,234,529,002
fraud_Runte-Mohr
food_dining
55.04
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
3bfe9e3c3a999f8b88f29e0324ded06f
1,325,805,566
38.161905
-79.876743
0
7,605
2019-01-05 23:21:01
3,566,094,707,272,327
fraud_Schmeler, Bashirian and Price
shopping_net
6.19
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
eec9524c02f12e4f2f08d20daac21f2b
1,325,805,661
34.641338
-117.797295
0
7,606
2019-01-05 23:21:42
3,518,234,918,950,662
fraud_Kling, Howe and Schneider
home
50.9
Barbara
Lowe
F
67210 Lori Creek
Sherman
TX
75,092
33.6372
-96.6184
46,563
Systems developer
1970-09-11
7040c6650fac1960cf8ea20a4c34ed66
1,325,805,702
34.217618
-95.624947
0
7,607
2019-01-05 23:22:40
639,023,984,367
fraud_Cormier, Stracke and Thiel
entertainment
150.95
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
8ca86a23423ea777334e1d75d6f1e45a
1,325,805,760
43.723086
-74.446875
0
7,608
2019-01-05 23:22:49
4,900,628,639,996
fraud_Dare, Fritsch and Zboncak
health_fitness
10.31
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
478693d034418449ef1fc4c903b0aca8
1,325,805,769
33.990532
-118.888485
0
7,609
2019-01-05 23:24:23
4,716,561,796,955,522
fraud_Lemke-Gutmann
shopping_net
1.16
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
7d337565c1a1f016d1511daa343fc258
1,325,805,863
48.212132
-112.352332
0
7,610
2019-01-05 23:25:03
3,521,417,320,836,166
fraud_Kuhn Group
food_dining
39.04
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
624d99adc0ecd511a8eabb164bfa43c1
1,325,805,903
39.993594
-86.685322
0
7,611
2019-01-05 23:26:24
30,328,384,440,870
fraud_Barrows PLC
shopping_pos
762.93
Helen
Campbell
F
182 Sergio Summit Apt. 129
Browning
MO
64,630
40.029
-93.1607
602
Cytogeneticist
1954-07-14
19b126ecf4c79997e9edc6f260c09880
1,325,805,984
40.205262
-93.499211
1
7,612
2019-01-05 23:26:46
5,152,054,598,359,927
fraud_Swift PLC
kids_pets
22.71
Jim
Johnson
M
868 Brady Mill Apt. 837
Gretna
LA
70,056
29.8872
-90.0331
55,581
Biomedical scientist
1972-09-12
b4f3a2d737b24480ab7600df0e3080b1
1,325,806,006
29.89093
-90.936461
0
7,613
2019-01-05 23:27:24
342,952,484,382,519
fraud_Emmerich-Rau
personal_care
126.47
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
3e43252ac7e9eea3e6d19a4b151e5b00
1,325,806,044
42.239741
-73.419317
0
7,614
2019-01-05 23:27:24
3,596,357,274,378,601
fraud_Howe Ltd
misc_pos
8.09
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
d2854bd827d80f56ce432e2e1a65976c
1,325,806,044
41.045547
-79.047427
0
7,615
2019-01-05 23:27:46
3,559,160,581,764,413
fraud_Schroeder, Hauck and Treutel
entertainment
76.17
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
91c6c4345f6f83eb109c03c73713a283
1,325,806,066
42.80225
-78.530054
0
7,616
2019-01-05 23:28:23
213,125,815,021,702
fraud_Bode-Rempel
kids_pets
4.31
Adam
Kirk
M
40847 Stark Junctions
Big Indian
NY
12,410
42.074
-74.453
397
Psychiatrist
1931-09-12
0e0ce98f0a6e89b581f059ecccb4c5c8
1,325,806,103
42.317544
-75.008561
0
7,617
2019-01-05 23:31:48
4,992,346,398,065,154,000
fraud_Reilly and Sons
health_fitness
64.6
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
ad3f0424d106d5b296fb7196b6955254
1,325,806,308
41.413344
-89.915307
0
7,618
2019-01-05 23:32:08
4,586,260,469,584
fraud_Emmerich-Rau
personal_care
91.57
Melody
Thompson
F
0362 Anderson Wall
Mound City
MO
64,470
40.1362
-95.2138
1,631
Architect
1953-01-20
a9f02ede1425243063af27218163936b
1,325,806,328
41.069739
-96.183395
0
7,619
2019-01-05 23:32:11
3,595,192,916,105,588
fraud_Bashirian Group
shopping_net
9.86
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
7e99fa78f37ac93bfaaad9c9ffef5346
1,325,806,331
34.263791
-79.746502
0
7,620
2019-01-05 23:33:46
6,011,652,924,285,713
fraud_Fritsch and Sons
health_fitness
105.95
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
22b94c0eb53ab4e95321ce97baa04351
1,325,806,426
38.4169
-92.113681
0
7,621
2019-01-05 23:34:11
2,254,799,658,404,120
fraud_Bernhard, Grant and Langworth
shopping_pos
2.28
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
4cf6dc92387de3df576e7e8002a20531
1,325,806,451
31.633411
-83.728014
0
7,622
2019-01-05 23:35:01
30,238,755,902,988
fraud_Shanahan-Lehner
personal_care
3.02
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
3b307a456af883416a187430ab676c85
1,325,806,501
30.334927
-97.179927
0
7,623
2019-01-05 23:36:24
370,877,495,212,014
fraud_Swaniawski, Nitzsche and Welch
health_fitness
116.76
Sarah
Clark
F
25961 Beverly Union Apt. 042
North Wilkesboro
NC
28,659
36.2017
-81.1286
21,134
Dispensing optician
1984-03-06
eef389188375afe3223243a48d53ad63
1,325,806,584
35.904989
-81.004462
0
7,624
2019-01-05 23:36:55
36,913,587,729,122
fraud_Simonis-Prohaska
misc_pos
184.85
Ana
Mccormick
F
4503 Patricia Route
Meridian
ID
83,646
43.6498
-116.4306
84,106
Intelligence analyst
1971-02-11
784115d5e9c1fe9028da30380b36203c
1,325,806,615
44.303702
-116.375004
0
7,625
2019-01-05 23:37:27
3,596,357,274,378,601
fraud_Dibbert-Green
entertainment
187.52
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
e76610c39f219921794282591047d6d2
1,325,806,647
41.035058
-78.931108
0
7,626
2019-01-05 23:39:41
4,806,443,445,305
fraud_Hoppe-Parisian
kids_pets
2.39
Eric
Patel
M
69459 Rachel Prairie Apt. 850
Ironton
OH
45,638
38.5294
-82.6654
21,635
Geochemist
2001-07-10
49490ed8ee9c65df3ed882a8555d9b7a
1,325,806,781
38.964105
-83.057368
0
7,627
2019-01-05 23:40:06
377,234,009,633,447
fraud_Reichel Inc
entertainment
59.74
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
8592acca8674b380fbeb319d5009e7b7
1,325,806,806
39.124946
-77.12407
0
7,628
2019-01-05 23:40:33
30,290,551,782,700
fraud_Prosacco, Kreiger and Kovacek
home
56.3
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
fa58e4fd2dee342c5193d3018108188b
1,325,806,833
36.478769
-87.44498
0
7,629
2019-01-05 23:40:35
6,517,217,825,320,610
fraud_Bins-Howell
personal_care
106.48
James
Reese
M
26975 Richardson Mills Apt. 402
Sontag
MS
39,665
31.6453
-90.1801
1,196
Librarian, academic
1958-06-11
c53295615054ed23f40660a1969c7c4a
1,325,806,835
32.131323
-90.496766
0
7,630
2019-01-05 23:41:06
180,017,442,990,269
fraud_Berge-Ullrich
home
12.36
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
ad2e88948073b945638921bb0d74f601
1,325,806,866
41.942547
-74.278811
0
7,631
2019-01-05 23:44:27
30,230,540,139,182
fraud_Armstrong, Walter and Gottlieb
food_dining
68.3
Hayden
Sanders
M
8465 Reed Green Suite 559
Montandon
PA
17,850
40.9661
-76.8575
645
Orthoptist
1974-05-18
3b3964f933dbbf21e7d0b41cac44d624
1,325,807,067
40.134169
-77.751651
0
7,632
2019-01-05 23:44:27
3,520,550,088,202,337
fraud_Bogisich Inc
grocery_pos
43.96
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
d128c65fdbcef856ac51033aa7494080
1,325,807,067
48.18416
-91.022275
0
7,633
2019-01-05 23:44:49
6,538,891,242,532,018
fraud_Dibbert and Sons
entertainment
283.62
Jodi
Rodriguez
F
5796 Lee Coves Apt. 286
Walnut Ridge
AR
72,476
36.0244
-90.9288
7,155
Engineer, control and instrumentation
1977-03-23
4c6d7d75ccff1a71dda6ea6f6f20ed5e
1,325,807,089
36.285929
-91.858048
0
7,634
2019-01-05 23:45:25
2,720,433,095,629,877
fraud_Bins-Howell
personal_care
49.98
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
af43c358e02784a54819e8d4dd0b6101
1,325,807,125
43.811267
-70.521864
0
7,635
2019-01-05 23:45:34
3,577,578,023,716,568
fraud_Mueller, Gerhold and Mueller
health_fitness
60.18
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
4dc5cf93d2f4dd1a4ca267ade7629a00
1,325,807,134
40.229685
-81.543593
0
7,636
2019-01-05 23:46:57
3,521,815,216,091,574
fraud_Pouros, Walker and Spencer
kids_pets
44.96
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
577625366a3d5e0f3d0a84a8dd566f92
1,325,807,217
39.811308
-105.418939
0
7,637
2019-01-05 23:47:10
4,128,730,454,058,057,700
fraud_Torp, Muller and Borer
health_fitness
13.4
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
1092fdbda7bc460924bfa801f6b7c805
1,325,807,230
31.752798
-94.679824
0
7,638
2019-01-05 23:48:15
4,878,364,946,692,291
fraud_Bradtke, Torp and Bahringer
personal_care
87.38
Tina
Alvarez
F
1976 Tyler Underpass
Early
IA
50,535
42.4483
-95.1726
885
Pilot, airline
1949-08-14
4185c1b134c4b4bce444df6cd23d5ced
1,325,807,295
42.475891
-95.449827
0
7,639
2019-01-05 23:48:26
5,596,347,693,144,598
fraud_Schaefer Ltd
kids_pets
113.24
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
c72a78be1406f678632e9c9b9a94f0d2
1,325,807,306
30.802077
-89.667163
0
7,640
2019-01-05 23:49:26
2,283,743,876,903,625
fraud_Yost, Block and Koepp
misc_pos
9.98
Shannon
Williams
F
9345 Spencer Junctions Suite 183
Alpharetta
GA
30,009
34.077
-84.3033
165,556
Prison officer
1997-12-27
d8248660cab407660df99fc259c9d40f
1,325,807,366
34.206923
-84.82413
0
7,641
2019-01-05 23:52:21
5,540,636,818,935,089
fraud_Renner Ltd
home
101.55
Kenneth
Foster
M
329 Michael Extension
Lawrence
MA
1,843
42.6911
-71.1605
76,383
Geoscientist
1985-04-04
8693a51dfd0d4717ea6f436dde061a4b
1,325,807,541
41.905397
-70.639061
0
7,642
2019-01-05 23:52:29
3,533,742,182,628,021
fraud_Zboncak, Rowe and Murazik
shopping_net
1.06
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
af6e912a9045aee1005e1ed30f00c875
1,325,807,549
33.211075
-79.100422
0
7,643
2019-01-05 23:52:33
3,524,574,586,339,330
fraud_Schmidt-Larkin
home
91.14
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
54b70b63eaf8187fff169a7eb1167f70
1,325,807,553
27.233591
-80.515157
0
7,644
2019-01-05 23:53:00
180,018,375,329,178
fraud_Hoppe, Harris and Bednar
entertainment
124.17
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
7ac8448079e300d69f9ccc9d7442178a
1,325,807,580
41.423907
-84.034434
0
7,645
2019-01-05 23:53:47
4,587,657,402,165,341,700
fraud_Greenholt, O'Hara and Balistreri
shopping_net
114.54
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
ff969c0cd040656a1cf3431d30a1dc20
1,325,807,627
40.714621
-88.375003
0
7,646
2019-01-05 23:54:34
348,789,608,637,806
fraud_Jast and Sons
food_dining
29.48
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
3395605f43d4fcffa35911bb4c5413ed
1,325,807,674
40.888125
-98.98842
0
7,647
2019-01-05 23:57:31
4,716,561,796,955,522
fraud_Armstrong, Walter and Gottlieb
food_dining
64.55
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
09857b9d5024c946aeabb678fb740ffe
1,325,807,851
47.604548
-112.084562
0
7,648
2019-01-05 23:58:08
4,254,074,738,931,278
fraud_O'Hara-Wilderman
food_dining
49.27
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
8cce06e5cc0fe4b35c93def0b0f2b899
1,325,807,888
41.824229
-78.409323
0
7,649
2019-01-05 23:59:29
4,642,894,980,163
fraud_Lynch-Mohr
travel
5.2
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
d86eac3776d7d9832ba6e82792dfe907
1,325,807,969
39.996603
-95.260857
0
7,650
2019-01-05 23:59:30
6,011,724,471,098,086
fraud_Kassulke PLC
shopping_net
5.97
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
8d3d9453fcc386ca579627de951eb6ee
1,325,807,970
46.633594
-118.579098
0
7,651
2019-01-06 00:00:55
5,359,543,825,610,251
fraud_Hackett-Lueilwitz
grocery_pos
50.53
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
a166eec6e00955b1824c56fd64af3071
1,325,808,055
46.456023
-110.448559
0
7,652
2019-01-06 00:01:36
6,011,438,889,172,900
fraud_Boyer PLC
misc_pos
364.94
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
5d993e9380cae1405bffe8a358b8c3cb
1,325,808,096
35.261938
-91.973506
0
7,653
2019-01-06 00:03:41
4,760,122,961,662
fraud_Volkman-Predovic
shopping_net
7.98
Robert
Jordan
M
4602 Lopez Glens Suite 900
Arcadia
OH
44,804
41.1116
-83.502
1,202
Curator
1933-03-01
36ff9570ed7e66e275ad24d4853e250c
1,325,808,221
41.630052
-83.473061
0
7,654
2019-01-06 00:06:37
4,026,222,041,577
fraud_Rohan, White and Aufderhar
misc_net
25.31
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
361174be60675daf8382da5f3982608a
1,325,808,397
42.268892
-72.39172
0
7,655
2019-01-06 00:07:59
4,839,615,922,685,395
fraud_Kris-Weimann
misc_net
4.47
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
250bf606208a94b12b491193904bed3e
1,325,808,479
39.038267
-86.367518
0
7,656
2019-01-06 00:08:49
4,428,780,983,793,657,300
fraud_Kassulke PLC
shopping_net
232.56
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
6f9aa6948a66513681a9c05e673cf451
1,325,808,529
43.059417
-89.176543
0
7,657
2019-01-06 00:09:34
4,698,163,635,895,795
fraud_Brekke and Sons
gas_transport
66.23
Sharon
Powell
F
101 Carla Loop
Wendel
CA
96,136
40.3406
-120.2824
104
Teacher, adult education
1989-08-16
8807b42e63a1786c5672b7d6480b6c6a
1,325,808,574
40.830744
-119.691647
0
7,658
2019-01-06 00:10:22
38,580,485,618,059
fraud_Rempel Inc
shopping_net
200.49
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
b9b7215deacddd76e3223f6bf28d2850
1,325,808,622
47.894024
-103.820347
0
7,659
2019-01-06 00:11:48
30,235,438,713,303
fraud_Corwin-Collins
gas_transport
92.53
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
a24cf334ba3604c955bc15067fad5f42
1,325,808,708
38.547349
-82.204291
0
7,660
2019-01-06 00:12:44
584,673,555,952
fraud_Dach-Borer
grocery_net
30.66
Jessica
Jordan
F
071 Wise Trace
Coleharbor
ND
58,531
47.5196
-101.2332
307
Make
1930-08-13
ba687c8dc837191a5945053622f174f2
1,325,808,764
47.821232
-101.417306
0
7,661
2019-01-06 00:13:11
342,952,484,382,519
fraud_Towne, Walker and Borer
grocery_net
69.61
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
d2ca6c3e2a03507d457a407ae2a2d9d4
1,325,808,791
41.676871
-73.360385
0
7,662
2019-01-06 00:13:35
3,502,088,871,723,054
fraud_Hackett-Lueilwitz
grocery_pos
76.27
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
adf1e467039cf93cb63b7ed170ec9b60
1,325,808,815
39.967946
-77.694861
0
7,663
2019-01-06 00:14:02
213,102,873,001,603
fraud_Harber Inc
gas_transport
64.32
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
c001399e362b5101455c29d45534a2f5
1,325,808,842
44.219575
-125.032754
0
7,664
2019-01-06 00:14:33
213,178,765,398,315
fraud_Paucek-Wiza
grocery_net
40.92
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
913a63a416ae4bf9909a7df7af47abef
1,325,808,873
42.404177
-109.12255
0
7,665
2019-01-06 00:14:37
4,294,930,380,592
fraud_Dach-Nader
misc_net
526.04
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
0a4498277947faa23429567afbd8bd8d
1,325,808,877
36.564454
-79.904174
0
7,666
2019-01-06 00:15:01
4,538,566,639,857
fraud_Koepp-Parker
grocery_pos
99.37
Jerry
Kelly
M
3539 Mckenzie Stream
Fairview
NJ
7,022
40.817
-74
13,835
Programmer, multimedia
1967-05-28
0bb70dc14d2f6d80ab06e06e4c266b80
1,325,808,901
40.673807
-73.688754
0
7,667
2019-01-06 00:15:33
6,528,911,529,051,375
fraud_Emard Inc
gas_transport
82.32
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
f4076634d447560fea2198ae8b5c50c9
1,325,808,933
45.234654
-90.096467
0
7,668
2019-01-06 00:16:27
2,227,671,554,547,514
fraud_McDermott-Rice
misc_pos
1.22
Angie
Jones
F
6970 Blake Trail
Clearwater
FL
33,760
27.9004
-82.7152
172,247
Geneticist, molecular
1979-10-22
e41c766eb57035ba4691d08efdb3359a
1,325,808,987
27.041627
-81.72986
0
7,669
2019-01-06 00:16:30
349,612,764,943,496
fraud_Herzog Ltd
misc_pos
39.18
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
65335a3c9e11f24998432a1dcba56323
1,325,808,990
36.302568
-83.133088
0
7,670
2019-01-06 00:17:28
180,065,479,077,096
fraud_Goyette, Howell and Collier
shopping_pos
1.28
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
4a3e677b24ab1fb97fcdc3b1b8101958
1,325,809,048
40.164933
-76.534146
0
7,671
2019-01-06 00:17:41
4,989,847,570,577,635,000
fraud_Simonis-Prohaska
misc_pos
122.12
Vanessa
Anderson
F
21178 Brittney Locks
Prosperity
SC
29,127
34.1832
-81.5324
8,333
Archaeologist
1994-07-09
30d4d0998d8755c49fb63ef25e940bed
1,325,809,061
34.174565
-81.137997
0
7,672
2019-01-06 00:17:48
3,540,075,240,003,197
fraud_Stroman, Hudson and Erdman
gas_transport
70.76
Christian
Johns
M
892 Solis Neck
Lonsdale
MN
55,046
44.4477
-93.4252
5,211
Chief Strategy Officer
1987-01-27
3e47bfb7bb42eab0d132cf74428cc2c1
1,325,809,068
45.209153
-92.909502
0
7,673
2019-01-06 00:19:02
4,220,345,354,880
fraud_Morar Inc
grocery_net
82.14
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
fa6ee0e4277684c016d082f146cc24fa
1,325,809,142
43.771821
-82.509669
0
7,674
2019-01-06 00:19:54
4,018,105,808,392,773,600
fraud_Bailey-Morar
grocery_pos
120.02
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
aa3dc33d4a1ce34e00ea6998f045cdf4
1,325,809,194
40.736487
-74.611341
0
7,675
2019-01-06 00:20:10
213,161,869,125,933
fraud_Kassulke PLC
shopping_net
21.33
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
73c1a3d22c3564f584989d5c7d8e300e
1,325,809,210
44.871309
-69.757225
0
7,676
2019-01-06 00:20:45
2,720,894,374,956,739
fraud_Schultz, Simonis and Little
grocery_pos
103.72
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
933fbb803235dc0e6795bdda4ee9c6ca
1,325,809,245
43.364924
-83.864722
0
7,677
2019-01-06 00:21:26
4,158,945,090,781,624
fraud_Dach-Nader
misc_net
8.42
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
62c6e5c185ec7c0a62e1dc9d51476d1c
1,325,809,286
40.517332
-80.564259
0
7,678
2019-01-06 00:21:38
6,596,735,789,587,928
fraud_Roberts-Beahan
misc_pos
8.45
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
ae02c2823ce81dc4705b2ed500061dd6
1,325,809,298
44.750439
-94.286104
0
7,679
2019-01-06 00:21:41
3,517,814,635,263,522
fraud_Gleason-Macejkovic
shopping_net
6.93
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
41e3e0333138fb13736e5da56ae6a99c
1,325,809,301
37.092513
-80.175769
0
7,680
2019-01-06 00:22:53
3,564,182,536,169,293
fraud_Auer-West
shopping_net
362.9
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
626771a8ef8b9c1c1e4142cc25551b0b
1,325,809,373
40.252953
-81.870048
0
7,681
2019-01-06 00:23:14
60,495,593,109
fraud_Zboncak Ltd
food_dining
70.24
Randall
Dillon
M
4440 George Mills Suite 591
Dallas
TX
75,210
32.7699
-96.743
1,263,321
Television camera operator
1942-11-24
c52f84cb6249bdca21619c28c667b9f1
1,325,809,394
33.31601
-96.007723
0
7,682
2019-01-06 00:23:24
6,573,561,108,825,071
fraud_Bahringer-Streich
food_dining
80.52
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
26ddf2043a7ae99726f8dd7e41963d31
1,325,809,404
36.302352
-96.626823
0
7,683
2019-01-06 00:23:39
3,560,697,798,177,746
fraud_Thiel-Thiel
entertainment
45.66
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
12659b67694e431281b06eec7d0f6952
1,325,809,419
34.546065
-116.789942
0
7,684
2019-01-06 00:26:23
3,504,178,999,463,051
fraud_Parisian, Schiller and Altenwerth
misc_net
9.02
Drew
Garcia
M
70858 Jasmine Meadows Apt. 135
Lima
OH
45,801
40.7641
-84.0973
86,954
Copywriter, advertising
1992-07-23
db50fc95f31f7c40051770b0ad87cd44
1,325,809,583
41.570841
-83.703228
0
7,685
2019-01-06 00:26:24
3,596,357,274,378,601
fraud_Heidenreich PLC
grocery_pos
24.59
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
a3b8ec98fc4c9cf89be68113c0dc822a
1,325,809,584
41.552745
-78.298164
0
7,686
2019-01-06 00:26:49
2,713,913,904,780,408
fraud_Wiza LLC
misc_pos
18.87
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
3ec6a5515d0f8bddf68ed076995fe405
1,325,809,609
31.671329
-91.046002
0
7,687
2019-01-06 00:26:53
213,178,850,083,780
fraud_Bernier, Streich and Jewess
grocery_net
45.69
Shawn
King
M
31493 Garcia Summit
Athena
OR
97,813
45.8289
-118.4971
1,302
Dealer
1976-10-18
97a37693d72c01d66baddfe228a6350e
1,325,809,613
45.935788
-118.868545
0
7,688
2019-01-06 00:27:13
30,428,204,673,351
fraud_Hackett-Lueilwitz
grocery_pos
119.17
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
06fbb055861ee67daf83116dd8f6d6a4
1,325,809,633
40.805178
-77.294272
0
7,689
2019-01-06 00:27:40
4,635,330,563,105,903
fraud_Cummings Group
grocery_net
60.46
Christina
Rose
F
1984 Taylor Island Suite 836
Falls Church
VA
22,046
38.8856
-77.1802
116,155
Chartered accountant
1983-07-10
a31beb31a7a6c1413cb6268ab0c271d0
1,325,809,660
39.654523
-76.705775
0
7,690
2019-01-06 00:28:04
213,175,487,106,448
fraud_Mosciski, Ziemann and Farrell
shopping_net
238.44
Diane
Jackson
F
682 Mills Way Apt. 814
Rule
TX
79,548
33.0771
-99.959
932
Physicist, medical
1954-12-10
0909fc898c978b862084c301f41af9f2
1,325,809,684
33.0989
-99.255844
0
7,691
2019-01-06 00:28:36
4,707,867,759,656,333
fraud_Corwin-Gorczany
misc_net
7.87
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
7f050a4372a536140a139279aacf7b56
1,325,809,716
35.845963
-83.871616
0
7,692
2019-01-06 00:28:53
4,128,730,454,058,057,700
fraud_Brekke and Sons
gas_transport
57.74
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
2d75f607d576853efcc0b339b2e2378f
1,325,809,733
32.163875
-94.349978
0
7,693
2019-01-06 00:29:24
3,535,808,924,394,848
fraud_Lind, Huel and McClure
gas_transport
69.48
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
03b092c7d2c3257cc1c0a9f731dabf2a
1,325,809,764
39.335896
-88.181224
0
7,694
2019-01-06 00:29:42
6,526,448,584,969,862
fraud_Christiansen, Goyette and Schamberger
gas_transport
60.58
Nathan
Stewart
M
63502 Brown Road Apt. 318
West Long Branch
NJ
7,764
40.2878
-74.0162
8,097
Mechanical engineer
1964-02-18
14d7a411a95588b8b36651d691414f4c
1,325,809,782
39.989529
-74.657598
0
7,695
2019-01-06 00:29:53
676,173,792,455
fraud_Greenfelder, Bartoletti and Davis
misc_net
5.75
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
91fa476fccd3386cedc5b66c9fd285a0
1,325,809,793
33.958139
-118.713196
0
7,696
2019-01-06 00:30:00
372,382,441,451,095
fraud_Welch Inc
misc_net
432.1
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
3b870cdb6275398cde3831f97bd44e3a
1,325,809,800
41.32489
-73.526438
0
7,697
2019-01-06 00:30:53
3,592,931,352,252,641
fraud_Lind-Buckridge
entertainment
320.15
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
2dccefd814e4ecaf497ba851192e0ffd
1,325,809,853
45.767247
-93.570684
0
7,698
2019-01-06 00:31:10
581,508,178,315
fraud_O'Keefe-Hudson
grocery_pos
101.67
Michael
Vargas
M
933 Martin Rapids
Desdemona
TX
76,445
32.2819
-98.5673
407
Clothing/textile technologist
1978-08-08
7bf0d899e9c5b9f007c2867ace61c316
1,325,809,870
31.460555
-98.454189
0
7,699
2019-01-06 00:32:14
2,248,735,346,244,816
fraud_Bernhard Inc
gas_transport
73.8
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
0e9a767b3af74f6eda92a3f7befc978a
1,325,809,934
39.298478
-100.444696
0