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
11,600
2020-06-24 21:22:58
4,859,525,594,182,537
fraud_Bechtelar-Rippin
food_dining
19.53
Rebecca
Farley
F
383 Long Islands
Downsville
NY
13,755
42.0716
-75.0152
1,228
Psychotherapist, child
1990-02-25
9fc3f5ced16aae8467f2c0e16c2183dd
1,372,108,978
41.882279
-74.69839
0
11,601
2020-06-24 21:23:22
30,238,755,902,988
fraud_Baumbach, Feeney and Morar
shopping_net
5.45
Danielle
Yu
F
5395 Colon Burgs Suite 037
Thrall
TX
76,578
30.592
-97.2893
1,766
Press sub
1976-01-02
95c6367d856df568cab1ca7cfe17510d
1,372,109,002
31.583177
-96.812621
0
11,602
2020-06-24 21:23:35
377,026,671,291,680
fraud_Fritsch LLC
travel
8.77
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
b844e015ad7ca8146966671058f686d6
1,372,109,015
36.545066
-91.607748
0
11,603
2020-06-24 21:23:49
378,278,619,832,195
fraud_Erdman-Durgan
health_fitness
17.82
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
cec0bdf7c4c5b23eb71f3add71aa2545
1,372,109,029
45.026595
-123.780912
0
11,604
2020-06-24 21:24:45
180,081,032,825,079
fraud_Lubowitz-Walter
kids_pets
27.08
Connie
Carroll
F
872 Justin Views Suite 746
Duncan
MS
38,740
34.047
-90.7652
466
Trading standards officer
1955-04-03
788b563697cf8e8325dabba8aae11242
1,372,109,085
34.128085
-90.943435
0
11,605
2020-06-24 21:25:24
38,588,538,868,506
fraud_Morissette PLC
shopping_pos
2.24
Jacqueline
Curry
F
3047 Jeff Place
Marathon
TX
79,842
30.1886
-103.2214
498
Lexicographer
1990-11-23
96f17e4db4b9fa653415dd7fda6d94d3
1,372,109,124
30.154517
-102.983866
0
11,606
2020-06-24 21:28:12
3,545,109,339,866,548
fraud_O'Keefe-Wisoky
food_dining
14.47
Keith
Sanders
M
8030 Beck Motorway
Moorhead
MS
38,761
33.4783
-90.5142
2,870
Chartered public finance accountant
1999-03-05
dd24282957aee4027f01e15a8fbada22
1,372,109,292
33.350856
-90.667149
0
11,607
2020-06-24 21:28:54
5,359,543,825,610,251
fraud_Nienow, Ankunding and Collier
misc_pos
1.66
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
eeb7d4ce0b4ad2603c8a3a16eaeba1ad
1,372,109,334
45.883846
-111.113111
0
11,608
2020-06-24 21:29:00
3,575,789,281,659,026
fraud_Hammes-Beatty
kids_pets
33.68
Lindsay
Wilson
F
7618 Gonzales Mission
Centerview
MO
64,019
38.7897
-93.8702
2,368
Electronics engineer
1989-07-17
3cbe24ee9768867082f94b2c72f28895
1,372,109,340
39.470008
-92.916235
0
11,609
2020-06-24 21:29:34
375,082,648,741,747
fraud_Sawayn PLC
shopping_pos
7.53
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
23726b2a2859c523f1159ca8461b0fbc
1,372,109,374
46.720108
-96.355479
0
11,610
2020-06-24 21:30:33
213,186,551,511,454
fraud_Treutel-King
travel
7.96
Cody
Dean
M
737 Thomas Wall Apt. 502
West Bethel
ME
4,286
44.402
-70.8601
47
Chief Operating Officer
1951-03-31
1c5e87f841727a429d0de5270128c59f
1,372,109,433
45.083827
-70.133674
0
11,611
2020-06-24 21:30:41
4,335,531,783,520,911
fraud_Schumm PLC
health_fitness
3.09
Amy
Daugherty
F
852 Thomas Well Suite 339
Owensville
MO
65,066
38.3511
-91.4867
6,703
Naval architect
1998-05-20
d90fdc1eb0d1165cf4949f72e27e7593
1,372,109,441
37.725056
-90.536919
0
11,612
2020-06-24 21:31:32
4,922,710,831,011,201
fraud_Gutmann, McLaughlin and Wiza
home
2.78
Heather
Chase
F
6888 Hicks Stream Suite 954
Manor
PA
15,665
40.3359
-79.6607
1,472
Public affairs consultant
1941-03-07
9ffbff9d8e9cda4e210d4a07011dc47f
1,372,109,492
39.767269
-79.767182
0
11,613
2020-06-24 21:33:17
375,974,680,629,816
fraud_Daugherty, Pouros and Beahan
shopping_pos
8.5
Roberta
Mccarthy
F
94431 Matthew Mall Suite 296
Plymouth
CT
6,782
41.6611
-73.0449
2,376
Herpetologist
1973-04-06
3cfe9e95a59682bc4a16de71401a1c19
1,372,109,597
42.408094
-74.021159
0
11,614
2020-06-24 21:34:07
6,011,652,924,285,713
fraud_Stark-Koss
home
80.27
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
9f2d68fe83c215b275229c1ff5d368e0
1,372,109,647
38.21766
-92.174655
0
11,615
2020-06-24 21:34:20
2,288,813,824,604,479
fraud_Volkman-Predovic
shopping_net
2.43
Barbara
Norman
F
6278 Stephanie Unions
New York City
NY
10,039
40.8265
-73.9383
1,577,385
Herbalist
1981-08-29
f0e2e55ab8e50075a344782dc4267b86
1,372,109,660
41.558289
-73.175686
0
11,616
2020-06-24 21:34:26
2,720,433,095,629,877
fraud_Hilpert-Conroy
kids_pets
147.03
Mark
Wood
M
854 Walker Dale Suite 488
Bowdoin
ME
4,287
44.0575
-69.9656
3,224
Engineer, electronics
1997-08-22
db7052baeb74e0c99cb54d45b7f6d51d
1,372,109,666
44.830362
-70.725284
0
11,617
2020-06-24 21:34:42
567,868,110,212
fraud_Kassulke Inc
entertainment
139.08
Dawn
Tucker
F
789 Herring Manors
Houston
TX
77,007
29.7736
-95.4034
2,906,700
Copywriter, advertising
1984-12-16
160d4893673ca1ec33c5290dfea7d567
1,372,109,682
29.623376
-95.070645
0
11,618
2020-06-24 21:34:54
4,689,147,265,057,949,000
fraud_Nicolas, Hills and McGlynn
entertainment
58.53
Steven
Brooks
M
2622 Reynolds Isle
Manley
NE
68,403
40.9207
-96.168
206
Human resources officer
1967-10-04
4a53c708cdabd6c3fd23e902f19c2197
1,372,109,694
40.989712
-96.938903
0
11,619
2020-06-24 21:35:02
4,450,831,335,606,294
fraud_Goyette, Howell and Collier
shopping_pos
8.12
Donna
Davis
F
6760 Donovan Lakes
Clayton
OK
74,536
34.5906
-95.38
1,760
Occupational psychologist
1972-01-20
7b6c1ca825308826a4a178c34174d2e0
1,372,109,702
34.605625
-95.839427
0
11,620
2020-06-24 21:35:13
4,561,546,772,499
fraud_O'Connell, Botsford and Hand
home
22.94
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
a150879cf1db6462d823443b92551a1b
1,372,109,713
34.928323
-106.449368
0
11,621
2020-06-24 21:35:52
6,011,348,830,550,197
fraud_Thompson-Gleason
health_fitness
150.18
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
b001bf1dd2a734df0734ea72feb7a407
1,372,109,752
32.989229
-86.85111
0
11,622
2020-06-24 21:36:33
3,590,736,522,064,285
fraud_Haag-Blanda
food_dining
71.9
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
389b875ee02bf44cc0a701038f6d9720
1,372,109,793
35.031527
-92.324729
0
11,623
2020-06-24 21:37:57
213,112,402,583,773
fraud_Friesen-Ortiz
personal_care
20.42
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
19bd8a1a4500bfb9f9378f2f05224160
1,372,109,877
34.156743
-81.646182
0
11,624
2020-06-24 21:38:02
3,521,417,320,836,166
fraud_Romaguera, Wehner and Tromp
kids_pets
55.08
Angela
Hodges
F
08236 Kim Hill
Indianapolis
IN
46,254
39.849
-86.272
910,148
Firefighter
1975-11-30
bd6466f4d3040c6e7baa58a1efd10574
1,372,109,882
40.296909
-86.561218
0
11,625
2020-06-24 21:38:08
341,542,810,616,333
fraud_Eichmann-Kilback
home
111.56
Billy
Mcdonald
M
304 Ryan Port Suite 335
Camden
MO
64,017
39.2048
-94.0259
464
Colour technologist
1959-05-28
a8650a2d7b6f2e247f35e84b4715cd48
1,372,109,888
40.000785
-94.876921
0
11,626
2020-06-24 21:39:00
375,082,648,741,747
fraud_Nienow PLC
entertainment
31.66
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
804ac3eb316d99850c8fe734e89f7a14
1,372,109,940
46.636226
-97.628217
0
11,627
2020-06-24 21:40:12
30,273,037,698,427
fraud_Pouros-Conroy
shopping_pos
174.78
Andrew
Patterson
M
06959 Stephen Branch Suite 246
Thida
AR
72,165
35.5762
-91.4539
111
Careers information officer
2000-06-13
37f20bfbd1fc72b06e36227b3508deea
1,372,110,012
35.882792
-92.279546
0
11,628
2020-06-24 21:40:12
6,011,399,591,920,186
fraud_Nitzsche, Kessler and Wolff
shopping_pos
3.13
Maria
Roy
F
58665 Nicholas Ford Suite 348
Sheffield
MA
1,257
42.1001
-73.3611
2,121
Radio producer
1973-10-14
83dc8ea72db61b8756a9796bf53d8b8d
1,372,110,012
41.158182
-73.724321
0
11,629
2020-06-24 21:40:42
4,904,681,492,230,012
fraud_Graham and Sons
health_fitness
49.55
Lisa
Lowe
F
574 David Locks Suite 207
Cottekill
NY
12,419
41.8467
-74.1038
722
Comptroller
1990-10-19
ef361b06243b75d5a1082a0ff38294fc
1,372,110,042
42.128254
-74.320454
0
11,630
2020-06-24 21:40:45
4,302,475,216,404,898
fraud_Bahringer Group
health_fitness
101.95
Daniel
Cain
M
384 Newman Forks Apt. 370
Belmond
IA
50,421
42.8511
-93.62
3,032
Community pharmacist
1964-08-08
633aca2321d95156f46cff30496c54ee
1,372,110,045
43.640475
-94.193675
0
11,631
2020-06-24 21:41:39
4,900,628,639,996
fraud_Baumbach, Hodkiewicz and Walsh
shopping_pos
6.59
Michael
Johnson
M
094 Owens Underpass
Norwalk
CA
90,650
33.9056
-118.0818
105,549
Firefighter
1973-09-22
ad5be29d48fb929e61bfb12dd057eb5d
1,372,110,099
33.114573
-118.893689
0
11,632
2020-06-24 21:42:48
4,070,511,711,385,545
fraud_Altenwerth-Kilback
home
14.79
Stephanie
Hopkins
F
44089 Carrie Crossing Suite 954
Falls City
TX
78,113
28.9814
-98.0156
2,435
Engineer, mining
1967-04-09
8050b37e0be5c4f14570734b910e92c3
1,372,110,168
29.650802
-97.427724
0
11,633
2020-06-24 21:42:50
4,060,579,726,528,237
fraud_Connelly-Carter
home
9.05
Steven
Sanders
M
25955 Amy Via
Ozawkie
KS
66,070
39.2136
-95.4404
2,661
Theatre director
1948-11-14
1295db25eb343a9815d0f99638cf3dfe
1,372,110,170
39.660199
-95.178384
0
11,634
2020-06-24 21:42:51
630,484,879,808
fraud_Bednar PLC
kids_pets
45.43
Ian
Patton
M
8088 Sherman Radial Suite 689
Helm
CA
93,627
36.4992
-120.0936
123
Early years teacher
1973-02-07
d91d2ff5c2922499a9c4d87defa83196
1,372,110,171
36.225726
-120.314962
0
11,635
2020-06-24 21:46:00
4,344,955,088,481,397
fraud_McDermott, Osinski and Morar
home
74.72
Christopher
Rodgers
M
30587 Fox Shores Apt. 627
Fenelton
PA
16,034
40.8555
-79.7372
2,054
Communications engineer
1976-09-29
236c38894582ec32d44098426ed67955
1,372,110,360
40.186349
-79.232438
0
11,636
2020-06-24 21:46:35
345,389,171,551,808
fraud_Reichert-Weissnat
travel
9.87
Justin
Fowler
M
5569 Phillips Neck Apt. 003
Coffeeville
MS
38,922
33.9215
-89.6782
3,451
Financial trader
1984-05-19
87d61e5a27e8f8100ab5068e7e89752c
1,372,110,395
33.298345
-88.938043
0
11,637
2020-06-24 21:47:21
3,556,613,125,071,656
fraud_Zemlak, Tillman and Cremin
personal_care
2.33
Jose
Vasquez
M
572 Davis Mountains
Lake Jackson
TX
77,566
29.0393
-95.4401
28,739
Futures trader
1999-12-27
f4ccf841b0fc0c27d35e97047f2a924b
1,372,110,441
29.985088
-94.624179
0
11,638
2020-06-24 21:47:38
6,011,934,240,159,560
fraud_O'Connell-Ullrich
home
78.54
Joshua
Cohen
M
426 Mark Ports
Brooklin
ME
4,616
44.2541
-68.5565
824
Loss adjuster, chartered
1974-11-02
fe630776ed21f3b40704b78fdab41f88
1,372,110,458
43.623895
-69.117557
0
11,639
2020-06-24 21:47:59
4,005,676,619,255,478
fraud_Weber and Sons
food_dining
1.67
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
b26b1dcc1ac84f229278d187e64944d6
1,372,110,479
30.352613
-91.256555
0
11,640
2020-06-24 21:48:23
3,551,217,896,304,745
fraud_Schumm, McLaughlin and Carter
food_dining
69.91
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
30690a6a8d996605e9a43df06439e149
1,372,110,503
44.54628
-74.578637
0
11,641
2020-06-24 21:48:42
4,158,945,090,781,624
fraud_Gottlieb, Considine and Schultz
shopping_net
173.77
Justin
Bell
M
5323 Walker Island
Pittsburgh
PA
15,217
40.4308
-79.9205
687,276
Scientist, marine
1973-10-19
cbcba3170b7e1b899bec757d4983e907
1,372,110,522
40.470441
-79.33593
0
11,642
2020-06-24 21:49:04
3,511,378,610,369,890
fraud_Dare, Casper and Bartoletti
kids_pets
11.93
James
Cooper
M
663 Ramirez Trace Apt. 951
Huntsville
AL
35,811
34.7789
-86.5438
190,178
Television production assistant
1973-04-01
b8da7bbb398882c1f2710721d130f871
1,372,110,544
34.18642
-85.865023
0
11,643
2020-06-24 21:49:56
4,482,427,013,979,020
fraud_Windler, Goodwin and Kovacek
home
24.47
Leslie
Ford
F
4938 Hatfield Course
Henderson
WV
25,106
38.8265
-82.1364
642
Building services engineer
1946-08-30
ed449642f47445d0386ab7f36554c5b4
1,372,110,596
39.425973
-81.560563
0
11,644
2020-06-24 21:50:13
3,560,797,065,840,735
fraud_Baumbach, Strosin and Nicolas
shopping_pos
7.85
Janet
Turner
F
0925 Lang Extensions
Shields
ND
58,569
46.1838
-101.2589
77
Film/video editor
1989-12-17
998468ee2270d9ed8fd3a22b75ed13f7
1,372,110,613
46.859933
-100.577368
0
11,645
2020-06-24 21:50:47
30,235,268,718,158
fraud_Ziemann-Waters
health_fitness
65.27
Kenneth
Doyle
M
8614 Reed Glen
West Harrison
NY
10,604
41.0592
-73.7395
11,250
Lexicographer
1977-08-16
8ed371c132b17086aaf3450147c26c59
1,372,110,647
40.967005
-73.186629
0
11,646
2020-06-24 21:51:46
4,334,230,547,694,630
fraud_Schuppe LLC
entertainment
9.42
Scott
Martin
M
7483 Navarro Flats
Freedom
WY
83,120
43.0172
-111.0292
471
Education officer, museum
1967-08-02
3b317af3577351d2e5053525febff292
1,372,110,706
43.519377
-111.078348
0
11,647
2020-06-24 21:52:34
4,939,976,756,738,216
fraud_Little-Gleichner
travel
4.22
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
ac13543a2016fd6e6c6a8fd7af57ba98
1,372,110,754
25.801974
-99.47331
0
11,648
2020-06-24 21:52:47
3,567,697,931,646,329
fraud_Gislason Group
misc_pos
3.99
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
aaa411dc25fe60f6d1e837fd799ae0fa
1,372,110,767
42.124698
-73.04828
0
11,649
2020-06-24 21:53:02
4,745,996,322,265
fraud_Waelchi Inc
kids_pets
59.32
Carrie
Washington
F
6114 Adams Harbor Suite 096
Kingsford Heights
IN
46,346
41.4802
-86.6919
1,423
Psychologist, forensic
1998-10-07
26e1aa4e6f04350aff16b508e1d539e8
1,372,110,782
40.907837
-87.672995
0
11,650
2020-06-24 21:53:29
30,234,966,027,947
fraud_Dare, Casper and Bartoletti
kids_pets
15.36
Matthew
Lambert
M
7188 Melissa Crest Apt. 151
New Holstein
WI
53,061
43.9446
-88.0911
5,196
Child psychotherapist
1978-01-22
2492f2b0a19443f67bdb65a574522a17
1,372,110,809
43.500454
-87.110913
0
11,651
2020-06-24 21:53:38
30,199,621,383,748
fraud_Baumbach Ltd
personal_care
35.35
Theresa
Powell
F
117 Natasha Vista Suite 936
Leonard
TX
75,452
33.4044
-96.2238
4,090
Sub
1977-03-23
494457b088d17b837f033ded88583219
1,372,110,818
34.398819
-95.49345
0
11,652
2020-06-24 21:54:30
3,577,578,023,716,568
fraud_Hamill-D'Amore
health_fitness
47.38
Debbie
Hughes
F
0182 Owens Burgs Suite 480
Diamond
OH
44,412
41.0935
-81.0425
2,644
Engineer, biomedical
1983-08-25
2f11ea7a1f8ae9d9d07618560ae43f7a
1,372,110,870
41.581596
-81.282867
0
11,653
2020-06-24 21:54:39
375,082,648,741,747
fraud_Wuckert-Goldner
home
23.01
Shannon
Bell
F
2918 David Spurs
Georgetown
MN
56,546
47.0999
-96.727
346
Research officer, trade union
1976-12-14
530fd71a28a7d828856104761d85f7bf
1,372,110,879
46.837905
-96.272264
0
11,654
2020-06-24 21:54:52
370,612,217,861,404
fraud_Mohr Inc
shopping_pos
51.07
Amanda
Fitzgerald
F
298 Kayla Lights
Bristol
PA
19,007
40.1159
-74.8536
21,125
Administrator, charities/voluntary organisations
1985-05-25
e31a5f9acc8a82eec325056a4e304bbc
1,372,110,892
40.86155
-74.846347
0
11,655
2020-06-24 21:57:54
375,248,307,838,179
fraud_Skiles LLC
home
67.82
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
0ae99cf3dfbdc5ec316febfec10a0368
1,372,111,074
39.127458
-79.604693
0
11,656
2020-06-24 21:58:37
3,589,289,942,931,264
fraud_Cormier, Stracke and Thiel
entertainment
18.38
Paula
Estrada
F
350 Stacy Glens
Spencer
SD
57,374
43.7557
-97.5936
343
Development worker, international aid
1972-03-05
8ff18b59c67cf5a0e765ee3a8a924e7a
1,372,111,117
44.170622
-97.522573
0
11,657
2020-06-24 22:00:15
3,533,012,926,413,100
fraud_Denesik and Sons
shopping_pos
2.67
Megan
Bernard
F
128 Nathan Ramp
Barneveld
NY
13,304
43.2237
-75.1612
1,684
IT trainer
1994-03-01
f31d7f12cb5b75718cf0315ce1c231bb
1,372,111,215
43.263413
-75.963694
0
11,658
2020-06-24 22:00:27
3,567,697,931,646,329
fraud_Maggio-Fahey
misc_pos
2.08
John
Stevens
M
428 Morgan River
Hudson
NY
12,534
42.247
-73.7552
17,867
Travel agency manager
1998-07-29
0babf8e3933c84b326f0bd542bb860c8
1,372,111,227
42.695276
-73.008357
0
11,659
2020-06-24 22:00:28
30,518,206,766,474
fraud_Erdman-Ebert
personal_care
7.79
Tamara
Martinez
F
471 Marquez Prairie Suite 680
Matthews
MO
63,867
36.7154
-89.6287
1,019
Aeronautical engineer
1979-01-26
83b70318e61a658baba2b822298b622c
1,372,111,228
37.495552
-89.517637
0
11,660
2020-06-24 22:01:00
3,500,165,543,009,955
fraud_Kihn-Fritsch
food_dining
4.29
Ricky
Dunn
M
97689 Davis Point Apt. 967
Detroit
MI
48,214
42.3669
-82.9938
673,342
Health visitor
1983-09-02
2c35e93387d93d6deb073a621d068a8b
1,372,111,260
42.868062
-82.293893
0
11,661
2020-06-24 22:01:28
375,248,307,838,179
fraud_Friesen Ltd
health_fitness
38.88
Joshua
Mendoza
M
4215 Miranda Field Suite 326
Tallmansville
WV
26,237
38.8564
-80.158
571
Accounting technician
1967-09-16
97dfca808a647246ccd7edfa8921c957
1,372,111,288
38.022705
-80.74726
0
11,662
2020-06-24 22:01:29
4,671,727,014,157,745
fraud_Windler LLC
kids_pets
156.78
Kenneth
Edwards
M
3653 Ryan Crossroad
Andrews
IN
46,702
40.8618
-85.6067
2,304
Retail banker
1955-07-25
cd858c2044bb83e5fb4564e1821d2aae
1,372,111,289
40.070672
-84.920711
0
11,663
2020-06-24 22:01:53
374,930,071,163,758
fraud_Terry-Huel
shopping_net
4.11
Daniel
Escobar
M
61390 Hayes Port
Romulus
MI
48,174
42.2203
-83.3583
31,515
Police officer
1971-11-05
78e90b42ed0a1834e86d6d4feebf413c
1,372,111,313
42.142839
-83.219627
0
11,664
2020-06-24 22:02:34
3,560,697,798,177,746
fraud_Waelchi-Wolf
kids_pets
39.25
Matthew
Young
M
8840 Miller Port Suite 645
Indian Wells
CA
92,210
33.7163
-116.3381
4,677
Learning mentor
1955-05-06
46aef321e09a2530f808f39296b89bbb
1,372,111,354
33.779013
-117.238204
0
11,665
2020-06-24 22:02:46
3,528,407,217,576,457
fraud_Schumm PLC
shopping_net
373.86
Patricia
Leach
F
71309 Martinez Stravenue
Kingsport
TN
37,663
36.4715
-82.4834
87,124
Warden/ranger
1987-02-14
7f21398fbd5ac5c25a3653b905b103b1
1,372,111,366
35.596743
-82.505554
0
11,666
2020-06-24 22:03:55
180,098,888,332,620
fraud_Durgan-Auer
misc_net
790.54
Dennis
Davidson
M
08469 Trujillo Forge
Springville
NY
14,141
42.52
-78.6847
7,728
Scientist, research (maths)
1959-03-30
80275a9dbfd3b1a7a5a11bcaa000afab
1,372,111,435
43.22957
-78.451208
1
11,667
2020-06-24 22:05:16
4,658,490,815,480,264
fraud_Connelly PLC
food_dining
5.05
Tara
Richards
F
4879 Cristina Station
Keisterville
PA
15,449
39.9636
-79.7853
184
Systems developer
1945-11-04
8c50ecadeb2b512c0411d1d083239378
1,372,111,516
40.074427
-80.492147
0
11,668
2020-06-24 22:06:50
30,044,330,818,990
fraud_Gibson-Deckow
entertainment
23.15
Allison
Ayala
F
87665 Karen Mill Apt. 586
Fort Myers
FL
33,967
26.4722
-81.8122
224,256
Paramedic
1985-08-29
63545d11fc08dc6a6313b21681022c4c
1,372,111,610
26.274136
-81.210003
0
11,669
2020-06-24 22:07:11
180,098,888,332,620
fraud_Bednar Group
misc_net
723.23
Dennis
Davidson
M
08469 Trujillo Forge
Springville
NY
14,141
42.52
-78.6847
7,728
Scientist, research (maths)
1959-03-30
16aee906e2a1167ab8c20770a5b7cf79
1,372,111,631
41.673916
-78.922416
1
11,670
2020-06-24 22:07:18
4,939,976,756,738,216
fraud_Ankunding-Carroll
travel
1.29
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
c93f1ae8a168016ecec2851533c909e9
1,372,111,638
26.328354
-98.397134
0
11,671
2020-06-24 22:07:25
30,428,204,673,351
fraud_Windler, Goodwin and Kovacek
home
95.85
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
5761c79f3758789fbba64ba3ba03ba68
1,372,111,645
40.87606
-75.397117
0
11,672
2020-06-24 22:07:45
4,378,993,458,389,626
fraud_Koss, McLaughlin and Mayer
food_dining
8.71
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
27b61d815a18c07ff316cf18dc268cb8
1,372,111,665
44.659496
-70.410909
0
11,673
2020-06-24 22:08:18
676,298,633,337
fraud_Kub-Heaney
health_fitness
19.42
Jessica
Werner
F
4529 Cannon Alley
Center Point
WV
26,339
39.4125
-80.6352
255
Chief Executive Officer
1971-12-10
15658ce55b74277ec4c0edd0b9f67b09
1,372,111,698
39.70273
-81.53599
0
11,674
2020-06-24 22:09:49
4,561,546,772,499
fraud_Skiles LLC
home
11.03
Daniel
Briggs
M
7118 Jessica Unions Apt. 789
Moriarty
NM
87,035
34.9889
-106.0609
7,268
Therapist, art
1988-08-04
faa93ac990869d4bdcff9c7ebc0faea8
1,372,111,789
34.018801
-106.200928
0
11,675
2020-06-24 22:10:27
4,181,833,256,558,614,000
fraud_Cormier LLC
shopping_net
9.89
Jessica
Potter
F
7600 Stephen Course Suite 031
Red River
NM
87,558
36.6659
-105.4694
606
Surveyor, land/geomatics
1988-09-06
03d7faac20726758a9f5d0686b13d5d1
1,372,111,827
36.279128
-105.749224
0
11,676
2020-06-24 22:11:26
30,371,006,069,917
fraud_Gulgowski LLC
home
34.64
Robert
James
M
92021 Miranda Meadows
Tamaroa
IL
62,888
38.138
-89.2231
2,135
Development worker, community
1961-01-31
6f0053002c0741e565c7378a501a9f31
1,372,111,886
37.405161
-89.982706
0
11,677
2020-06-24 22:12:36
343,472,729,187,663
fraud_Hills-Boyer
personal_care
32.66
Gloria
Wallace
F
234 Bridges Wells Apt. 389
Center Tuftonboro
NH
3,816
43.6849
-71.2551
1,368
Optician, dispensing
1971-08-05
44ce4d0cef604717ea643d5486491f55
1,372,111,956
44.059938
-71.929501
0
11,678
2020-06-24 22:13:12
30,290,551,782,700
fraud_Baumbach Ltd
personal_care
4.62
John
Clarke
M
27909 Peter Motorway
Cadiz
KY
42,211
36.802
-87.8286
13,422
Commissioning editor
1961-09-03
a058e161c57a096f2639a1dbf331a159
1,372,111,992
37.08571
-87.566184
0
11,679
2020-06-24 22:13:21
4,792,627,764,422,478,000
fraud_Fisher Inc
shopping_net
6.95
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
6eec7c4e86d39379a065b723f873bf99
1,372,112,001
39.668679
-94.725323
0
11,680
2020-06-24 22:13:31
30,033,162,392,091
fraud_Cronin, Kshlerin and Weber
health_fitness
76.05
Kevin
Summers
M
7302 Samantha Mission
Carroll
NE
68,723
42.277
-97.1926
566
Metallurgist
1975-01-26
58d4a09cb1ca7f52daff04a2287b1332
1,372,112,011
41.848051
-97.385133
0
11,681
2020-06-24 22:13:58
2,450,829,271,795,901
fraud_Dietrich-Fadel
health_fitness
8.21
Timothy
Kirby
M
7309 Sophia Causeway Suite 702
Sauk Rapids
MN
56,379
45.604
-94.1591
16,163
Hydrographic surveyor
1987-02-22
f91434a0206dc41a5a9a57efc3fd997f
1,372,112,038
44.672873
-93.572053
0
11,682
2020-06-24 22:15:07
6,011,348,830,550,197
fraud_Reichert, Huels and Hoppe
shopping_net
4.73
Samuel
Johnston
M
16285 Jessica Lights
Birmingham
AL
35,229
33.4629
-86.7904
493,806
Musician
1980-07-12
83cf3055d88f768919df751cddee34d1
1,372,112,107
33.670685
-86.055694
0
11,683
2020-06-24 22:15:30
4,294,930,380,592
fraud_Mueller, Gerhold and Mueller
health_fitness
11.72
Misty
Rivera
F
1980 Vasquez Manors Apt. 574
Catawba
VA
24,070
37.3696
-80.1284
1,363
Equality and diversity officer
1940-08-23
bc2e50bdff4ba6f930e3ffa2f8d9618e
1,372,112,130
36.54098
-80.548202
0
11,684
2020-06-24 22:15:55
6,011,652,924,285,713
fraud_Zboncak Ltd
food_dining
5.64
Kathryn
Smith
F
19838 Tonya Prairie Apt. 947
Rocky Mount
MO
65,072
38.2911
-92.7059
1,847
Tax inspector
1988-10-26
f8fc678a038fbe61f17f777560a5ccf9
1,372,112,155
39.100329
-92.062186
0
11,685
2020-06-24 22:16:23
4,377,338,765,909,719
fraud_Morissette-Schaefer
personal_care
3.72
Nicholas
Mcmahon
M
2123 Jonathan Falls Suite 753
Heiskell
TN
37,754
36.115
-84.0438
4,729
Geologist, wellsite
1982-04-19
8c3fe88afa5c62883787f8556df1085a
1,372,112,183
37.00808
-84.656934
0
11,686
2020-06-24 22:16:34
3,521,815,216,091,574
fraud_Hettinger, McCullough and Fay
home
75.78
Wayne
Marsh
M
172 Leonard Island
Dumont
CO
80,436
39.7532
-105.6356
565
Mental health nurse
1978-08-27
adba949e4f3bf15bd2afa13f10171f0f
1,372,112,194
40.6071
-105.780717
0
11,687
2020-06-24 22:17:27
6,501,313,409,525,696
fraud_Cormier, Stracke and Thiel
entertainment
77.68
Carrie
Lewis
F
28925 Powell Mountains Apt. 762
Pecos
TX
79,772
31.4467
-103.5791
12,747
Merchandiser, retail
1987-05-05
c31d08702a00c82e1cfc788d84ae1539
1,372,112,247
31.42292
-103.779166
0
11,688
2020-06-24 22:18:33
3,565,996,340,207,976
fraud_Altenwerth-Kilback
home
93.48
Warren
Daniels
M
23656 Harris Gardens Suite 698
El Paso
TX
79,906
31.8092
-106.4247
749,635
Market researcher
1973-01-21
15132fed7cb161dd480c99fdb17a36ab
1,372,112,313
31.195173
-105.851257
0
11,689
2020-06-24 22:20:01
4,767,265,376,804,500
fraud_Dare-Marvin
entertainment
66.53
Jennifer
Conner
F
4655 David Island
Dublin
PA
18,917
40.375
-75.2045
2,158
Transport planner
1961-06-19
3b9324a9b482a0d962bce935b1f5d659
1,372,112,401
41.292895
-76.174377
0
11,690
2020-06-24 22:21:04
342,952,484,382,519
fraud_Veum-Koelpin
travel
5.95
Kayla
Jones
F
6033 Young Track Suite 804
East Canaan
CT
6,024
42.0158
-73.2913
647
Comptroller
1987-09-26
419a6d22fd97e9ff543b9d95a108dc80
1,372,112,464
41.754307
-73.363945
0
11,691
2020-06-24 22:21:25
630,423,337,322
fraud_Feil, Hilpert and Koss
food_dining
27.13
Stephanie
Gill
F
43039 Riley Greens Suite 393
Orient
WA
99,160
48.8878
-118.2105
149
Special educational needs teacher
1978-06-21
4c07571a5bfa3054cd053212bb13c5d5
1,372,112,485
49.504031
-118.243803
0
11,692
2020-06-24 22:21:35
4,653,178,848,915,023,000
fraud_Beier LLC
entertainment
11.58
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
80b30ed7d4cd22bbebc334c46c5a256f
1,372,112,495
36.914435
-82.552026
0
11,693
2020-06-24 22:22:53
4,681,699,462,969
fraud_Willms, Kris and Bergnaum
shopping_pos
9.84
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
6fe69162ab8ae8d4ab7dc5bea60c165e
1,372,112,573
35.709589
-85.437614
0
11,694
2020-06-24 22:23:44
4,003,989,662,068,504
fraud_Torphy-Kertzmann
health_fitness
37.98
Chris
White
M
98897 Bennett Lodge
Bessemer
AL
35,022
33.3224
-86.9657
71,463
Radio broadcast assistant
1989-02-08
15d5bc996a54050116076299d24373de
1,372,112,624
33.249667
-87.785931
0
11,695
2020-06-24 22:24:26
639,046,421,587
fraud_Abbott-Rogahn
entertainment
75.39
Dylan
Bonilla
M
2497 John Motorway Suite 922
Leetsdale
PA
15,056
40.5662
-80.2099
1,140
Administrator, education
1986-06-20
8f570cf5c23fe6d79194a6ea402970b9
1,372,112,666
40.149897
-79.834239
0
11,696
2020-06-24 22:24:58
6,011,367,958,204,270
fraud_Torphy-Goyette
shopping_pos
8.37
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
782c30f7951cdc2dc32545d5c0f6d68f
1,372,112,698
41.954955
-80.758668
0
11,697
2020-06-24 22:25:03
4,634,955,908,138,648
fraud_Schroeder, Hauck and Treutel
entertainment
48.23
Mackenzie
Smith
F
7178 Willis Drive
Hooper
NE
68,031
41.6414
-96.5232
1,745
Engineer, automotive
1973-12-26
8574ad8bf789e5fa1037c4b80d0f8429
1,372,112,703
41.745089
-97.499329
0
11,698
2020-06-24 22:25:03
3,566,875,419,572,867
fraud_Nicolas, Hills and McGlynn
entertainment
55.41
Adam
Mcdonald
M
997 Cameron Meadow Apt. 980
South Hero
VT
5,486
44.64
-73.3113
1,654
Transport planner
1991-01-31
7f7ddeafe776dbf787794ae15fb01e5d
1,372,112,703
45.294859
-73.887025
0
11,699
2020-06-24 22:25:33
373,905,417,449,658
fraud_Hyatt, Russel and Gleichner
health_fitness
90.77
Sarah
Bishop
F
554 Mcdonald Valley Apt. 539
Meridian
TX
76,665
31.929
-97.6443
2,526
Phytotherapist
1970-11-12
43b395676ab507b2b7e2d60af4694c7f
1,372,112,733
31.390837
-97.132038
0