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
16,800
2019-01-10 23:31:41
30,518,206,766,474
fraud_Gutmann, McLaughlin and Wiza
home
37
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
81b2fd15d9a7043e8fa223dc7f0fd8c2
1,326,238,301
37.066
-90.200805
0
16,801
2019-01-10 23:32:51
3,595,111,028,444,131
fraud_Jakubowski Inc
home
14.77
Jeffery
Sanders
M
5278 Sarah Station Apt. 009
Cardwell
MO
63,829
36.0434
-90.2907
1,120
Television floor manager
1957-04-17
76839db48040e75f0a9afd5f798d3523
1,326,238,371
36.662174
-91.107978
0
16,802
2019-01-10 23:33:36
4,653,879,239,169,997
fraud_Berge, Kautzer and Harris
personal_care
5.07
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
bfb1647b38842ffc9bfb326f56d4303b
1,326,238,416
36.80401
-85.495543
0
16,803
2019-01-10 23:33:39
630,469,040,731
fraud_Windler LLC
kids_pets
14.54
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
81dcf1b828d0bad51a09b24dd66a2af4
1,326,238,419
45.672881
-121.531571
0
16,804
2019-01-10 23:33:45
30,561,214,688,470
fraud_Pfeffer and Sons
shopping_pos
1.92
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
c80dc1bacb03cbbcf59e49eee9d938ac
1,326,238,425
41.249955
-76.441645
0
16,805
2019-01-10 23:35:42
4,646,845,581,490,336,000
fraud_Simonis-Prohaska
misc_pos
4.7
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
93973b2cb8f0898ae63c6645e72edadb
1,326,238,542
40.218565
-73.852352
0
16,806
2019-01-10 23:37:16
3,513,618,443,244,549
fraud_Mosciski, Gislason and Mertz
grocery_pos
344.01
Amber
Perez
F
954 Reyes Ways
Fulton
SD
57,340
43.7588
-97.8712
355
Financial adviser
1955-06-26
fc6a32f572834ef8f1daba951ac6fcc5
1,326,238,636
42.962551
-98.698146
1
16,807
2019-01-10 23:38:35
180,094,419,304,907
fraud_Auer-West
shopping_net
74.25
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
fdffbd00d1e02ba41c08be4405fd462e
1,326,238,715
33.709179
-116.242451
0
16,808
2019-01-10 23:40:34
3,577,578,023,716,568
fraud_Pouros-Conroy
shopping_pos
32.95
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
c8fdda9389c056ea50d9844325e9a96a
1,326,238,834
42.034042
-80.794143
0
16,809
2019-01-10 23:40:56
3,537,797,820,923,602
fraud_Reichel Inc
entertainment
22.26
Christie
Mendoza
F
53142 Katrina Roads Suite 889
Monitor
WA
98,836
47.4852
-120.4158
584
Medical technical officer
1969-03-20
261e33c195a7c34e8eed04e8b66b5c71
1,326,238,856
47.979112
-120.549998
0
16,810
2019-01-10 23:41:08
343,464,013,864,032
fraud_Schaefer Ltd
kids_pets
102.7
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
601c7a82ea5e5a4a403e51219c4543d5
1,326,238,868
36.359348
-78.873877
0
16,811
2019-01-10 23:44:40
3,575,789,281,659,026
fraud_Jacobi Inc
health_fitness
35.33
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
3eb64dbdc5b91810f651504728f5a7be
1,326,239,080
38.863095
-93.303306
0
16,812
2019-01-10 23:46:21
213,112,402,583,773
fraud_Eichmann-Kilback
home
74.09
Ana
Howell
F
4664 Sanchez Common Suite 930
Bradley
SC
29,819
34.0326
-82.2027
1,523
Research scientist (physical sciences)
1984-06-03
17a919e03ae1a1dede03aa912136051b
1,326,239,181
34.538398
-81.579556
0
16,813
2019-01-10 23:46:33
3,551,217,896,304,745
fraud_Roob-Okuneva
health_fitness
71.1
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
a88875fff2fbbc522d38dbffb7ef57a6
1,326,239,193
44.820278
-74.21153
0
16,814
2019-01-10 23:47:27
30,242,921,189,660
fraud_Renner Ltd
home
21.74
Dalton
Jones
M
3304 Hernandez Run
Afton
MI
49,705
45.3637
-84.4695
937
Technical brewer
1958-04-06
7417edcb695f4886e66fac41d80b1b1f
1,326,239,247
45.354464
-84.3533
0
16,815
2019-01-10 23:48:28
4,861,310,130,652,567,000
fraud_Mosciski, Ziemann and Farrell
shopping_net
37.35
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
34fee9eb62c953b339b5aaa8af87f27f
1,326,239,308
31.072129
-91.376017
0
16,816
2019-01-10 23:49:42
639,023,984,367
fraud_Hudson-Grady
shopping_pos
1.9
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
5989bc3b32b8972943cd9d63f186a97d
1,326,239,382
43.72602
-75.41309
0
16,817
2019-01-10 23:50:46
2,720,433,095,629,877
fraud_Kunze Inc
grocery_pos
46.15
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
f155730861cd841217268da0887508b5
1,326,239,446
43.441715
-70.736768
0
16,818
2019-01-10 23:51:44
370,818,583,810,103
fraud_Crooks and Sons
personal_care
41.05
John
Davis
M
9670 Monroe Junctions
Rockwood
PA
15,557
39.9373
-79.1865
3,684
General practice doctor
1976-01-10
e61edea9dabb43e0153acfcb24fabc79
1,326,239,504
39.613349
-78.333822
0
16,819
2019-01-10 23:54:06
343,819,048,608,995
fraud_Hoppe-Parisian
kids_pets
73.52
Shelby
Cannon
F
1535 Ryan Burgs Suite 919
Des Moines
IA
50,312
41.5855
-93.6719
222,785
Wellsite geologist
1956-01-24
d37861413fbeac8b47db567c0a27b9c3
1,326,239,646
41.298446
-94.514709
0
16,820
2019-01-10 23:54:23
4,653,879,239,169,997
fraud_Botsford Ltd
shopping_pos
4.57
Monica
Tucker
F
302 Christina Islands
Smiths Grove
KY
42,171
37.0581
-86.1938
6,841
Therapist, sports
1999-06-06
8788f162160d5d16041618e971056a11
1,326,239,663
37.384222
-86.00075
0
16,821
2019-01-10 23:56:10
4,181,833,256,558,614,000
fraud_Connelly-Carter
home
118.09
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
a79d3f7139369cd723a71285fac3d2e1
1,326,239,770
37.542725
-104.556244
0
16,822
2019-01-10 23:56:41
36,721,445,180,895
fraud_Bode-Schuster
kids_pets
68.25
Cesar
Smith
M
901 Ariel Points
Jefferson
NY
12,093
42.4999
-74.6117
1,666
Diagnostic radiographer
1968-07-01
26bd14efa66b07ff18940c065fff959c
1,326,239,801
43.335955
-74.375571
0
16,823
2019-01-10 23:56:54
4,006,047,418,382
fraud_Romaguera, Wehner and Tromp
kids_pets
41.86
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
029b064b9258ec42e7b7deccd8087c2e
1,326,239,814
36.718484
-84.078102
0
16,824
2019-01-10 23:57:33
30,175,986,190,993
fraud_Bernier and Sons
kids_pets
19.86
Rebecca
Butler
F
0665 Lisa Alley
Winger
MN
56,592
47.5375
-95.9941
516
Applications developer
1966-06-07
4ae6facd110dce6787bcc80449f795d4
1,326,239,853
47.017775
-95.954203
0
16,825
2019-01-10 23:58:20
3,596,357,274,378,601
fraud_Balistreri-Nader
misc_pos
53.4
David
Everett
M
4138 David Fall
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Advice worker
1973-05-27
913dfb0581bda404d8c4dbf668d7539b
1,326,239,900
40.099399
-77.833372
0
16,826
2019-01-11 00:01:56
4,104,312,520,615,374
fraud_Huel, Hammes and Witting
grocery_pos
93.58
Brooke
Rodriguez
F
901 Todd Gardens Apt. 466
Mountain Center
CA
92,561
33.6401
-116.5567
1,661
Therapist, music
1988-09-19
5e60167467871ab0d52e8429236ba630
1,326,240,116
33.513046
-116.114282
0
16,827
2019-01-11 00:02:38
4,646,845,581,490,336,000
fraud_McCullough LLC
misc_pos
39.14
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
d09832a99d2a5dc6c40eb0fb93b94a55
1,326,240,158
41.706558
-72.570287
0
16,828
2019-01-11 00:02:57
4,599,735,407,877,245,000
fraud_Bogisich-Homenick
misc_net
1.38
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
fcc4c6660349fa82566fa951a9438b23
1,326,240,177
37.109665
-90.117704
0
16,829
2019-01-11 00:03:03
372,246,459,334,925
fraud_Schmitt Inc
gas_transport
71.05
Rick
Martinez
M
062 Poole Hollow Apt. 815
Deadwood
SD
57,732
44.3566
-103.6999
1,979
Multimedia programmer
1970-03-13
58099f327823a81396258362a6618fb8
1,326,240,183
44.141343
-103.913343
0
16,830
2019-01-11 00:06:07
6,526,448,584,969,862
fraud_Torp-Lemke
misc_pos
5.13
Nathan
Stewart
M
63502 Brown Road Apt. 318
West Long Branch
NJ
7,764
40.2878
-74.0162
8,097
Mechanical engineer
1964-02-18
9beb07deebb41647a763263610b41954
1,326,240,367
40.343138
-74.382657
0
16,831
2019-01-11 00:08:29
4,469,777,115,158,235,000
fraud_Rodriguez Group
gas_transport
73.12
Gregory
Graham
M
4005 Dana Glens
Methuen
MA
1,844
42.728
-71.181
47,249
Market researcher
1980-11-22
a24b9eb86a5c825b23af518c1458ecdf
1,326,240,509
42.757981
-71.825064
0
16,832
2019-01-11 00:08:36
3,549,202,406,645,667
fraud_Jacobi and Sons
shopping_pos
7.22
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
39eb1253fc570f36ae0dec9bb62b6499
1,326,240,516
44.085624
-70.341236
0
16,833
2019-01-11 00:09:19
6,595,970,453,799,027
fraud_Labadie, Treutel and Bode
shopping_net
6.55
Gina
Gomez
F
72030 Shelton Crossing Apt. 742
Stirling
NJ
7,980
40.6774
-74.4968
2,307
Science writer
1969-09-11
76f66371a8996b11376c1f8570674c39
1,326,240,559
40.546018
-74.889271
0
16,834
2019-01-11 00:10:45
4,841,313,716,651,064
fraud_Pacocha-O'Reilly
grocery_pos
102.01
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
5de003c6ed191b1791d9f9aa81516dc1
1,326,240,645
43.775225
-72.433574
0
16,835
2019-01-11 00:12:25
4,715,741,951,931,169,000
fraud_Bogisich Inc
grocery_pos
109.27
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
f996881061d589c4d11fc7deec427ce6
1,326,240,745
37.676764
-96.582338
0
16,836
2019-01-11 00:12:44
4,449,530,933,957,323
fraud_Bernhard Inc
gas_transport
59.95
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
a27b003059e3ce81d17b4d2c68ba1bd5
1,326,240,764
38.438612
-123.600393
0
16,837
2019-01-11 00:14:52
4,861,310,130,652,567,000
fraud_Lockman Ltd
grocery_pos
203.15
Ashley
Cruz
F
65417 Walsh Radial Suite 691
Saint Amant
LA
70,774
30.2385
-90.8435
10,076
Surveyor, rural practice
1977-12-16
0c0813b5636a46c5d0c0ab4ae2d56269
1,326,240,892
31.015988
-91.156136
0
16,838
2019-01-11 00:16:24
345,389,171,551,808
fraud_Huel-Langworth
misc_net
3.92
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
7ae1d8add4215987085a6da1facafd57
1,326,240,984
33.968997
-88.850467
0
16,839
2019-01-11 00:16:31
4,683,638,447,911
fraud_Hills-Witting
shopping_net
82.91
Daniel
Boyd
M
8925 Nicholas Points
Egan
LA
70,531
30.251
-92.5002
1,261
Broadcast presenter
1972-07-01
16f69f48e9c96ca249550c2ba8ef8527
1,326,240,991
30.541809
-93.436558
0
16,840
2019-01-11 00:20:01
4,561,546,772,499
fraud_Spinka Inc
grocery_net
49.41
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
c1a7a0b1407e6b203107c2767c5568ae
1,326,241,201
35.298326
-105.541452
0
16,841
2019-01-11 00:21:11
3,590,736,522,064,285
fraud_Sporer Inc
gas_transport
76.02
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
e546bcde9cfdc630ad7b8c50ae527d24
1,326,241,271
33.973292
-92.580571
0
16,842
2019-01-11 00:21:21
30,376,238,035,123
fraud_Streich, Hansen and Veum
gas_transport
66.28
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
5e0a8515a8936c297fa5c092cafaecfe
1,326,241,281
43.012127
-124.00885
0
16,843
2019-01-11 00:23:38
3,547,560,454,237,873
fraud_Kutch and Sons
grocery_pos
100.59
Jerry
Robinson
M
212 Mary Stream
Arcadia
MI
49,613
44.5232
-86.2061
680
Designer, jewellery
1966-12-21
0625358dab1554f42e713fa82db95ea0
1,326,241,418
44.363527
-85.301686
0
16,844
2019-01-11 00:23:44
3,598,304,579,370,089
fraud_Goodwin-Nitzsche
grocery_pos
62.06
Vincent
Flowers
M
0189 Emily Prairie
Wichita
KS
67,232
37.6395
-97.1714
409,656
Heritage manager
1985-12-27
8bff6df119336bc129e7eae6f17508a7
1,326,241,424
38.057846
-97.540593
0
16,845
2019-01-11 00:24:08
4,195,740,185,974
fraud_Rau and Sons
grocery_pos
81.84
Benjamin
Robinson
M
0701 John Ranch
Portland
OR
97,210
45.5303
-122.7033
841,711
Engineer, building services
1963-04-04
56776a4bb05a6f730c4740725c6043ea
1,326,241,448
46.116429
-122.54711
0
16,846
2019-01-11 00:25:32
2,233,882,705,243,596
fraud_Robel, Cummerata and Prosacco
gas_transport
47.22
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
d6036b9f28d152251f899c145f7a44e5
1,326,241,532
34.213368
-88.772966
0
16,847
2019-01-11 00:29:44
4,584,931,703,207,308,300
fraud_Trantow PLC
grocery_net
54.71
Amanda
Gomez
F
8152 Brittany Centers
Dallas
TX
75,218
32.8463
-96.6972
1,263,321
Designer, ceramics/pottery
1975-04-16
221ccefca5a6564cba0bd8672f318caa
1,326,241,784
33.79126
-97.606765
0
16,848
2019-01-11 00:30:04
30,561,214,688,470
fraud_Heller-Langosh
gas_transport
49.76
Gina
Morrison
F
41851 Victor Drives Suite 219
Allentown
PA
18,103
40.5891
-75.4645
166,081
Scientist, research (maths)
1998-10-01
59509de01aae5450456faf81192cf103
1,326,241,804
41.458447
-76.189036
0
16,849
2019-01-11 00:30:18
60,495,593,109
fraud_Padberg-Rogahn
entertainment
47.71
Randall
Dillon
M
4440 George Mills Suite 591
Dallas
TX
75,210
32.7699
-96.743
1,263,321
Television camera operator
1942-11-24
2f338ca71a584e23e48fc80ab501f17a
1,326,241,818
32.291047
-96.162246
0
16,850
2019-01-11 00:30:19
372,382,441,451,095
fraud_Schmidt and Sons
shopping_net
9.39
Brent
Terrell
M
502 Rice Plaza Apt. 979
Port Ewen
NY
12,466
41.8948
-73.9767
2,471
Heritage manager
1966-01-21
7fd8fe4bc569abb99598c3aabfc0e26c
1,326,241,819
41.935309
-73.034373
0
16,851
2019-01-11 00:31:09
4,587,577,161,160,601
fraud_Corwin-Gorczany
misc_net
831.16
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
a691a67f5540e032ec90ad27a02a5698
1,326,241,869
43.120648
-69.641815
1
16,852
2019-01-11 00:33:41
4,710,826,438,164,848,000
fraud_Williamson LLC
misc_pos
8.78
Juan
Henry
M
9795 Lori Island Suite 346
Turner
MT
59,542
48.8328
-108.3961
192
Further education lecturer
1964-01-04
e163a9b7b4311f77e14126c720bdbeea
1,326,242,021
49.73118
-107.708758
0
16,853
2019-01-11 00:37:12
345,933,964,507,467
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
76.22
Carol
Dillon
F
27479 Reeves Dale
Whaleyville
MD
21,872
38.4121
-75.2811
718
Regulatory affairs officer
1985-03-19
3ce1b8631962e8723e133e60647339cd
1,326,242,232
39.004608
-75.226741
0
16,854
2019-01-11 00:38:03
3,558,881,852,140,592
fraud_Reichert, Rowe and Mraz
shopping_net
17.81
Christopher
Holt
M
05597 Michael Spurs
Parks
AZ
86,018
35.2563
-111.95
759
Geologist, engineering
1957-03-28
425e841e1d97aed5101348659a20cab1
1,326,242,283
34.681765
-111.698765
0
16,855
2019-01-11 00:39:27
30,197,398,657,930
fraud_Jaskolski-Dibbert
grocery_net
41.54
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
3e4ca1db696dfc4c5b9a20b0bf61abfa
1,326,242,367
36.4568
-79.521875
0
16,856
2019-01-11 00:40:33
3,549,202,406,645,667
fraud_Swaniawski, Lowe and Robel
shopping_pos
7.63
Larry
Williams
M
6274 David Oval Suite 725
Scarborough
ME
4,074
43.5835
-70.3457
18,760
Make
1933-04-02
81387ff6ac2fe560360b665d04a03059
1,326,242,433
43.619108
-70.942351
0
16,857
2019-01-11 00:42:05
4,715,741,951,931,169,000
fraud_Nitzsche, Kessler and Wolff
shopping_pos
3.37
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
aae803b15a385bbb97fdc1070d6484e8
1,326,242,525
37.253433
-96.283241
0
16,858
2019-01-11 00:42:11
4,586,810,168,620,942
fraud_Schmitt Inc
gas_transport
67.39
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
29e7db45ef1ea36213f55a092786e476
1,326,242,531
31.687038
-80.647284
0
16,859
2019-01-11 00:42:47
4,066,595,222,529
fraud_Romaguera, Cruickshank and Greenholt
shopping_net
4.85
Jamie
Olson
F
3423 Michael Canyon Suite 276
River
KY
41,254
37.8795
-82.7251
571
Quarry manager
1931-03-07
6a7c43d131374a62fcb924036a937fc9
1,326,242,567
37.549739
-82.574985
0
16,860
2019-01-11 00:46:42
4,841,313,716,651,064
fraud_Fisher Inc
shopping_net
80.78
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
b6379b5d839085c0a0638485101421aa
1,326,242,802
43.933264
-72.288656
0
16,861
2019-01-11 00:47:32
4,988,304,376,504
fraud_Auer-West
shopping_net
5.85
William
Thompson
M
977 Rita Grove Apt. 000
Rock Tavern
NY
12,575
41.4575
-74.1659
2,258
Building surveyor
1937-03-17
1355e8a7a791d6623dd196dbcf5360b8
1,326,242,852
40.998775
-74.587044
0
16,862
2019-01-11 00:47:33
6,597,888,193,422,452
fraud_Olson, Becker and Koch
gas_transport
43.14
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
7b6cd9be0ec7d37d0442f69756897efd
1,326,242,853
34.257176
-98.376421
0
16,863
2019-01-11 00:51:28
3,567,527,758,368,741
fraud_Lehner, Mosciski and King
misc_net
159.18
Amanda
Vance
F
14601 Downs Skyway Apt. 440
Sterling City
TX
76,951
31.8351
-101.0017
1,143
Scientist, biomedical
1962-03-19
d17ed61dee41d67e1503aa2871040a08
1,326,243,088
32.307373
-101.340216
0
16,864
2019-01-11 00:52:27
378,278,619,832,195
fraud_Pagac LLC
shopping_pos
3.55
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
252ec1a10415189a5645ec7dbf32bf7e
1,326,243,147
44.567789
-124.006637
0
16,865
2019-01-11 00:55:12
346,273,234,529,002
fraud_Spinka Inc
grocery_net
85.25
Donna
Moreno
F
32301 Albert River Suite 364
Ronceverte
WV
24,970
37.7418
-80.4626
4,575
Statistician
1991-10-22
e99de9d6a2777cbcbffa2bb4b92cb546
1,326,243,312
37.422071
-79.553986
0
16,866
2019-01-11 00:55:51
213,113,028,819,344
fraud_Hamill-Daugherty
misc_net
93.21
Melanie
Jimenez
F
77944 Daniels Valley Suite 921
Camden
NY
13,316
43.3392
-75.7543
6,460
Building control surveyor
1959-09-27
d3092a4d5228d31cef47be2f3a3a56ca
1,326,243,351
42.743209
-75.706519
0
16,867
2019-01-11 00:55:54
342,351,256,941,125
fraud_Pacocha-O'Reilly
grocery_pos
190.64
Rebecca
Obrien
F
5619 Mendoza Inlet
Juliette
GA
31,046
33.1194
-83.8235
3,343
Theatre manager
1990-06-08
64ce9e9c2c11d921dc20109306a2780e
1,326,243,354
32.1549
-83.848586
0
16,868
2019-01-11 00:56:08
4,707,867,759,656,333
fraud_Cole PLC
grocery_pos
125.79
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
650a2ce638e82714500ff2eee4a47a4f
1,326,243,368
36.07328
-83.949054
0
16,869
2019-01-11 00:57:05
2,348,245,054,386,329
fraud_Kovacek, Dibbert and Ondricka
grocery_pos
299.98
Justin
Gay
M
268 Hayes Rue Suite 811
Harborcreek
PA
16,421
42.1767
-79.9416
2,518
Event organiser
1946-02-02
db28b3f017c69daa818f6e928759d75c
1,326,243,425
41.339602
-79.518084
1
16,870
2019-01-11 00:57:57
375,848,982,312,810
fraud_Schultz, Simonis and Little
grocery_pos
106.11
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
720bbd6dcce65a5948296c1c2dea736c
1,326,243,477
30.908112
-98.434913
0
16,871
2019-01-11 00:58:46
4,450,831,335,606,294
fraud_Raynor, Feest and Miller
gas_transport
61.19
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
b7d44533d2fec4f4797bc6c458813d88
1,326,243,526
33.597822
-95.571171
0
16,872
2019-01-11 00:58:51
4,666,314,527,820,883,000
fraud_Herzog Ltd
misc_pos
29.48
Guy
Thompson
M
5812 Ramos Oval Suite 598
Ravenna
NE
68,869
41.0233
-98.9041
2,202
Solicitor, Scotland
1974-06-21
29bdf21596c7a41a4aed21bb4d07d553
1,326,243,531
41.642775
-99.555425
0
16,873
2019-01-11 00:59:15
6,011,679,934,075,347
fraud_Kerluke PLC
misc_net
3.17
Jennifer
Gonzalez
F
5517 Stacy Land
Jelm
WY
82,063
41.0539
-106.0763
100
Public librarian
1974-04-16
daac582e18f7075fb62b78eb06c3f208
1,326,243,555
41.588223
-106.488834
0
16,874
2019-01-11 00:59:51
3,513,285,035,244,624
fraud_Reynolds-Schinner
misc_pos
35.76
Ariana
Campbell
F
50932 Neal Valley
Daniels
WV
25,832
37.7256
-81.1087
3,994
Biochemist, clinical
1936-11-05
81684aec6a327c547576004f73060ee5
1,326,243,591
37.247035
-81.177845
0
16,875
2019-01-11 01:00:23
4,457,732,997,086,323,700
fraud_Boehm, Predovic and Reinger
misc_pos
38.99
Stanley
Mayo
M
3433 Jones Branch
Fiddletown
CA
95,629
38.5234
-120.6763
832
Immigration officer
1987-05-19
3ac10a77acf10623e331033d87b709cc
1,326,243,623
38.113948
-120.422857
0
16,876
2019-01-11 01:01:13
4,514,242,065,619,750
fraud_Friesen-D'Amore
gas_transport
50.91
Janet
Carpenter
F
9870 Collins Flat
Laramie
WY
82,072
41.4247
-105.4781
35,371
Pilot, airline
1988-09-02
939cdfdb7c8929dffbd4c13bf128fd63
1,326,243,673
42.256216
-106.275918
0
16,877
2019-01-11 01:03:02
4,839,615,922,685,395
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
158.95
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
99ae441658acd0584b2d33b0e2229c59
1,326,243,782
39.674303
-86.363912
0
16,878
2019-01-11 01:04:19
374,497,717,543,058
fraud_Watsica, Haag and Considine
shopping_pos
9.25
Linda
Hurst
F
31701 Tucker Square Suite 893
Wilton
ND
58,579
47.1709
-100.7944
1,190
Designer, ceramics/pottery
1948-06-30
3ae1083c7017c087d275a800e394808b
1,326,243,859
47.52395
-100.558321
0
16,879
2019-01-11 01:04:52
4,587,577,161,160,601
fraud_Goodwin-Nitzsche
grocery_pos
353.06
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
47a9c92b12428de61870a8f0d754e654
1,326,243,892
43.280956
-69.003587
1
16,880
2019-01-11 01:08:29
4,707,867,759,656,333
fraud_Welch Inc
misc_net
1.64
Susan
Shah
F
9016 Jordan Bypass Apt. 516
Cranks
KY
40,820
36.7558
-83.1838
581
Psychologist, counselling
1967-02-04
384462d3300c40f1c19432a92d7ad73c
1,326,244,109
36.792057
-83.662801
0
16,881
2019-01-11 01:08:59
676,326,610,042
fraud_Miller-Hauck
grocery_pos
217.63
Jacqueline
Caldwell
F
54220 April Union Suite 403
Riverview
MI
48,193
42.1782
-83.2461
15,623
Writer
1993-11-02
d3d1f9c34e7a6d5b33efdbf00a26200c
1,326,244,139
41.907706
-83.148257
0
16,882
2019-01-11 01:09:14
4,755,696,071,492
fraud_Friesen-Stamm
gas_transport
88.95
Robert
Evans
M
01892 Patricia Vista Apt. 828
Sachse
TX
75,048
32.9643
-96.6012
20,328
Site engineer
1985-06-20
1a0279cc3565a9d318cbf1aed8ab15b9
1,326,244,154
33.49605
-97.09782
0
16,883
2019-01-11 01:13:15
4,783,226,709,001
fraud_Bartoletti-Wunsch
gas_transport
59.98
Jessica
Garcia
F
13108 Jennifer Passage
Mc Cracken
KS
67,556
38.5957
-99.554
320
Film/video editor
1961-04-22
cb12c16ab44d0e89f06b654d70eaa2eb
1,326,244,395
38.492575
-99.258407
0
16,884
2019-01-11 01:13:15
3,560,697,798,177,746
fraud_Reinger, Weissnat and Strosin
food_dining
44.54
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
92521b629aaf9b5d0f25d28eb7e216f9
1,326,244,395
33.763851
-116.327231
0
16,885
2019-01-11 01:15:14
6,011,367,958,204,270
fraud_Wisozk and Sons
misc_pos
2.1
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
e443b351c01a64e93dc028c5cfbcd41b
1,326,244,514
41.208698
-80.848402
0
16,886
2019-01-11 01:22:53
3,540,210,836,308,425
fraud_Greenfelder, Bartoletti and Davis
misc_net
72.07
Steven
Yoder
M
94975 David Mews Apt. 316
Summerfield
TX
79,085
34.7437
-102.5064
53
Fisheries officer
1992-06-19
6637bcb4dbfd53b129144e39bb94a768
1,326,244,973
33.963194
-102.641356
0
16,887
2019-01-11 01:23:36
4,328,928,491,302,401
fraud_Wisozk and Sons
misc_pos
16.63
Margaret
Ray
F
927 Cummings Manor Suite 318
Greendale
WI
53,129
42.9373
-87.9943
13,973
Logistics and distribution manager
1981-05-06
a06aee330c999757fa089c32a2627bef
1,326,245,016
42.299491
-87.886912
0
16,888
2019-01-11 01:26:25
2,256,234,701,263,057
fraud_Dickinson Ltd
misc_pos
9.51
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
de9b0d193a5fa0cfb2bd3365c18751f5
1,326,245,185
43.844825
-71.757686
0
16,889
2019-01-11 01:27:08
349,612,764,943,496
fraud_Rau and Sons
grocery_pos
87.05
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
f9399e324ba788af42f7c33cd6352150
1,326,245,228
37.835137
-83.803897
0
16,890
2019-01-11 01:27:29
347,073,228,412,010
fraud_Williamson LLC
misc_pos
37.03
Ryan
Johnson
M
40178 Lisa Mission
Alva
WY
82,711
44.6873
-104.4414
110
Administrator, local government
1973-05-16
b3dbc0fbf938eec5aca4e534bca51b6a
1,326,245,249
43.89411
-105.151487
0
16,891
2019-01-11 01:27:43
5,596,347,693,144,598
fraud_Haley, Jewess and Bechtelar
shopping_pos
9.7
Joseph
Moody
M
5901 Foster Pine
Kenner
LA
70,062
29.9912
-90.2479
68,211
Engineer, petroleum
1941-04-23
a5e2c15e4cc79c040d74375354a2099f
1,326,245,263
30.572652
-90.74626
0
16,892
2019-01-11 01:27:59
4,239,552,724,014,407
fraud_Jast and Sons
food_dining
68.44
Carl
Hernandez
M
9134 Darryl Flat Suite 916
Paulding
OH
45,879
41.141
-84.5722
6,284
Secondary school teacher
1936-03-27
56a06286f84d5359fc53a3f7722ced21
1,326,245,279
42.030288
-85.17372
0
16,893
2019-01-11 01:30:12
4,587,577,161,160,601
fraud_Pfeffer and Sons
shopping_pos
846.52
Tina
Lawrence
F
12444 Jacob Pines
Nobleboro
ME
4,555
44.0943
-69.4828
1,643
Financial trader
1976-04-12
7a7503c87a01a00bacb179c9245fc4ee
1,326,245,412
43.427383
-69.409292
1
16,894
2019-01-11 01:30:37
4,599,735,407,877,245,000
fraud_Kilback LLC
food_dining
40.6
Mary
Myers
F
39787 Pamela Fall Suite 639
Tiptonville
TN
38,079
36.3846
-89.4649
5,577
Geochemist
1964-12-30
cd9921b7da61d673ca589dc682172bd9
1,326,245,437
36.580134
-88.816106
0
16,895
2019-01-11 01:31:42
213,156,747,557,083
fraud_Berge LLC
gas_transport
65.97
Adam
Santos
M
725 Jo Trace Apt. 102
Glendale
CA
91,206
34.1556
-118.2322
172,817
Advertising account planner
1982-07-30
e5d0e192535e68907ea8e610b44701d2
1,326,245,502
34.091991
-117.360518
0
16,896
2019-01-11 01:31:59
30,442,439,074,871
fraud_Schmitt Ltd
misc_net
147.93
Linda
Sanchez
F
6574 William Hill Apt. 375
Jermyn
PA
18,433
41.5744
-75.5881
6,508
Training and development officer
1981-06-22
a7c9a29363bb7b1a4e34295ff66595b0
1,326,245,519
40.976657
-74.920065
0
16,897
2019-01-11 01:32:51
6,547,670,341,037,171
fraud_Turner and Sons
shopping_pos
8.64
Bryce
Joseph
M
148 Baker Field
Chester Heights
PA
19,017
39.8839
-75.4669
348
Management consultant
1945-05-05
4445dd333050b5882622eade52b81e8c
1,326,245,571
40.008879
-75.782798
0
16,898
2019-01-11 01:33:57
3,540,017,235,499,519
fraud_McCullough Group
grocery_net
54.58
Lawrence
Frost
M
82448 Tucker Cliff
Kittery Point
ME
3,905
43.0976
-70.7121
1,780
Broadcast engineer
1983-01-21
2fb7c7d5a772cf565d88f0a7fba640f1
1,326,245,637
42.450119
-70.388823
0
16,899
2019-01-11 01:34:04
3,517,527,805,128,735
fraud_Bartoletti-Wunsch
gas_transport
75.34
Tracy
Conway
F
6778 Campos Field
Bonfield
IL
60,913
41.1573
-88.0619
1,617
Medical secretary
1990-04-25
1ebdbbda2b0fea411adb3853c912b914
1,326,245,644
40.266746
-87.389832
0