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
12,200
2019-01-08 01:20:32
3,533,742,182,628,021
fraud_Dach-Borer
grocery_net
36.91
Robert
Haynes
M
857 Aaron Circles Suite 398
Johns Island
SC
29,455
32.8357
-79.8217
20,478
Materials engineer
1997-06-04
0d041c80a4b220311c4f43591657ea47
1,325,985,632
32.982976
-80.567116
0
12,201
2019-01-08 01:22:17
6,011,360,759,745,864
fraud_Kilback LLC
food_dining
91.37
Steven
Williams
M
231 Flores Pass Suite 720
Edinburg
VA
22,824
38.8432
-78.6003
6,018
Designer, multimedia
1947-08-21
7782db7a548cd542c92d7ebd87db594d
1,325,985,737
39.463383
-78.712499
0
12,202
2019-01-08 01:22:32
6,506,116,513,503,136
fraud_Rowe-Vandervort
grocery_net
89.42
Kimberly
Rice
F
63991 Destiny Rue Apt. 651
Tyler
TX
75,703
32.2768
-95.3031
144,160
Sports development officer
1984-05-04
e8afc073a61db709600389c9a1fd3f1f
1,325,985,752
31.492279
-94.45901
0
12,203
2019-01-08 01:22:42
4,006,047,418,382
fraud_Mosciski, Ziemann and Farrell
shopping_net
36.29
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
1bea9ada98daa9e2fc211ae450acf067
1,325,985,762
37.192108
-83.694416
0
12,204
2019-01-08 01:23:19
342,035,762,534,413
fraud_Jenkins, Hauck and Friesen
gas_transport
15.82
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
466056ecfc93e779fe86f1734deb8c5d
1,325,985,799
38.032519
-77.88831
1
12,205
2019-01-08 01:23:44
180,049,032,966,888
fraud_Schumm, Bauch and Ondricka
grocery_pos
97.47
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
1e77a5a44900f2d70db9687e30687f58
1,325,985,824
47.11155
-89.70016
0
12,206
2019-01-08 01:24:04
3,519,607,465,576,254
fraud_Goldner, Kovacek and Abbott
grocery_pos
102.65
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
4e803ca9c3a6372b273f8e500922e082
1,325,985,844
40.312873
-123.796404
0
12,207
2019-01-08 01:24:09
372,520,049,757,633
fraud_Trantow PLC
grocery_net
27.39
Lori
Ramirez
F
4293 Ramirez Squares
Ranier
MN
56,668
48.6031
-93.2977
136
Ceramics designer
2000-02-20
2629a1e5b141373be6f7cee6f57af7ff
1,325,985,849
49.089381
-93.718861
0
12,208
2019-01-08 01:24:13
4,755,696,071,492
fraud_Cummings Group
grocery_net
56.96
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
17e3f0e98c1bec1c132b975bcf2698e3
1,325,985,853
33.678891
-96.445664
0
12,209
2019-01-08 01:24:34
4,560,395,181,594,436,000
fraud_Dach-Nader
misc_net
13.28
Angela
Taylor
F
6343 Ramirez Skyway Apt. 518
Lakeport
CA
95,453
39.047
-122.9328
11,256
Podiatrist
1972-10-18
ea57c2a53d1ca35ec4c1af1def928fd6
1,325,985,874
38.779176
-123.282029
0
12,210
2019-01-08 01:25:51
3,597,980,945,245,815
fraud_Padberg-Welch
grocery_pos
296.32
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
9e677afcc5538c9ac0a8de845e8c404b
1,325,985,951
34.776591
-94.138256
1
12,211
2019-01-08 01:25:53
374,656,033,243,756
fraud_Cummerata-Jones
gas_transport
50.46
David
Lewis
M
1499 Michael Rue
Arlington
VA
22,213
38.8954
-77.1633
207,410
Mudlogger
1984-07-03
11724e080afc4a9ffbce0b22806ca102
1,325,985,953
38.041405
-77.642396
0
12,212
2019-01-08 01:27:18
3,534,718,226,968,689
fraud_Lind, Huel and McClure
gas_transport
68.26
Lisa
Lopez
F
32343 Saunders Course
Dongola
IL
62,926
37.3712
-89.1349
2,263
Scientific laboratory technician
1984-09-13
d605777f9450a2503599e119e9d0de7f
1,325,986,038
37.018606
-89.288354
0
12,213
2019-01-08 01:27:22
4,514,242,065,619,750
fraud_Lockman Ltd
grocery_pos
160.84
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
6584158d85f73ea5a0f1978832a97361
1,325,986,042
42.30399
-105.50957
0
12,214
2019-01-08 01:27:59
3,501,942,333,500,073
fraud_Stracke-Lemke
grocery_pos
60.58
Lori
Bishop
F
08056 Alvarado Club Suite 699
Phoenix
AZ
85,086
33.8155
-112.1202
1,312,922
Counselling psychologist
1999-11-30
fac6ed8ac9e77fe24b51a9b574b35a42
1,325,986,079
34.310002
-112.36291
0
12,215
2019-01-08 01:28:44
4,225,990,116,481,262,600
fraud_Kihn Inc
shopping_pos
5.89
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
560bfa29535142e573e149c18e8bff68
1,325,986,124
19.50984
-154.748198
0
12,216
2019-01-08 01:28:46
3,586,955,669,388,457
fraud_Kling Inc
gas_transport
74.35
Benjamin
Rogers
M
24191 Elizabeth Mill
Bolivar
PA
15,923
40.3673
-79.1605
1,770
Administrator, local government
1994-12-08
1fda7a0380903529f97f0ba23bd66c5e
1,325,986,126
39.464695
-79.776359
0
12,217
2019-01-08 01:29:37
2,512,312,531,485,080
fraud_Ernser-Lynch
food_dining
35.39
John
Mccormick
M
79414 Clark Lakes Suite 966
Warren
MI
48,088
42.5164
-82.9832
134,056
Producer, radio
1956-10-08
36a8dc3717bb8974733230c7c763ccef
1,325,986,177
41.854883
-83.863969
0
12,218
2019-01-08 01:30:06
4,128,730,454,058,057,700
fraud_Metz-Boehm
shopping_pos
29.53
Monique
Martin
F
68276 Matthew Springs
Ratcliff
TX
75,858
31.3833
-95.0619
43
Engineer, production
1949-10-04
dd3e2ea4dd2f865ff1f5b6bc94b7e45c
1,325,986,206
32.202139
-95.269616
0
12,219
2019-01-08 01:30:13
676,173,792,455
fraud_Parker, Nolan and Trantow
entertainment
93.32
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
1f3fdd96d1cdf0c99e07d9b0f3aa7b62
1,325,986,213
34.723671
-119.416689
0
12,220
2019-01-08 01:30:48
4,069,975,342,931,683
fraud_Shields Inc
grocery_net
108.48
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
5a2b2fef6db631a1a70f04198d8758b8
1,325,986,248
37.834294
-82.498005
0
12,221
2019-01-08 01:31:18
4,862,293,128,558
fraud_Schmidt and Sons
shopping_net
6.25
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
3088ee3200af6b2495a3a3f7be0e3564
1,325,986,278
41.982989
-78.279121
0
12,222
2019-01-08 01:32:12
4,377,338,765,909,719
fraud_Robel, Cummerata and Prosacco
gas_transport
84.8
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
73b7c0d575e9b4db63c73642fee8416c
1,325,986,332
35.985732
-84.326183
0
12,223
2019-01-08 01:32:13
4,311,368,326,621,416,000
fraud_Torp-Labadie
gas_transport
58.47
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
a37148bf92f6881a8d5d2f1f1622fc12
1,325,986,333
41.566541
-103.673028
0
12,224
2019-01-08 01:35:07
4,171,397,999,167,005
fraud_Kuhic Inc
grocery_pos
105.37
Ashley
Mcdonald
F
3160 Tina Estates Suite 234
Marietta
SC
29,661
35.0296
-82.5136
5,648
Museum/gallery exhibitions officer
1934-10-06
33947f92fbb2148955f3dda75ffd380f
1,325,986,507
35.40696
-83.472761
0
12,225
2019-01-08 01:36:15
342,035,762,534,413
fraud_O'Keefe-Hudson
grocery_pos
334.28
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
3ec5c62cc7befbf5936f617dd15f4e11
1,325,986,575
37.751241
-78.15634
1
12,226
2019-01-08 01:36:15
3,559,723,917,628,303
fraud_Spencer-Runolfsson
misc_pos
29.79
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
75cf89c611c0696bbc7f1d0f41c41525
1,325,986,575
41.467742
-87.366546
0
12,227
2019-01-08 01:38:42
4,800,395,067,176,717
fraud_Mosciski, Gislason and Mertz
grocery_pos
147.79
Daniel
Owens
M
88794 Mandy Lodge Apt. 874
Howells
NE
68,641
41.6964
-96.9858
1,063
Research scientist (maths)
1928-04-02
6b7a6393c7c16fa35205e2504cd3094d
1,325,986,722
41.794575
-96.220543
0
12,228
2019-01-08 01:38:45
4,716,561,796,955,522
fraud_Runolfsson and Sons
grocery_net
74.14
Lauren
Anderson
F
11014 Chad Lake Apt. 573
Heart Butte
MT
59,448
48.2777
-112.8456
743
Water engineer
1972-05-04
cc72f82c19de059548aeb9acdc52679c
1,325,986,725
48.754927
-113.48011
0
12,229
2019-01-08 01:38:59
571,844,099,986
fraud_Lockman Ltd
grocery_pos
75.65
Susan
Mills
F
005 Cody Estates
Louisville
KY
40,202
38.2507
-85.7476
736,284
Engineering geologist
1952-04-02
9678bbad4f48ee722020cab771f3cb06
1,325,986,739
38.201787
-84.878029
0
12,230
2019-01-08 01:39:03
180,072,527,505,094
fraud_Huel-Langworth
misc_net
6.03
Cody
Miller
M
25748 John Wells
Mooresville
NC
28,117
35.584
-80.8685
69,793
Control and instrumentation engineer
1953-12-08
9502ee515199dbf2c65c243dbcc9e18e
1,325,986,743
35.87475
-80.519208
0
12,231
2019-01-08 01:40:03
4,451,952,084,362,894
fraud_Padberg-Welch
grocery_pos
85.51
Joseph
Davis
M
941 Adam Stravenue
Nazareth
TX
79,063
34.5444
-102.1069
686
Petroleum engineer
1980-07-30
538d869b858f9164cebbebd9086b20fb
1,325,986,803
35.289019
-101.119002
0
12,232
2019-01-08 01:40:10
5,456,712,664,803,820
fraud_Hintz-Bruen
grocery_net
54.15
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
b23089c11906d7d42192da8e7ff04758
1,325,986,810
35.859618
-105.595292
0
12,233
2019-01-08 01:41:25
4,587,657,402,165,341,700
fraud_Lind, Huel and McClure
gas_transport
73.22
Amber
Lewis
F
6296 John Keys Suite 858
Pembroke Township
IL
60,958
41.0646
-87.5917
2,135
Psychotherapist, child
2004-05-08
ed84269b1b9f143056fe992e7eea68ac
1,325,986,885
41.087858
-87.51803
0
12,234
2019-01-08 01:42:38
347,073,228,412,010
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
94.45
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
43d3b18b14fe283a8394b657cdf4e5a9
1,325,986,958
45.614134
-105.393759
0
12,235
2019-01-08 01:42:50
676,245,600,876
fraud_Bartoletti-Wunsch
gas_transport
63.75
Ashley
Blanchard
F
292 Lowe Dam Suite 858
West Palm Beach
FL
33,417
26.7197
-80.1248
459,921
Historic buildings inspector/conservation officer
1960-06-14
dca7565abfb2579e5c8ee8f506912f90
1,325,986,970
26.826621
-79.271808
0
12,236
2019-01-08 01:43:04
6,011,399,591,920,186
fraud_Zieme, Bode and Dooley
gas_transport
69.19
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
df8e0a1e0e47da18bb9632c9cda1b3ad
1,325,986,984
41.343311
-73.844424
0
12,237
2019-01-08 01:43:08
4,855,853,415,727,305,000
fraud_Gibson-Deckow
entertainment
35.03
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
d8e45954eb6d6c4934fda193e121220c
1,325,986,988
44.06778
-89.024326
0
12,238
2019-01-08 01:44:10
4,006,047,418,382
fraud_Kozey-Boehm
shopping_net
5.14
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
74b07176b795ab7be0a2a74addcfbe4d
1,325,987,050
35.956003
-85.103973
0
12,239
2019-01-08 01:44:23
378,858,024,506,425
fraud_Parisian, Schiller and Altenwerth
misc_net
4.68
Debra
Eaton
F
72743 Brian Run
Paradise Valley
AZ
85,253
33.5494
-111.9565
17,047
Building surveyor
1935-01-29
223e0384905f520c7e2747b40e3c62e3
1,325,987,063
33.329451
-112.471691
0
12,240
2019-01-08 01:44:55
4,981,132,848,794
fraud_Altenwerth, Cartwright and Koss
shopping_net
8.76
Joseph
Spencer
M
7854 Stephanie Island Suite 788
Holloway
OH
43,985
40.0113
-80.9701
128
Child psychotherapist
1946-04-03
05ee947252e9d950e91689b3a713c638
1,325,987,095
39.292894
-81.225715
0
12,241
2019-01-08 01:46:34
30,290,551,782,700
fraud_Heidenreich PLC
grocery_pos
74.95
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
6e4d45478d828329772282705f7a8cf2
1,325,987,194
37.020857
-88.048119
0
12,242
2019-01-08 01:48:14
4,428,154,703,770,710
fraud_Bauch-Raynor
grocery_pos
138.14
Brittany
Guerra
F
79209 Gary Dale
Colton
WA
99,113
46.5901
-117.1692
761
Chief Marketing Officer
1943-06-30
c5190d164d02eb70139fff02c57441c5
1,325,987,294
47.181888
-116.338456
0
12,243
2019-01-08 01:48:45
4,562,827,002,127
fraud_Huel, Hammes and Witting
grocery_pos
45.34
Christopher
Johnson
M
28711 Kristine Junction Suite 309
Greenville
OH
45,331
40.0987
-84.6342
22,930
Media planner
1971-11-26
71786609acdfe3897061edf602e9bce0
1,325,987,325
39.634938
-85.376585
0
12,244
2019-01-08 01:49:51
213,195,754,007,681
fraud_Nitzsche, Kessler and Wolff
shopping_pos
160.44
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
d4e58a54c994c7da7fa817a987284f47
1,325,987,391
41.727626
-91.994593
0
12,245
2019-01-08 01:50:28
375,848,982,312,810
fraud_Lemke-Gutmann
shopping_net
7.51
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
1087e372fe21dcd9b577449c466ab0a0
1,325,987,428
32.201352
-98.009847
0
12,246
2019-01-08 01:50:29
4,859,525,594,182,537
fraud_Howe Ltd
misc_pos
664.73
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
61817f427fdb2a54d7c51595026021d2
1,325,987,429
41.124211
-75.954718
1
12,247
2019-01-08 01:50:59
3,538,520,143,479,972
fraud_Bernhard Inc
gas_transport
57.97
Cassandra
Nunez
F
9572 Austin Forge Suite 612
Clay Center
OH
43,408
41.5686
-83.3632
269
Insurance underwriter
1965-09-15
c153e5b395febe11133cbbb9f4b15a2e
1,325,987,459
41.371904
-82.412666
0
12,248
2019-01-08 01:51:46
4,855,853,415,727,305,000
fraud_Olson, Becker and Koch
gas_transport
69.24
Justin
Aguilar
M
184 Miller Manors
Wittenberg
WI
54,499
44.8232
-89.1665
3,223
Senior tax professional/tax inspector
1954-06-30
5dc45d20fe6fbb9dd024c424ecb4ffd2
1,325,987,506
43.901715
-89.167348
0
12,249
2019-01-08 01:52:02
4,063,094,974,360,571,400
fraud_Boyer-Reichert
shopping_net
19.87
Patricia
Mendoza
F
1683 Davidson Freeway
Mendon
UT
84,325
41.71
-111.9817
2,078
Scientist, audiological
1963-06-13
392d022e8d9af4ca5e6d20f031991f35
1,325,987,522
42.609595
-111.507319
0
12,250
2019-01-08 01:52:46
3,531,606,252,458,308
fraud_Kihn Inc
shopping_pos
4.39
Juan
Taylor
M
7911 Campbell Crossing Apt. 725
Stoneham
MA
2,180
42.4828
-71.0978
21,437
Artist
1964-06-25
eb8665a8a0c8a0ffd311050346b4addf
1,325,987,566
42.870649
-70.63443
0
12,251
2019-01-08 01:53:01
5,456,776,410,929,288
fraud_Price Inc
shopping_net
9.28
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
b7a1f78389068a5220bf115de0f4100d
1,325,987,581
40.931365
-79.038449
0
12,252
2019-01-08 01:54:08
60,422,928,733
fraud_Torp-Labadie
gas_transport
90.72
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
5a807144b255e0beaa2ec6eec4deba06
1,325,987,648
32.8361
-82.781118
0
12,253
2019-01-08 01:54:27
30,143,713,661,454
fraud_Mraz-Herzog
gas_transport
77.66
Nicholas
Thornton
M
5270 Megan Burg Suite 756
Halma
MN
56,729
48.6669
-96.5969
140
Embryologist, clinical
1942-01-06
2739e519267794839802784cc10c4c88
1,325,987,667
49.407245
-96.659547
0
12,254
2019-01-08 01:56:17
180,067,151,859,700
fraud_McDermott-Rice
misc_pos
1.48
Karen
Ryan
F
82468 Michelle Village Suite 556
Joliet
IL
60,432
41.5378
-88.0572
128,354
Teacher, secondary school
1992-01-20
9bae233b4dea03989cc8b7f83176aca2
1,325,987,777
41.069008
-87.114265
0
12,255
2019-01-08 01:59:02
4,003,771,737,807,706
fraud_Kerluke, Considine and Macejkovic
misc_net
13.93
Danielle
Hayden
F
03368 Michelle Trail
Gregory
AR
72,059
35.1791
-91.2594
37
Lecturer, further education
1958-01-01
986c65fb6b61bd76ba5c8a60c2172bfb
1,325,987,942
35.084233
-91.588104
0
12,256
2019-01-08 02:00:38
3,533,177,016,567,295
fraud_Swaniawski, Lowe and Robel
shopping_pos
4.59
Derek
Bentley
M
782 Lee Crossing Apt. 209
Weeping Water
NE
68,463
40.8731
-96.1528
1,517
Dealer
1951-11-08
87339ca4025e8699e4f96f57e761dc0c
1,325,988,038
41.28257
-95.348487
0
12,257
2019-01-08 02:00:51
3,501,509,250,702,469
fraud_Deckow-O'Conner
grocery_pos
37.87
Frank
Anderson
M
0611 Stafford Valley Suite 504
Naples
FL
34,112
26.1184
-81.7361
276,002
Programme researcher, broadcasting/film/video
1979-01-02
4f5904e7b5a4f7d8b722a94c8617f4ea
1,325,988,051
25.331022
-81.432048
0
12,258
2019-01-08 02:01:37
6,011,477,612,335,392
fraud_Hudson-Grady
shopping_pos
12.76
Anthony
Roberts
M
95488 Cabrera Well
Maria Stein
OH
45,860
40.4062
-84.5076
2,274
Designer, television/film set
1943-12-17
64654e77bc7dcbad8a05a50455f467b1
1,325,988,097
40.621296
-85.358514
0
12,259
2019-01-08 02:01:48
6,011,109,736,646,996
fraud_Christiansen, Goyette and Schamberger
gas_transport
75.68
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
15fbd82eba8fbbce4cf78139df55123f
1,325,988,108
34.783631
-78.630334
0
12,260
2019-01-08 02:01:53
3,567,697,931,646,329
fraud_Heller-Langosh
gas_transport
49.01
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
ad34839c41e464e9323939538e9b4e46
1,325,988,113
42.016516
-73.23344
0
12,261
2019-01-08 02:03:25
374,125,201,044,065
fraud_Vandervort-Funk
grocery_pos
97.39
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
005416039779bbdfb0b6eea32f3ab9c8
1,325,988,205
38.352486
-76.718443
0
12,262
2019-01-08 02:03:30
3,523,843,138,706,408
fraud_Block-Parisian
misc_net
63.69
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
7f1c269c3d3fc1aa60bced37dbaa79a9
1,325,988,210
33.614125
-86.980106
0
12,263
2019-01-08 02:04:49
4,514,242,065,619,750
fraud_Morissette, Weber and Wiegand
grocery_net
119.43
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
8669a52f8db1b50b1bea97d733357e0a
1,325,988,289
40.572371
-105.721669
0
12,264
2019-01-08 02:06:59
6,011,231,546,538,393
fraud_Skiles-Ankunding
grocery_net
66.15
Johnny
Bennett
M
321 Camacho Causeway
Boonton
NJ
7,005
40.9115
-74.414
15,269
Psychologist, sport and exercise
1993-07-05
488ab4fcd04e1f75332fe69305a193d1
1,325,988,419
40.58029
-74.153475
0
12,265
2019-01-08 02:07:04
213,161,869,125,933
fraud_Casper, Hand and Zulauf
grocery_pos
103.1
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
4c63f2f3fe309e68bc6057b57c3d438b
1,325,988,424
43.747163
-71.05164
0
12,266
2019-01-08 02:07:30
3,554,849,923,339,851
fraud_Connelly, Reichert and Fritsch
gas_transport
71.67
John
Hudson
M
886 Nicole Key
Stillwater
OK
74,074
36.1043
-97.0609
55,345
Cabin crew
1948-05-01
22ac1af06b3b9416a716267308e24b12
1,325,988,450
36.178417
-97.508677
0
12,267
2019-01-08 02:08:10
60,422,928,733
fraud_Rau and Sons
grocery_pos
89.32
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
7e7c504f812899ea0b8fb6320442f197
1,325,988,490
33.75728
-81.313357
0
12,268
2019-01-08 02:09:01
3,597,980,945,245,815
fraud_Reilly, Heaney and Cole
gas_transport
8.79
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
7e0f4a143f02460813ff71df073fe504
1,325,988,541
35.042148
-94.430423
1
12,269
2019-01-08 02:11:33
60,487,002,085
fraud_Hackett-Lueilwitz
grocery_pos
137.47
David
White
M
66234 Hall Lock Suite 758
Jackson
MS
39,211
32.3739
-90.1293
233,060
Horticulturist, commercial
1972-08-15
4fc3b5b12d22f78333bdcd1ed3bb1224
1,325,988,693
31.844386
-90.706097
0
12,270
2019-01-08 02:11:34
3,598,014,571,045,296
fraud_Bauch-Raynor
grocery_pos
183.56
Lisa
Clark
F
07943 Davis River
Grimesland
NC
27,837
35.558
-77.2566
5,903
Manufacturing systems engineer
1993-10-07
3a41ef72be6c4bd6b2a154d8316fecb3
1,325,988,694
36.155336
-78.010246
0
12,271
2019-01-08 02:11:53
36,078,114,201,167
fraud_Kerluke-Abshire
shopping_net
4.13
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
dbd22e193d6882da56f07510b66c621e
1,325,988,713
36.958152
-82.105296
0
12,272
2019-01-08 02:11:57
3,521,417,320,836,166
fraud_Cummings LLC
gas_transport
93.07
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
26bb34265513b6082e94c3894f6175d0
1,325,988,717
39.235219
-87.238527
0
12,273
2019-01-08 02:12:39
2,454,076,758,463,217
fraud_Hackett-Lueilwitz
grocery_pos
118.76
Robert
Andrade
M
27720 Martin Hills
Remer
MN
56,672
47.0874
-93.9196
2,097
Insurance risk surveyor
1987-10-27
730ac3ea5b17683885e68e2cfdda2451
1,325,988,759
47.51076
-94.132581
0
12,274
2019-01-08 02:12:46
5,456,776,410,929,288
fraud_Bailey-Morar
grocery_pos
172.51
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
39a55742242e573cfa28ca35675735bb
1,325,988,766
40.731891
-80.124666
0
12,275
2019-01-08 02:13:09
4,640,395,708,703
fraud_Daugherty, Pouros and Beahan
shopping_pos
4.27
Melissa
Krause
F
67632 Martin Gateway
Fordoche
LA
70,732
30.6576
-91.6264
1,178
Community education officer
1951-06-13
6fe4b60929204b825028f4822170c16f
1,325,988,789
30.007918
-91.610603
0
12,276
2019-01-08 02:14:33
3,549,202,406,645,667
fraud_Graham, Hegmann and Hammes
food_dining
93.25
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
08af6d610afad926831df1d6d7853f24
1,325,988,873
43.993619
-69.565116
0
12,277
2019-01-08 02:16:40
2,576,709,887,791,552
fraud_Christiansen-Gusikowski
misc_pos
32.93
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
706f97cfd522848716cff6207eb4e297
1,325,989,000
32.170466
-116.335263
0
12,278
2019-01-08 02:16:46
4,306,586,894,261,180
fraud_Kilback and Sons
entertainment
74.14
Renee
Walls
F
86542 Jessica Fords Apt. 706
Veedersburg
IN
47,987
40.1186
-87.2602
4,049
Development worker, community
1959-10-19
ab5fd7d2c9c4a2574bb8070889d94c64
1,325,989,006
40.435967
-87.590162
0
12,279
2019-01-08 02:17:57
2,248,735,346,244,816
fraud_Heathcote, Yost and Kertzmann
shopping_net
3.06
Jacob
Weber
M
29156 Mark Park Apt. 108
Utica
KS
67,584
38.6411
-100.138
269
Product/process development scientist
1962-11-11
dd74f2df36dde2649cd8996c188ff24a
1,325,989,077
38.415979
-99.906113
0
12,280
2019-01-08 02:19:02
38,530,489,946,071
fraud_Robel, Cummerata and Prosacco
gas_transport
58.88
Laura
Johns
F
95835 Garcia Rue
Arcadia
SC
29,320
34.9572
-81.9916
530
Animal technologist
1989-05-14
de359155eb25b62c1b1b2515ddb05c79
1,325,989,142
34.641881
-82.376803
0
12,281
2019-01-08 02:20:01
213,156,747,557,083
fraud_Berge LLC
gas_transport
94.74
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
c4c116f4f468e01cb5bbe45d77cc2bce
1,325,989,201
33.600791
-118.099781
0
12,282
2019-01-08 02:20:01
4,428,780,983,793,657,300
fraud_Monahan, Bogisich and Ledner
misc_pos
6.99
Richard
Waters
M
7683 Natasha Way Apt. 945
Waukesha
WI
53,186
42.9993
-88.2196
95,015
Therapist, occupational
1946-01-02
3c4846a6a9d9e36a1cb22571b9e3520a
1,325,989,201
43.023071
-88.844117
0
12,283
2019-01-08 02:23:10
377,834,944,388,609
fraud_Emard Inc
gas_transport
78.84
Michael
Jackson
M
539 Underwood Divide
Pea Ridge
AR
72,751
36.4539
-94.118
6,434
Product designer
1967-08-28
aa0dab6e4bd53126ba3677c560b00827
1,325,989,390
36.749298
-94.388295
0
12,284
2019-01-08 02:24:54
213,191,402,330,021
fraud_Cummings LLC
gas_transport
50.64
Thomas
Sullivan
M
464 Newman Crossroad
Milwaukee
WI
53,228
42.9676
-88.0434
817,312
Accountant, chartered public finance
2004-03-18
259f9b33fac4d52c5ebed982f08b2483
1,325,989,494
43.129695
-87.761852
0
12,285
2019-01-08 02:25:12
4,226,219,726,886,853,000
fraud_Herman, Treutel and Dickens
misc_net
1.52
Jessica
Bell
F
669 Moore Shoal
Bethel
OH
45,106
38.9424
-84.092
12,349
Field trials officer
1985-07-08
249aa262671b4db4bc3131f154ce6b49
1,325,989,512
39.362216
-83.30671
0
12,286
2019-01-08 02:25:31
4,855,488,158,131,690,000
fraud_Kling Inc
gas_transport
71.46
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
430471ba757fea768ecfcb337460b80a
1,325,989,531
44.991828
-72.459449
0
12,287
2019-01-08 02:28:56
4,365,382,885,912,355
fraud_Bashirian Group
shopping_net
93.69
Robert
Goodman
M
956 Paul Fields Suite 108
Orr
MN
55,771
48.1439
-92.8561
1,680
Horticultural therapist
1976-12-10
e3a827c2ed55f6a54ba004397369c990
1,325,989,736
47.566205
-93.372947
0
12,288
2019-01-08 02:29:27
378,904,938,837,132
fraud_Marks Inc
gas_transport
65.63
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
72ca7d6877f1e7db4d427d4439ba40b8
1,325,989,767
36.38026
-97.880629
0
12,289
2019-01-08 02:29:38
3,551,217,896,304,745
fraud_Hackett-Lueilwitz
grocery_pos
178.74
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
083825eca94580b770055ebf4a449a60
1,325,989,778
44.312934
-74.86211
0
12,290
2019-01-08 02:29:54
3,597,980,945,245,815
fraud_Bauch-Raynor
grocery_pos
301.55
Mark
Allen
M
25360 Mcgee Forge
De Queen
AR
71,832
34.0442
-94.3386
11,253
Scientist, biomedical
1957-04-25
3a65d82d127c75aebade81668e40f5c8
1,325,989,794
34.081708
-94.914201
1
12,291
2019-01-08 02:30:40
30,238,755,902,988
fraud_Kris-Weimann
misc_net
14.07
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
2faaf84a4c34655b4f36fab0e7e0bbad
1,325,989,840
30.330877
-97.011652
0
12,292
2019-01-08 02:32:09
30,175,986,190,993
fraud_Kutch LLC
gas_transport
35.08
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
5936646dd630de478e8f9295377a30ac
1,325,989,929
47.283431
-95.58601
0
12,293
2019-01-08 02:32:16
30,546,453,310,167
fraud_Jast-McDermott
shopping_pos
6.84
Nicholas
Tran
M
672 Randall Burg Suite 551
Belmont
NH
3,220
43.4512
-71.489
7,430
Scientist, research (medical)
1955-01-13
d9fe92d9acf3e81b907955fa06f5a146
1,325,989,936
43.420054
-72.209348
0
12,294
2019-01-08 02:32:26
676,248,282,243
fraud_Turcotte-Halvorson
misc_pos
37.54
Amanda
Wheeler
F
329 Emily Cape
Cape Coral
FL
33,909
26.6939
-81.9452
156,391
Higher education careers adviser
1968-02-09
4ac1ce887888fcc7869da3ce77f23584
1,325,989,946
26.105559
-82.554133
0
12,295
2019-01-08 02:32:58
6,011,388,901,471,808
fraud_Connelly, Reichert and Fritsch
gas_transport
46.22
Jacqueline
Marsh
F
950 Sheryl Spurs
Dunlevy
PA
15,432
40.1151
-79.8627
427
Mining engineer
1951-02-05
4b9360f862a213cedf86f28c1bd4e1e1
1,325,989,978
39.896169
-80.740618
0
12,296
2019-01-08 02:33:23
639,077,309,909
fraud_Casper, Hand and Zulauf
grocery_pos
87.07
Justin
Carter
M
853 Miller Bypass Suite 802
Broomfield
CO
80,021
39.8854
-105.1139
92,337
Engineer, electronics
1967-10-18
a0f7b9d062caf2ab09aacbd96c17fe7b
1,325,990,003
40.273585
-104.562952
0
12,297
2019-01-08 02:33:34
342,035,762,534,413
fraud_Doyle Ltd
grocery_pos
327.26
Jennifer
Carrillo
F
334 Adam Mountains Apt. 868
Manquin
VA
23,106
37.7184
-77.186
976
Engineer, automotive
1999-06-19
25c9ac5a9f7c80086c9f5352ef9a10c3
1,325,990,014
36.985656
-76.563765
1
12,298
2019-01-08 02:33:59
3,589,255,887,819,806
fraud_Harris, Gusikowski and Heaney
grocery_net
57.94
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
e512d9df1f691fea2aa148e6953609a3
1,325,990,039
39.502225
-77.764962
0
12,299
2019-01-08 02:35:38
4,302,475,216,404,898
fraud_Luettgen PLC
gas_transport
47.14
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
1f1e7d28fa8cbdf2c85952720ad3c504
1,325,990,138
43.729702
-93.06421
0