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
552,700
2020-12-31 03:22:19
3,541,554,378,551,366
fraud_Stiedemann Inc
misc_pos
240.11
Brianna
Wilson
F
257 Victor Stravenue
Hampton
VA
23,666
37.0462
-76.4096
136,895
Accounting technician
1939-09-19
252dfa29aea6c5047f957ddd5d5c3aae
1,388,460,139
36.823291
-76.366654
0
552,701
2020-12-31 03:23:09
4,301,028,321,766,222,300
fraud_Boehm, Predovic and Reinger
misc_pos
29.25
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
48f34c6c1b0b3f721571122c0980ef22
1,388,460,189
41.170484
-79.786251
0
552,702
2020-12-31 03:23:14
377,654,590,313,960
fraud_Schmidt and Sons
shopping_net
160.72
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
af91ee2dcb0d406f8cb6f9beffa44e0e
1,388,460,194
35.695096
-83.501794
0
552,703
2020-12-31 03:23:18
4,890,424,426,862,857,000
fraud_Kunze Inc
grocery_pos
45.79
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
144ba2490775c747610266d6a322d94a
1,388,460,198
38.799682
-120.580593
0
552,704
2020-12-31 03:24:49
30,153,452,207,526
fraud_Dickinson-Rempel
misc_pos
165.63
Robin
Smith
F
0537 Margaret Common Suite 526
Coleman
TX
76,834
31.8287
-99.427
5,908
Radio producer
1962-04-05
8b6f11a8d23f7de3861086263ce89ee4
1,388,460,289
31.984628
-99.653847
0
552,705
2020-12-31 03:25:09
3,565,996,340,207,976
fraud_Heidenreich PLC
grocery_pos
63.28
Warren
Daniels
M
23656 Harris Gardens Suite 698
El Paso
TX
79,906
31.8092
-106.4247
749,635
Market researcher
1973-01-21
aae1f657f3b8f0a7b09f23ebc8951c04
1,388,460,309
30.985461
-105.42928
0
552,706
2020-12-31 03:25:14
583,699,482,621
fraud_Halvorson Group
misc_pos
11
Jennifer
Jones
F
5572 Kelly Plains Apt. 952
Waupaca
WI
54,981
44.3481
-89.1101
15,426
Engineer, civil (contracting)
1936-07-22
c93a606b8ba88569836f6fc2b80190ea
1,388,460,314
45.042144
-88.598593
0
552,707
2020-12-31 03:26:27
4,890,424,426,862,857,000
fraud_Pfeffer LLC
grocery_net
24.38
Jeremy
Whitney
M
0371 Aimee Neck Suite 856
Sacramento
CA
95,827
38.5662
-121.3286
757,530
Magazine features editor
1979-04-30
57aef7b44e5a738a19ef76f868436f73
1,388,460,387
38.690101
-121.360036
0
552,708
2020-12-31 03:26:38
2,610,529,083,834,453
fraud_Schultz, Simonis and Little
grocery_pos
167.26
Tanya
Dickerson
F
053 Kim Valley Suite 928
Old Hickory
TN
37,138
36.2416
-86.6117
22,191
Prison officer
1994-07-27
89346e97a23470c5a6211fb97585aca3
1,388,460,398
35.448837
-86.923105
0
552,709
2020-12-31 03:27:42
502,012,776,709
fraud_DuBuque LLC
grocery_pos
131.03
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
abfe34392538154c541a489c937a3a60
1,388,460,462
43.381028
-74.68087
0
552,710
2020-12-31 03:27:55
371,284,424,780,634
fraud_Bins-Rice
gas_transport
70.67
Jeremy
Moore
M
574 Patricia Extensions
Lubbock
TX
79,413
33.5466
-101.8871
254,282
Doctor, general practice
1952-01-29
7de87387ee295b331b33f6e4ebf4ba14
1,388,460,475
33.347654
-102.836512
0
552,711
2020-12-31 03:27:55
377,026,671,291,680
fraud_Harber Inc
gas_transport
45.89
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
64abb23edacb41d786620eb410cefc06
1,388,460,475
38.241505
-90.659504
0
552,712
2020-12-31 03:29:15
375,848,982,312,810
fraud_Greenholt, Jacobi and Gleason
gas_transport
44.1
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
8077c25336f2891cd1d45e4d43efea3e
1,388,460,555
31.799287
-98.915435
0
552,713
2020-12-31 03:30:13
4,069,975,342,931,683
fraud_Pfeffer LLC
grocery_net
45.07
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
ddd170836484b514cc49c87ccbcc6272
1,388,460,613
38.687895
-81.427138
0
552,714
2020-12-31 03:30:25
375,848,982,312,810
fraud_Kemmer-Buckridge
misc_pos
1.02
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
400d8914127da164ee6e1c364a4a45c6
1,388,460,625
31.462795
-97.240568
0
552,715
2020-12-31 03:31:12
374,497,717,543,058
fraud_Bernhard Inc
gas_transport
72.23
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
7c1c55f758fb681b0b02fe6b4b886b0e
1,388,460,672
47.708723
-100.582689
0
552,716
2020-12-31 03:31:30
6,538,891,242,532,018
fraud_Murray-Smitham
grocery_pos
178.9
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
157ec4592088c109b24e1f78bb4a0578
1,388,460,690
35.907467
-90.775468
0
552,717
2020-12-31 03:32:03
3,523,843,138,706,408
fraud_Skiles-Ankunding
grocery_net
46.33
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
c9333035030a6d53c687eeb477f7d005
1,388,460,723
32.336644
-87.376623
0
552,718
2020-12-31 03:32:10
30,235,438,713,303
fraud_Bailey-Morar
grocery_pos
84.98
James
Baldwin
M
3603 Mitchell Court
Winfield
WV
25,213
38.5072
-81.89
5,512
Exhibition designer
1980-03-24
df6372b05ef09fd3bbc1612b3495e352
1,388,460,730
38.01427
-81.883696
0
552,719
2020-12-31 03:32:14
344,709,867,813,900
fraud_Koepp-Witting
grocery_pos
232.95
Joanna
Hudson
F
2924 Bobby Trafficway
Sebring
FL
33,872
27.4703
-81.4872
50,835
Environmental consultant
1986-01-30
e7793bd26e13c388df3fbef13bdfb626
1,388,460,734
27.647901
-82.279473
0
552,720
2020-12-31 03:32:19
30,487,648,872,433
fraud_Bernhard Inc
gas_transport
60.26
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
024ac1dc309b408f1fb41b9a9c440d4d
1,388,460,739
37.275179
-85.385719
0
552,721
2020-12-31 03:32:40
4,661,996,144,291,812,000
fraud_Kuhic LLC
shopping_net
216.55
Linda
Park
F
24607 Charles Mountains
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Operations geologist
1963-08-04
326e56fdca142bfd52dfb15923a4c719
1,388,460,760
40.050078
-80.186386
0
552,722
2020-12-31 03:33:42
4,767,265,376,804,500
fraud_Raynor, Feest and Miller
gas_transport
67.14
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
35f239c7783995b2e9bf460e4a94a158
1,388,460,822
39.773205
-75.950262
0
552,723
2020-12-31 03:34:08
4,301,028,321,766,222,300
fraud_Hackett-Lueilwitz
grocery_pos
82.29
Joe
Howard
M
109 Brian Lights Apt. 504
Shippingport
PA
15,077
40.6025
-80.3863
198
Secretary/administrator
1978-10-26
dfb3b2e3c61d7231ac1680a773b92943
1,388,460,848
41.300945
-79.779364
0
552,724
2020-12-31 03:35:00
639,030,014,711
fraud_Lehner, Reichert and Mills
misc_pos
40.69
Stephen
Lopez
M
696 Matthew Ford Suite 157
Olmsted
IL
62,970
37.1935
-89.0933
639
Mechanical engineer
1982-08-01
f752024422a451f74ab73725b6fbb54e
1,388,460,900
37.350253
-89.71861
0
552,725
2020-12-31 03:35:02
3,576,281,490,078,437
fraud_Moen, Reinger and Murphy
grocery_pos
117.3
Chris
Dixon
M
919 Miller Isle
Williams
IN
47,470
38.7735
-86.6285
1,735
Financial adviser
1990-06-13
27e7b145caf074ba68601fd5b83b0acd
1,388,460,902
39.324506
-85.63104
0
552,726
2020-12-31 03:35:02
3,586,008,444,788,268
fraud_Deckow-O'Conner
grocery_pos
161.33
Crystal
Fuller
F
000 Jennifer Mills
Issaquah
WA
98,027
47.4974
-122.0107
50,489
Osteopath
1984-02-29
311f7ad503517d0cc5088ed7649f5818
1,388,460,902
47.560809
-122.478065
0
552,727
2020-12-31 03:36:22
4,769,426,683,924,059,000
fraud_Kihn Inc
shopping_pos
1.33
Andrea
Cruz
F
26572 Hodge Villages Suite 512
Mifflin
PA
17,058
40.5553
-77.4001
1,909
Mining engineer
1954-08-22
5ea0006692b457b6f360097d2fc911df
1,388,460,982
40.74248
-76.490633
0
552,728
2020-12-31 03:36:23
4,451,952,084,362,894
fraud_Boehm, Predovic and Reinger
misc_pos
29.32
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
bd9aa296774b9176fd15fd61cced6320
1,388,460,983
34.797796
-101.626591
0
552,729
2020-12-31 03:36:45
376,445,266,762,684
fraud_Schmitt Inc
gas_transport
37.9
Rachel
Lowe
F
372 Jeffrey Course
Sutherland
NE
69,165
41.1558
-101.136
1,789
Insurance broker
1982-02-11
5575a89f3813e5462f74e562f3fa9451
1,388,461,005
40.297496
-101.751405
0
552,730
2020-12-31 03:37:02
6,501,313,409,525,696
fraud_Bogisich Inc
grocery_pos
170.8
Carrie
Lewis
F
28925 Powell Mountains Apt. 762
Pecos
TX
79,772
31.4467
-103.5791
12,747
Merchandiser, retail
1987-05-05
242e99e705fe38389d232e7a4bee9986
1,388,461,022
31.987383
-102.82573
0
552,731
2020-12-31 03:38:56
4,344,955,088,481,397
fraud_Kilback LLC
grocery_pos
102.93
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
8734ff90acaf103f07fbca0a1a68f8ef
1,388,461,136
41.824435
-80.438944
0
552,732
2020-12-31 03:39:01
3,547,574,373,318,979
fraud_Cole PLC
grocery_pos
124.13
Jacob
Patel
M
54822 Hill Forks
Dieterich
IL
62,424
39.0319
-88.4074
2,092
Psychologist, clinical
1962-04-30
13c64aa7412a37db6a9763dbf445d64e
1,388,461,141
38.573975
-88.105658
0
552,733
2020-12-31 03:39:31
676,275,912,597
fraud_Cremin, Hamill and Reichel
misc_pos
34.93
Edward
Hensley
M
24318 Dixon Mills
Elk Rapids
MI
49,629
44.8955
-85.4082
2,223
Chief Financial Officer
1986-01-18
2f38059432fea944e207c59b61a7b564
1,388,461,171
43.92239
-85.652493
0
552,734
2020-12-31 03:40:09
581,686,439,828
fraud_Moen, Reinger and Murphy
grocery_pos
37.36
Larry
House
M
911 Sabrina Trafficway
Cochranton
PA
16,314
41.5205
-80.0573
5,507
Retail merchandiser
1973-07-28
dda35cc3f852f285a268902574c62267
1,388,461,209
41.848555
-80.797071
0
552,735
2020-12-31 03:40:33
2,229,378,226,512,508
fraud_Torp-Labadie
gas_transport
70.41
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
94932819229762a1a445c20e9b68e0de
1,388,461,233
43.534845
-89.634832
0
552,736
2020-12-31 03:40:46
5,388,659,976,630,693
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
128.46
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
b5b0540a10f4f0cfe9bc00aa5bdfd698
1,388,461,246
43.295192
-90.696565
0
552,737
2020-12-31 03:41:14
30,263,540,414,123
fraud_Koss and Sons
gas_transport
63.34
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
3ce1280e409a2bf1538873ef24771a99
1,388,461,274
37.668123
-112.894055
0
552,738
2020-12-31 03:42:08
4,939,976,756,738,216
fraud_Jaskolski-Vandervort
misc_net
106.67
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
ce711712d7f720aa04f01c95ea7bc674
1,388,461,328
26.297101
-99.39053
0
552,739
2020-12-31 03:43:19
4,761,403,817,546,679,000
fraud_Berge LLC
gas_transport
60.23
Diana
Jacobs
F
69608 Perez Mountain Apt. 006
Viola
AR
72,583
36.3924
-91.9932
1,679
Psychiatric nurse
1986-05-02
6393c0b95758b2e215a5240368a2c788
1,388,461,399
37.162946
-91.076511
0
552,740
2020-12-31 03:43:50
4,158,758,517,677,931
fraud_Kutch LLC
gas_transport
54.77
Dawn
Cox
F
193 Catherine Ways
Hills
MN
56,138
43.5335
-96.3645
899
Data scientist
1995-01-15
c31d88f862c284efff151d6bfd1f51da
1,388,461,430
43.122246
-95.862515
0
552,741
2020-12-31 03:44:18
4,102,003,771,126,577,700
fraud_Sporer Inc
gas_transport
69.15
William
Fitzgerald
M
715 Courtney Pike Suite 932
Keller
TX
76,248
32.9276
-97.2489
95,035
Probation officer
1987-06-13
a5ff38bcd331ab03b6c1e09431b53959
1,388,461,458
32.541948
-97.030536
0
552,742
2020-12-31 03:44:28
2,305,336,922,781,618
fraud_Buckridge PLC
misc_pos
14.77
Jeffrey
Rice
M
21447 Powell Circle
Moulton
IA
52,572
40.6866
-92.6833
1,132
Probation officer
1961-02-14
040cfdca3478a5b8d65e86c6bccdc9b1
1,388,461,468
39.942333
-91.89932
0
552,743
2020-12-31 03:45:28
3,531,129,874,770,000
fraud_Yost, Block and Koepp
misc_pos
130.22
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
a6b3274dcfa4eeef8ec23211ffda862c
1,388,461,528
44.788636
-72.234764
0
552,744
2020-12-31 03:45:57
372,509,258,176,510
fraud_Streich, Hansen and Veum
gas_transport
66.23
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
bfc5106c70dcea5efda34fc3369d3044
1,388,461,557
42.27334
-83.437384
0
552,745
2020-12-31 03:46:09
4,265,776,278,887,457
fraud_Fisher-Schowalter
shopping_net
10.36
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
839050e35203e76688c0441921adefc2
1,388,461,569
34.362895
-91.36068
0
552,746
2020-12-31 03:46:48
213,199,865,312,311
fraud_Prohaska-Murray
gas_transport
37.49
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
d59738307b52cde800a44bc093641368
1,388,461,608
34.958663
-84.905827
0
552,747
2020-12-31 03:48:11
3,567,527,758,368,741
fraud_Nitzsche, Kessler and Wolff
shopping_pos
77.53
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
36a506a30481a2bdadb183c7e52dfee2
1,388,461,691
31.904198
-101.802707
0
552,748
2020-12-31 03:48:18
4,223,708,906,367,574,000
fraud_Boehm, Block and Jakubowski
misc_pos
40.4
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
8584af097fb9827ac06aa4f4be31af41
1,388,461,698
40.003736
-84.475295
0
552,749
2020-12-31 03:48:25
4,430,881,574,719,618
fraud_Hayes, Marquardt and Dibbert
misc_net
4.29
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
0b1886bfdf1927b9357a9ab723fac21f
1,388,461,705
38.473834
-106.579375
0
552,750
2020-12-31 03:48:42
3,564,182,536,169,293
fraud_Streich, Hansen and Veum
gas_transport
55.05
Brenda
Johnson
F
56160 Nicholas Isle
Norwich
OH
43,767
39.9934
-81.8024
1,443
Research scientist (medical)
1962-03-04
f4df6422d7c06cbead084d453119f6e3
1,388,461,722
40.733545
-81.463408
0
552,751
2020-12-31 03:48:45
4,783,226,709,001
fraud_Little, Gutmann and Lynch
shopping_net
3.77
Jessica
Garcia
F
13108 Jennifer Passage
Mc Cracken
KS
67,556
38.5957
-99.554
320
Film/video editor
1961-04-22
3858060911f53ce4e962ddc9786179cf
1,388,461,725
39.51033
-98.690509
0
552,752
2020-12-31 03:49:44
6,573,561,108,825,071
fraud_Durgan-Auer
misc_net
64.55
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
ecfc3bec95d869919cf638f8db49ecb8
1,388,461,784
36.56032
-95.094928
0
552,753
2020-12-31 03:51:00
4,488,258,847,705,225,700
fraud_Schaefer, McGlynn and Bosco
gas_transport
57.89
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
5f543f1c6729592593a9c5e20897b8a7
1,388,461,860
33.553648
-80.453725
0
552,754
2020-12-31 03:51:22
5,456,776,410,929,288
fraud_Herman Inc
misc_pos
715.78
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
b3869b1e10c16f624d1fe631f5ed70b5
1,388,461,882
41.887234
-80.151761
0
552,755
2020-12-31 03:52:24
2,266,735,643,685,262
fraud_Conroy-Cruickshank
gas_transport
76.86
Carlos
Chung
M
8957 Russell Key
Grant
AL
35,747
34.4959
-86.259
5,901
Curator
1972-07-25
d0ef664d19629eb02017896e5efeebd3
1,388,461,944
33.973747
-87.200398
0
552,756
2020-12-31 03:52:36
4,657,269,323,674,365
fraud_Goldner, Kovacek and Abbott
grocery_pos
94.26
Alicia
Mitchell
F
125 Kristen Dale
Grand Ridge
FL
32,442
30.7148
-85.021
3,699
Art gallery manager
1948-09-07
aee85b574e097c396f3cb8a687c717cf
1,388,461,956
30.723437
-84.285064
0
552,757
2020-12-31 03:52:42
4,560,395,181,594,436,000
fraud_Wuckert-Walter
grocery_net
85.65
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
538d10431e670d0558110bc4b006b7fe
1,388,461,962
38.501924
-122.04492
0
552,758
2020-12-31 03:53:00
4,147,608,975,828,480
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
7.64
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
155b688eaf7d2a8ece24683127accd3a
1,388,461,980
45.077121
-94.599197
0
552,759
2020-12-31 03:53:08
4,797,297,220,948,469,000
fraud_Heller-Langosh
gas_transport
77.66
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
513e9d5dafde388cbd8203f4e653e6f7
1,388,461,988
38.185462
-86.700851
0
552,760
2020-12-31 03:53:52
4,467,456,915,153,312,300
fraud_Cummings LLC
gas_transport
82.5
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
1bb6ff4335afb6562c7bf612f3c109b7
1,388,462,032
27.613862
-81.644801
0
552,761
2020-12-31 03:53:56
4,467,456,915,153,312,300
fraud_Lockman, West and Runte
grocery_pos
71.47
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
894e27b48e5a4337061f22fbca9a77ed
1,388,462,036
28.292859
-83.149782
0
552,762
2020-12-31 03:54:17
3,551,217,896,304,745
fraud_Boyer PLC
misc_pos
105.96
Sara
Harris
F
597 Jenny Ford Apt. 543
Tupper Lake
NY
12,986
44.232
-74.4905
6,120
Chartered loss adjuster
1976-10-09
8a91d0a98c5a897430c76a82beca8595
1,388,462,057
43.548823
-75.023469
0
552,763
2020-12-31 03:54:43
180,067,784,565,096
fraud_Kiehn-Emmerich
grocery_pos
161.56
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
048ee787d2119402878abf07ce4e6a5a
1,388,462,083
42.071641
-88.108872
0
552,764
2020-12-31 03:55:21
378,858,024,506,425
fraud_Kilback Group
food_dining
15.17
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
4bdf90cb12fc968c435eaf1b89a6e14d
1,388,462,121
34.144241
-111.620646
0
552,765
2020-12-31 03:55:25
6,011,652,924,285,713
fraud_Cummerata-Jones
gas_transport
58
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
2281a78cef94fcb5919ae781d740b189
1,388,462,125
39.150549
-92.315214
0
552,766
2020-12-31 03:56:16
501,899,453,424
fraud_Flatley-Durgan
misc_net
12.09
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
12090cc7777fea3ba8a248ecb7a9e498
1,388,462,176
33.300272
-86.23933
0
552,767
2020-12-31 03:56:33
377,550,167,323,848
fraud_Klein Group
entertainment
5.18
Kevin
Walters
M
87227 Tapia Burgs
Auburn
ME
4,210
44.0948
-70.239
23,045
Tourist information centre manager
1958-09-02
00ef902cec6d2246cb187514f3d82e0d
1,388,462,193
43.552585
-70.686932
0
552,768
2020-12-31 03:56:40
3,534,330,126,107,879
fraud_Boyer-Reichert
shopping_net
116.1
Jeffrey
Smith
M
713 Scott Pike Apt. 712
Bridger
MT
59,014
45.2857
-108.9082
1,446
Chartered loss adjuster
1978-01-15
3a0f4a1b3f2ca79cb3d3211a4c2ab521
1,388,462,200
46.19617
-108.288725
0
552,769
2020-12-31 03:57:21
30,561,214,688,470
fraud_Corwin-Collins
gas_transport
62.64
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
4c6eb66088b0ce121d41eb7f0af02003
1,388,462,241
40.501082
-75.052218
0
552,770
2020-12-31 03:58:07
4,682,744,518,117,239
fraud_Lind, Huel and McClure
gas_transport
85.13
Gregory
Webster
M
66035 Benjamin Villages
Syracuse
MO
65,354
38.6547
-92.8929
628
Radiographer, diagnostic
1961-12-18
1f8ed1d59498d80f334dc216c5c3401f
1,388,462,287
39.226534
-93.842781
0
552,771
2020-12-31 03:58:08
6,011,603,272,871,604
fraud_Kihn-Schuster
food_dining
82.81
Robert
Holland
M
431 Tracy Expressway
Milner
GA
30,257
33.141
-84.1759
4,138
Field seismologist
1969-05-16
fb37d1d0b44f65f2c0471bc178742fc1
1,388,462,288
32.573146
-83.475781
0
552,772
2020-12-31 03:58:32
4,474,324,669,797,121
fraud_Hudson-Grady
shopping_pos
9.17
Matthew
Russell
M
168 Michael Coves Suite 343
June Lake
CA
93,529
37.7773
-119.0825
633
Health service manager
1927-09-09
d8c4d9a930f508452d1cd0e74a543c00
1,388,462,312
36.856354
-118.137255
0
552,773
2020-12-31 03:58:32
60,422,928,733
fraud_Schamberger-O'Keefe
grocery_pos
96.29
Jeffrey
Powers
M
38352 Parrish Road Apt. 652
North Augusta
SC
29,860
33.6028
-81.9748
46,944
Secondary school teacher
1942-04-02
a4cd7a0ec4528395a3e0cdaa90b0cccc
1,388,462,312
33.044265
-81.102344
0
552,774
2020-12-31 03:58:38
4,671,727,014,157,745
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
118.21
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
409c497db7cf7293371c7e4da909ca14
1,388,462,318
40.219754
-86.429259
0
552,775
2020-12-31 03:59:00
6,011,948,324,228,984
fraud_Stroman, Hudson and Erdman
gas_transport
61.37
Mckenzie
Brooks
F
3872 Matthew Skyway
Paris
MS
38,949
34.1992
-89.382
297
Administrator, local government
1961-12-14
13c1865d444bf106868aabc3a54c0c22
1,388,462,340
33.440185
-89.60486
0
552,776
2020-12-31 03:59:06
4,755,696,071,492
fraud_Jaskolski-Dibbert
grocery_net
32.26
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
ef39bfb315c1fa498c84d4ef00662184
1,388,462,346
32.629083
-97.512351
0
552,777
2020-12-31 03:59:23
3,566,875,419,572,867
fraud_Swaniawski, Lowe and Robel
shopping_pos
135.39
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
d47d7452129238dbaec6884cc06e4de4
1,388,462,363
43.853162
-72.356172
0
552,778
2020-12-31 04:02:17
3,533,012,926,413,100
fraud_Stracke-Lemke
grocery_pos
84.02
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
d230224f4bfbbeeac30dbe5e794ffab3
1,388,462,537
43.294835
-74.68428
0
552,779
2020-12-31 04:02:59
372,246,459,334,925
fraud_Huels-Hahn
gas_transport
43.32
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
3fb30f59d4211bc7f680791f45188c02
1,388,462,579
44.388029
-103.891513
0
552,780
2020-12-31 04:03:50
4,229,733,778,084,049
fraud_Emard Inc
gas_transport
59.04
Tyler
Mills
M
7838 Jason Squares
Elizabethtown
KY
42,701
37.6848
-85.8784
48,194
Surgeon
1990-05-03
7d63e9341445f44d3a31ddaf2e22c807
1,388,462,630
38.466575
-85.172921
0
552,781
2020-12-31 04:05:54
30,428,204,673,351
fraud_Fisher-Schowalter
shopping_net
88.6
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
a60215dccc49542d00ccf8da831d2469
1,388,462,754
39.938987
-77.190379
0
552,782
2020-12-31 04:06:02
4,451,438,912,406,400
fraud_Goodwin-Nitzsche
grocery_pos
49.2
Cheryl
Morgan
F
7535 Amanda Manors Suite 293
Norman
AR
71,960
34.4596
-93.6743
1,383
Manufacturing engineer
1999-09-11
31ad86efd489e214875aa865edcc016d
1,388,462,762
35.194239
-93.912654
0
552,783
2020-12-31 04:06:22
30,074,693,890,476
fraud_Miller-Hauck
grocery_pos
219.25
Kelsey
Richards
F
889 Sarah Station Suite 624
Holcomb
KS
67,851
37.9931
-100.9893
2,691
Arboriculturist
1993-08-16
c7bcd1cc39ec68521b9c717757a58980
1,388,462,782
37.024051
-101.800214
0
552,784
2020-12-31 04:07:01
3,514,865,930,894,695
fraud_Greenholt, Jacobi and Gleason
gas_transport
59.21
Christopher
Castaneda
M
1632 Cohen Drive Suite 639
High Rolls Mountain Park
NM
88,325
32.9396
-105.8189
899
Naval architect
1967-08-30
d380f2958dff69542dac9cf9a031b402
1,388,462,821
33.716204
-106.721271
0
552,785
2020-12-31 04:07:21
4,973,530,368,125,489,000
fraud_Bradtke PLC
grocery_pos
70.78
Mary
Rodriguez
F
8986 Fitzgerald Plains
Winslow
AR
72,959
35.8312
-94.1187
2,786
Musician
1965-09-27
0b7075609cd4422aaa41b5c0aecfc96c
1,388,462,841
35.971774
-94.896405
0
552,786
2020-12-31 04:07:34
676,281,772,837
fraud_Lind-Buckridge
entertainment
7.52
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
9504472ef3da7bba9afc73a6d113d4db
1,388,462,854
30.541393
-85.320111
0
552,787
2020-12-31 04:09:06
213,148,039,875,802
fraud_Wiza, Schaden and Stark
misc_pos
46.53
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
4ea3149c57196015480d5fe894b5b9e8
1,388,462,946
28.908676
-82.589126
0
552,788
2020-12-31 04:09:11
6,011,104,316,292,105
fraud_Robel, Cummerata and Prosacco
gas_transport
64.43
Valerie
Davis
F
3861 Anderson Ramp Apt. 536
Drakes Branch
VA
23,937
36.9688
-78.5615
1,970
Energy engineer
1985-09-02
3c10d1afbfc50c59537248f88fb051e0
1,388,462,951
37.070286
-78.595113
0
552,789
2020-12-31 04:11:12
30,263,540,414,123
fraud_Kutch Group
grocery_net
19.32
Erik
Patterson
M
162 Jessica Row Apt. 072
Hatch
UT
84,735
37.7175
-112.4777
258
Geoscientist
1961-11-24
d66a5f72ee0b9916d9e0a25960b07b40
1,388,463,072
37.392346
-112.174859
0
552,790
2020-12-31 04:11:12
4,344,955,088,481,397
fraud_Baumbach, Feeney and Morar
shopping_net
108.19
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
82c347dd39ec0e209658426997de90be
1,388,463,072
41.637243
-78.769415
0
552,791
2020-12-31 04:11:17
3,575,789,281,659,026
fraud_Raynor, Feest and Miller
gas_transport
33.88
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
7e311cde89d2ee776341c9c0e7f4826f
1,388,463,077
38.644405
-93.062939
0
552,792
2020-12-31 04:11:18
213,148,039,875,802
fraud_Kiehn-Emmerich
grocery_pos
205.16
Jill
Jacobs
F
034 Kimberly Mountains
Brandon
FL
33,510
27.9551
-82.2966
79,613
Environmental consultant
1978-11-30
4cacdd91e1ea7feb12d48d5857fe266d
1,388,463,078
28.75051
-81.356284
0
552,793
2020-12-31 04:12:17
3,559,160,581,764,413
fraud_Boyer PLC
shopping_net
92.59
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
45d6ccb07878a8055a6aa1d48d8e30ed
1,388,463,137
41.361246
-78.404592
0
552,794
2020-12-31 04:12:25
4,186,530,744,674
fraud_Heathcote, Yost and Kertzmann
shopping_net
2.85
Casey
Howell
F
374 Christopher Ramp Suite 855
Blackville
SC
29,817
33.3645
-81.2718
4,913
Technical brewer
1966-11-10
08944fdf0e8110021707da70758a858a
1,388,463,145
34.224225
-81.99262
0
552,795
2020-12-31 04:12:54
370,348,764,075,623
fraud_Kilback Group
food_dining
74.94
Christopher
Gomez
M
950 Dunn Squares
Tickfaw
LA
70,466
30.5668
-90.482
8,512
Accountant, chartered public finance
1951-09-03
c6d684f57fcdd3ec45ffd0a8035b9d29
1,388,463,174
30.047182
-90.565779
0
552,796
2020-12-31 04:13:40
3,591,919,803,438,423
fraud_Cartwright-Harris
grocery_pos
54.1
Brian
Williams
M
32941 Krystal Mill Apt. 552
Titusville
FL
32,780
28.5697
-80.8191
54,767
Set designer
1987-07-25
99b2b66095dab5ab72ead6234b5bd321
1,388,463,220
27.769342
-80.816821
0
552,797
2020-12-31 04:14:26
676,102,124,465
fraud_Mante Group
misc_net
26.08
Natasha
Mclaughlin
F
8699 Lindsay Ford Apt. 486
Napa
CA
94,558
38.4549
-122.2564
94,014
Airline pilot
1985-08-21
925459573e906b518ca479e8dbb3e207
1,388,463,266
38.743472
-122.563086
0
552,798
2020-12-31 04:15:01
3,502,377,050,801,561
fraud_Kilback Group
food_dining
29.35
Kathleen
Martin
F
659 Nicole Cove Suite 560
New Waverly
TX
77,358
30.5354
-95.4532
4,993
Scientist, biomedical
1948-11-30
2335f9a7125be9aa67c9e5e93d5f2731
1,388,463,301
31.22839
-95.513953
0
552,799
2020-12-31 04:15:51
4,862,293,128,558
fraud_Jast-McDermott
shopping_pos
400.33
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
6e671150e19f6c8695c2f449ae83f2e4
1,388,463,351
41.083088
-79.075406
0