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
1,283,900
2020-06-16 07:52:41
3,589,289,942,931,264
fraud_Goldner, Kovacek and Abbott
grocery_pos
91.7
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
6e31a160a9388adb34b81e5168441096
1,371,369,161
43.565836
-98.564417
0
1,283,901
2020-06-16 07:53:04
4,908,846,471,916,297
fraud_Jenkins, Hauck and Friesen
gas_transport
69.58
Lauren
Torres
F
03030 White Lakes
Grandview
TX
76,050
32.2779
-97.2351
5,875
Radiographer, therapeutic
1992-07-24
e889359266855e733ed6cc8d8695a908
1,371,369,184
32.383077
-97.535473
0
1,283,902
2020-06-16 07:53:06
3,586,008,444,788,268
fraud_Bednar Group
misc_net
9.33
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
80643e831c2ac0bf870195a3a90c583d
1,371,369,186
47.696414
-121.948477
0
1,283,903
2020-06-16 07:53:13
4,550,599,031,376,731
fraud_Swift, Bradtke and Marquardt
grocery_net
64.26
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
5d623035b5abc0b65b4ec4bf33e04c22
1,371,369,193
41.611286
-83.297741
0
1,283,904
2020-06-16 07:53:32
374,125,201,044,065
fraud_Doyle Ltd
grocery_pos
78.77
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
9cd8cbd1d01898b2e3c8100e257100ba
1,371,369,212
39.538061
-77.83531
0
1,283,905
2020-06-16 07:54:00
3,564,839,259,330,465
fraud_Lockman, West and Runte
grocery_pos
122.13
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
a920b54b6ebf13846cb2f9dc4816d585
1,371,369,240
37.782475
-122.600401
0
1,283,906
2020-06-16 07:54:39
4,302,475,216,404,898
fraud_Nitzsche, Kessler and Wolff
shopping_pos
1.89
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
c198f0253e5c96bb38d4564a981520c5
1,371,369,279
43.3648
-93.048531
0
1,283,907
2020-06-16 07:55:06
4,208,110,975,550,360,000
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
114.47
David
Bonilla
M
82073 Jessica Camp
West Green
GA
31,567
31.6143
-82.7243
782
Audiological scientist
1982-01-16
11898e536a973c61e1be23b39ac25f69
1,371,369,306
31.894226
-83.157923
0
1,283,908
2020-06-16 07:55:08
4,599,735,407,877,245,000
fraud_Dibbert and Sons
entertainment
157.38
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
5593fa1ebe35b394131016937575cea6
1,371,369,308
36.688856
-88.975622
0
1,283,909
2020-06-16 07:55:14
3,519,232,971,341,141
fraud_Swaniawski, Lowe and Robel
shopping_pos
5.77
Michael
Jones
M
754 Smith Isle
Amsterdam
OH
43,903
40.4731
-80.9596
2,208
Mental health nurse
1961-09-10
603a0c2cb3a1865ebb4244e13ebed4f1
1,371,369,314
41.19359
-80.615601
0
1,283,910
2020-06-16 07:55:17
6,011,893,664,860,915
fraud_Murray Ltd
grocery_net
58.33
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
ce0d4f796cf762d14ded3215d71c013f
1,371,369,317
38.710603
-105.320685
0
1,283,911
2020-06-16 07:55:19
180,094,419,304,907
fraud_Christiansen-Gusikowski
misc_pos
22.28
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
af7e21817d372da1ba03a0d05b636d0f
1,371,369,319
33.500481
-117.023878
0
1,283,912
2020-06-16 07:55:22
4,826,655,832,045,236
fraud_Gottlieb, Considine and Schultz
shopping_net
8.18
Tami
Forbes
F
5204 Robinson Plaza Suite 897
Barnstable
MA
2,630
41.6983
-70.3001
1,850
Counselling psychologist
1963-12-29
462f2e950144aba1875b3d6d7bfd20e1
1,371,369,322
42.684398
-70.390622
0
1,283,913
2020-06-16 07:55:40
4,079,773,899,158
fraud_Hermann and Sons
shopping_pos
9.89
Eric
Preston
M
7020 Doyle Stream Apt. 951
Mesa
ID
83,643
44.6255
-116.4493
129
Cartographer
1965-12-15
776c056f6e7260f3e7b51a83b14dc2e3
1,371,369,340
45.531737
-116.047705
0
1,283,914
2020-06-16 07:55:42
3,568,736,585,751,727
fraud_Deckow-O'Conner
grocery_pos
97.59
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
0a194845ffa9297196c96550f4d3d14c
1,371,369,342
42.679005
-93.608649
0
1,283,915
2020-06-16 07:55:52
213,148,039,875,802
fraud_Welch Inc
misc_net
377.39
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
3a7cfa56f43b42b92d0e3255d118daf0
1,371,369,352
27.594686
-83.118182
0
1,283,916
2020-06-16 07:55:55
3,502,088,871,723,054
fraud_Stracke-Lemke
grocery_pos
63.31
Scott
Martin
M
31472 Cody Place Suite 740
Kensington
MD
20,895
39.0298
-77.0793
19,054
Operations geologist
1976-09-08
49768f8890e5b298e3ce796ac12b11c5
1,371,369,355
38.342972
-77.159663
0
1,283,917
2020-06-16 07:58:15
30,026,790,933,302
fraud_Koepp-Witting
grocery_pos
98.31
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
9b3830e5f8217f3548f1bd1f4464293d
1,371,369,495
31.963773
-91.543966
0
1,283,918
2020-06-16 07:58:22
30,344,654,314,976
fraud_Jones, Sawayn and Romaguera
misc_net
15.08
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
32b0dc92bb9140f825cc5dcce53ef495
1,371,369,502
39.956872
-121.113111
0
1,283,919
2020-06-16 07:59:02
4,756,039,869,079,882,000
fraud_Yost, Block and Koepp
misc_pos
10.93
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
a8897ae90d61699382221146cbd2a334
1,371,369,542
34.472812
-96.334489
0
1,283,920
2020-06-16 07:59:03
4,302,480,582,202,074
fraud_Adams, Kovacek and Kuhlman
grocery_net
64.44
David
Rodriguez
M
821 Solis Points
Muskegon
MI
49,440
43.2326
-86.2492
128,715
Historic buildings inspector/conservation officer
1995-05-25
5420102ae3f28cacb55fa5371261ebcf
1,371,369,543
43.105771
-86.750769
0
1,283,921
2020-06-16 07:59:13
3,534,330,126,107,879
fraud_Dickinson-Rempel
misc_pos
32.97
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
d3ae5719f382d9d5867de97888d9f05f
1,371,369,553
45.336833
-108.562537
0
1,283,922
2020-06-16 07:59:19
180,011,453,250,192
fraud_Heller, Gutmann and Zieme
grocery_pos
105.83
Craig
Dunn
M
721 Jacqueline Brooks
New Boston
IL
61,272
41.2153
-90.9879
1,504
Manufacturing engineer
1993-10-05
a002f65359461ee194833f7791fbf494
1,371,369,559
41.224736
-90.144688
0
1,283,923
2020-06-16 07:59:41
639,077,309,909
fraud_Swaniawski, Lowe and Robel
shopping_pos
4.21
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
eb208a18914db701004b68f13c63e7f9
1,371,369,581
39.250703
-104.614711
0
1,283,924
2020-06-16 08:00:00
4,810,789,809,665,943,000
fraud_Kuhn LLC
misc_net
41.24
Julie
Sanchez
F
916 Charles Road
Bowersville
OH
45,307
39.5756
-83.7153
338
Quantity surveyor
1988-07-28
3273b5ef779d30d3b37531edca1ecc27
1,371,369,600
39.781865
-83.145194
0
1,283,925
2020-06-16 08:00:24
180,065,479,077,096
fraud_Douglas-White
entertainment
21.42
Krystal
Gamble
F
47152 Clayton Burg
Manchester
MD
21,102
39.6747
-76.8941
11,751
Clinical research associate
1964-02-15
d50c7a8a2f00359632abea0c7c8254a4
1,371,369,624
40.133874
-76.968016
0
1,283,926
2020-06-16 08:00:39
2,475,085,306,462,014
fraud_McGlynn-Jaskolski
misc_pos
33.66
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
e93db1995db565da529e38d1984ef0d1
1,371,369,639
43.580569
-95.589282
0
1,283,927
2020-06-16 08:01:07
3,535,808,924,394,848
fraud_Kiehn Inc
grocery_pos
105.85
Matthew
Myers
M
4936 Michelle Points
Tower Hill
IL
62,571
39.39
-88.9597
1,532
Radio broadcast assistant
1980-01-09
a9c272f5ebafd6e2615e6fd3d214da9b
1,371,369,667
38.756958
-89.006802
0
1,283,928
2020-06-16 08:01:27
676,369,110,710
fraud_Mraz-Herzog
gas_transport
73.86
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
27a5c6845ab35cdadcfd9439760e8932
1,371,369,687
43.443267
-83.316715
0
1,283,929
2020-06-16 08:01:35
4,254,074,738,931,278
fraud_McGlynn-Heathcote
misc_net
112.89
Gary
Hall
M
69085 Short Shores
Allentown
NY
14,707
42.0737
-78.0594
239
Radio producer
1956-05-02
27b71a6e43ea9e7643daccd3faae916e
1,371,369,695
41.587392
-77.752256
0
1,283,930
2020-06-16 08:02:26
3,565,196,229,855,512
fraud_Beier-Hyatt
shopping_pos
6.47
Adriana
Harvey
F
715 Joy Prairie
Unionville
MO
63,565
40.4815
-92.9951
3,805
Investment banker, corporate
1950-09-15
7ba50ae4a506fdce644e562ffa2e1cdc
1,371,369,746
39.724145
-92.780225
0
1,283,931
2020-06-16 08:02:34
4,969,856,774,088,583
fraud_Lesch Ltd
shopping_pos
5.33
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
87dc4319c6ce25d849f282918ca88abd
1,371,369,754
29.293685
-90.926845
0
1,283,932
2020-06-16 08:03:01
2,713,913,904,780,408
fraud_Lakin, Ferry and Beatty
food_dining
79.6
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
df7b7803ca264d7e1552c4c5db0cd715
1,371,369,781
33.084165
-91.230211
0
1,283,933
2020-06-16 08:03:02
3,577,794,103,155,425
fraud_Kuvalis Ltd
gas_transport
84.55
Mary
Humphrey
F
9853 Flynn Hollow Apt. 602
Reynolds
ND
58,275
47.7068
-97.2092
733
Visual merchandiser
1994-11-12
4cd262ad4e2013776de90125ecd1ba5e
1,371,369,782
48.037979
-97.013879
0
1,283,934
2020-06-16 08:03:08
4,904,681,492,230,012
fraud_Bins-Rice
gas_transport
55.64
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
1f25b35391b1fb86b10bd9bc7c6809ab
1,371,369,788
42.648221
-74.231832
0
1,283,935
2020-06-16 08:03:34
3,546,897,637,165,774
fraud_Kassulke PLC
shopping_net
2.22
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
7f4c35e50a8385d5d06f8e55b119a74e
1,371,369,814
31.92006
-97.577662
0
1,283,936
2020-06-16 08:03:38
5,388,659,976,630,693
fraud_Roob, Conn and Tremblay
shopping_pos
4.94
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
b06310831bfd5d2360c191a71c90c617
1,371,369,818
42.299225
-91.154212
0
1,283,937
2020-06-16 08:04:33
343,668,971,234,893
fraud_Gerlach Inc
shopping_net
7.78
Sally
Moore
F
835 Reese Views Suite 884
Hopkins
SC
29,061
33.9349
-80.8449
13,717
Chiropodist
1949-11-16
93a38751cafc4b9221c166c2984ba04d
1,371,369,873
33.78269
-81.180535
0
1,283,938
2020-06-16 08:04:59
4,509,922,033,272,157
fraud_Kutch, Hermiston and Farrell
gas_transport
55.1
Monica
West
F
22084 Smith Roads Suite 776
Hurley
SD
57,036
43.2893
-97.1904
811
Neurosurgeon
1972-03-28
ebe7687272c7abf2340463f398e676c9
1,371,369,899
43.483254
-97.924255
0
1,283,939
2020-06-16 08:05:01
372,246,459,334,925
fraud_Nitzsche, Kessler and Wolff
shopping_pos
534.3
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
34e6378a3693a1e27f8d64938fb16ccc
1,371,369,901
44.776208
-102.770851
0
1,283,940
2020-06-16 08:05:18
4,671,727,014,157,745
fraud_Kuhic LLC
shopping_net
4.37
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
8413bd793a7b0a7179124680d2082f2a
1,371,369,918
40.930646
-86.294461
0
1,283,941
2020-06-16 08:06:25
30,199,621,383,748
fraud_Boehm, Predovic and Reinger
misc_pos
13.43
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
cd93537066e746c78db5391af3f3851e
1,371,369,985
33.742199
-95.834087
0
1,283,942
2020-06-16 08:06:25
3,585,740,823,295,298
fraud_Greenholt, Jacobi and Gleason
gas_transport
41.29
James
Greene
M
082 Hernandez Bypass Apt. 886
Quanah
TX
79,252
34.2956
-99.7494
3,202
Librarian, public
1998-03-18
b0211a9bc1c584322515a271b110ab88
1,371,369,985
33.427186
-100.73816
0
1,283,943
2020-06-16 08:06:53
38,530,489,946,071
fraud_Osinski, Ledner and Leuschke
grocery_pos
97.29
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
5a13926d0c6d770fd38e779adbf0f8c0
1,371,370,013
34.791406
-81.117347
0
1,283,944
2020-06-16 08:06:56
30,074,693,890,476
fraud_Kutch and Sons
grocery_pos
167.57
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
e517bf97ff8b4212ba72b013a2be6d34
1,371,370,016
38.532047
-101.309973
0
1,283,945
2020-06-16 08:07:01
5,154,903,938,030,655
fraud_Dach-Borer
grocery_net
111.2
Felicia
Combs
F
825 Martinez Springs Apt. 625
White Sulphur Springs
WV
24,986
37.7827
-80.3129
5,216
Community development worker
1993-10-05
3c3fd336068e4250cd35aba7ae901730
1,371,370,021
36.891702
-79.899314
0
1,283,946
2020-06-16 08:07:01
30,266,994,494,236
fraud_Cummings LLC
gas_transport
50.57
Sarah
Foster
F
77872 Andrea Glen Apt. 543
Ford
VA
23,850
37.1349
-77.7364
1,051
Chief Operating Officer
1976-11-21
9f5f443d6001e051dfcf4e78c783671a
1,371,370,021
37.340344
-77.280425
0
1,283,947
2020-06-16 08:07:31
4,469,777,115,158,235,000
fraud_Raynor, Feest and Miller
gas_transport
86.93
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
3b5de5d4968ac489ec7a4ac4b011244c
1,371,370,051
42.188574
-71.684645
0
1,283,948
2020-06-16 08:07:34
4,134,456,652,433,447
fraud_McDermott-Rice
misc_pos
2.19
Lawrence
Ellis
M
1471 Alicia Flat Apt. 993
Springfield Gardens
NY
11,413
40.6645
-73.7559
38,912
Production manager
1961-11-07
afa307141397fa30502bdb7c273356b5
1,371,370,054
41.280007
-74.603483
0
1,283,949
2020-06-16 08:07:44
213,174,467,670,432
fraud_Hills-Witting
shopping_net
246.44
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
fba0c102975ff4f8baf24ba04076c5d4
1,371,370,064
38.526475
-76.559789
0
1,283,950
2020-06-16 08:07:50
4,958,589,671,582,727,000
fraud_VonRueden Group
grocery_net
80.82
Aaron
Pena
M
793 Hooper Tunnel Suite 154
Burke
VA
22,015
38.7894
-77.2818
43,102
Health visitor
1950-11-27
4a9ee41aa50e70efed536ae4e2f46ab2
1,371,370,070
38.786308
-76.978701
0
1,283,951
2020-06-16 08:07:50
180,036,456,789,979
fraud_Osinski, Ledner and Leuschke
grocery_pos
141.26
Mackenzie
Salazar
F
982 Melissa Lock
Bagley
WI
53,801
42.9207
-91.0685
878
Risk analyst
1974-11-20
281aed9996e12093420443afffcf4ff1
1,371,370,070
43.725931
-91.410724
0
1,283,952
2020-06-16 08:08:12
6,011,109,736,646,996
fraud_Rempel PLC
grocery_net
51.65
Rebecca
Erickson
F
594 Berry Lights Apt. 392
Wilmington
NC
28,405
34.2651
-77.867
186,140
English as a second language teacher
1983-02-08
06d295c5806b5ece4d1a8b2ba800e2fb
1,371,370,092
33.290029
-76.869456
0
1,283,953
2020-06-16 08:08:39
4,561,546,772,499
fraud_Mraz-Herzog
gas_transport
88.28
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
2b0d8aa19e373732432fc083de48af03
1,371,370,119
34.921951
-106.556085
0
1,283,954
2020-06-16 08:09:15
378,858,024,506,425
fraud_Christiansen-Gusikowski
misc_pos
5.69
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
07b83a316ec77fae53fa5507970a77de
1,371,370,155
32.865876
-111.67901
0
1,283,955
2020-06-16 08:09:23
4,642,894,980,163
fraud_Bernhard Inc
gas_transport
59.73
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
fb615966f23576a5f5c0f71855065890
1,371,370,163
40.819723
-94.146515
0
1,283,956
2020-06-16 08:09:34
36,360,452,125,889
fraud_Balistreri-Nader
misc_pos
7.92
Christopher
Raymond
M
766 Potter Well
West Chazy
NY
12,992
44.797
-73.5112
4,778
Engineering geologist
1954-06-14
cfbc70d8abc215f157f086f00449e340
1,371,370,174
44.009994
-74.045257
0
1,283,957
2020-06-16 08:09:48
370,612,217,861,404
fraud_Bartoletti-Wunsch
gas_transport
65.56
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
21afe03aac11c9aebc203ddc55fb17a0
1,371,370,188
40.171637
-75.075172
0
1,283,958
2020-06-16 08:09:50
4,824,023,901,222,438
fraud_Price Inc
shopping_net
5.01
Christina
Nelson
F
1233 Sutton Road Suite 701
Bynum
TX
76,631
31.9907
-96.9837
522
Commercial/residential surveyor
1946-03-21
5c9061a1126f9b61d88807d72134cc3e
1,371,370,190
31.674169
-96.252784
0
1,283,959
2020-06-16 08:09:59
4,306,630,852,918
fraud_Bins-Rice
gas_transport
42.64
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
b5a10a94920828b76d07d3248c2c7b30
1,371,370,199
37.963486
-90.145467
0
1,283,960
2020-06-16 08:10:24
3,589,289,942,931,264
fraud_Robel, Cummerata and Prosacco
gas_transport
60.16
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
18bed8a95b3910fd3e374179fb8f3922
1,371,370,224
43.185258
-97.727151
0
1,283,961
2020-06-16 08:10:51
4,658,490,815,480,264
fraud_Greenholt, Jacobi and Gleason
gas_transport
61.82
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
68ec690595f4f55b296bc49d1b545001
1,371,370,251
39.565437
-80.067683
0
1,283,962
2020-06-16 08:11:52
4,512,828,414,983,802,000
fraud_Erdman-Kertzmann
gas_transport
66.19
Monica
Cohen
F
864 Reynolds Plains
Uledi
PA
15,484
39.8936
-79.7856
328
Tree surgeon
1983-07-25
b721c09ba22c220ed72dbcb4260eb70c
1,371,370,312
38.981421
-80.072212
0
1,283,963
2020-06-16 08:12:17
375,904,527,651,269
fraud_Wisozk and Sons
misc_pos
3.64
Ryan
Cook
M
75952 Wilson Course
Roseland
NE
68,973
40.4591
-98.5551
463
Nurse, mental health
1948-05-31
7191edf99b9afd7e94f93b8a16b98aa5
1,371,370,337
40.405019
-97.594557
0
1,283,964
2020-06-16 08:12:24
376,445,266,762,684
fraud_Rutherford-Mertz
grocery_pos
96.92
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
b95a5d7fbbce6887c244e525773fa94f
1,371,370,344
40.161998
-101.09043
0
1,283,965
2020-06-16 08:12:50
4,467,456,915,153,312,300
fraud_Kutch LLC
gas_transport
53.35
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
c9c4761769af15c615c9b0632ec708c0
1,371,370,370
27.666766
-82.742361
0
1,283,966
2020-06-16 08:13:17
4,306,630,852,918
fraud_Hickle Group
shopping_pos
975.64
Maureen
Garza
F
169 Edward Inlet
Saint Louis
MO
63,131
38.6171
-90.4504
927,396
Occupational hygienist
1960-03-12
e23f82d1fba12381bfd51097d7abb655
1,371,370,397
37.873539
-90.315643
0
1,283,967
2020-06-16 08:13:20
370,612,217,861,404
fraud_Corwin-Gorczany
misc_net
29.64
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
a26d6afe9385eda32cb8dd5bee748edd
1,371,370,400
39.136672
-75.006176
0
1,283,968
2020-06-16 08:13:35
30,270,432,095,985
fraud_Cummerata-Jones
gas_transport
91.59
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
1d3730356299b3856fb5091e2dd303f0
1,371,370,415
41.501173
-91.540193
0
1,283,969
2020-06-16 08:13:50
5,456,776,410,929,288
fraud_Emmerich-Luettgen
grocery_net
63.17
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
34e75ead8f7e966d1dced7e8558aa702
1,371,370,430
41.78312
-79.706618
0
1,283,970
2020-06-16 08:14:02
2,288,813,824,604,479
fraud_Kuhic Inc
grocery_pos
220.72
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
bb2b70603da1695440c5bc4adbfd7ae4
1,371,370,442
40.575011
-73.720577
0
1,283,971
2020-06-16 08:14:06
4,956,828,990,005,111,000
fraud_Rohan, White and Aufderhar
misc_net
1.24
Kenneth
Robinson
M
269 Sanchez Rapids
Elizabeth
NJ
7,208
40.6747
-74.2239
124,967
Operational researcher
1980-12-21
e8e114fb7c9a240c2c08027b2ea81f65
1,371,370,446
39.791211
-73.62137
0
1,283,972
2020-06-16 08:14:27
36,722,699,017,270
fraud_Jones, Sawayn and Romaguera
misc_net
39.86
Jessica
Perez
F
8172 Robertson Parkways Suite 072
Superior
AZ
85,173
33.2887
-111.0985
2,872
Petroleum engineer
1987-10-28
1ce03ae03df2e48f07de59c515dc924e
1,371,370,467
33.352865
-110.665236
0
1,283,973
2020-06-16 08:14:33
4,777,065,439,639,721
fraud_Pouros-Haag
shopping_pos
121.05
Peter
Caldwell
M
08966 Beltran Route Suite 905
Oaks
PA
19,456
40.1334
-75.4536
737
Oceanographer
1987-04-24
7b2cace7f544acf3821bf363e7bc07a2
1,371,370,473
39.80723
-75.583271
0
1,283,974
2020-06-16 08:14:33
3,568,736,585,751,727
fraud_Osinski, Ledner and Leuschke
grocery_pos
106.63
Thomas
Cross
M
7566 Thompson Creek Apt. 827
Elkhart
IA
50,073
41.8114
-93.4855
1,195
Trading standards officer
1974-03-13
ac9580686d34956e1f8dfe6c3b13a815
1,371,370,473
42.276363
-94.197275
0
1,283,975
2020-06-16 08:15:02
3,521,815,216,091,574
fraud_Paucek-Wiza
grocery_net
49.93
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
dbaabf47401929d84fc4f9ef2f36ed3a
1,371,370,502
39.154904
-106.416435
0
1,283,976
2020-06-16 08:15:35
4,906,628,655,840,914,000
fraud_Cummerata-Jones
gas_transport
58.4
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
3dc01e999250c5f1a3639197eb14efe6
1,371,370,535
25.015145
-80.949898
0
1,283,977
2020-06-16 08:15:39
213,154,573,301,411
fraud_Wiza, Schaden and Stark
misc_pos
38.42
Christopher
Sheppard
M
39218 Baker Shoals
Bristow
IN
47,515
38.1981
-86.6821
965
Horticultural therapist
1982-02-10
f51e3c2f438c8bf7b5c5fc5121854bf1
1,371,370,539
38.932248
-86.660068
0
1,283,978
2020-06-16 08:15:44
4,671,727,014,157,745
fraud_Bauch-Blanda
entertainment
233.7
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
c3c504b3c2891d03be587dd19c87878d
1,371,370,544
41.722521
-84.7817
0
1,283,979
2020-06-16 08:15:57
3,546,897,637,165,774
fraud_Morissette PLC
shopping_pos
8.25
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
16d522f631c81b3566d2d3659bdfc3a5
1,371,370,557
31.059182
-96.185776
0
1,283,980
2020-06-16 08:16:02
3,583,793,405,872,580
fraud_Heller-Langosh
gas_transport
60.17
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
5c2790c93a02d04a7d13026352239271
1,371,370,562
35.703183
-98.136925
0
1,283,981
2020-06-16 08:16:03
4,259,996,134,423
fraud_Strosin-Cruickshank
grocery_pos
179.82
Julie
Johnson
F
9331 Robert Passage Suite 327
Hudson
KS
67,545
38.1485
-98.6408
215
Probation officer
1968-11-22
ffb3076b4983adb3b976ad24dcd8e3de
1,371,370,563
38.742222
-98.959936
0
1,283,982
2020-06-16 08:17:42
2,269,768,987,945,882
fraud_Swaniawski, Lowe and Robel
shopping_pos
799.93
Shannon
Patterson
F
9808 Ellis Bypass
Mount Morris
NY
14,510
42.6835
-77.8664
4,895
Acupuncturist
1958-10-29
3900f7c95b4cfa51e9f763aac4108cc4
1,371,370,662
41.919254
-78.370404
0
1,283,983
2020-06-16 08:17:48
4,306,586,894,261,180
fraud_Morissette LLC
entertainment
30.84
Renee
Walls
F
86542 Jessica Fords Apt. 706
Veedersburg
IN
47,987
40.1186
-87.2602
4,049
Development worker, community
1959-10-19
f4a013d0662e032c48383452d6df39c1
1,371,370,668
40.914853
-87.030322
0
1,283,984
2020-06-16 08:18:17
4,449,530,933,957,323
fraud_Quitzon, Green and Bashirian
shopping_pos
9.43
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
21116488f4da2c10c6e0da3e27dd5889
1,371,370,697
37.502626
-123.75027
0
1,283,985
2020-06-16 08:18:30
3,520,550,088,202,337
fraud_Reilly, Heaney and Cole
gas_transport
47.55
Micheal
Walters
M
15315 Vaughn Park Suite 356
Hovland
MN
55,606
47.8342
-90.0476
272
Freight forwarder
2001-07-05
2983d66cff337bbcec640ad893191c6c
1,371,370,710
47.482211
-90.180462
0
1,283,986
2020-06-16 08:19:44
374,930,071,163,758
fraud_Heller, Gutmann and Zieme
grocery_pos
62.12
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
989a848653791b22cf2fdd9dbe2fa7c0
1,371,370,784
42.288317
-83.176427
0
1,283,987
2020-06-16 08:19:58
213,178,765,398,315
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
69.15
Alan
Colon
M
748 Bryan Fields Suite 935
Riverton
WY
82,501
43.0351
-108.2024
19,408
Lecturer, higher education
1993-09-11
8847f13feea76fb667a42a6e3d6fee3e
1,371,370,798
42.983691
-108.952066
0
1,283,988
2020-06-16 08:20:24
4,657,269,323,674,365
fraud_Lemke-Gutmann
shopping_net
5.82
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
512b8ee3f1b166d58b1545662ea088cc
1,371,370,824
29.914939
-85.415605
0
1,283,989
2020-06-16 08:20:27
213,180,742,685,905
fraud_Bogisich Inc
grocery_pos
167.67
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
3a6f647ec3bab6a7c6c8b46118f882fd
1,371,370,827
40.385937
-123.672165
0
1,283,990
2020-06-16 08:20:54
2,576,709,887,791,552
fraud_Eichmann-Russel
misc_pos
8.42
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
c9946999d7f8953612e80a90205d105c
1,371,370,854
33.068225
-116.454156
0
1,283,991
2020-06-16 08:21:43
4,169,759,661,243,568
fraud_Bernier, Streich and Jewess
grocery_net
55.98
Jamie
Carr
F
55363 Aaron Circle Suite 450
Lawn
PA
17,041
40.2236
-76.538
213
Special educational needs teacher
1972-02-15
a91a0ce889a0f08db1f3a178f9bed521
1,371,370,903
40.51067
-76.159489
0
1,283,992
2020-06-16 08:22:04
38,199,021,865,320
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
97.68
Jesse
Roberts
M
8415 Vaughn Squares Apt. 788
Acworth
NH
3,601
43.196
-72.3001
477
Naval architect
1988-04-15
dabd7b6bf7f3c648e4ef5b95447c772a
1,371,370,924
43.325311
-73.000923
0
1,283,993
2020-06-16 08:23:09
30,092,964,733,035
fraud_Thiel PLC
misc_pos
73.92
Jessica
Terry
F
6412 Elizabeth Gardens Suite 633
Maysville
KY
41,056
38.6207
-83.8067
14,228
Advertising account executive
1971-03-26
40f04f983bcca257827eddaf13009323
1,371,370,989
37.781063
-84.017533
0
1,283,994
2020-06-16 08:23:18
213,102,873,001,603
fraud_Rippin, Kub and Mann
misc_net
65.6
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
07709ef599297325bee6cfc57dcfcb91
1,371,370,998
43.747143
-123.701653
0
1,283,995
2020-06-16 08:23:44
377,113,842,678,100
fraud_Altenwerth, Cartwright and Koss
shopping_net
6.76
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
2d0d5f2080b5718be256a5d83b6c5cb3
1,371,371,024
39.777345
-74.905222
0
1,283,996
2020-06-16 08:23:51
4,428,154,703,770,710
fraud_Ferry, Reichel and DuBuque
grocery_net
28.04
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
821c32e7baffc1ec52fff96a04261526
1,371,371,031
47.164823
-116.354066
0
1,283,997
2020-06-16 08:25:08
6,011,388,901,471,808
fraud_Vandervort-Funk
grocery_pos
110.07
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
077615cd60fbf0e607d596ed268379ec
1,371,371,108
39.274715
-79.59855
0
1,283,998
2020-06-16 08:26:06
4,430,881,574,719,618
fraud_Hackett-Lueilwitz
grocery_pos
154.47
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
111711be638983006fb0104d769ba181
1,371,371,166
38.447411
-106.864468
0
1,283,999
2020-06-16 08:26:39
4,906,628,655,840,914,000
fraud_Olson, Becker and Koch
gas_transport
65.89
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
59bcc47a04716ee23d3540a583c42571
1,371,371,199
24.900392
-81.297365
0