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
1,273,700
2020-06-13 08:12:09
4,836,998,673,805,450
fraud_Bailey-Morar
grocery_pos
213.85
Susan
Hardy
F
516 Brown Parks
Manistique
MI
49,854
46.0062
-86.2555
6,469
Trade mark attorney
1979-04-12
06beaab9ccac99cbdd28aa61d369e4cd
1,371,111,129
45.940902
-85.651547
0
1,273,701
2020-06-13 08:13:35
4,089,096,483,689,733,600
fraud_Vandervort-Funk
grocery_pos
219.23
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
6a38cd5581515a55b925738d3c0a9b62
1,371,111,215
32.812424
-95.24127
0
1,273,702
2020-06-13 08:14:55
343,819,048,608,995
fraud_Cole PLC
grocery_pos
105.11
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
6e9bebd8a3fccb6e24869e93ca003ae6
1,371,111,295
41.104146
-93.637226
0
1,273,703
2020-06-13 08:14:56
3,518,758,680,062,249
fraud_McDermott-Weimann
grocery_pos
25.58
Antonio
Koch
M
8738 Richard Brooks
Moab
UT
84,532
38.5677
-109.5271
9,772
Location manager
1989-11-24
afdba00d0c3f51b7a87865d4b4eaea0f
1,371,111,296
37.591383
-108.623208
0
1,273,704
2020-06-13 08:15:30
4,155,021,259,183,870
fraud_Bogisich Inc
grocery_pos
113.26
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
a8b6c0652450dc356cb622da2b9165f2
1,371,111,330
35.225568
-98.427764
0
1,273,705
2020-06-13 08:17:12
213,161,293,389,774
fraud_Nitzsche, Kessler and Wolff
shopping_pos
4.05
Catherine
Weber
F
74890 Rodriguez Springs Apt. 540
West Henrietta
NY
14,586
43.0397
-77.6871
10,256
Teacher, primary school
1968-06-24
4ff496ab73a19510462a136c77da890e
1,371,111,432
43.2614
-78.590389
0
1,273,706
2020-06-13 08:19:58
6,011,399,591,920,186
fraud_Berge LLC
gas_transport
51.49
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
4e97bdd853ec883a884a4ab3d6fb9572
1,371,111,598
41.641972
-73.153194
0
1,273,707
2020-06-13 08:22:23
4,355,790,796,238,265,000
fraud_Kiehn-Emmerich
grocery_pos
133.36
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
e21dedec564922d4572a69979ed30a17
1,371,111,743
40.477228
-90.538121
0
1,273,708
2020-06-13 08:22:28
4,396,682,467,723
fraud_Padberg-Rogahn
entertainment
5.04
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
59bd883e12b7812319b7ad0e7ec90448
1,371,111,748
36.953949
-114.918448
0
1,273,709
2020-06-13 08:23:45
3,575,789,281,659,026
fraud_Herman, Treutel and Dickens
misc_net
35.23
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
2405cb3273b0830e62b10df42b177f08
1,371,111,825
39.596844
-94.027896
0
1,273,710
2020-06-13 08:23:57
213,163,860,545,705
fraud_Kuhn LLC
shopping_pos
147.14
Mark
Tyler
M
82201 Bradley Radial Suite 703
Avera
GA
30,803
33.141
-82.515
741
Claims inspector/assessor
1986-04-28
015947a54cf90f7e573745548dfff5f0
1,371,111,837
33.464196
-82.189716
0
1,273,711
2020-06-13 08:24:29
3,534,330,126,107,879
fraud_Parisian and Sons
gas_transport
76.57
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
576e814c0337f0d2209e75e029637410
1,371,111,869
45.591023
-109.348789
0
1,273,712
2020-06-13 08:24:44
374,930,071,163,758
fraud_Greenfelder, Bartoletti and Davis
misc_net
650.19
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
e456f8ead2fa774965e3c7d260b3f005
1,371,111,884
41.298574
-84.266401
0
1,273,713
2020-06-13 08:25:26
4,063,094,974,360,571,400
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
4.14
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
a047eef96a9db54908f74cb3238cd348
1,371,111,926
41.180687
-111.514272
0
1,273,714
2020-06-13 08:26:49
4,451,952,084,362,894
fraud_Yost, Block and Koepp
misc_pos
37.64
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
de2a9c941a5bacd4904b85513f877dd5
1,371,112,009
35.478218
-101.343525
0
1,273,715
2020-06-13 08:27:10
3,519,232,971,341,141
fraud_Bernhard Inc
gas_transport
64.44
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
54479b42c0eb9aaa13c3a3869f691ccf
1,371,112,030
40.4641
-80.786289
0
1,273,716
2020-06-13 08:28:30
4,681,699,462,969
fraud_Stracke-Lemke
grocery_pos
51.41
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
5c52c9a9e12383825ce7edc7ebdd4e05
1,371,112,110
35.903299
-85.913072
0
1,273,717
2020-06-13 08:29:32
4,446,368,897,795,790
fraud_Stroman, Hudson and Erdman
gas_transport
63.86
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
79f99f6c454a25369eb386d5a189918b
1,371,112,172
37.025478
-75.272594
0
1,273,718
2020-06-13 08:29:40
2,719,496,466,799,416
fraud_Moen, Reinger and Murphy
grocery_pos
66.46
Sheila
Baker
F
8030 Walker Heights
Belle Fourche
SD
57,717
44.6723
-103.8396
8,007
Hospital pharmacist
1940-09-17
b7d9503830763591802cca9c1076ef51
1,371,112,180
44.352016
-103.773788
0
1,273,719
2020-06-13 08:29:58
3,576,281,490,078,437
fraud_Kunze Inc
grocery_pos
93.29
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
-86.6285
1,735
Financial adviser
1990-06-13
3eef0d9744cf5eb1ce83408969ee4230
1,371,112,198
39.437967
-87.337315
0
1,273,720
2020-06-13 08:31:36
370,348,764,075,623
fraud_Jewess LLC
shopping_pos
4.54
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
576f61e47ad7c6f7f1ad0cc490242e02
1,371,112,296
30.308242
-89.516596
0
1,273,721
2020-06-13 08:33:07
2,703,186,189,652,095
fraud_Kiehn-Emmerich
grocery_pos
216
Jennifer
Banks
F
561 Perry Cove
Moravian Falls
NC
28,654
36.0788
-81.1781
3,495
Psychologist, counselling
1988-03-09
d05acc1b2a20caad480f1b94d27753bd
1,371,112,387
36.473854
-81.227922
0
1,273,722
2020-06-13 08:33:18
4,477,156,602,511,939,600
fraud_Turner, Ruecker and Parisian
misc_pos
7.52
Angela
Ross
F
0107 Clements Point
American Fork
UT
84,003
40.3928
-111.7941
42,384
Futures trader
1992-12-29
b9a881818ef8cf0797443a942a087280
1,371,112,398
40.630877
-112.777621
0
1,273,723
2020-06-13 08:35:04
3,531,129,874,770,000
fraud_Parisian and Sons
gas_transport
82.42
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
af7999080ef82af1ca7e0596c2ae6938
1,371,112,504
44.350219
-72.306009
0
1,273,724
2020-06-13 08:35:34
4,536,996,888,716,062,000
fraud_Volkman Ltd
misc_net
1.91
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
a12afdb93473656a2c9d8b2e124b4617
1,371,112,534
36.132272
-105.476294
0
1,273,725
2020-06-13 08:35:38
2,280,870,154,157,385
fraud_Greenholt, O'Hara and Balistreri
shopping_net
5.54
Katherine
Cooper
F
3854 Lauren Springs Suite 648
Oakford
IL
62,673
40.0994
-89.9601
530
Transport planner
1967-09-23
e466d2c1cdb5eb98393b45ef6cdcefed
1,371,112,538
40.516311
-90.671224
0
1,273,726
2020-06-13 08:36:05
341,546,199,006,537
fraud_Friesen-D'Amore
gas_transport
74.05
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
95ca34602cf1e7b4d6ae3b502ae098fb
1,371,112,565
64.202348
-165.119794
0
1,273,727
2020-06-13 08:36:57
561,942,763,351
fraud_Wisozk and Sons
misc_pos
99.31
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
07867dbe809fd04a8f3675e6c803b902
1,371,112,617
39.338319
-76.494282
0
1,273,728
2020-06-13 08:37:55
6,011,581,063,717,667
fraud_Berge LLC
gas_transport
57.04
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
295163befe895a506183b76b067e5829
1,371,112,675
39.652139
-92.90496
0
1,273,729
2020-06-13 08:39:59
4,294,040,533,480,516
fraud_Tillman, Dickinson and Labadie
gas_transport
56.91
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
0902375a49834eb8c98402d0083b7f86
1,371,112,799
34.324586
-81.47173
0
1,273,730
2020-06-13 08:40:02
4,497,913,965,512,794,000
fraud_Koss and Sons
gas_transport
70.31
Scott
Edwards
M
838 Amy Street Suite 107
Pembroke
NC
28,372
34.6902
-79.1834
14,783
Hospital doctor
1955-11-07
5601399fc0c821551120c79a83620d8a
1,371,112,802
34.510531
-79.507791
0
1,273,731
2020-06-13 08:41:00
379,897,244,598,068
fraud_Spinka Inc
grocery_net
96.51
Frank
Key
M
5537 Jessica Plaza
Pewee Valley
KY
40,056
38.3039
-85.4834
3,263
Stage manager
1930-02-28
3ad1e899a2e8ee4703e4e76ddfb79d47
1,371,112,860
37.481672
-85.876069
0
1,273,732
2020-06-13 08:41:31
4,026,222,041,577
fraud_Rutherford-Mertz
grocery_pos
239.35
Debbie
Payne
F
204 Ashley Neck Apt. 169
Preston
CT
6,365
41.5224
-71.9934
4,720
Broadcast presenter
1977-05-18
58e589f3fab35da41dc8eb47826d8ba6
1,371,112,891
40.67604
-71.171112
0
1,273,733
2020-06-13 08:41:55
3,521,815,216,091,574
fraud_Gleason-Macejkovic
shopping_net
98.26
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
be6a78a9a2f8414e880334636ab1f6ca
1,371,112,915
39.274379
-105.747487
0
1,273,734
2020-06-13 08:42:09
3,587,960,728,692,500
fraud_Ledner-Pfannerstill
gas_transport
33.52
Kathy
Hughes
F
02110 Lucas Freeway Suite 517
Battle Creek
IA
51,006
42.3327
-95.6045
1,075
Teacher, early years/pre
1997-01-02
0c11d8ced67ed3c7a9128c4f67623110
1,371,112,929
41.705517
-96.102795
0
1,273,735
2020-06-13 08:43:08
180,067,784,565,096
fraud_Osinski, Ledner and Leuschke
grocery_pos
142.38
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
1733186f1ee873d4be38333e28fbe458
1,371,112,988
42.358449
-88.060495
0
1,273,736
2020-06-13 08:43:21
3,590,736,522,064,285
fraud_Christiansen, Goyette and Schamberger
gas_transport
74.58
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
3c804e8f2aaccdfaf5a4c84a7990179f
1,371,113,001
34.010303
-93.25866
0
1,273,737
2020-06-13 08:43:27
6,011,148,190,095,209
fraud_Williamson LLC
misc_pos
527.52
Terri
Bailey
F
508 Erin Mount
Daly City
CA
94,015
37.6787
-122.478
107,941
Buyer, industrial
1991-10-04
2bb83d8d1643b0c5db82f3a6e75eee22
1,371,113,007
38.282465
-122.651086
0
1,273,738
2020-06-13 08:43:29
4,451,952,084,362,894
fraud_Roberts-Beahan
misc_pos
32.94
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
a9bd57812098a6722dc939b3a904d40f
1,371,113,009
35.071841
-101.52161
0
1,273,739
2020-06-13 08:43:51
630,441,765,090
fraud_Robel, Cummerata and Prosacco
gas_transport
48.91
Susan
Washington
F
759 Erin Mount Suite 956
May
TX
76,857
31.9571
-98.9656
1,791
Corporate investment banker
1965-07-26
2dcdcb564e20631e42dc6f6ad6043b4c
1,371,113,031
32.060157
-99.830983
0
1,273,740
2020-06-13 08:43:57
213,141,712,584,544
fraud_Cummerata-Jones
gas_transport
46.51
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
9e847258da66ad4dff715b429b5719bd
1,371,113,037
32.090591
-90.049984
0
1,273,741
2020-06-13 08:44:22
30,427,035,050,508
fraud_Powlowski-Weimann
food_dining
76.05
John
Chandler
M
88325 Brandon Greens Apt. 477
Detroit
MI
48,202
42.377
-83.0796
673,342
Broadcast presenter
1969-11-20
87f141cd1f1fd0af97927fb090c166f4
1,371,113,062
41.523713
-82.211248
0
1,273,742
2020-06-13 08:44:30
3,533,742,182,628,021
fraud_VonRueden Group
grocery_net
77.92
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
33fdac3f2baf9eb35bc3ed0f0650210f
1,371,113,070
33.721882
-79.974355
0
1,273,743
2020-06-13 08:45:52
213,148,039,875,802
fraud_Schumm, Bauch and Ondricka
grocery_pos
192.56
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
87896f4c01256b7b6ede006778c397e1
1,371,113,152
28.03164
-83.268758
0
1,273,744
2020-06-13 08:46:43
4,266,200,684,857,219
fraud_Kuhic Inc
grocery_pos
76.61
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
cd2eb9b131c07224bdafc2f6360b7dcc
1,371,113,203
40.694827
-97.444791
0
1,273,745
2020-06-13 08:46:45
3,560,318,482,131,952
fraud_Schultz, Simonis and Little
grocery_pos
125.41
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
8f64510551dee65af4092778ff06d87c
1,371,113,205
33.656322
-87.613639
0
1,273,746
2020-06-13 08:47:19
4,935,858,973,307,492
fraud_Baumbach, Feeney and Morar
shopping_net
102.39
Lance
Wagner
M
6003 Brady Shoal Apt. 449
Irwinton
GA
31,042
32.8088
-83.174
1,841
Film/video editor
1975-06-01
6e7b4d8538380f220694b9d5dfcd092a
1,371,113,239
32.381804
-82.549454
0
1,273,747
2020-06-13 08:48:04
6,547,670,341,037,171
fraud_Eichmann, Bogan and Rodriguez
gas_transport
48.29
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
98f30423b27ed387d2e3c6f44d1b1648
1,371,113,284
39.646389
-74.502158
0
1,273,748
2020-06-13 08:48:41
30,234,966,027,947
fraud_Kunde-Sanford
misc_net
9.46
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
24eea637b5214d7b99bdc4674dca9fe7
1,371,113,321
44.637534
-88.385238
0
1,273,749
2020-06-13 08:51:16
2,576,709,887,791,552
fraud_Heathcote LLC
shopping_net
4.61
Joseph
Morgan
M
126 Underwood Drive
San Diego
CA
92,128
33.0067
-117.069
1,241,364
Chartered public finance accountant
1959-08-05
f2a1727924529826e081ef5509608707
1,371,113,476
33.022241
-117.1889
0
1,273,750
2020-06-13 08:52:09
4,265,776,278,887,457
fraud_Rodriguez Group
gas_transport
50.55
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
f613769c647216dfe29d0033d491b152
1,371,113,529
35.274588
-92.565154
0
1,273,751
2020-06-13 08:52:15
38,580,485,618,059
fraud_Kozey-Boehm
shopping_net
28.87
Teresa
Clark
F
1323 Derek Mission
Noonan
ND
58,765
48.8856
-103.0098
248
Industrial/product designer
1968-05-13
d7a980169e025dbf5f3e8698cb163459
1,371,113,535
49.249206
-103.863266
0
1,273,752
2020-06-13 08:52:19
30,118,423,745,458
fraud_Schmitt Inc
gas_transport
69.46
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
a1244ce63bf3fbdf7dbf451643fe783f
1,371,113,539
39.700904
-73.907952
0
1,273,753
2020-06-13 08:53:22
30,030,380,240,193
fraud_Conroy Ltd
shopping_pos
123.92
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
7a2cf439cdcdcd461b59a41010c21cbc
1,371,113,602
30.847964
-98.91301
0
1,273,754
2020-06-13 08:53:27
4,430,881,574,719,618
fraud_Rohan, White and Aufderhar
misc_net
1.21
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
d619d3567317e2e8a67af88e3b4a5257
1,371,113,607
38.386802
-107.163019
0
1,273,755
2020-06-13 08:54:38
213,161,231,269,724
fraud_Miller-Hauck
grocery_pos
80.6
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
7d5507ee0b257be0c85929d39e360cd7
1,371,113,678
33.262518
-86.023511
0
1,273,756
2020-06-13 08:54:42
3,557,442,674,264,531
fraud_Erdman-Kertzmann
gas_transport
42.55
Angela
Edwards
F
486 Wilkins Pines
Lithopolis
OH
43,136
39.8013
-82.8125
460
Lecturer, higher education
2004-06-19
7853ae207acc1352d9a6f42de7db1828
1,371,113,682
39.387425
-82.684268
0
1,273,757
2020-06-13 08:56:13
2,706,977,570,537,524
fraud_Bauch-Raynor
grocery_pos
84.12
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
b59e6c8827afe3db7bcdbf3fb6ad56fb
1,371,113,773
40.143534
-82.888286
0
1,273,758
2020-06-13 08:57:30
3,553,629,419,254,918
fraud_Shields Inc
grocery_net
31.61
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
789f967e0534404ad3d8685b2d9db197
1,371,113,850
47.340682
-122.465505
0
1,273,759
2020-06-13 08:58:57
213,161,231,269,724
fraud_Kunze Inc
grocery_pos
92.82
Alyssa
Morgan
F
622 Robin Run Suite 764
Gadsden
AL
35,901
34.048
-85.9246
67,082
Physiological scientist
1963-02-09
abc56bfb3b8c810abb9114160a50498e
1,371,113,937
34.225787
-86.668902
0
1,273,760
2020-06-13 08:58:58
4,586,810,168,620,942
fraud_Smitham-Schiller
grocery_net
31.58
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
c3da3d08cb8954d81395c4fb00a2b5eb
1,371,113,938
31.963192
-80.157152
0
1,273,761
2020-06-13 08:59:31
180,067,784,565,096
fraud_Kuphal-Predovic
misc_net
614.97
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
77787e5e20e0d8c52e0c6802d72e9a7d
1,371,113,971
42.637654
-87.899327
0
1,273,762
2020-06-13 08:59:46
3,598,215,285,024,754
fraud_Murray-Smitham
grocery_pos
176.04
Ashley
Lopez
F
9333 Valentine Point
Bellmore
NY
11,710
40.6729
-73.5365
34,496
Librarian, public
1970-10-21
b348af117acbc107d69859cf3cb7641f
1,371,113,986
41.029666
-73.852637
0
1,273,763
2020-06-13 09:00:19
345,389,171,551,808
fraud_Mante Group
misc_net
8.74
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
6b087698db35e49d3b7d66af8f94da7b
1,371,114,019
34.589705
-90.659215
0
1,273,764
2020-06-13 09:00:20
4,147,608,975,828,480
fraud_O'Keefe-Hudson
grocery_pos
87.44
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
54eacbb3a8e5461bd74ae9d3be19070c
1,371,114,020
44.200668
-94.839953
0
1,273,765
2020-06-13 09:00:49
676,298,633,337
fraud_Berge LLC
gas_transport
57.21
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
1686a64e30cd565c353764cdb64db91f
1,371,114,049
39.662796
-80.54604
0
1,273,766
2020-06-13 09:01:55
3,583,635,130,604,947
fraud_Jones, Sawayn and Romaguera
misc_net
114.56
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
9443580146b33ae583b2855fcaf1e8cd
1,371,114,115
40.740699
-74.345029
0
1,273,767
2020-06-13 09:03:00
38,199,021,865,320
fraud_Hudson-Ratke
grocery_pos
108.68
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
12b3df7aa746e6bc7a813d89712d96fb
1,371,114,180
42.921993
-73.236808
0
1,273,768
2020-06-13 09:03:02
6,511,349,151,405,438
fraud_Friesen-Stamm
gas_transport
105.67
Robert
Nguyen
M
74835 Garner Point
Ruth
NV
89,319
39.3426
-114.8859
450
Interpreter
1946-08-24
675adfb8aa3852fb27f7e4d776beba4e
1,371,114,182
39.087133
-115.834685
0
1,273,769
2020-06-13 09:03:49
4,149,635,823,017
fraud_Kutch, Hermiston and Farrell
gas_transport
66.62
Samuel
Farrell
M
428 Michael Tunnel Apt. 377
Cleveland
AL
35,049
33.9778
-86.5598
3,996
Aid worker
1977-06-14
4247ae14d3c7c1c983bc7a3e2ed59c89
1,371,114,229
33.257018
-85.968735
0
1,273,770
2020-06-13 09:05:47
180,017,442,990,269
fraud_Bahringer-Streich
food_dining
66.35
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
63a1c332bd75b402b4236d3fbea83583
1,371,114,347
43.503898
-74.802705
0
1,273,771
2020-06-13 09:05:59
38,199,021,865,320
fraud_Swaniawski, Lowe and Robel
shopping_pos
136.08
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
ad3b894f615ecfe00f6e69ffa10f797c
1,371,114,359
43.541681
-71.51428
0
1,273,772
2020-06-13 09:06:45
4,961,003,488,432,306
fraud_Brekke and Sons
gas_transport
86.48
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
c84b059a398f583ff708bb3b758203f3
1,371,114,405
40.544189
-76.780183
0
1,273,773
2020-06-13 09:07:05
4,990,494,243,023
fraud_Schmeler, Bashirian and Price
shopping_net
7.27
Martin
Ford
M
56812 Francis Courts
Corriganville
MD
21,524
39.6967
-78.8031
626
Energy engineer
1960-12-13
9aff05e37e5f66225e5e55239f1f1017
1,371,114,425
38.81624
-78.548188
0
1,273,774
2020-06-13 09:08:50
4,689,147,265,057,949,000
fraud_Wiza, Schaden and Stark
misc_pos
5.09
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
89d97ac3a4785e59f735c62b1a2cd4e5
1,371,114,530
40.884357
-96.857592
0
1,273,775
2020-06-13 09:09:11
30,011,465,039,817
fraud_Rowe-Vandervort
grocery_net
33.65
Lisa
Garcia
F
213 Gill Expressway
Chatham
NY
12,037
42.3496
-73.5873
4,015
Human resources officer
1971-10-14
518f0025eed67759780931fb93b0475e
1,371,114,551
42.756087
-73.642378
0
1,273,776
2020-06-13 09:09:24
2,285,066,385,084,291
fraud_Dicki Ltd
grocery_net
22.26
Richard
Brown
M
17819 Jose Mount Suite 657
Heidelberg
MS
39,439
31.882
-88.9981
4,573
Exhibitions officer, museum/gallery
1988-02-15
60c87dd4f8245762f4ae8ca4a899bae0
1,371,114,564
31.046963
-89.216175
0
1,273,777
2020-06-13 09:10:28
4,186,530,744,674
fraud_McGlynn-Heathcote
misc_net
3.99
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
ba0bad0264e1312cebef6ad49ee3c180
1,371,114,628
32.768767
-81.770356
0
1,273,778
2020-06-13 09:13:24
2,254,917,871,818,484
fraud_McCullough Group
grocery_net
41.91
Margaret
Gibson
F
382 Williams Stream Suite 197
Scotland
MD
20,687
38.0828
-76.3477
313
Insurance underwriter
1976-03-26
86ea10b9e30c8c4df13e78653c7f4f95
1,371,114,804
38.430107
-76.607704
0
1,273,779
2020-06-13 09:14:27
4,474,324,669,797,121
fraud_Turcotte, McKenzie and Koss
entertainment
55.68
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
1e5fc62b629a481db75d4abef223b2e4
1,371,114,867
38.710749
-119.618857
0
1,273,780
2020-06-13 09:14:44
3,513,618,443,244,549
fraud_Schaefer, McGlynn and Bosco
gas_transport
59.05
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
d229e4a3766c6b2d56a92da23c60c127
1,371,114,884
44.055342
-98.650386
0
1,273,781
2020-06-13 09:14:57
4,428,780,983,793,657,300
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
1.84
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
0563c518d8b1500e789c136ac4e396e1
1,371,114,897
43.853647
-88.035219
0
1,273,782
2020-06-13 09:17:40
180,049,032,966,888
fraud_Haley Group
misc_pos
38.54
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
39b95a77db5d49997e6cacd4108e2c15
1,371,115,060
47.367924
-90.617284
0
1,273,783
2020-06-13 09:17:56
4,427,805,710,168
fraud_Kutch and Sons
grocery_pos
61.67
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
588c504c194db401c26b7c42ab140c3f
1,371,115,076
33.960682
-105.852888
0
1,273,784
2020-06-13 09:18:19
213,156,747,557,083
fraud_Eichmann, Bogan and Rodriguez
gas_transport
69.04
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
164bc80e9d0fad1d8fabd2f7a2801fcd
1,371,115,099
33.973241
-118.181968
0
1,273,785
2020-06-13 09:19:25
30,344,654,314,976
fraud_McGlynn-Heathcote
misc_net
3.44
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
4308377047eca6b1c710a9c88eb1d3a6
1,371,115,165
39.269557
-121.054343
0
1,273,786
2020-06-13 09:19:31
6,538,441,737,335,434
fraud_Mosciski, Gislason and Mertz
grocery_pos
45.67
Gina
Grimes
F
444 Robert Mews
Clarks Mills
PA
16,114
41.3851
-80.1752
606
Energy manager
1997-09-22
defc9db7365d7ba24b4f834df73177aa
1,371,115,171
41.705268
-81.012616
0
1,273,787
2020-06-13 09:20:49
4,792,627,764,422,478,000
fraud_Gutmann-Upton
misc_pos
18.71
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
dea8788f1c736ddd4f381a997bc5bf31
1,371,115,249
39.416135
-95.626699
0
1,273,788
2020-06-13 09:21:25
3,598,304,579,370,089
fraud_Schumm, Bauch and Ondricka
grocery_pos
55.37
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
8639a207da05006c0261f9f960856f37
1,371,115,285
37.120212
-96.333534
0
1,273,789
2020-06-13 09:22:08
4,450,831,335,606,294
fraud_Reilly, Heaney and Cole
gas_transport
61.96
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
a8bd8299f17a25f44295fe4f92ca7bcd
1,371,115,328
34.820657
-96.043578
0
1,273,790
2020-06-13 09:23:07
3,560,697,798,177,746
fraud_Deckow-O'Conner
grocery_pos
88.83
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
5677c7a5eb5863faf1739c4527a7e048
1,371,115,387
34.406245
-116.856128
0
1,273,791
2020-06-13 09:23:20
675,909,898,057
fraud_Larson-Moen
entertainment
38.46
Christopher
Henry
M
1198 Robert Stravenue Apt. 479
Armonk
NY
10,504
41.136
-73.7009
7,987
Television/film/video producer
1964-03-16
d5c614eb2d0eb64addbf3adf58e88847
1,371,115,400
41.668873
-73.498447
0
1,273,792
2020-06-13 09:23:20
30,026,790,933,302
fraud_Roberts-Beahan
misc_pos
37.35
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
a3e1ab8ba0c5a3f33fb95f53cbcca364
1,371,115,400
32.811096
-91.49122
0
1,273,793
2020-06-13 09:23:22
30,364,087,349,027
fraud_Kiehn-Emmerich
grocery_pos
86.84
Samuel
Sandoval
M
0005 Morrison Land
Mounds
OK
74,047
35.8896
-96.0887
7,163
Fitness centre manager
1982-02-05
dbd83751e04260c091982b09c1965779
1,371,115,402
35.994533
-96.21076
0
1,273,794
2020-06-13 09:24:38
30,290,551,782,700
fraud_Reilly, Heaney and Cole
gas_transport
92.29
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
b429163dc01d5ef9caa47ce10772aa78
1,371,115,478
37.72568
-86.95543
0
1,273,795
2020-06-13 09:25:13
3,566,094,707,272,327
fraud_Tromp, Kerluke and Glover
grocery_net
80.87
Kristina
Stewart
F
47029 Jimmy Tunnel Apt. 106
Newhall
CA
91,321
34.3795
-118.523
34,882
Health physicist
1971-04-25
a42f830f7f02509cb08b554e296843ab
1,371,115,513
34.830243
-118.690221
0
1,273,796
2020-06-13 09:25:29
3,565,414,434,959,494
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
29.81
Ryan
Arnold
M
2056 Michael Wells Apt. 348
Prairie Creek
IN
47,869
39.4336
-87.4101
137
Materials engineer
1967-03-12
63a8c9af8be11c4c73e062143b7a94f7
1,371,115,529
39.965021
-86.967282
0
1,273,797
2020-06-13 09:26:27
180,048,185,037,117
fraud_Kling-Grant
grocery_net
112.98
Mary
Wall
F
2481 Mills Lock
Plainfield
NJ
7,060
40.6152
-74.415
71,485
Leisure centre manager
1974-07-19
44dc208595ca3d8b1b2df41444fa056e
1,371,115,587
40.901387
-74.052254
0
1,273,798
2020-06-13 09:26:43
577,588,686,219
fraud_Swaniawski, Bahringer and Ledner
grocery_net
47.92
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
5b5ca3a1d5edfe70f880228df2290ce8
1,371,115,603
40.573914
-80.433693
0
1,273,799
2020-06-13 09:26:47
4,500,002,361,389
fraud_Altenwerth, Cartwright and Koss
shopping_net
7
Joseph
Nixon
M
86882 Desiree Camp Suite 047
Tyaskin
MD
21,865
38.2833
-75.8465
470
Music tutor
1965-04-07
6d2235d32105a259369f56778e6c886e
1,371,115,607
37.491119
-75.363402
0