Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
1,286,700
2020-06-16 23:59:32
4,642,894,980,163
fraud_Collier LLC
home
1.39
Eddie
Mendez
M
1831 Faith View Suite 653
Clarinda
IA
51,632
40.7491
-95.038
7,297
IT trainer
1990-07-13
154b7f620feb14c7cc87996096f8e0ed
1,371,427,172
41.597508
-95.902337
0
1,286,701
2020-06-16 23:59:37
3,559,723,917,628,303
fraud_Larson-Moen
entertainment
77.92
Matthew
Huerta
M
622 Williams Trafficway
Ringwood
IL
60,072
42.4048
-88.3054
928
Outdoor activities/education manager
1985-05-13
5e963f63a18e9d75568d8195af1bab8f
1,371,427,177
41.942961
-87.707483
0
1,286,702
2020-06-17 00:00:18
4,961,003,488,432,306
fraud_Streich, Hansen and Veum
gas_transport
70.81
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
af0ca5e881c00bc1c7bfd51251a725ce
1,371,427,218
41.064691
-75.238644
0
1,286,703
2020-06-17 00:01:20
4,505,383,113,689
fraud_Bins, Balistreri and Beatty
shopping_pos
5.86
Alicia
Hawkins
F
507 John Overpass Suite 424
Harwood
MD
20,776
38.8582
-76.6145
3,289
Quantity surveyor
1933-03-15
65d96be456a41f3b2f614d098e0bcfd1
1,371,427,280
39.805565
-77.528936
0
1,286,704
2020-06-17 00:04:15
4,651,007,077,623,147
fraud_Deckow-O'Conner
grocery_pos
163.14
Andrea
Lewis
F
43075 Cohen Shoals
Ashford
WA
98,304
46.7531
-121.9898
759
Video editor
1956-09-14
daf857186deb607b41845b391d254d8d
1,371,427,455
46.222797
-121.34054
0
1,286,705
2020-06-17 00:05:54
30,501,624,614,310
fraud_Rutherford-Mertz
grocery_pos
100.14
Amanda
Smith
F
180 Graves Shore
Scotia
SC
29,939
32.6786
-81.2455
302
Magazine features editor
1973-05-04
578bb54799e2e0ece4d8508747765ef5
1,371,427,554
32.202393
-81.483881
0
1,286,706
2020-06-17 00:06:49
570,273,151,375
fraud_Hills-Witting
shopping_net
8.91
Peter
Edwards
M
96122 Steven Flat
Allentown
GA
31,003
32.6064
-83.2095
112
Lecturer, higher education
1965-02-03
17411489a6f0c124cc84dd854766f844
1,371,427,609
32.042098
-83.339878
0
1,286,707
2020-06-17 00:08:26
639,023,984,367
fraud_Huel Ltd
misc_net
116.39
Destiny
Lowe
F
79472 Stevens Trace Apt. 120
Hannawa Falls
NY
13,647
44.6087
-74.9732
69
Chief Executive Officer
1991-06-05
313ff8fa035619da9c690d57f3b78660
1,371,427,706
44.908371
-75.034045
0
1,286,708
2020-06-17 00:09:01
2,229,824,890,647,120
fraud_Moore, Dibbert and Koepp
misc_net
5.31
Walter
Blair
M
44951 Williams Brooks
Pearlington
MS
39,572
30.2508
-89.6011
1,414
Therapist, occupational
1958-02-17
a987bbf7dab834677f00b6e14f434b2c
1,371,427,741
30.582439
-90.385027
0
1,286,709
2020-06-17 00:10:29
6,011,149,206,456,997
fraud_Moen, Reinger and Murphy
grocery_pos
110.84
Jeffrey
White
M
8617 Holmes Terrace Suite 651
Tuscarora
MD
21,790
39.2667
-77.5101
100
Production assistant, television
1979-12-11
879c7432b119cf37fd766cfaca2cf084
1,371,427,829
38.70245
-76.741114
0
1,286,710
2020-06-17 00:10:56
377,993,105,397,617
fraud_Bernhard Inc
gas_transport
49.97
Nathan
Martinez
M
586 Thomas Cliffs
Oconto Falls
WI
54,154
44.8755
-88.1555
5,548
Mining engineer
1975-09-11
9776fe4644974f16806a3d59939d7a51
1,371,427,856
45.333621
-87.281272
0
1,286,711
2020-06-17 00:15:20
4,550,599,031,376,731
fraud_Gutmann-Upton
misc_pos
44.87
Angela
West
F
9471 Wong Islands
Mansfield
OH
44,902
40.7559
-82.5123
92,985
Press photographer
1968-05-29
bb28f2f371660bf5b1c67678205f94d0
1,371,428,120
40.188244
-82.482855
0
1,286,712
2020-06-17 00:15:43
2,356,276,337,669,917
fraud_Cassin-Harvey
grocery_net
36.61
Benjamin
Harris
M
0881 Lori Pines
Chester
MD
21,619
38.9583
-76.2842
5,848
Paediatric nurse
1981-02-15
b68ca74744b6d0af13e6f376006d756f
1,371,428,143
38.295888
-76.273982
0
1,286,713
2020-06-17 00:16:21
4,839,043,708,100,390
fraud_Harris, Gusikowski and Heaney
grocery_net
26.48
Meredith
Campbell
F
043 Hanson Turnpike
Hedrick
IA
52,563
41.1826
-92.3097
1,583
Geochemist
1999-06-28
70e2080dfef292d6aafef5b94ade3fa6
1,371,428,181
41.013539
-92.801222
0
1,286,714
2020-06-17 00:16:24
2,256,234,701,263,057
fraud_Conroy Ltd
shopping_pos
5.95
Christopher
Grimes
M
39631 Dunn Radial
Grantham
NH
3,753
43.5103
-72.1334
2,971
Charity fundraiser
1948-04-11
d56061bdcb63944865d9628c85ee8956
1,371,428,184
43.219709
-72.646009
0
1,286,715
2020-06-17 00:16:45
375,848,982,312,810
fraud_Wolf Inc
grocery_pos
156.8
Dale
Smith
M
25036 Contreras Turnpike Suite 270
Purmela
TX
76,566
31.4841
-97.9903
258
Web designer
1943-12-15
8ab272dd7b6a3a4e274098a81e2ea60c
1,371,428,205
30.927913
-98.987446
0
1,286,716
2020-06-17 00:17:06
4,810,839,835,482,794,000
fraud_Mosciski, Gislason and Mertz
grocery_pos
80.69
Carolyn
Perez
F
433 Blake Roads Suite 967
Wheaton
MO
64,874
36.7651
-94.0492
760
Production manager
1985-08-31
d4d66a856cf81e329f2a9bc8d3bc9d5b
1,371,428,226
35.961364
-93.539747
0
1,286,717
2020-06-17 00:17:18
5,456,712,664,803,820
fraud_Ledner-Pfannerstill
gas_transport
28.17
Pamela
Matthews
F
36659 Smith Club Apt. 080
Llano
NM
87,543
36.1486
-105.6648
247
Architectural technologist
1961-10-24
1a4aa3cbabb7add4b99202170f9c000a
1,371,428,238
37.111464
-106.205914
0
1,286,718
2020-06-17 00:18:41
2,233,882,705,243,596
fraud_Moen, Reinger and Murphy
grocery_pos
128.56
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
6a5167c85d6505e7c4f6b5247534b4ba
1,371,428,321
34.164314
-89.64472
0
1,286,719
2020-06-17 00:20:21
3,531,129,874,770,000
fraud_Christiansen-Gusikowski
misc_pos
180.27
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
33b0c1ddc67e3d2c1e29abaac849aab3
1,371,428,421
42.835743
-72.754748
0
1,286,720
2020-06-17 00:20:24
6,011,399,591,920,186
fraud_Heidenreich PLC
grocery_pos
80.48
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
f88b92792d8180fe7e5016f27810f273
1,371,428,424
42.606283
-73.316763
0
1,286,721
2020-06-17 00:21:49
4,736,845,434,667,908,000
fraud_Streich, Dietrich and Barton
shopping_net
4.6
Toni
Gomez
F
062 Carl Dam
Altona
NY
12,910
44.8816
-73.6408
2,148
Surveyor, land/geomatics
1953-05-23
89521bab081c849d968db52fde8032b4
1,371,428,509
44.681148
-73.28021
0
1,286,722
2020-06-17 00:22:46
349,612,764,943,496
fraud_Reichert, Rowe and Mraz
shopping_net
84
Xavier
Beltran
M
61107 Edwards Dam Apt. 463
Big Creek
KY
40,914
37.1046
-83.5706
467
Psychologist, forensic
1984-06-04
aee48c77801e3f157d82b91de8457107
1,371,428,566
37.173268
-83.80208
0
1,286,723
2020-06-17 00:25:07
4,225,990,116,481,262,600
fraud_Deckow-O'Conner
grocery_pos
109.88
Brian
Simpson
M
2711 Duran Pines
Honokaa
HI
96,727
20.0827
-155.488
4,878
Physiotherapist
1966-12-03
a2a7d2fce71f09d062ff9ee90060d641
1,371,428,707
20.480689
-154.96558
0
1,286,724
2020-06-17 00:28:15
3,558,652,751,678,952
fraud_Lehner, Mosciski and King
misc_net
6.54
Teresa
Blankenship
F
6638 Lucero Mill Suite 952
Karnack
TX
75,661
32.6205
-94.2
2,807
Chiropodist
1931-01-26
e2394613a9f3f33b3f8462a2318ff174
1,371,428,895
33.458236
-95.140362
0
1,286,725
2020-06-17 00:30:23
341,546,199,006,537
fraud_DuBuque LLC
grocery_pos
148.29
Mark
Brown
M
8580 Moore Cove
Wales
AK
99,783
64.7556
-165.6723
145
Administrator, education
1939-11-09
a059ed3acd5a1e88bd688b971bd23f58
1,371,429,023
63.775671
-165.731883
0
1,286,726
2020-06-17 00:31:13
344,342,339,068,828
fraud_Greenholt, O'Hara and Balistreri
shopping_net
65.32
Ruth
Fuller
F
37732 Joe Courts Apt. 752
Darien
GA
31,305
31.3826
-81.4312
5,989
Tax adviser
1967-05-05
b704807946e4fdd4091e9380a1d807f3
1,371,429,073
31.443203
-81.524002
0
1,286,727
2020-06-17 00:31:34
3,540,862,542,587,229
fraud_Fisher Inc
shopping_net
7.06
Nancy
Roach
F
376 Brown Courts
Yellowstone National Park
WY
82,190
44.7957
-110.6137
369
Materials engineer
1941-11-16
8deeabeb3eced4685543d97f4bfd7c3b
1,371,429,094
44.581691
-111.100521
0
1,286,728
2020-06-17 00:31:37
30,103,132,002,433
fraud_Kutch and Sons
grocery_pos
205.44
Stephanie
Middleton
F
99736 Rose Shoals Apt. 504
Morrisdale
PA
16,858
41.0001
-78.2357
3,688
Dispensing optician
1987-10-26
ab4010b49c9f30b50047bbd60c3cb1ce
1,371,429,097
40.827454
-78.372497
0
1,286,729
2020-06-17 00:33:41
3,527,536,963,490,470
fraud_Reichert, Huels and Hoppe
shopping_net
1,167.06
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
4e4e626b019593d1203c7b3e06fdefd2
1,371,429,221
32.516742
-80.992931
1
1,286,730
2020-06-17 00:34:39
4,010,002,218,955,876
fraud_Boehm, Predovic and Reinger
misc_pos
21.7
Jennifer
Bishop
F
589 Matthew Brooks
Houston
TX
77,026
29.7972
-95.3288
2,906,700
Animator
1983-08-24
f64445ffbde4a52a5d514100cd2f5644
1,371,429,279
28.840387
-94.471339
0
1,286,731
2020-06-17 00:35:26
60,495,593,109
fraud_Sporer Inc
gas_transport
66.56
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
47db3a687af0d43467311694caed2c3e
1,371,429,326
32.881953
-97.414607
0
1,286,732
2020-06-17 00:37:50
4,449,530,933,957,323
fraud_Parisian and Sons
gas_transport
56.18
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
f5dd7af83a069f395f730bd43c42ad9e
1,371,429,470
38.444225
-122.365347
0
1,286,733
2020-06-17 00:38:26
213,161,869,125,933
fraud_Haley Group
misc_pos
2.29
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
097d63aa5f4ddbee3f8f6f6b8a78ec87
1,371,429,506
43.922556
-70.174638
0
1,286,734
2020-06-17 00:39:50
3,592,931,352,252,641
fraud_Williamson LLC
misc_pos
322.98
Dylan
Garcia
M
923 Jordan Road
Afton
MN
55,001
44.8696
-92.8234
2,916
Barrister's clerk
1935-06-29
4a1ef7c150612bf2985fa9aba62b2705
1,371,429,590
45.855765
-91.989449
0
1,286,735
2020-06-17 00:41:47
4,427,805,710,168
fraud_Erdman-Kertzmann
gas_transport
56.57
Michelle
Rodriguez
F
1742 Brandon Squares Apt. 461
Ruidoso
NM
88,355
33.3305
-105.6933
8,874
Licensed conveyancer
2000-08-16
d8a17314f43359f61b2c8257e07c150c
1,371,429,707
34.069484
-104.75555
0
1,286,736
2020-06-17 00:42:17
4,155,021,259,183,870
fraud_Ledner-Pfannerstill
gas_transport
48.1
Renee
Parrish
F
174 Jennifer Meadow Apt. 467
Mountain Park
OK
73,559
34.7032
-98.9591
540
Research scientist (life sciences)
1983-10-12
dcb00dfa8f88238531f8b55e7f0fb541
1,371,429,737
35.095232
-99.425814
0
1,286,737
2020-06-17 00:42:40
4,220,495,028,289,516,500
fraud_Nicolas, Hills and McGlynn
entertainment
21.07
Bethany
Andrade
F
7898 Wanda Springs
Corona
CA
92,882
33.8419
-117.6043
233,717
Wellsite geologist
1966-05-22
ee44cad12a892fc1ce6ce1d4df610b8b
1,371,429,760
33.798995
-118.260731
0
1,286,738
2020-06-17 00:42:46
676,372,984,911
fraud_Eichmann, Bogan and Rodriguez
gas_transport
69.86
Vicki
Mendoza
F
3645 Atkins Island Apt. 238
Esbon
KS
66,941
39.7562
-98.4462
242
Tourism officer
1987-07-18
92c9a935077a02d29d7adc49e5f437d2
1,371,429,766
40.511466
-98.216427
0
1,286,739
2020-06-17 00:43:02
4,464,457,352,619
fraud_Dooley-Thompson
misc_net
103.86
Breanna
Rodriguez
F
118 Cabrera Springs Apt. 105
Lanark Village
FL
32,323
29.8826
-84.5964
217
Television production assistant
1990-01-24
d328fa85a325d6049e7f171e118bbbe2
1,371,429,782
30.094088
-85.013129
0
1,286,740
2020-06-17 00:43:05
4,561,892,980,175
fraud_Auer-West
shopping_net
293.17
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
1131a27574e0f5a3834639d74904818c
1,371,429,785
39.138572
-85.418345
0
1,286,741
2020-06-17 00:43:11
213,157,767,990,030
fraud_Corwin-Gorczany
misc_net
234.76
Tara
Campbell
F
05050 Rogers Well Apt. 439
Rock Springs
WY
82,901
41.606
-109.23
27,971
Music therapist
1984-08-01
e94d2e934450f4285ad948683160a23c
1,371,429,791
42.353978
-109.500355
0
1,286,742
2020-06-17 00:45:00
3,521,417,320,836,166
fraud_Christiansen, Goyette and Schamberger
gas_transport
89.69
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
50f7bb4fbfb9e00cd939f9850ee68dd7
1,371,429,900
40.021114
-86.530206
0
1,286,743
2020-06-17 00:46:12
4,169,388,510,116
fraud_Schumm PLC
shopping_net
1.6
Marcia
Molina
F
6744 Jimmy Extensions
Port Gibson
NY
14,537
43.033
-77.1575
207
Database administrator
1962-09-27
73fc6cff86959cfbe8bc0453c8987fea
1,371,429,972
43.454755
-76.766236
0
1,286,744
2020-06-17 00:46:33
4,972,228,199,573,984
fraud_Yost, Block and Koepp
misc_pos
6.74
Brian
Hogan
M
3316 Cindy Land
Lane
OK
74,555
34.2691
-95.9685
861
Quantity surveyor
1960-04-08
c639d35bb5c52353c6d7dd30a9c81445
1,371,429,993
35.181174
-96.766952
0
1,286,745
2020-06-17 00:47:28
6,528,911,529,051,375
fraud_Rowe, Batz and Goodwin
grocery_pos
130.59
Diane
Smith
F
195 Murray Overpass Apt. 384
Winter
WI
54,896
45.8327
-91.0144
1,478
Neurosurgeon
1965-04-27
fa8d654b3f5cef328b9f5e96db3ddbd9
1,371,430,048
45.27343
-90.222511
0
1,286,746
2020-06-17 00:47:34
4,961,003,488,432,306
fraud_Ledner-Pfannerstill
gas_transport
45.28
Stacy
Walsh
F
324 Donna Ridge Suite 651
Cressona
PA
17,929
40.6284
-76.195
1,606
Ecologist
1966-05-10
08eda433ef5d95c92fdfa4c917021dad
1,371,430,054
40.124988
-76.731131
0
1,286,747
2020-06-17 00:47:44
213,173,753,804,333
fraud_Pagac LLC
shopping_pos
5.03
Joseph
Wagner
M
822 Austin Spur
North Judson
IN
46,366
41.2244
-86.6966
5,791
Doctor, general practice
1959-10-07
f6723cefe5447f317e84f34a8bd1a360
1,371,430,064
41.413724
-85.900739
0
1,286,748
2020-06-17 00:48:41
343,472,729,187,663
fraud_Reilly, Heaney and Cole
gas_transport
44.29
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
90ab8e7b1e905cd3ebc81705d54d0cd2
1,371,430,121
44.161708
-70.82625
0
1,286,749
2020-06-17 00:50:09
4,841,313,716,651,064
fraud_Lebsack and Sons
misc_net
91.55
Omar
Gay
M
2161 Blankenship Freeway
West Hartford
VT
5,084
43.7185
-72.4439
140
Development worker, community
1989-10-28
15cf9d9fc0d8ea2df296c136bb349ed6
1,371,430,209
42.917503
-72.78833
0
1,286,750
2020-06-17 00:50:56
213,193,596,103,206
fraud_Heathcote, Yost and Kertzmann
shopping_net
111.47
James
Hunt
M
7369 Gabriel Tunnel
Pointe Aux Pins
MI
49,775
45.7549
-84.447
95
Electrical engineer
1994-02-09
d4f142a25b8efccdc3da9eed290c1912
1,371,430,256
46.70365
-84.64031
0
1,286,751
2020-06-17 00:51:09
4,482,427,013,979,020
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
100.66
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
9078de5eef5e3d85fa814b20e40a04a9
1,371,430,269
38.193258
-82.578692
0
1,286,752
2020-06-17 00:51:25
4,862,293,128,558
fraud_Metz-Boehm
shopping_pos
2.4
Elizabeth
Payne
F
897 Daugherty Mission
Grassflat
PA
16,839
41.0036
-78.1104
489
Pension scheme manager
1956-09-15
6d2915488c06b42596ff15a5e86fe063
1,371,430,285
40.493204
-78.949316
0
1,286,753
2020-06-17 00:51:36
4,715,741,951,931,169,000
fraud_Kiehn Inc
grocery_pos
193.76
Robert
Drake
M
463 Willie Estates
Burbank
OK
74,633
36.6966
-96.7869
471
Sub
1941-03-30
331aab60fa6e2a199cabfaeca6535728
1,371,430,296
36.955128
-97.257027
0
1,286,754
2020-06-17 00:51:45
3,500,165,543,009,955
fraud_Tromp, Kerluke and Glover
grocery_net
34.07
Ricky
Dunn
M
97689 Davis Point Apt. 967
Detroit
MI
48,214
42.3669
-82.9938
673,342
Health visitor
1983-09-02
e6da8d70ede66bf4a6a331ca326f820c
1,371,430,305
42.870624
-83.411424
0
1,286,755
2020-06-17 00:56:36
3,527,536,963,490,470
fraud_Rau and Sons
grocery_pos
369.32
Teresa
Stein
F
2838 White Fields Apt. 473
Brunson
SC
29,911
32.9413
-81.1807
1,725
Social researcher
1974-12-05
b37d7eecbc5fdf5192004749efd9c624
1,371,430,596
33.236714
-82.066599
1
1,286,756
2020-06-17 00:56:37
630,469,040,731
fraud_Pouros-Conroy
shopping_pos
9.27
Meredith
Ayala
F
7107 Henderson Station
Cascade Locks
OR
97,014
45.671
-121.8686
1,288
Barrister
1936-05-01
40bacfdb33c83455e628234d3f7e9622
1,371,430,597
46.59258
-122.241465
0
1,286,757
2020-06-17 00:57:02
30,030,380,240,193
fraud_Fisher-Schowalter
shopping_net
102.56
William
Jenkins
M
50614 Kevin Point
Harper
TX
78,631
30.2816
-99.241
2,395
Pharmacist, community
1993-11-17
b42b1c7074e85887c8bc9ff2084f2f57
1,371,430,622
29.987776
-98.267626
0
1,286,758
2020-06-17 00:57:49
38,057,513,087,029
fraud_Bartoletti-Wunsch
gas_transport
58.5
Marissa
Clark
F
2677 Byrd Village Suite 035
San Jose
CA
95,148
37.3304
-121.7913
973,849
Geoscientist
1997-01-18
9b12c26fd89465a7dffc686bccd02e66
1,371,430,669
37.862226
-122.364655
0
1,286,759
2020-06-17 00:57:51
3,568,255,211,412,877
fraud_Kerluke PLC
misc_net
1.91
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
43fd6bb8594a53d5eb95920ddac150b4
1,371,430,671
41.060812
-84.388005
0
1,286,760
2020-06-17 01:00:07
4,629,451,965,224,809
fraud_Christiansen, Goyette and Schamberger
gas_transport
57.35
Karen
Warren
F
4900 Curtis Gardens Suite 952
Hahira
GA
31,632
30.9416
-83.3574
10,295
Teacher, special educational needs
1997-12-26
da097fac9fa85107ff166ddb3d153563
1,371,430,807
31.317304
-82.490963
0
1,286,761
2020-06-17 01:00:22
3,560,336,828,629,935
fraud_Predovic Inc
shopping_net
7.2
Christopher
White
M
13613 Hammond Ferry
Clutier
IA
52,217
42.0789
-92.3763
590
Embryologist, clinical
1953-03-30
31a7893b8df95a8e743e55983b4e1f02
1,371,430,822
41.414019
-92.010516
0
1,286,762
2020-06-17 01:02:55
30,343,344,410,970
fraud_Parker, Nolan and Trantow
entertainment
2.94
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
190a3531cbc3f311c2fac0aca41e56f0
1,371,430,975
40.988453
-78.259786
0
1,286,763
2020-06-17 01:03:15
3,559,160,581,764,413
fraud_Kiehn-Emmerich
grocery_pos
86.42
Allen
Bell
M
70147 Amanda Fields
Saint Bonaventure
NY
14,778
42.2701
-78.6847
1,453
Toxicologist
1974-02-15
be54f72cfac1907a4bfa9a4bab3eac4d
1,371,430,995
42.850791
-78.290569
0
1,286,764
2020-06-17 01:07:08
30,442,439,074,871
fraud_Casper, Hand and Zulauf
grocery_pos
202.03
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
c8311bd12c1d2db9ef3351177c279aae
1,371,431,228
41.254316
-75.478365
0
1,286,765
2020-06-17 01:07:54
503,874,407,318
fraud_Kuhic Inc
grocery_pos
78.53
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
ebcc472abe5125562c2e7ddd8e754590
1,371,431,274
29.459598
-98.986033
0
1,286,766
2020-06-17 01:09:26
4,210,078,554,961,359,000
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
1.61
Valerie
Clark
F
7402 West Ranch
Lowell
OR
97,452
43.921
-122.7806
1,420
Systems analyst
1965-11-11
69a2546eedc227c5a6fd112698ad1391
1,371,431,366
43.810122
-123.039569
0
1,286,767
2020-06-17 01:13:08
4,265,776,278,887,457
fraud_Friesen-D'Amore
gas_transport
75.68
Christine
Best
F
68248 Deanna Land
Enola
AR
72,047
35.2087
-92.2123
969
Physicist, medical
1954-01-05
ecced7fbc70733225daf5f9845aa8f5a
1,371,431,588
34.859816
-91.321132
0
1,286,768
2020-06-17 01:13:24
30,235,268,718,158
fraud_Prohaska-Murray
gas_transport
59.21
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
1d27d22b613360de8fe45dcb2571666b
1,371,431,604
40.487211
-73.791612
0
1,286,769
2020-06-17 01:14:12
3,546,897,637,165,774
fraud_Barton Inc
grocery_pos
130.19
Kayla
Obrien
F
7921 Robert Port Suite 343
Prairie Hill
TX
76,678
31.6591
-96.8094
263
Barrister
1956-05-30
c86466b1b4fb5218745077808672acc1
1,371,431,652
31.212464
-96.639166
0
1,286,770
2020-06-17 01:14:19
377,234,009,633,447
fraud_Lockman, West and Runte
grocery_pos
149.48
Theresa
Blackwell
F
43576 Kristina Islands
Shenandoah Junction
WV
25,442
39.3716
-77.8229
1,925
Systems developer
1966-02-14
3ffb17c1bec48db31fd799e2b94e71c6
1,371,431,659
38.376171
-78.7181
0
1,286,771
2020-06-17 01:14:55
4,260,128,500,325
fraud_Bahringer-Larson
grocery_net
22.62
Whitney
Gallagher
F
0374 Courtney Islands Apt. 400
Deane
KY
41,812
37.2409
-82.7696
230
Conservation officer, historic buildings
1997-08-04
4355d54b9ce13908b12e071ea5bf08f8
1,371,431,695
36.271487
-83.470544
0
1,286,772
2020-06-17 01:15:32
630,425,673,344
fraud_Kuhic Inc
grocery_pos
123.03
Bryan
Miller
M
411 Laurie Fords
Cass
WV
24,927
38.388
-79.9906
365
Special effects artist
1970-03-14
a04c5b3081d09adb0900c7738e7faaf3
1,371,431,732
37.574762
-80.643656
0
1,286,773
2020-06-17 01:16:17
30,118,423,745,458
fraud_Runolfsson and Sons
grocery_net
35.71
Jared
Velazquez
M
01479 Murray Circle
Matawan
NJ
7,747
40.4109
-74.238
30,770
Drilling engineer
1993-04-29
25127f52483bccc9886e219aff59aea0
1,371,431,777
41.266026
-75.014222
0
1,286,774
2020-06-17 01:18:18
6,538,891,242,532,018
fraud_Gutmann-Upton
misc_pos
100.17
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
f88af06b014f5c6bef18b9db02e91527
1,371,431,898
36.744959
-90.855933
0
1,286,775
2020-06-17 01:19:46
374,821,819,075,109
fraud_Wisozk and Sons
misc_pos
7.64
Zachary
Boone
M
3703 Benson Wells
Palmyra
NY
14,522
43.0622
-77.2218
9,565
Exhibition designer
1927-12-11
42fc033509cff9e45c269f362500e1ce
1,371,431,986
42.577633
-76.251649
0
1,286,776
2020-06-17 01:20:13
375,082,648,741,747
fraud_Ledner-Pfannerstill
gas_transport
77.4
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
8f9a2d739f927805735a7b6e820d969b
1,371,432,013
46.358239
-96.859282
0
1,286,777
2020-06-17 01:20:55
4,873,783,502,705,038
fraud_Jacobi and Sons
shopping_pos
913.66
Elizabeth
Maxwell
F
194 Goodman Fall Apt. 569
Burlington
WA
98,233
48.4786
-122.3345
14,871
Public house manager
1974-03-10
c417b385af133acb32dceb9fa4ee1eb3
1,371,432,055
48.824312
-122.694139
1
1,286,778
2020-06-17 01:21:36
502,012,776,709
fraud_Pacocha-Bauch
shopping_pos
4.86
Sherry
Martinez
F
144 Yu Locks Apt. 754
Garrattsville
NY
13,342
42.6315
-75.1866
165
Naval architect
1945-09-20
a95eff1e594cbf6f2d77f3f361d6d9ec
1,371,432,096
42.635589
-74.827703
0
1,286,779
2020-06-17 01:23:20
2,288,748,891,690,227
fraud_Kihn Inc
shopping_pos
1.28
Kathleen
Heath
F
9297 Victor Rest Apt. 382
Albuquerque
NM
87,116
35.0561
-106.5506
641,349
Charity officer
1967-01-24
66f21c5e37da1c4e5918067d3313b82e
1,371,432,200
34.727553
-105.698347
0
1,286,780
2020-06-17 01:24:54
4,220,345,354,880
fraud_Larkin, Stracke and Greenfelder
entertainment
23.48
Patrick
Torres
M
27386 Snyder Station
Oxford
MI
48,371
42.8223
-83.2829
24,840
Agricultural consultant
1960-01-20
f5f37ec6ec17d6e4f6eb0da9940388ad
1,371,432,294
43.596013
-83.685775
0
1,286,781
2020-06-17 01:28:25
36,581,538,659,449
fraud_Koss and Sons
gas_transport
100.73
Brandon
Bridges
M
957 Miller Falls
Apison
TN
37,302
35.0149
-85.0164
3,730
Occupational therapist
1991-01-28
b4ac941bc81c3833eb25031ee961091a
1,371,432,505
35.898949
-85.203023
0
1,286,782
2020-06-17 01:29:10
4,536,996,888,716,062,000
fraud_Connelly, Reichert and Fritsch
gas_transport
38.92
Nathan
Mendoza
M
767 Adam Mill Apt. 115
Espanola
NM
87,533
35.9866
-106.0654
18,408
Historic buildings inspector/conservation officer
1972-07-18
2d318dcb7035ecf05ed2cfa7a96c5339
1,371,432,550
36.800627
-106.027507
0
1,286,783
2020-06-17 01:34:46
630,484,879,808
fraud_Strosin-Cruickshank
grocery_pos
124.31
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
2dc1d909dffc327168055338e5063465
1,371,432,886
37.089586
-120.029854
0
1,286,784
2020-06-17 01:34:55
376,012,912,828,093
fraud_Lehner, Mosciski and King
misc_net
5.54
Nathan
Mayer
M
478 Donovan Corners Apt. 803
Schaumburg
IL
60,193
42.0144
-88.0935
92,294
Claims inspector/assessor
1969-05-01
13eecffb6ef2424ef90bd5494d394cda
1,371,432,895
41.622512
-87.483022
0
1,286,785
2020-06-17 01:35:39
6,011,581,063,717,667
fraud_Padberg-Welch
grocery_pos
123.49
Jerry
Perkins
M
3867 Susan Corners Apt. 883
Brashear
MO
63,533
40.1959
-92.4333
805
Private music teacher
1970-06-27
419cb5f5958c6480c1f01b8ad362a485
1,371,432,939
40.907359
-92.39718
0
1,286,786
2020-06-17 01:37:01
2,720,012,583,106,919
fraud_Robel, Cummerata and Prosacco
gas_transport
72.19
Joseph
Murray
M
42933 Ryan Underpass
Manderson
SD
57,756
43.3526
-102.5411
1,126
Volunteer coordinator
1980-08-18
d17861246bca9c21f6858a218d8eec07
1,371,433,021
43.884074
-103.069942
0
1,286,787
2020-06-17 01:38:09
3,523,843,138,706,408
fraud_Corwin-Collins
gas_transport
56.13
Grace
Williams
F
28812 Charles Mill Apt. 628
Plantersville
AL
36,758
32.6176
-86.9475
1,412
Drilling engineer
1970-11-20
2e0a5f35531fc8ed526dc479046abadc
1,371,433,089
31.9163
-86.78777
0
1,286,788
2020-06-17 01:39:11
4,969,856,774,088,583
fraud_Effertz LLC
entertainment
13.18
Jacqueline
Prince
F
27823 Andrew Underpass Suite 948
Metairie
LA
70,003
29.9975
-90.2146
137,067
Advertising account planner
1951-12-04
bed9cddc1b7ed330048f51def4e0e3cc
1,371,433,151
30.625104
-89.335507
0
1,286,789
2020-06-17 01:39:36
3,567,879,740,649,740
fraud_Weimann, Kuhic and Beahan
shopping_pos
25.31
Tanya
Williams
F
566 Megan Well
Brownville
NY
13,615
44.0577
-76.0196
1,271
Producer, radio
1958-08-14
4b8cb7f824d4d85a5bc9fecccc6d432b
1,371,433,176
44.972464
-75.896396
0
1,286,790
2020-06-17 01:40:14
345,060,451,158,891
fraud_Hudson-Grady
shopping_pos
46.93
Brian
Perez
M
78652 Scott Ports
Ashfield
MA
1,330
42.5232
-72.811
1,506
Production assistant, radio
1960-04-03
325e75a97d71e3c9c28aaa644fcae10e
1,371,433,214
43.111814
-72.825712
0
1,286,791
2020-06-17 01:42:04
4,917,187,576,956,394
fraud_Kris-Weimann
misc_net
7.08
Joel
Rivera
M
121 Solis Summit Apt. 934
Tryon
OK
74,875
35.8759
-96.9623
1,165
Psychotherapist, child
1944-11-11
dd9e48cad4a62d4c47c7825dec345bb5
1,371,433,324
36.091424
-97.533619
0
1,286,792
2020-06-17 01:42:24
3,560,246,577,314,524
fraud_Lesch, D'Amore and Brown
food_dining
173.44
Sarah
Scott
F
03090 Fisher Forges Apt. 200
Wichita
KS
67,216
37.6223
-97.3136
409,656
Textile designer
1930-10-21
5aa9306edb3ac460ed9237db0c3ee10a
1,371,433,344
37.100776
-98.142466
0
1,286,793
2020-06-17 01:43:10
213,199,865,312,311
fraud_Stroman, Hudson and Erdman
gas_transport
55.98
Christopher
Miller
M
493 Fitzgerald Fields Suite 454
Varnell
GA
30,756
34.9298
-84.9885
74
Pensions consultant
1944-05-14
10697ac7c85ec3af19f1f3b25dd9f968
1,371,433,390
34.656246
-84.351237
0
1,286,794
2020-06-17 01:46:07
675,909,898,057
fraud_Heathcote LLC
shopping_net
34.25
Christopher
Henry
M
1198 Robert Stravenue Apt. 479
Armonk
NY
10,504
41.136
-73.7009
7,987
Television/film/video producer
1964-03-16
205f5491aa56ee03988264825703b474
1,371,433,567
41.418542
-73.36946
0
1,286,795
2020-06-17 01:46:56
4,449,530,933,957,323
fraud_Goodwin-Nitzsche
grocery_pos
148.87
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
3348682782794f27242d22248ea22668
1,371,433,616
37.869908
-123.832652
0
1,286,796
2020-06-17 01:47:49
180,047,222,886,866
fraud_Sporer Inc
gas_transport
60.32
Christine
Shaffer
F
14017 Thomas Plaza
Loami
IL
62,661
39.6704
-89.8588
1,213
English as a foreign language teacher
1991-04-22
260cc90a5259f01600dc973c0cd23daf
1,371,433,669
40.443857
-90.246537
0
1,286,797
2020-06-17 01:52:02
6,011,504,998,544,485
fraud_Torp-Labadie
gas_transport
61.52
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
f6f9b075a4a185fde22a2099993e8ef4
1,371,433,922
32.020144
-86.465178
0
1,286,798
2020-06-17 01:52:37
342,319,985,983,023
fraud_Kutch and Sons
grocery_pos
324.71
Bryan
Pugh
M
6366 French Field
Margaretville
NY
12,455
42.1852
-74.6178
1,988
Environmental health practitioner
1978-05-23
4adb0ff3d98343f89b1158ffbc467e44
1,371,433,957
41.464478
-74.44408
1
1,286,799
2020-06-17 01:53:03
3,577,578,023,716,568
fraud_Pacocha-O'Reilly
grocery_pos
207.76
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
28da61826f521b42c8172cd8458f0fb3
1,371,433,983
40.173734
-80.273197
0