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
15,900
2019-01-10 09:07:49
3,540,210,836,308,425
fraud_Swaniawski, Lowe and Robel
shopping_pos
143.99
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
85c3b58657f2ab7f4c8b7672e37e6128
1,326,186,469
35.422437
-102.574463
0
15,901
2019-01-10 09:11:40
2,248,348,993,063,230
fraud_Roob, Conn and Tremblay
shopping_pos
6.2
Jennifer
Scott
F
376 John Fork Suite 848
Randolph
OH
44,265
41.0109
-81.2977
51
Mechanical engineer
1960-08-05
756faabd1fe093c69f4e094047c84204
1,326,186,700
41.496976
-82.116724
0
15,902
2019-01-10 09:11:56
4,904,681,492,230,012
fraud_Harber Inc
gas_transport
78.12
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
becc0a869fe5a0d932f234bdcd4797cc
1,326,186,716
41.007939
-74.170116
0
15,903
2019-01-10 09:12:05
3,523,898,249,167,098
fraud_Heller, Gutmann and Zieme
grocery_pos
35.27
Joshua
Carpenter
M
04975 Allison Shoal
Bronx
NY
10,463
40.8798
-73.9067
1,382,480
Therapist, drama
1990-11-09
0febe285841e8a709e1c86d246903b7f
1,326,186,725
41.576747
-73.778272
0
15,904
2019-01-10 09:13:41
2,706,977,570,537,524
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
97.87
David
Serrano
M
4739 Martin Common
Zaleski
OH
45,698
39.283
-82.3977
341
Accounting technician
1978-12-18
ff8171d3c4f1d5ae006f0abfdf44bb2f
1,326,186,821
38.324415
-81.769304
0
15,905
2019-01-10 09:14:11
213,153,151,785,052
fraud_Stroman, Hudson and Erdman
gas_transport
64.42
Rebecca
Conley
F
181 Moreno Light Apt. 215
Tomahawk
WI
54,487
45.4963
-89.7273
9,594
Seismic interpreter
1997-11-23
2b4256c1eadbe8d5669dd3cfb4cdd8ce
1,326,186,851
45.531669
-89.163863
0
15,906
2019-01-10 09:14:35
377,113,842,678,100
fraud_Huels-Hahn
gas_transport
64.58
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
728987969893f9dc21bfbfcd02a7e024
1,326,186,875
39.917797
-74.418073
0
15,907
2019-01-10 09:16:28
38,014,427,445,058
fraud_Lockman, West and Runte
grocery_pos
78.13
Sonya
Jensen
F
4470 Jillian Courts
Adams
WI
53,910
43.8967
-89.8219
3,508
Sport and exercise psychologist
1946-08-11
ecaa2cca198e271b97679105af6c1044
1,326,186,988
43.549476
-90.50167
0
15,908
2019-01-10 09:17:17
2,264,937,662,466,770
fraud_Kling-Grant
grocery_net
63.63
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
2b1c3d3fbf05723e7e9944cbbd9cfe4d
1,326,187,037
30.354016
-99.137729
0
15,909
2019-01-10 09:18:07
4,170,689,372,027,579
fraud_Ortiz Group
grocery_net
46.77
Samuel
Frey
M
830 Myers Plaza Apt. 384
Edmond
OK
73,034
35.6665
-97.4798
116,001
Media buyer
1993-05-10
146cc2dbed643e8c51babbe0f962115f
1,326,187,087
34.97091
-97.545135
0
15,910
2019-01-10 09:26:09
213,174,467,670,432
fraud_Morissette PLC
shopping_pos
234.53
James
Bishop
M
7055 Fernandez Estates Apt. 676
Cecilton
MD
21,913
39.4015
-75.8654
663
Podiatrist
1969-01-14
ad660bdd71c572ed0421c66185fe962b
1,326,187,569
38.484363
-75.012974
0
15,911
2019-01-10 09:26:30
4,342,532,437,704,183
fraud_Klocko LLC
misc_net
3.54
Kevin
Elliott
M
1852 Vincent Isle Suite 328
Newark Valley
NY
13,811
42.2281
-76.1625
4,354
Further education lecturer
1994-02-16
04d1c6cf06d34a67010fac3b3ac286a2
1,326,187,590
41.498464
-75.84974
0
15,912
2019-01-10 09:28:39
2,254,799,658,404,120
fraud_Emmerich-Luettgen
grocery_net
52.48
Barbara
Nelson
F
7337 Browning Falls Suite 027
Valdosta
GA
31,605
30.946
-83.2474
94,325
Educational psychologist
1987-09-08
d74f6422d738f70a3ea0609112598eae
1,326,187,719
31.174847
-82.765322
0
15,913
2019-01-10 09:36:47
2,383,461,948,823,908
fraud_Pacocha-O'Reilly
grocery_pos
189.74
Patrick
Vaughan
M
651 Miller Common
Parsonsfield
ME
4,047
43.745
-70.9092
1,892
Audiological scientist
1956-03-02
123e51a63e2389b643d2202269a76caf
1,326,188,207
43.994758
-71.539316
0
15,914
2019-01-10 09:38:05
375,082,648,741,747
fraud_Cummings LLC
gas_transport
68.3
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
67e8f11da171aa54901a07cb595993a0
1,326,188,285
47.260509
-96.660009
0
15,915
2019-01-10 09:38:38
2,252,055,259,910,912
fraud_Douglas, Schneider and Turner
shopping_pos
136.98
Jason
Hernandez
M
220 Frank Gardens
Hewitt
WI
54,441
44.6437
-90.1031
828
Arts development officer
1991-08-19
6485ed6cd9edd70e4a8716cf955dd64a
1,326,188,318
44.810159
-91.064874
0
15,916
2019-01-10 09:38:53
213,173,753,804,333
fraud_Hayes, Marquardt and Dibbert
misc_net
3.63
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
14fe313e00eb02c56100028349ec5a23
1,326,188,333
41.64412
-85.831199
0
15,917
2019-01-10 09:39:59
180,049,032,966,888
fraud_Mosciski, Gislason and Mertz
grocery_pos
100.09
Michael
Flores
M
70761 Fitzpatrick Brooks Suite 631
Saxon
WI
54,559
46.4959
-90.4383
795
Television/film/video producer
1986-04-15
84c1cf7df4a07dae93f3375720a2e2de
1,326,188,399
46.483518
-90.737796
0
15,918
2019-01-10 09:45:08
2,720,894,374,956,739
fraud_Cummerata-Hilpert
entertainment
29.96
Audrey
Hickman
F
3325 Gregory Square
Mount Clemens
MI
48,043
42.5978
-82.8823
16,305
Psychologist, sport and exercise
1927-05-25
b88f0d83d0479a3a078da33ad88fa060
1,326,188,708
42.551353
-83.616396
0
15,919
2019-01-10 09:46:32
3,524,574,586,339,330
fraud_Kling-Grant
grocery_net
64.91
Ashley
Cabrera
F
94225 Smith Springs Apt. 617
Vero Beach
FL
32,960
27.633
-80.4031
105,638
Librarian, public
1986-05-07
b3cecedd9887302b4052bab7e8be8212
1,326,188,792
27.546537
-81.196064
0
15,920
2019-01-10 09:47:18
3,519,607,465,576,254
fraud_Lehner, Reichert and Mills
misc_pos
78.94
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
9d574a30ee496a62418fb56ba2ffd280
1,326,188,838
41.51092
-124.542877
0
15,921
2019-01-10 09:47:54
3,560,697,798,177,746
fraud_Vandervort-Funk
grocery_pos
98.56
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
986bd7b95f536666627b0a4ce470f53f
1,326,188,874
33.316846
-116.668653
0
15,922
2019-01-10 09:48:08
4,992,346,398,065,154,000
fraud_Moore, Dibbert and Koepp
misc_net
9.51
Benjamin
Kim
M
920 Patrick Light
Mc Nabb
IL
61,335
41.173
-89.2187
532
Audiological scientist
1956-01-09
8cd91cfa10e1d1c924c99f2c237c9dfc
1,326,188,888
40.3164
-88.241142
0
15,923
2019-01-10 09:48:31
3,583,793,405,872,580
fraud_Kling Inc
gas_transport
80.87
Beth
Lambert
F
6447 Johnson Estates Apt. 986
Roosevelt
OK
73,564
34.847
-98.9836
551
Amenity horticulturist
1970-09-27
e0476f67492b1fe0caf89fb6b41608aa
1,326,188,911
34.329586
-98.71086
0
15,924
2019-01-10 09:49:29
3,596,357,274,378,601
fraud_Osinski, Ledner and Leuschke
grocery_pos
41.66
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
7a46eb7ebfd9561ccb368efee80a7590
1,326,188,969
41.119197
-77.80958
0
15,925
2019-01-10 09:50:38
2,713,913,904,780,408
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
86.56
Jacqueline
Howard
F
4511 Choi Lock
Delhi
LA
71,232
32.3929
-91.4714
6,581
Multimedia programmer
1964-02-13
88ecd3a77758ba3b11546524dcfeeccd
1,326,189,038
31.776971
-92.082053
0
15,926
2019-01-10 09:51:25
213,102,873,001,603
fraud_Bins-Rice
gas_transport
78.27
Joanne
Padilla
F
477 Alejandro Knolls Suite 828
Gardiner
OR
97,441
43.7857
-124.1437
260
Engineer, maintenance
1956-09-01
27c4037dd38a8faeef7ce9d6b31fd70f
1,326,189,085
44.735352
-123.79198
0
15,927
2019-01-10 09:54:30
502,012,776,709
fraud_Maggio-Fahey
misc_pos
4.39
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
62cd7352082a7c53713ef9586e3eb771
1,326,189,270
42.620228
-74.84736
0
15,928
2019-01-10 09:55:42
2,657,850,734,909,997
fraud_Zboncak Ltd
food_dining
37.15
Alan
Howard
M
04139 Johnson Prairie Suite 401
Detroit
MI
48,206
42.3749
-83.1087
673,342
Trading standards officer
1946-11-01
b22a22fd5782a111672a9811b68f0338
1,326,189,342
42.411739
-83.257578
0
15,929
2019-01-10 09:55:49
4,561,546,772,499
fraud_Torp-Labadie
gas_transport
59.02
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
148715c55748c74ff9619605fcaa6da5
1,326,189,349
35.819143
-106.518518
0
15,930
2019-01-10 09:57:23
4,906,628,655,840,914,000
fraud_Osinski, Ledner and Leuschke
grocery_pos
68.19
Charles
Moreno
M
838 Franklin Prairie Apt. 902
Key West
FL
33,040
24.6557
-81.3824
32,891
Town planner
1987-02-13
bd82634f64b0ba68be3e9107b77604cf
1,326,189,443
24.449493
-81.471984
0
15,931
2019-01-10 09:57:42
4,756,039,869,079,882,000
fraud_Streich, Hansen and Veum
gas_transport
46.3
Francisco
Hernandez
M
980 Smith Gardens
Gainesville
TX
76,240
33.6547
-97.1583
26,120
Engineer, manufacturing
1954-01-06
895356551e3eda9a719c24166e54721a
1,326,189,462
34.426147
-97.402304
0
15,932
2019-01-10 09:58:32
4,147,608,975,828,480
fraud_Hudson-Ratke
grocery_pos
136.98
Edward
Tapia
M
354 Gutierrez Gateway
Comfrey
MN
56,019
44.1111
-94.9134
914
Health and safety adviser
1944-07-26
1b39e499796c9e0e611b4a5a66a7ea40
1,326,189,512
43.454963
-95.824664
0
15,933
2019-01-10 10:02:26
2,475,085,306,462,014
fraud_Bahringer, Schoen and Corkery
shopping_pos
134.1
John
Miller
M
153 Mccullough Springs Apt. 857
Lamberton
MN
56,152
44.2378
-95.2739
1,507
Land/geomatics surveyor
1993-10-12
ae732eb0a62780e11dc6d53315527f79
1,326,189,746
44.977928
-94.948593
0
15,934
2019-01-10 10:03:01
4,467,456,915,153,312,300
fraud_Stoltenberg-Beatty
shopping_pos
13.86
Rita
Myers
F
75703 Hernandez Corner Suite 348
Tampa
FL
33,620
28.06
-82.4079
717,255
Waste management officer
1966-09-16
fed2ca2049699cb4f9143e6e26762c02
1,326,189,781
27.154546
-81.974205
0
15,935
2019-01-10 10:06:14
348,379,466,427,142
fraud_Cummings LLC
gas_transport
89.59
Michael
Rowe
M
7428 Martinez Flats
Melbourne
FL
32,935
28.1384
-80.6524
139,650
Database administrator
1957-01-23
0cf26d0b0cc5369b9177fa11e7c94149
1,326,189,974
28.22747
-80.324772
0
15,936
2019-01-10 10:06:20
375,534,208,663,984
fraud_Huel, Hammes and Witting
grocery_pos
118.09
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
8ff0a6db042bdc23fa7b8d5915d912ab
1,326,189,980
38.360168
-78.518088
0
15,937
2019-01-10 10:06:55
38,588,538,868,506
fraud_Raynor, Reinger and Hagenes
gas_transport
57.1
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
79b02e7bf1679afd348d883e3d1cf6a6
1,326,190,015
29.716622
-104.209654
0
15,938
2019-01-10 10:08:05
3,553,629,419,254,918
fraud_Bernier, Streich and Jewess
grocery_net
43.88
Sharon
Johnson
F
7202 Jeffrey Mills
Conway
WA
98,238
48.34
-122.3456
85
Research officer, political party
1984-09-01
36f8f728bcd7ddbabd81bf9b27fbe166
1,326,190,085
48.169814
-122.990386
0
15,939
2019-01-10 10:08:17
4,446,368,897,795,790
fraud_Howe Ltd
misc_pos
40.86
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
2908d041a0788464cd67599361a61a81
1,326,190,097
37.754446
-76.136248
0
15,940
2019-01-10 10:08:44
4,681,601,008,538,160
fraud_Greenfelder, Bartoletti and Davis
misc_net
72.2
Tammy
Davis
F
77663 Colleen Freeway
Moundsville
WV
26,041
39.9148
-80.731
16,183
Physiotherapist
1977-08-12
519a50b47a039b4fc2d166fabc4f3437
1,326,190,124
40.477035
-80.189781
0
15,941
2019-01-10 10:09:54
213,193,596,103,206
fraud_Berge LLC
gas_transport
69.73
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
d0bcc2e26fdbe3b5c05874694d936cef
1,326,190,194
46.437473
-84.879162
0
15,942
2019-01-10 10:17:49
4,488,258,847,705,225,700
fraud_Mayert Group
shopping_pos
12.81
Jessica
Shaw
F
5745 Blair Locks
West Columbia
SC
29,170
33.9568
-81.1405
52,126
Chemical engineer
1929-08-23
a6e102fd6d26eb8b50af2a9ff56cfcc2
1,326,190,669
34.325789
-81.717886
0
15,943
2019-01-10 10:22:37
4,089,096,483,689,733,600
fraud_Kuhn LLC
misc_net
38.53
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
8467e6342e1cdfc12e5af3c562b60adc
1,326,190,957
32.899379
-94.796872
0
15,944
2019-01-10 10:22:46
36,890,292,963,032
fraud_Kozey-Boehm
shopping_net
220.75
Kimberly
Webb
F
380 Martin Mission
Girard
GA
30,426
33.0437
-81.7106
1,100
Conservator, museum/gallery
1950-04-05
b7285107f433f6ebca4f0194189ab9b7
1,326,190,966
33.670544
-81.591966
0
15,945
2019-01-10 10:27:11
213,195,754,007,681
fraud_Rowe, Batz and Goodwin
grocery_pos
120.92
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
25cbc92103f84fb3f0e55c601c786845
1,326,191,231
40.70749
-91.443895
0
15,946
2019-01-10 10:28:52
3,550,554,389,581,384
fraud_Nienow, Ankunding and Collier
misc_pos
31.94
Ryan
Foster
M
03921 Cole Mission Suite 882
Hampton
FL
32,044
29.8575
-82.1483
2,060
Oncologist
1983-11-10
b39d3e05a519158a8f33769a420964ef
1,326,191,332
29.596341
-82.391242
0
15,947
2019-01-10 10:28:53
676,369,110,710
fraud_Conroy-Cruickshank
gas_transport
73.42
David
Wolfe
M
81261 Garcia Underpass Suite 741
Southfield
MI
48,034
42.4969
-83.2911
75,830
Engineer, automotive
1974-12-28
c2b14bbf0d4c985d5d16c0cb2f931546
1,326,191,333
42.837091
-83.065762
0
15,948
2019-01-10 10:31:10
4,311,368,326,621,416,000
fraud_Mosciski, Ziemann and Farrell
shopping_net
156.82
Phillip
Delacruz
M
26678 Lisa Locks Apt. 904
Iliff
CO
80,736
40.7692
-103.0968
648
Community arts worker
1969-09-21
469a8db3ca0df6c6acb8b791b177835a
1,326,191,470
40.250245
-103.666281
0
15,949
2019-01-10 10:32:04
6,011,724,471,098,086
fraud_Mraz-Herzog
gas_transport
48.5
Ann
Lawson
F
144 Evans Islands Apt. 683
Burbank
WA
99,323
46.1966
-118.9017
3,684
Musician
1981-11-29
94719ed2b47de27743df7b09860d2d2b
1,326,191,524
47.032852
-118.785254
0
15,950
2019-01-10 10:32:07
375,848,982,312,810
fraud_Hudson-Grady
shopping_pos
7.21
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
182733f536cc38113dfc41c3dc5c8e81
1,326,191,527
32.188644
-98.604183
0
15,951
2019-01-10 10:36:20
3,567,697,931,646,329
fraud_Schaefer, McGlynn and Bosco
gas_transport
88.16
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
c05568953785f724ed84e46cd06ceb3d
1,326,191,780
41.260894
-73.118882
0
15,952
2019-01-10 10:36:28
4,584,931,703,207,308,300
fraud_Durgan-Auer
misc_net
8.19
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
8c7ebd3971da03dde697eac5e9d816e3
1,326,191,788
33.382924
-95.984981
0
15,953
2019-01-10 10:38:59
2,286,236,465,059,468
fraud_Osinski, Ledner and Leuschke
grocery_pos
148.39
Morgan
Murray
F
2788 Brittney Island
Blairstown
MO
64,726
38.5319
-93.9221
467
Agricultural consultant
1950-05-27
fd9feb2299de7419c2e378b33c7ddf00
1,326,191,939
38.960082
-93.110395
0
15,954
2019-01-10 10:44:04
213,186,334,552,049
fraud_Goodwin-Nitzsche
grocery_pos
68.84
Andrea
Perkins
F
37426 Olson Villages
Irvine
PA
16,329
41.8117
-79.2643
528
Chief Marketing Officer
1972-09-13
773266950cece1914fe8e936e87cec94
1,326,192,244
41.675165
-78.721591
0
15,955
2019-01-10 10:44:56
630,451,534,402
fraud_Barton Inc
grocery_pos
131.51
Rachel
Daniels
F
561 Little Plain Apt. 738
Wetmore
MI
49,895
46.3535
-86.6345
765
Immunologist
1972-06-12
a130e3206b2bb0affd25728aa4a55016
1,326,192,296
47.323639
-86.18181
0
15,956
2019-01-10 10:47:59
4,430,881,574,719,618
fraud_Gerlach Inc
shopping_net
1.19
Alicia
Morales
F
4456 Dunn Roads
Meredith
CO
81,642
39.3199
-106.6596
61
Public relations account executive
1939-11-04
ea9a425f33f3db55404edcef63146939
1,326,192,479
39.559927
-107.361692
0
15,957
2019-01-10 10:48:02
3,573,030,041,201,292
fraud_Bernhard Inc
gas_transport
65.57
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
5cdc683b172878efc8f55a915006ca7c
1,326,192,482
41.052873
-110.955319
0
15,958
2019-01-10 10:50:22
3,564,839,259,330,465
fraud_Rodriguez Group
gas_transport
86.12
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
86ac9680a3759b062430f36e68caebaf
1,326,192,622
37.966941
-122.606679
0
15,959
2019-01-10 10:51:57
30,487,648,872,433
fraud_Koelpin and Sons
misc_net
4.15
Stephanie
Crane
F
144 Martinez Curve
Central
IN
47,110
38.097
-86.1723
350
Counsellor
1955-01-05
1e2216b2a855dfe67018235210875bc8
1,326,192,717
37.44623
-85.969196
0
15,960
2019-01-10 10:55:20
676,308,307,625
fraud_Herman, Treutel and Dickens
misc_net
5.23
Donald
Evans
M
1287 Michael Roads
Washoe Valley
NV
89,704
39.2669
-119.8174
4,290
Animal nutritionist
1989-12-10
304157e17e3177256226ae04a519d349
1,326,192,920
40.022823
-119.969823
0
15,961
2019-01-10 10:55:46
30,518,206,766,474
fraud_Cummings LLC
gas_transport
57.18
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
ba0a80f2301c2e61afbb9aac3d7d40e4
1,326,192,946
35.722045
-89.297784
0
15,962
2019-01-10 10:56:42
5,456,776,410,929,288
fraud_Murray-Smitham
grocery_pos
142.97
Taylor
Khan
F
658 Diane Glen Apt. 677
North Washington
PA
16,048
41.0472
-79.8089
139
Patent attorney
1954-05-25
b97f028c40e285e635bb79d2e323ca5d
1,326,193,002
40.583111
-79.518567
0
15,963
2019-01-10 10:57:09
30,131,826,429,364
fraud_Harris Inc
gas_transport
71.26
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
ad5b9f9e38932317445d93718a3ea207
1,326,193,029
36.343595
-83.778462
0
15,964
2019-01-10 10:58:22
180,017,442,990,269
fraud_Goyette, Howell and Collier
shopping_pos
1.04
Michelle
Anderson
F
28311 Dennis Trace
Albany
NY
12,222
42.6853
-73.8253
151,022
Designer, textile
1939-06-01
c3a2ef92ada9ae569dd203cf63d8d9e7
1,326,193,102
43.502946
-73.504751
0
15,965
2019-01-10 10:59:43
4,476,840,372,112
fraud_Skiles-Ankunding
grocery_net
46.98
Steven
Walters
M
3206 Hall Divide Suite 282
Woodville
AL
35,776
34.6689
-86.2296
3,395
Editor, commissioning
1979-01-21
fe3143e4cd2df3bfe47632ead2d2fba5
1,326,193,183
34.227332
-86.709217
0
15,966
2019-01-10 11:00:35
4,471,568,287,204
fraud_Greenholt, Jacobi and Gleason
gas_transport
71.53
Dakota
Maldonado
M
369 Cochran Radial
Pelham
NC
27,311
36.4899
-79.4736
3,402
Insurance underwriter
1927-10-24
392aab827b4d7f0b7e0228632be2108c
1,326,193,235
36.297585
-80.113651
0
15,967
2019-01-10 11:01:05
6,011,109,736,646,996
fraud_Strosin-Cruickshank
grocery_pos
218.5
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
cfdf9460deb8351d50641644473c4363
1,326,193,265
34.428964
-77.372492
0
15,968
2019-01-10 11:03:06
377,113,842,678,100
fraud_Gottlieb, Considine and Schultz
shopping_net
9.66
Billy
Gallagher
M
673 Delgado Burg
Greenwich
NJ
8,323
39.4055
-75.3209
804
Insurance risk surveyor
1965-03-25
8bf70091e0b3f3f857916149c2429e36
1,326,193,386
38.473428
-74.361998
0
15,969
2019-01-10 11:07:10
4,464,457,352,619
fraud_Jenkins, Hauck and Friesen
gas_transport
70.17
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
9c54d97a96ef36ead77d387bc005236b
1,326,193,630
29.553657
-83.868427
0
15,970
2019-01-10 11:07:34
630,424,987,505
fraud_Bartoletti-Wunsch
gas_transport
55.4
Jennifer
Black
F
2870 Bean Terrace Apt. 756
Thomas
WV
26,292
39.1505
-79.503
836
Forensic psychologist
1981-08-29
23db4e10b749e9e06b6ac5f57cb116e2
1,326,193,654
38.840801
-79.807338
0
15,971
2019-01-10 11:11:12
3,560,797,065,840,735
fraud_Bartoletti-Wunsch
gas_transport
85.04
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
490446bcbb1fdbcdbd30d37479b3849b
1,326,193,872
46.053182
-101.726835
0
15,972
2019-01-10 11:11:15
676,281,772,837
fraud_Ledner-Pfannerstill
gas_transport
69.82
Alicia
Bishop
F
222 Freeman Islands
Whigham
GA
39,897
30.8836
-84.3246
3,430
Editor, commissioning
1950-03-25
b2ae17e6821a374f768db45533eafb0c
1,326,193,875
31.285642
-83.393792
0
15,973
2019-01-10 11:11:46
180,067,784,565,096
fraud_Lynch Ltd
shopping_pos
24.76
Mary
Juarez
F
35440 Ryan Islands
North Prairie
WI
53,153
42.9385
-88.395
2,328
Applications developer
1942-01-06
382d2a95319e93d85c8095ce097ce69d
1,326,193,906
43.449051
-87.434199
0
15,974
2019-01-10 11:12:05
3,589,255,887,819,806
fraud_Bernier, Volkman and Hoeger
misc_net
170.05
David
Miller
M
622 Bradley Knoll Apt. 758
Hancock
MD
21,750
39.6991
-78.1762
3,766
Press photographer
1984-02-14
b9b63d4b5d4a6d155d89507d4a98120e
1,326,193,925
40.346543
-78.051412
0
15,975
2019-01-10 11:12:08
340,953,839,692,349
fraud_Herman, Treutel and Dickens
misc_net
8.64
Tyler
Wright
M
615 Clarke Spring Apt. 172
Warren
MI
48,088
42.5164
-82.9832
134,056
Doctor, hospital
1980-05-18
7b1b120c5b53ef55c7ef7fcc8d38b9d4
1,326,193,928
42.502105
-82.99087
0
15,976
2019-01-10 11:12:43
38,295,635,583,927
fraud_Kunze Inc
grocery_pos
74.36
Candice
Brown
F
9412 Harris Mews
O Brien
TX
79,539
33.3749
-99.8473
178
Warden/ranger
1983-06-14
6cdea643300f4f2131a3736edcf530b2
1,326,193,963
34.327005
-99.176384
0
15,977
2019-01-10 11:13:45
3,521,417,320,836,166
fraud_Durgan-Auer
misc_net
1.01
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
7d3985a77deba31cf973e67c545dfbf9
1,326,194,025
40.448381
-86.29647
0
15,978
2019-01-10 11:15:58
4,446,368,897,795,790
fraud_Auer-Mosciski
grocery_pos
87.75
Ryan
Joseph
M
8850 Jessica Center
Atlantic
VA
23,303
37.9073
-75.5089
741
Geologist, engineering
1986-08-17
ce1be737a50849917d347e061b04cd2b
1,326,194,158
37.798401
-76.285242
0
15,979
2019-01-10 11:16:00
4,585,132,874,641
fraud_Rowe-Vandervort
grocery_net
26.36
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
6544b012f3b5d20af01eae49b867b989
1,326,194,160
39.460834
-93.722033
0
15,980
2019-01-10 11:17:21
4,658,490,815,480,264
fraud_DuBuque LLC
grocery_pos
136.71
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
862ae3a1b0078c300f235438deb67971
1,326,194,241
39.911019
-79.454694
0
15,981
2019-01-10 11:17:37
3,558,652,751,678,952
fraud_Harris Inc
gas_transport
64.69
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
bd8d96942f90599169c993ef5d30366b
1,326,194,257
33.211858
-93.37723
0
15,982
2019-01-10 11:20:27
377,234,009,633,447
fraud_Roberts-Beahan
misc_pos
15.48
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
d6582cb8fe1f9678195d84e3a3024ffe
1,326,194,427
39.186109
-77.85565
0
15,983
2019-01-10 11:20:37
30,150,717,898,388
fraud_Parisian and Sons
gas_transport
60.25
Raymond
Lloyd
M
5930 Rebecca Bridge Apt. 444
Paint Rock
AL
35,764
34.7031
-86.3068
653
Paediatric nurse
1966-06-19
7fc287fb66509178f5c4d210a1abed9b
1,326,194,437
34.298968
-85.904233
0
15,984
2019-01-10 11:20:42
30,026,790,933,302
fraud_Kiehn Inc
grocery_pos
103.21
John
Peters
M
555 Michael Burgs
Mayersville
MS
39,113
32.9013
-91.0286
595
Technical brewer
1979-09-03
ae0b83a125df60ffc3b9d56a22f7ad66
1,326,194,442
32.665242
-91.344779
0
15,985
2019-01-10 11:22:25
6,011,149,206,456,997
fraud_Terry, Johns and Bins
misc_pos
31.01
Jeffrey
White
M
8617 Holmes Terrace Suite 651
Tuscarora
MD
21,790
39.2667
-77.5101
100
Production assistant, television
1979-12-11
000ed211eb6c954b7b5e1dd16c8ced95
1,326,194,545
39.510962
-77.366093
0
15,986
2019-01-10 11:26:56
6,592,861,994,408,652
fraud_Kunze Inc
grocery_pos
103.31
Ashley
Whitehead
F
58188 Madison Meadow Apt. 949
Cowlesville
NY
14,037
42.8112
-78.4481
1,166
Colour technologist
1983-06-12
7e3fd15721bebb8d7d6c39682defc1cb
1,326,194,816
43.281941
-78.645808
0
15,987
2019-01-10 11:30:57
345,389,171,551,808
fraud_DuBuque LLC
grocery_pos
48.65
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
04fd197c43da7a630ff5d75d5afb51c4
1,326,195,057
34.674253
-89.643553
0
15,988
2019-01-10 11:31:08
6,011,893,664,860,915
fraud_Huel, Hammes and Witting
grocery_pos
170.82
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
79b942be7e89929fe3008810a27dcb7e
1,326,195,068
39.466153
-105.956752
0
15,989
2019-01-10 11:40:01
4,457,732,997,086,323,700
fraud_Smith-Stokes
misc_pos
32.99
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
b954f6c6feb342ff8fbb1e71bf2fa9b1
1,326,195,601
39.288228
-121.328417
0
15,990
2019-01-10 11:40:02
4,355,790,796,238,265,000
fraud_Rodriguez Group
gas_transport
59.45
Tanner
Davis
M
2632 Stevens Light Apt. 213
Payson
IL
62,360
39.8153
-91.2627
1,656
Exhibition designer
1969-08-04
d84740e0d29cd30553d0978d050c8838
1,326,195,602
40.096094
-92.218098
0
15,991
2019-01-10 11:42:39
36,721,445,180,895
fraud_Flatley Group
misc_pos
268.31
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
88b2ca70a3a6fbd7fe493b251b7bb530
1,326,195,759
42.453176
-73.721477
0
15,992
2019-01-10 11:43:01
3,526,826,139,003,047
fraud_Lehner, Mosciski and King
misc_net
687.59
Nathan
Massey
M
5783 Evan Roads Apt. 465
Falmouth
MI
49,632
44.2529
-85.017
1,126
Furniture designer
1955-07-06
ee7cecb288e1c11037c704b0ee9f304d
1,326,195,781
44.221509
-84.721544
0
15,993
2019-01-10 11:43:10
372,509,258,176,510
fraud_Towne, Walker and Borer
grocery_net
42.98
Kristen
Hanson
F
26544 Andrea Glen
Goodrich
MI
48,438
42.9147
-83.4845
6,951
Learning disability nurse
1985-06-18
46b4f085559cfac2e37b3d232998466a
1,326,195,790
42.640877
-83.953306
0
15,994
2019-01-10 11:45:22
4,658,117,080,136
fraud_Kutch LLC
gas_transport
84.14
Dwayne
Martinez
M
490 Baldwin Alley Apt. 468
Crownpoint
NM
87,313
35.7206
-108.0271
5,662
IT consultant
1989-04-08
4024f5a1044f7b0469cb10239645ad1a
1,326,195,922
35.481195
-108.380965
0
15,995
2019-01-10 11:45:27
4,585,132,874,641
fraud_Smitham-Schiller
grocery_net
73.28
Karen
Gordon
F
543 Ware Path Apt. 593
Utica
MO
64,686
39.7417
-93.6289
271
Land/geomatics surveyor
1972-04-18
93009b9231846c801c560db0f8c8b05a
1,326,195,927
39.532801
-93.934745
0
15,996
2019-01-10 11:46:10
4,481,131,401,752
fraud_Kiehn-Emmerich
grocery_pos
70.95
Frank
Foster
M
37910 Ward Lights
Shrewsbury
MA
1,545
42.2848
-71.7205
35,299
English as a second language teacher
1975-04-30
4f984a790279afc5608dd1afd01168e8
1,326,195,970
42.020677
-71.076518
0
15,997
2019-01-10 11:55:19
60,423,098,130
fraud_Gottlieb, Considine and Schultz
shopping_net
3.39
Jason
Gray
M
875 Amy Point
Amorita
OK
73,719
36.9412
-98.2458
83
Barrister's clerk
1958-07-28
0a6d485c3f33c4577ee3ec45c4ddb871
1,326,196,519
37.035096
-98.609617
0
15,998
2019-01-10 11:56:54
4,897,067,971,111,210,000
fraud_Mraz-Herzog
gas_transport
80.45
Randy
Wood
M
542 Howe Mission Apt. 092
Port Richey
FL
34,668
28.3011
-82.6927
42,619
Environmental education officer
1975-10-07
ce0421f292a3e89e7650d59e6241ca47
1,326,196,614
27.482394
-81.778761
0
15,999
2019-01-10 11:59:20
6,011,934,240,159,560
fraud_Rau and Sons
grocery_pos
90.08
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
7093ab2b16ce511def11491df9e2c0c8
1,326,196,760
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