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
8,300
2019-01-06 09:37:48
6,011,388,901,471,808
fraud_Thiel PLC
misc_pos
3
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
1c7ed3f8803312fc9e013d800f5d70b8
1,325,842,668
39.506411
-79.618336
0
8,301
2019-01-06 09:38:04
3,513,618,443,244,549
fraud_Mayert Group
shopping_pos
2.28
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
914597333532d1aaf7bd4a23f7b26f52
1,325,842,684
44.314651
-97.033224
0
8,302
2019-01-06 09:38:09
4,767,265,376,804,500
fraud_Cormier LLC
shopping_net
6.52
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
7256d812663e4ac1552aa76f170688be
1,325,842,689
41.283461
-74.957376
0
8,303
2019-01-06 09:38:55
3,545,109,339,866,548
fraud_Kutch-Hegmann
grocery_net
20.32
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
02b6c1b12abaa2c2c652b397313c7556
1,325,842,735
34.308281
-89.7289
0
8,304
2019-01-06 09:39:27
4,900,628,639,996
fraud_Rutherford-Mertz
grocery_pos
32.71
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
932c7d8a93d16e6f98b144a040b161d7
1,325,842,767
33.216538
-117.82389
0
8,305
2019-01-06 09:43:13
3,506,042,666,828,517
fraud_Reilly, Heaney and Cole
gas_transport
62.59
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
e6e1d1e0b42965fd89e6396020e6d6f5
1,325,842,993
37.406109
-80.977563
0
8,306
2019-01-06 09:43:20
3,586,008,444,788,268
fraud_Deckow-O'Conner
grocery_pos
203.83
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
45eee1e59a4982fb2fe513f98a739524
1,325,843,000
47.209065
-122.388217
0
8,307
2019-01-06 09:44:37
6,011,626,928,491,360
fraud_Rodriguez, Yost and Jenkins
misc_net
71.74
Heather
Roberts
F
62934 Maria Cliffs Suite 350
Bethel Springs
TN
38,315
35.2289
-88.644
3,876
Senior tax professional/tax inspector
1960-11-19
7278da6d364cece8ea64b1de88031aa5
1,325,843,077
35.50195
-87.663973
0
8,308
2019-01-06 09:47:07
3,506,040,590,383,211
fraud_Watsica, Haag and Considine
shopping_pos
117.78
Michael
Orozco
M
13956 Hughes Causeway Suite 124
Alder
MT
59,710
45.1939
-112.0568
286
Chief of Staff
1989-03-09
8e33acecdf91bd6639f9568b66411a90
1,325,843,227
44.279541
-111.832818
0
8,309
2019-01-06 09:47:51
675,961,917,837
fraud_Hermann and Sons
shopping_pos
1.06
Christopher
Cummings
M
478 George Course Apt. 056
Sprague
NE
68,438
40.6267
-96.7456
142
Chiropodist
1967-08-24
4809af2b808bca466f416748a9b7c9a7
1,325,843,271
40.817102
-96.597142
0
8,310
2019-01-06 09:48:34
4,092,452,671,396,169,700
fraud_Auer-West
shopping_net
4.28
Jeffrey
Vargas
M
478 Alexandria Mount
Bolton
NC
28,423
34.3091
-78.3372
2,290
Engineer, biomedical
1945-12-07
f05b833e82f5669f62c6446ab2dc96e7
1,325,843,314
35.174698
-77.687407
0
8,311
2019-01-06 09:48:56
180,068,353,086,472
fraud_Murray-Smitham
grocery_pos
203.29
Melissa
Flores
F
7529 Carter Well Suite 262
Huntington Beach
CA
92,648
33.6773
-118.0051
190,249
Therapist, horticultural
1976-09-17
57ca1b40e58aa20e3d200d6ea3b0c62c
1,325,843,336
32.74157
-117.976471
0
8,312
2019-01-06 09:49:03
4,956,828,990,005,111,000
fraud_Jenkins, Hauck and Friesen
gas_transport
67
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
be58ef54221176875f1620b7789eddaa
1,325,843,343
41.390773
-74.202755
0
8,313
2019-01-06 09:50:24
630,484,879,808
fraud_Hackett-Lueilwitz
grocery_pos
92.78
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
8bc48f336206be310984fb006e90046a
1,325,843,424
37.458191
-120.856382
0
8,314
2019-01-06 09:50:37
4,599,735,407,877,245,000
fraud_Frami Group
entertainment
79
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
4a7fa3dbbfb5040e4929628d783b5867
1,325,843,437
36.80701
-88.991691
0
8,315
2019-01-06 09:51:14
374,497,717,543,058
fraud_Haley, Jewess and Bechtelar
shopping_pos
4.79
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
6f8188bf75d94188ba20bd3c982c4ccb
1,325,843,474
46.283069
-100.544613
0
8,316
2019-01-06 09:52:56
3,517,527,805,128,735
fraud_Corwin-Collins
gas_transport
71.41
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
971f4f9f5ecde9b859b781fe8dc99e9d
1,325,843,576
41.790238
-87.359275
0
8,317
2019-01-06 09:53:44
30,344,654,314,976
fraud_Beier-Hyatt
shopping_pos
6.4
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
1cb06d875e1dd1bc3cb0b4f6c8f0d05b
1,325,843,624
38.864167
-119.931847
0
8,318
2019-01-06 09:53:55
630,423,337,322
fraud_Huel-Langworth
misc_net
79.85
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
f814d99bfcbd4f57f97fd0567061ed6a
1,325,843,635
48.810339
-117.691086
0
8,319
2019-01-06 09:54:15
213,180,742,685,905
fraud_Baumbach, Feeney and Morar
shopping_net
4.47
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
19ba4001f09f5474c40315b0c53a8d41
1,325,843,655
40.802681
-123.526827
0
8,320
2019-01-06 09:55:38
213,157,767,990,030
fraud_Kiehn-Emmerich
grocery_pos
208.22
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
39d916a37505adf2761c36658fa11d55
1,325,843,738
40.786028
-109.520009
0
8,321
2019-01-06 09:59:03
4,178,097,073,221,156
fraud_Howe Ltd
misc_pos
133.27
Jill
Flores
F
639 Cruz Islands
Baroda
MI
49,101
41.9488
-86.4913
3,104
Horticulturist, commercial
1981-03-29
d5371beabeb75b4bac3179bbf7ac2340
1,325,843,943
41.139634
-86.893336
0
8,322
2019-01-06 09:59:35
571,365,235,126
fraud_Mraz-Herzog
gas_transport
63.4
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
01debf86f68e7fb4d2e34edde33285b1
1,325,843,975
44.720379
-86.892104
0
8,323
2019-01-06 09:59:37
2,657,850,734,909,997
fraud_Kerluke, Kertzmann and Wiza
misc_net
246.68
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
d779b611cd460a94f44bd8678e5899fd
1,325,843,977
41.513214
-82.241129
0
8,324
2019-01-06 10:00:34
3,560,697,798,177,746
fraud_Kilback LLC
grocery_pos
53.82
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
bc5eff493b54d1ab5c525ac57f447bde
1,325,844,034
34.585806
-115.868726
0
8,325
2019-01-06 10:01:28
3,528,231,451,607,350
fraud_Kerluke, Considine and Macejkovic
misc_net
3.13
Lauren
Moreno
F
83719 Wilson Shore
Heislerville
NJ
8,324
39.224
-74.9942
526
Exercise physiologist
1940-09-06
9f07fa2fcce1139821fe6a3dc32f1f3b
1,325,844,088
39.888795
-74.806899
0
8,326
2019-01-06 10:02:20
30,344,654,314,976
fraud_Greenholt, Jacobi and Gleason
gas_transport
68.84
Christine
Johnson
F
8011 Chapman Tunnel Apt. 568
Blairsden-Graeagle
CA
96,103
39.8127
-120.6405
1,725
Chartered legal executive (England and Wales)
1967-05-27
9c340be2e7c21dbbc1ee0c506f3e6088
1,325,844,140
39.210079
-120.91829
0
8,327
2019-01-06 10:02:33
3,527,536,963,490,470
fraud_Kutch LLC
gas_transport
52.76
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
d04fde59d3ebd9e63f07714d731abb9a
1,325,844,153
32.342141
-81.006191
0
8,328
2019-01-06 10:03:52
3,564,839,259,330,465
fraud_Wolf Inc
grocery_pos
124.56
Robert
Ashley
M
1250 Christopher Prairie Suite 016
Port Costa
CA
94,569
38.046
-122.1866
198
Armed forces training and education officer
1959-03-31
0410295e97115f09ec6a027d6cd1b6f3
1,325,844,232
38.723094
-121.91568
0
8,329
2019-01-06 10:03:53
6,573,561,108,825,071
fraud_Gerlach Inc
shopping_net
151.42
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
7b8ba42a78b6ab11226ff8fbc72de0f8
1,325,844,233
36.307141
-94.970824
0
8,330
2019-01-06 10:04:32
4,045,036,286,570,100,700
fraud_Olson, Becker and Koch
gas_transport
58.75
Bianca
Scott
F
9588 Cox Rapid Apt. 257
Atglen
PA
19,310
39.9458
-75.9703
3,066
Product manager
1928-07-15
ea13cda87b6aa2bb2e300895d4d5fa86
1,325,844,272
39.163798
-75.879619
0
8,331
2019-01-06 10:07:27
3,544,606,805,704,278
fraud_Parisian and Sons
gas_transport
67.51
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
d841050f00bd4b5d648752bfce899ab2
1,325,844,447
37.628175
-90.035823
0
8,332
2019-01-06 10:08:34
4,841,313,716,651,064
fraud_Conroy-Cruickshank
gas_transport
75.52
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
f5202f01e8ef0d5f8a044472e943a692
1,325,844,514
43.252384
-71.453971
0
8,333
2019-01-06 10:09:30
3,538,520,143,479,972
fraud_Welch Inc
misc_net
11.74
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
9c18315ee14b3b5fd95e131d8f337801
1,325,844,570
42.215788
-83.158001
0
8,334
2019-01-06 10:09:47
377,234,009,633,447
fraud_Eichmann, Bogan and Rodriguez
gas_transport
47.55
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
4c530f037b2e90333e6300fcb788fbda
1,325,844,587
38.560504
-77.439655
0
8,335
2019-01-06 10:10:41
6,011,603,272,871,604
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
2.08
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
8423dea69cf3f56299798f77b7e02dfb
1,325,844,641
32.335713
-84.351286
0
8,336
2019-01-06 10:12:09
342,351,256,941,125
fraud_Pfeffer LLC
grocery_net
81.99
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
f19d241d4fe1f34f146ee8feb1225269
1,325,844,729
33.348575
-83.443817
0
8,337
2019-01-06 10:12:35
4,099,707,841,315,751
fraud_Luettgen PLC
gas_transport
70.61
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
b500cec245f5b4a03fd155639cf7d25d
1,325,844,755
37.388835
-77.580236
0
8,338
2019-01-06 10:13:12
4,742,883,543,039,288,000
fraud_Bins-Rice
gas_transport
49.53
Cassandra
Sanders
F
78117 George Mountains
Paauilo
HI
96,776
20.0271
-155.3697
1,490
Scientist, research (maths)
1991-04-13
daa5434bcfc32577eb01cd56e450161e
1,325,844,792
20.213065
-155.658491
0
8,339
2019-01-06 10:13:25
348,789,608,637,806
fraud_Volkman Ltd
misc_net
5.73
Megan
Murphy
F
53696 Laura Radial
Holstein
NE
68,950
40.4542
-98.6538
331
Telecommunications researcher
1950-08-19
beb48363a3555ae41fd563510d6a9021
1,325,844,805
40.969853
-97.984753
0
8,340
2019-01-06 10:16:14
4,396,682,467,723
fraud_Mohr-Bayer
shopping_net
4.25
Scott
Cole
M
646 Louis Fort Apt. 665
North Las Vegas
NV
89,084
36.2815
-115.1482
214,518
Catering manager
1960-01-16
c1c1c3e14a7735faa7e1a8136f80fcac
1,325,844,974
36.582284
-114.426138
0
8,341
2019-01-06 10:16:48
340,953,839,692,349
fraud_Kling Inc
gas_transport
76.22
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
01acef2c6c5c5a1192ecab40f17f5a7a
1,325,845,008
42.468805
-82.832038
0
8,342
2019-01-06 10:16:49
3,599,237,318,576,484
fraud_Streich, Hansen and Veum
gas_transport
66.04
Jessica
Smith
F
06808 Ryan Valleys
Dubre
KY
42,731
36.8421
-85.5396
341
Insurance risk surveyor
1932-11-19
d4e32b445cf00d70a555de405b9db16d
1,325,845,009
36.444726
-85.151778
0
8,343
2019-01-06 10:17:22
571,365,235,126
fraud_McDermott-Weimann
grocery_pos
116
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
eff550dc0007ccd24aea0b5d9cd0cb2f
1,325,845,042
45.026628
-85.687638
0
8,344
2019-01-06 10:17:52
2,233,882,705,243,596
fraud_Bauch-Raynor
grocery_pos
133.12
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
0e376ff68a6396e42b92dde0f5d1a4be
1,325,845,072
33.292901
-89.570949
0
8,345
2019-01-06 10:19:37
6,506,982,560,413,523
fraud_Connelly, Reichert and Fritsch
gas_transport
81.55
Alice
Kemp
F
057 Martinez Radial
Texarkana
AR
71,854
33.431
-93.8765
36,438
Surgeon
1985-04-15
447ea46a853bc8bac4a044b9afb1b04f
1,325,845,177
33.23285
-94.373793
0
8,346
2019-01-06 10:19:37
3,560,318,482,131,952
fraud_Torp-Lemke
misc_pos
19.22
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
c88d9847b9ac0041e3b14f871b6f8fe6
1,325,845,177
34.379915
-87.865276
0
8,347
2019-01-06 10:20:06
213,124,978,348,176
fraud_Barrows PLC
shopping_pos
6.99
Steven
Arnold
M
079 Chelsea Rest
Belfast
NY
14,711
42.32
-78.0943
1,766
Mechanical engineer
1962-06-04
8263355efaf00240e20c7d7c36dad550
1,325,845,206
42.603888
-78.826832
0
8,348
2019-01-06 10:22:39
2,512,312,531,485,080
fraud_Reichert, Rowe and Mraz
shopping_net
257.56
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
cf701efc98d95759207463fc38dbd213
1,325,845,359
42.007121
-83.403358
0
8,349
2019-01-06 10:25:05
3,573,386,445,588,324
fraud_Huels-Nolan
gas_transport
66.78
Stephanie
Murphy
F
526 Stacy Walks
Barnard
SD
57,426
45.7205
-98.5534
63
Systems developer
1969-10-30
00416959f5de50247b8ab5ee24883102
1,325,845,505
46.387251
-99.104296
0
8,350
2019-01-06 10:25:24
4,651,007,077,623,147
fraud_Schamberger-O'Keefe
grocery_pos
139.23
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
7eb4dd32a380418e6e53322bab4fc4a3
1,325,845,524
47.176283
-121.944039
0
8,351
2019-01-06 10:25:49
60,416,207,185
fraud_Hudson-Ratke
grocery_pos
102.47
Mary
Diaz
F
9886 Anita Drive
Fort Washakie
WY
82,514
43.0048
-108.8964
1,645
Information systems manager
1986-02-17
47fab98eea12085b4f525a6400485eb9
1,325,845,549
42.160425
-108.379704
0
8,352
2019-01-06 10:25:56
4,040,099,974,063,068,700
fraud_Rutherford-Mertz
grocery_pos
106.45
Jeffrey
Lewis
M
24255 Bryan Square
Palermo
ND
58,769
48.3396
-102.24
229
Administrator
1983-03-20
df681ca68f17659c9566cc2aa28eb7f7
1,325,845,556
48.393956
-102.570395
0
8,353
2019-01-06 10:26:44
4,474,324,669,797,121
fraud_Emard Inc
gas_transport
48.77
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
5b6b314cf329d36bb28f5a3a8717cdb1
1,325,845,604
37.611839
-118.145062
0
8,354
2019-01-06 10:26:48
571,365,235,126
fraud_Padberg-Welch
grocery_pos
108.04
Barbara
Taylor
F
0069 Robin Brooks Apt. 695
Elberta
MI
49,628
44.5995
-86.2141
372
Exhibitions officer, museum/gallery
1995-07-12
2cc128ede159ce4ca19b9e9b734b0442
1,325,845,608
44.670623
-86.149046
0
8,355
2019-01-06 10:28:05
3,547,574,373,318,979
fraud_Streich, Dietrich and Barton
shopping_net
366.26
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
3233a5b489de777836e03833aacddbf3
1,325,845,685
39.274826
-87.896126
0
8,356
2019-01-06 10:28:44
340,953,839,692,349
fraud_Schumm, Bauch and Ondricka
grocery_pos
53.72
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
bc76be511c59e05f3cef5aa30c75d396
1,325,845,724
41.711228
-82.306883
0
8,357
2019-01-06 10:28:50
3,576,144,910,346,950
fraud_Parisian, Schiller and Altenwerth
misc_net
5.24
Thomas
Payne
M
9455 Kathleen Brook Apt. 651
Huslia
AK
99,746
65.6899
-156.292
277
Engineer, civil (consulting)
1965-11-06
20c2298269905573a7caf0aa1bb23cdf
1,325,845,730
65.602228
-156.945195
0
8,358
2019-01-06 10:28:58
2,256,234,701,263,057
fraud_Williamson LLC
misc_pos
11.41
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
08dbccf5ee45bfa0a2f22101f0a198a7
1,325,845,738
42.65553
-72.086395
0
8,359
2019-01-06 10:29:22
4,471,568,287,204
fraud_Marks Inc
gas_transport
100.34
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
e77010d277a33dd6bd4302ad77a09567
1,325,845,762
36.014344
-79.9687
0
8,360
2019-01-06 10:30:05
372,520,049,757,633
fraud_Greenholt, Jacobi and Gleason
gas_transport
56.31
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
be603db29bb88fce1f89489cf76f492d
1,325,845,805
49.014496
-94.09657
0
8,361
2019-01-06 10:30:31
374,930,071,163,758
fraud_Towne, Walker and Borer
grocery_net
31.23
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
dfc89cecb26efe73ac8a55bc91d5f1bf
1,325,845,831
41.759512
-84.006666
0
8,362
2019-01-06 10:31:24
180,036,456,789,979
fraud_Kutch LLC
gas_transport
49.81
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
2db04dff6d7fb18bad2d3accd4c0153e
1,325,845,884
42.35862
-91.783419
0
8,363
2019-01-06 10:31:58
4,708,992,452,821,239
fraud_Nader-Heller
misc_net
4.6
Jared
Walters
M
3326 Hannah Fords
Cord
AR
72,524
35.8184
-91.3375
376
Designer, ceramics/pottery
1938-09-08
d270dbbea7bc678e4461f773e1db96cb
1,325,845,918
34.862386
-90.750766
0
8,364
2019-01-06 10:33:19
4,452,366,298,769,043
fraud_Mosciski, Gislason and Mertz
grocery_pos
121.54
Linda
Davis
F
6602 Ortiz Pine Apt. 179
Blooming Grove
TX
76,626
32.0758
-96.701
1,563
Financial adviser
1978-03-04
427bef34b07237a36aac2efa24b044de
1,325,845,999
32.667271
-97.045079
0
8,365
2019-01-06 10:35:44
341,283,058,448,499
fraud_Robel, Cummerata and Prosacco
gas_transport
39.06
Mario
Johns
M
62130 Miller Square Suite 785
Brinson
GA
39,825
30.9788
-84.7373
1,461
Engineer, broadcasting (operations)
1935-09-08
4d8912391161d52f2e38e6a1c4cb3195
1,325,846,144
30.014815
-84.869056
0
8,366
2019-01-06 10:36:12
3,521,417,320,836,166
fraud_Goldner, Kovacek and Abbott
grocery_pos
204.17
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
1b7f0520573879bcff96c30b597556ce
1,325,846,172
40.296053
-85.949106
0
8,367
2019-01-06 10:36:26
2,291,163,933,867,244
fraud_Macejkovic-Lesch
shopping_pos
2.86
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
7c0b8dd057f2cbfea16858866227914e
1,325,846,186
33.623768
-80.858018
0
8,368
2019-01-06 10:36:29
340,951,438,290,556
fraud_Lehner, Mosciski and King
misc_net
139.91
Maria
Garcia
F
865 Thomas Village
Orangeburg
NY
10,962
41.0442
-73.9609
5,950
Records manager
1971-07-02
e10f79dad8fbed7a648be843c16052c7
1,325,846,189
41.213825
-73.442849
0
8,369
2019-01-06 10:38:28
378,858,024,506,425
fraud_Jones, Sawayn and Romaguera
misc_net
317.84
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
5ffbc5aa494fe6016bd2c86f4f89b094
1,325,846,308
32.86075
-112.123969
0
8,370
2019-01-06 10:39:21
6,528,911,529,051,375
fraud_Denesik and Sons
shopping_pos
4.09
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
377d236c4c552c97a04548b175d3e3b7
1,325,846,361
45.666815
-90.748038
0
8,371
2019-01-06 10:39:40
30,153,452,207,526
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
4.93
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
a60319a3df0976403da71fc4fda47a7c
1,325,846,380
31.677159
-99.751709
0
8,372
2019-01-06 10:40:25
3,549,202,406,645,667
fraud_Ledner-Pfannerstill
gas_transport
70.49
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
f75eef9b7fecd80724748134d1c32959
1,325,846,425
44.033153
-71.097001
0
8,373
2019-01-06 10:41:41
4,900,628,639,996
fraud_Goldner, Kovacek and Abbott
grocery_pos
45.07
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
4681b0ecd66554367f00efb6acc2c8c6
1,325,846,501
33.425463
-118.699866
0
8,374
2019-01-06 10:42:08
36,153,880,429,415
fraud_Howe Ltd
misc_pos
16.21
Erik
Stevens
M
84033 Pitts Overpass
Lakeland
FL
33,809
28.1762
-81.9591
237,282
Plant breeder/geneticist
1949-10-13
4ba3ec9771b8c32e360be4db3a2b21b6
1,325,846,528
29.06885
-81.041732
0
8,375
2019-01-06 10:43:02
2,712,209,726,293,386
fraud_Ortiz Group
grocery_net
53.88
Jenna
Brooks
F
50872 Alex Plain Suite 088
Baton Rouge
LA
70,808
30.4066
-91.1468
378,909
Designer, furniture
1977-02-22
1b59f0e00a3a523da1abc1b24a806a18
1,325,846,582
31.002298
-90.153402
0
8,376
2019-01-06 10:43:47
3,585,740,823,295,298
fraud_Schaefer, McGlynn and Bosco
gas_transport
60.28
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
7769060f842d9ebaaa5b0c78184bbf4f
1,325,846,627
33.963348
-99.442386
0
8,377
2019-01-06 10:45:18
213,195,754,007,681
fraud_Nienow, Ankunding and Collier
misc_pos
261.97
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
c2497903774734235106f21cd8923f78
1,325,846,718
40.921279
-92.523034
0
8,378
2019-01-06 10:45:50
6,506,116,513,503,136
fraud_Wiza LLC
misc_pos
134.38
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
39c9ec2215adf005e780019ddf6ed819
1,325,846,750
32.471352
-94.923961
0
8,379
2019-01-06 10:46:41
4,727,244,663,135,968
fraud_Huels-Hahn
gas_transport
64.06
Mary
Lewis
F
118 Justin Extension
Bay Minette
AL
36,507
30.8635
-87.7644
19,090
Science writer
1929-05-30
dd3efd48ce877260b6330ef8dec89339
1,325,846,801
30.519699
-88.477296
0
8,380
2019-01-06 10:46:43
6,596,735,789,587,928
fraud_Bernhard Inc
gas_transport
57.45
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
d30c9f4d37e00c0fdfc2bb2b48ffe681
1,325,846,803
44.531321
-93.639899
0
8,381
2019-01-06 10:47:03
4,186,530,744,674
fraud_Bailey-Morar
grocery_pos
94.52
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
793f6fab08a657889593d81f078fbee7
1,325,846,823
32.777281
-81.906296
0
8,382
2019-01-06 10:48:04
4,683,520,018,489,354
fraud_Hackett-Lueilwitz
grocery_pos
45.52
Charles
Carrillo
M
17547 Stephen Turnpike Apt. 846
Hawthorne
CA
90,250
33.9143
-118.3493
93,193
Editor, magazine features
1995-04-19
5d084b9a7975da890c189981996f7a50
1,325,846,884
33.346576
-118.457321
0
8,383
2019-01-06 10:49:57
3,545,109,339,866,548
fraud_Reilly, Heaney and Cole
gas_transport
73.53
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
0462c6ca8508144dd82738132046e2b1
1,325,846,997
32.749687
-91.240393
0
8,384
2019-01-06 10:51:07
30,428,204,673,351
fraud_Simonis-Prohaska
misc_pos
29.83
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
e560cbead22efb07cf8d42020ae59a8d
1,325,847,067
39.428605
-75.662423
0
8,385
2019-01-06 10:52:36
4,826,655,832,045,236
fraud_Kuhic, Bins and Pfeffer
shopping_net
3.23
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
6bd6d11ee7af064b798c932b3e2ec984
1,325,847,156
42.500287
-70.172768
0
8,386
2019-01-06 10:53:21
376,012,912,828,093
fraud_Lockman, West and Runte
grocery_pos
106.97
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
87986579533c9f90af5a1584d04f5b0b
1,325,847,201
41.372804
-89.036435
0
8,387
2019-01-06 10:53:30
4,710,826,438,164,848,000
fraud_McDermott-Rice
misc_pos
8.61
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
375221808b68649147ec9665c72183b4
1,325,847,210
48.475451
-109.07304
0
8,388
2019-01-06 10:53:54
342,319,985,983,023
fraud_Heller-Abshire
grocery_net
49.29
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
5ada703e3ec5e7f67be83f46bc74481c
1,325,847,234
41.825606
-74.518452
0
8,389
2019-01-06 10:54:13
3,501,942,333,500,073
fraud_Pfeffer LLC
grocery_net
96.21
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
741ace3860c5e733695444d611786d88
1,325,847,253
34.650818
-112.658866
0
8,390
2019-01-06 10:54:34
4,220,345,354,880
fraud_Reinger, Weissnat and Strosin
food_dining
32.54
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
5e134e466757753aae2f4ace8cdb9776
1,325,847,274
43.141339
-82.503393
0
8,391
2019-01-06 10:55:37
6,011,693,194,885,790
fraud_Sporer Inc
gas_transport
46.31
Victoria
Fleming
F
2807 Parker Station Suite 080
Stanchfield
MN
55,080
45.6675
-93.2433
2,607
Lecturer, further education
1995-12-04
84810cc3e7351df80413b7e2f79531d7
1,325,847,337
45.679384
-93.363706
0
8,392
2019-01-06 10:55:42
4,935,858,973,307,492
fraud_Cartwright-Harris
grocery_pos
78.25
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
d477a7d507b7c2b7257ac0c8f7aaa3e4
1,325,847,342
33.107573
-84.056832
0
8,393
2019-01-06 10:56:43
2,291,163,933,867,244
fraud_Jewess LLC
shopping_pos
9.81
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
695183e426a9ecb67694be34936e7e87
1,325,847,403
33.012173
-80.858469
0
8,394
2019-01-06 10:59:54
2,475,085,306,462,014
fraud_McDermott-Weimann
grocery_pos
102.09
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
d13572ec146f029caadfe60a4111d84e
1,325,847,594
45.059798
-95.24196
0
8,395
2019-01-06 11:00:24
3,547,560,454,237,873
fraud_Erdman-Kertzmann
gas_transport
52.88
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
3dbc863a59298433b5dfde92f87ada51
1,325,847,624
45.201731
-87.201241
0
8,396
2019-01-06 11:02:10
6,011,438,889,172,900
fraud_Kerluke, Kertzmann and Wiza
misc_net
143.74
Allison
Allen
F
40624 Rebecca Spurs
De Witt
AR
72,042
34.2853
-91.3336
5,161
Electrical engineer
1993-04-08
b22020e7ca5cae0ff255d4b982fe6e0e
1,325,847,730
34.351174
-92.131474
0
8,397
2019-01-06 11:02:11
6,506,116,513,503,136
fraud_Dickinson Ltd
misc_pos
520.17
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
fd9ab9c7e88f69d79c4e333018b4889e
1,325,847,731
32.012938
-95.155281
0
8,398
2019-01-06 11:02:32
4,670,613,943,676,271
fraud_Weimann, Kuhic and Beahan
shopping_pos
3.5
Bianca
Novak
F
0953 David Skyway
Cuthbert
GA
39,840
31.7706
-84.7936
5,726
Fitness centre manager
1947-08-14
7882bfef75225a43dfcce080c2f64b3b
1,325,847,752
32.669982
-84.921696
0
8,399
2019-01-06 11:04:00
4,482,427,013,979,020
fraud_Douglas, Schneider and Turner
shopping_pos
4.73
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
f7656b6f6215e2c528eccb910fd30088
1,325,847,840
38.538582
-82.554909
0