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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,268,600 | 2020-06-10 23:58:55 | 584,673,555,952 | fraud_Champlin-Casper | home | 8.24 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 7b58fb7b79812e916b50487898a4ff7b | 1,370,908,735 | 47.032097 | -101.764102 | 0 |
1,268,601 | 2020-06-11 00:00:13 | 4,561,546,772,499 | fraud_Stracke-Lemke | grocery_pos | 50.74 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 63b329995ea91f4b1b5a6f6df09ca167 | 1,370,908,813 | 35.754651 | -105.903945 | 0 |
1,268,602 | 2020-06-11 00:01:15 | 3,564,182,536,169,293 | fraud_Olson, Becker and Koch | gas_transport | 45.51 | Brenda | Johnson | F | 56160 Nicholas Isle | Norwich | OH | 43,767 | 39.9934 | -81.8024 | 1,443 | Research scientist (medical) | 1962-03-04 | 04757cd745e1cb9ad2912044db6f9f85 | 1,370,908,875 | 40.948987 | -82.12198 | 0 |
1,268,603 | 2020-06-11 00:03:22 | 4,169,759,661,243,568 | fraud_Lehner, Mosciski and King | misc_net | 2.41 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 4a45460d2b5452dd4e4946c0b79b5c1d | 1,370,909,002 | 40.897147 | -76.018255 | 0 |
1,268,604 | 2020-06-11 00:04:29 | 5,359,543,825,610,251 | fraud_Hayes, Marquardt and Dibbert | misc_net | 5.47 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | c33ec0012a138eac5559b010357eb8a9 | 1,370,909,069 | 45.419315 | -111.882298 | 0 |
1,268,605 | 2020-06-11 00:05:14 | 377,654,590,313,960 | fraud_Johns-Hoeger | entertainment | 1.99 | Lawrence | Davis | M | 7421 Serrano Lane Apt. 580 | Powell | TN | 37,849 | 36.0435 | -84.04 | 25,459 | Teacher, special educational needs | 1969-02-22 | beb0254fc734901f3557c0370934a1d6 | 1,370,909,114 | 35.305449 | -84.38566 | 0 |
1,268,606 | 2020-06-11 00:05:38 | 60,416,207,185 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 89.63 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | 18000edb8f28229e520b094229238a87 | 1,370,909,138 | 43.69924 | -108.133051 | 0 |
1,268,607 | 2020-06-11 00:05:51 | 4,128,730,454,058,057,700 | fraud_Towne LLC | misc_pos | 4.44 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 5a4100cd5cc5da7c444e104a0b8a2430 | 1,370,909,151 | 30.849201 | -94.37654 | 0 |
1,268,608 | 2020-06-11 00:05:59 | 4,005,676,619,255,478 | fraud_Huel-Langworth | misc_net | 46.67 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 7d0c5f21a9b2ad2ee17d5ef90237ea90 | 1,370,909,159 | 29.738324 | -90.95875 | 0 |
1,268,609 | 2020-06-11 00:06:12 | 377,895,991,033,232 | fraud_Wilkinson Ltd | entertainment | 8.45 | Kimberly | Myers | F | 6881 King Isle Suite 228 | Higganum | CT | 6,441 | 41.4682 | -72.5751 | 5,438 | Librarian, academic | 1964-11-17 | 4eb99c0e7ec744afb969dae9df20df69 | 1,370,909,172 | 40.672192 | -71.979875 | 0 |
1,268,610 | 2020-06-11 00:07:16 | 30,560,609,640,617 | fraud_Rodriguez Group | gas_transport | 48.32 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | 5e5e4033abd44fe21429906cbfb7b20f | 1,370,909,236 | 41.299414 | -91.893095 | 0 |
1,268,611 | 2020-06-11 00:07:32 | 2,706,977,570,537,524 | fraud_Casper, Hand and Zulauf | grocery_pos | 84.35 | David | Serrano | M | 4739 Martin Common | Zaleski | OH | 45,698 | 39.283 | -82.3977 | 341 | Accounting technician | 1978-12-18 | 6842e52077c16ef58300c64fcdaee244 | 1,370,909,252 | 39.611353 | -82.183843 | 0 |
1,268,612 | 2020-06-11 00:07:35 | 4,922,710,831,011,201 | fraud_Reichert, Rowe and Mraz | shopping_net | 32.52 | Heather | Chase | F | 6888 Hicks Stream Suite 954 | Manor | PA | 15,665 | 40.3359 | -79.6607 | 1,472 | Public affairs consultant | 1941-03-07 | 33c9df391719252b755a579ac98b8820 | 1,370,909,255 | 40.930648 | -79.243862 | 0 |
1,268,613 | 2020-06-11 00:09:57 | 581,293,083,266 | fraud_Volkman-Predovic | shopping_net | 107.32 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | cca81885c26fdc9a2a0fc9a799773bda | 1,370,909,397 | 35.742844 | -97.803672 | 0 |
1,268,614 | 2020-06-11 00:11:26 | 213,141,712,584,544 | fraud_Maggio-Fahey | misc_pos | 2.28 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | f28cf6f8a367dc6635034dd475868647 | 1,370,909,486 | 32.881684 | -91.056025 | 0 |
1,268,615 | 2020-06-11 00:12:30 | 4,715,741,951,931,169,000 | fraud_Pouros-Conroy | shopping_pos | 416.68 | Robert | Drake | M | 463 Willie Estates | Burbank | OK | 74,633 | 36.6966 | -96.7869 | 471 | Sub | 1941-03-30 | 41c794a2def7b52fdffd4e52eedf115a | 1,370,909,550 | 35.782718 | -96.097814 | 0 |
1,268,616 | 2020-06-11 00:13:04 | 5,540,636,818,935,089 | fraud_Rutherford-Mertz | grocery_pos | 48.04 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | fe581ecc38315b68a17336a38350c924 | 1,370,909,584 | 41.897064 | -71.93194 | 0 |
1,268,617 | 2020-06-11 00:14:29 | 2,720,894,374,956,739 | fraud_Schmitt Inc | gas_transport | 78.7 | Audrey | Hickman | F | 3325 Gregory Square | Mount Clemens | MI | 48,043 | 42.5978 | -82.8823 | 16,305 | Psychologist, sport and exercise | 1927-05-25 | 17981318ff4872c16a627192fa4ee580 | 1,370,909,669 | 43.310453 | -82.133491 | 0 |
1,268,618 | 2020-06-11 00:14:46 | 4,446,368,897,795,790 | fraud_Macejkovic-Lesch | shopping_pos | 127.35 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 8e717274b1e8e81fe2605ae856b84526 | 1,370,909,686 | 37.427274 | -74.920777 | 0 |
1,268,619 | 2020-06-11 00:14:59 | 213,156,747,557,083 | fraud_Collier Inc | grocery_net | 40.73 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | e3493c8b906de6a6f96bb74191ca1cce | 1,370,909,699 | 34.864751 | -118.252953 | 0 |
1,268,620 | 2020-06-11 00:15:39 | 2,242,542,703,101,233 | fraud_Swaniawski, Bahringer and Ledner | grocery_net | 32.46 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 7e22f9b2db3eabcfd31481802d4d1a86 | 1,370,909,739 | 38.468649 | -86.426378 | 0 |
1,268,621 | 2020-06-11 00:15:54 | 4,228,411,452,607,671 | fraud_Kerluke Inc | misc_net | 1.43 | Aaron | Stewart | M | 400 Zuniga Pine | Winthrop | ME | 4,364 | 44.3229 | -69.9576 | 6,025 | Advertising account planner | 1995-04-22 | 24c764913c3460134977af0806788df7 | 1,370,909,754 | 43.354243 | -70.738986 | 0 |
1,268,622 | 2020-06-11 00:17:04 | 676,148,621,961 | fraud_Kerluke Inc | misc_net | 5.96 | Jennifer | Vega | F | 91644 Crystal Drives | Eagarville | IL | 62,023 | 39.1118 | -89.7855 | 91 | Materials engineer | 1962-11-18 | c686a187f37506d63d17cbf5964e521a | 1,370,909,824 | 39.148795 | -89.536217 | 0 |
1,268,623 | 2020-06-11 00:23:05 | 180,014,262,259,255 | fraud_Kuvalis Ltd | gas_transport | 72.17 | Brianna | Page | F | 0043 Henry Plaza | Brantley | AL | 36,009 | 31.571 | -86.2743 | 2,566 | Exercise physiologist | 1958-06-26 | 32f1c04c18a9fbcbb81ecf5f084dcf37 | 1,370,910,185 | 31.178184 | -86.600877 | 0 |
1,268,624 | 2020-06-11 00:23:33 | 371,985,236,239,474 | fraud_Pouros-Conroy | shopping_pos | 960.36 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | c8a9cac08735dc6383aa0d48568e0c6e | 1,370,910,213 | 42.284877 | -74.804656 | 0 |
1,268,625 | 2020-06-11 00:24:06 | 378,904,938,837,132 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 27.63 | Tina | Zimmerman | F | 3595 Susan Island Suite 063 | Thomas | OK | 73,669 | 35.7382 | -98.7388 | 1,675 | Barrister | 1986-05-01 | cc53378d2de83b57ec76489d191b181f | 1,370,910,246 | 34.774375 | -98.668039 | 0 |
1,268,626 | 2020-06-11 00:24:07 | 4,810,789,809,665,943,000 | fraud_Rowe, Batz and Goodwin | grocery_pos | 110.75 | Julie | Sanchez | F | 916 Charles Road | Bowersville | OH | 45,307 | 39.5756 | -83.7153 | 338 | Quantity surveyor | 1988-07-28 | d1ca2db2b1420489c1f1cc54ac02bda9 | 1,370,910,247 | 40.442768 | -84.031067 | 0 |
1,268,627 | 2020-06-11 00:24:12 | 4,254,074,738,931,278 | fraud_Parisian and Sons | gas_transport | 76.17 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 0009f20892d9658a7500e6e81be287b6 | 1,370,910,252 | 41.108437 | -77.614045 | 0 |
1,268,628 | 2020-06-11 00:26:10 | 630,484,879,808 | fraud_McGlynn-Jaskolski | misc_pos | 33.34 | Ian | Patton | M | 8088 Sherman Radial Suite 689 | Helm | CA | 93,627 | 36.4992 | -120.0936 | 123 | Early years teacher | 1973-02-07 | 709c487a4670a3bd09dcf20b05faa7b7 | 1,370,910,370 | 37.196554 | -119.550042 | 0 |
1,268,629 | 2020-06-11 00:26:15 | 376,445,266,762,684 | fraud_Murray-Smitham | grocery_pos | 108.11 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | e22d1fd1292b057cf933d97e7941c642 | 1,370,910,375 | 40.94657 | -101.662884 | 0 |
1,268,630 | 2020-06-11 00:26:15 | 4,379,260,813,815,979,500 | fraud_McCullough Group | grocery_net | 25.98 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | 3423a684bcc69d8b2e750b5b976a3516 | 1,370,910,375 | 38.453003 | -121.801565 | 0 |
1,268,631 | 2020-06-11 00:26:19 | 4,384,910,379,661,778 | fraud_Kling Inc | gas_transport | 75.23 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | a418faacb7d9c8515e6a013eed45b630 | 1,370,910,379 | 46.74014 | -96.82058 | 0 |
1,268,632 | 2020-06-11 00:26:48 | 373,043,435,942,726 | fraud_Bauch-Raynor | grocery_pos | 103.69 | Vincent | Richards | M | 2064 Tyler Fork | Beasley | TX | 77,417 | 29.479 | -95.9681 | 2,457 | Trading standards officer | 1981-03-04 | 539b742ae11f07623358a6b248b03f38 | 1,370,910,408 | 29.390309 | -96.872332 | 0 |
1,268,633 | 2020-06-11 00:28:11 | 581,686,439,828 | fraud_VonRueden Group | grocery_net | 68.56 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 29815b01b296eb2cc266f6ab8824dbeb | 1,370,910,491 | 41.830261 | -79.234224 | 0 |
1,268,634 | 2020-06-11 00:29:00 | 6,554,245,334,757,802 | fraud_Brekke and Sons | gas_transport | 70.66 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 5975bd1cbcf510d6546e37032d3f220b | 1,370,910,540 | 34.239925 | -117.218588 | 0 |
1,268,635 | 2020-06-11 00:29:09 | 6,534,628,260,579,800 | fraud_Koss and Sons | gas_transport | 58.53 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 142b4d3282c3d0c7df180a535e6abd99 | 1,370,910,549 | 44.781418 | -73.149875 | 0 |
1,268,636 | 2020-06-11 00:29:15 | 341,542,810,616,333 | fraud_Reilly, Heaney and Cole | gas_transport | 44.48 | Billy | Mcdonald | M | 304 Ryan Port Suite 335 | Camden | MO | 64,017 | 39.2048 | -94.0259 | 464 | Colour technologist | 1959-05-28 | b60f7b8b0b772e2f014670fd9b14531a | 1,370,910,555 | 39.308079 | -93.729739 | 0 |
1,268,637 | 2020-06-11 00:30:38 | 573,283,817,795 | fraud_Schuppe LLC | entertainment | 9.47 | Amy | Flynn | F | 46095 Tara Fords | Jaffrey | NH | 3,452 | 42.8178 | -72.0275 | 5,457 | Surveyor, hydrographic | 1950-04-17 | 6316e6e4be9580f0220dfcab81dbf629 | 1,370,910,638 | 43.402531 | -72.639792 | 0 |
1,268,638 | 2020-06-11 00:31:19 | 4,657,269,323,674,365 | fraud_Heidenreich PLC | grocery_pos | 72.43 | Alicia | Mitchell | F | 125 Kristen Dale | Grand Ridge | FL | 32,442 | 30.7148 | -85.021 | 3,699 | Art gallery manager | 1948-09-07 | c2da303885f40feb083c2e8ee66c0f51 | 1,370,910,679 | 31.418589 | -84.022023 | 0 |
1,268,639 | 2020-06-11 00:33:37 | 376,028,110,684,021 | fraud_Padberg-Welch | grocery_pos | 101.04 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | e1a3740de86f74f3522c8837edd68b0c | 1,370,910,817 | 40.246915 | -92.758687 | 0 |
1,268,640 | 2020-06-11 00:33:45 | 676,298,633,337 | fraud_McDermott-Weimann | grocery_pos | 99.35 | Jessica | Werner | F | 4529 Cannon Alley | Center Point | WV | 26,339 | 39.4125 | -80.6352 | 255 | Chief Executive Officer | 1971-12-10 | 55522ab28b1b485a4fcb7352923648d5 | 1,370,910,825 | 38.545884 | -81.071722 | 0 |
1,268,641 | 2020-06-11 00:33:58 | 4,683,638,447,911 | fraud_Cassin-Harvey | grocery_net | 47.12 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | fe5e57a975831bdd1c91f40d30df4c34 | 1,370,910,838 | 30.617738 | -92.394346 | 0 |
1,268,642 | 2020-06-11 00:34:00 | 4,045,036,286,570,100,700 | fraud_Wiza, Schaden and Stark | misc_pos | 7.16 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | 0b386f799d0cfc831e3140170d25c56d | 1,370,910,840 | 39.628302 | -75.303116 | 0 |
1,268,643 | 2020-06-11 00:34:41 | 3,500,165,543,009,955 | fraud_Hamill-Daugherty | misc_net | 6.98 | Ricky | Dunn | M | 97689 Davis Point Apt. 967 | Detroit | MI | 48,214 | 42.3669 | -82.9938 | 673,342 | Health visitor | 1983-09-02 | 52c1e5649692d485e67df9e789bb6167 | 1,370,910,881 | 41.791323 | -82.692484 | 0 |
1,268,644 | 2020-06-11 00:35:26 | 38,295,635,583,927 | fraud_Kling Inc | gas_transport | 78.27 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 95a2c69a3ad0a41607b08d0ebe82028b | 1,370,910,926 | 34.316866 | -98.968639 | 0 |
1,268,645 | 2020-06-11 00:35:32 | 3,589,289,942,931,264 | fraud_Jenkins, Hauck and Friesen | gas_transport | 49.89 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 07f0439e8ef2ecab1072753a1dddae07 | 1,370,910,932 | 43.094031 | -98.243562 | 0 |
1,268,646 | 2020-06-11 00:36:02 | 2,254,917,871,818,484 | fraud_Bernhard Inc | gas_transport | 78.7 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 65827e386f061041a11d6e73e5fba690 | 1,370,910,962 | 38.742881 | -77.11292 | 0 |
1,268,647 | 2020-06-11 00:39:20 | 4,810,789,809,665,943,000 | fraud_Ruecker Group | misc_net | 40.09 | Julie | Sanchez | F | 916 Charles Road | Bowersville | OH | 45,307 | 39.5756 | -83.7153 | 338 | Quantity surveyor | 1988-07-28 | f03c83ae95949dcfad4f7c44ee6fe2ca | 1,370,911,160 | 40.3193 | -84.202367 | 0 |
1,268,648 | 2020-06-11 00:44:14 | 676,195,318,214 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 59.55 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | 0c5a0046512ba4c28438d0644cc5c9d5 | 1,370,911,454 | 29.009917 | -97.045579 | 0 |
1,268,649 | 2020-06-11 00:45:11 | 6,011,652,924,285,713 | fraud_Kling Inc | gas_transport | 65.02 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | bbfa125920d352134ca4d75df8ad6467 | 1,370,911,511 | 38.050549 | -91.831614 | 0 |
1,268,650 | 2020-06-11 00:46:06 | 4,502,539,526,809,430,000 | fraud_Reichert, Rowe and Mraz | shopping_net | 12.39 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 8f98d290ef951c31622687c5e6211d5d | 1,370,911,566 | 36.031509 | -91.648177 | 0 |
1,268,651 | 2020-06-11 00:46:26 | 213,193,596,103,206 | fraud_Dickinson-Rempel | misc_pos | 37.02 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 97af27a80366999bdcbdc4ad2a45c08a | 1,370,911,586 | 45.182343 | -83.895621 | 0 |
1,268,652 | 2020-06-11 00:49:07 | 3,538,520,143,479,972 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 66.53 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 54939703e0ff8814446ddb35ec2178ab | 1,370,911,747 | 42.041625 | -83.055778 | 0 |
1,268,653 | 2020-06-11 00:49:17 | 4,220,495,028,289,516,500 | fraud_Bailey-Morar | grocery_pos | 68.71 | Bethany | Andrade | F | 7898 Wanda Springs | Corona | CA | 92,882 | 33.8419 | -117.6043 | 233,717 | Wellsite geologist | 1966-05-22 | 991063711bdd7f9707468463d960d371 | 1,370,911,757 | 34.83221 | -117.760517 | 0 |
1,268,654 | 2020-06-11 00:50:41 | 3,567,879,740,649,740 | fraud_Beier-Hyatt | shopping_pos | 6.46 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | a0cbbac13a50622e91338937650a4625 | 1,370,911,841 | 43.189316 | -76.92496 | 0 |
1,268,655 | 2020-06-11 00:52:26 | 581,293,083,266 | fraud_Kiehn Inc | grocery_pos | 113.58 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | 3ffa703d9e5c87fe141c2310f4e5715c | 1,370,911,946 | 36.796997 | -98.952246 | 0 |
1,268,656 | 2020-06-11 00:52:39 | 371,284,100,299,909 | fraud_Friesen-D'Amore | gas_transport | 85.73 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | a00a084dea8b8807e0dd6aef14d6ef89 | 1,370,911,959 | 35.290701 | -100.232948 | 0 |
1,268,657 | 2020-06-11 00:52:52 | 4,488,258,847,705,225,700 | fraud_Koss and Sons | gas_transport | 77.08 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 8dddadf672393afed9c3f990a7297f1c | 1,370,911,972 | 34.677513 | -80.606801 | 0 |
1,268,658 | 2020-06-11 00:54:29 | 213,112,402,583,773 | fraud_Kerluke Inc | misc_net | 34.71 | 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 | 1b8f29efda2a2ed012fe0edb373593a9 | 1,370,912,069 | 35.025742 | -82.055 | 0 |
1,268,659 | 2020-06-11 00:54:49 | 4,613,314,721,966 | fraud_Roob LLC | grocery_net | 46.26 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | f3455d865cd73bb88d6262f6feeff7d4 | 1,370,912,089 | 36.458808 | -82.581227 | 0 |
1,268,660 | 2020-06-11 00:55:04 | 3,506,592,072,985,012 | fraud_Schmitt Inc | gas_transport | 49.49 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | 1a153ad0b0d3ad96ddebf8cfb62134e8 | 1,370,912,104 | 37.621049 | -89.817125 | 0 |
1,268,661 | 2020-06-11 00:55:44 | 348,789,608,637,806 | fraud_Stroman, Hudson and Erdman | gas_transport | 71.54 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | 6a0120e0fb93f1f9fcf6a3312fbc83fe | 1,370,912,144 | 40.569575 | -98.835265 | 0 |
1,268,662 | 2020-06-11 00:55:45 | 180,018,375,329,178 | fraud_Cummerata-Jones | gas_transport | 67.73 | Michelle | Woods | F | 952 Joseph Throughway | Munith | MI | 49,259 | 42.3703 | -84.2485 | 2,523 | Geophysicist/field seismologist | 1988-03-21 | 980068ba44be0a8ba788064fa3dd4343 | 1,370,912,145 | 42.441751 | -83.999732 | 0 |
1,268,663 | 2020-06-11 00:56:48 | 4,740,713,119,940,984 | fraud_Rowe, Batz and Goodwin | grocery_pos | 67.38 | Heather | Hines | F | 13776 Hicks Plains | Pomona | NY | 10,970 | 41.1901 | -74.0436 | 9,993 | Pensions consultant | 1962-10-16 | 7ba539475387c5e01d900c64fb5e999d | 1,370,912,208 | 41.101406 | -73.764999 | 0 |
1,268,664 | 2020-06-11 00:58:49 | 342,319,985,983,023 | fraud_Moore, Dibbert and Koepp | misc_net | 84.21 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | 9bfe656c3f9aaec981b6bdf33387c5a7 | 1,370,912,329 | 41.935542 | -73.833964 | 0 |
1,268,665 | 2020-06-11 00:59:05 | 4,951,647,200,979,051 | fraud_Robel, Cummerata and Prosacco | gas_transport | 75.51 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | e3f031f5a66832b367343b3a64d47283 | 1,370,912,345 | 37.595923 | -89.837642 | 0 |
1,268,666 | 2020-06-11 00:59:06 | 30,518,196,150,127 | fraud_Lind, Huel and McClure | gas_transport | 71.1 | Karen | Sullivan | F | 6313 Scott Trace | Rossville | IL | 60,963 | 40.3625 | -87.6692 | 1,807 | Buyer, retail | 1975-06-02 | c5d008443f943e80c15ef674ed789fef | 1,370,912,346 | 40.874467 | -86.717844 | 0 |
1,268,667 | 2020-06-11 00:59:19 | 213,112,402,583,773 | fraud_Doyle Ltd | grocery_pos | 112.51 | 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 | f47541f27d0a830158d557cac2673304 | 1,370,912,359 | 34.250654 | -81.31327 | 0 |
1,268,668 | 2020-06-11 00:59:38 | 30,082,025,922,891 | fraud_Kilback LLC | grocery_pos | 94.93 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | aa55feff74b59aff47ef72a05b173948 | 1,370,912,378 | 26.312797 | -80.968203 | 0 |
1,268,669 | 2020-06-11 01:00:04 | 4,512,828,414,983,802,000 | fraud_Kling Inc | gas_transport | 37.19 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 0ccd80f5e1d90365057866ed61276486 | 1,370,912,404 | 40.290436 | -79.278881 | 0 |
1,268,670 | 2020-06-11 01:00:17 | 6,528,911,529,051,375 | fraud_Shields Inc | grocery_net | 54.44 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | fbfa51094a73075ce3bc777201801423 | 1,370,912,417 | 45.688373 | -90.870289 | 0 |
1,268,671 | 2020-06-11 01:00:31 | 4,128,730,454,058,057,700 | fraud_Reilly, Heaney and Cole | gas_transport | 59.59 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 627599485df4da37e9fa6f879d79b34d | 1,370,912,431 | 31.33405 | -94.156961 | 0 |
1,268,672 | 2020-06-11 01:01:01 | 213,125,815,021,702 | fraud_Friesen-D'Amore | gas_transport | 51.42 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | d08e1a3b2f43e38626bc30da4e1f9a1f | 1,370,912,461 | 42.917073 | -74.059321 | 0 |
1,268,673 | 2020-06-11 01:01:28 | 346,208,242,862,904 | fraud_Moore, Dibbert and Koepp | misc_net | 8.64 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | 77f393c29f042b931eda6785864127c1 | 1,370,912,488 | 40.604465 | -73.336898 | 0 |
1,268,674 | 2020-06-11 01:01:36 | 213,113,028,819,344 | fraud_Roob, Conn and Tremblay | shopping_pos | 50.56 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | b3755693dda0fd92f9e6439a4f35a930 | 1,370,912,496 | 42.733335 | -75.847079 | 0 |
1,268,675 | 2020-06-11 01:02:24 | 346,273,234,529,002 | fraud_Kling Inc | gas_transport | 76.71 | Donna | Moreno | F | 32301 Albert River Suite 364 | Ronceverte | WV | 24,970 | 37.7418 | -80.4626 | 4,575 | Statistician | 1991-10-22 | 94c269c3e32c400a12e3f28861ff7c7a | 1,370,912,544 | 38.183988 | -80.509226 | 0 |
1,268,676 | 2020-06-11 01:02:29 | 4,428,154,703,770,710 | fraud_Bailey-Morar | grocery_pos | 131.26 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | 45e71e3ad6b33fd0562cd13dcd2dfba2 | 1,370,912,549 | 46.374565 | -117.041586 | 0 |
1,268,677 | 2020-06-11 01:02:36 | 4,736,845,434,667,908,000 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 4.3 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | b447e830baf32fdd561a7ee941ad2c1e | 1,370,912,556 | 45.148235 | -74.284216 | 0 |
1,268,678 | 2020-06-11 01:03:05 | 371,034,293,500,716 | fraud_Gerlach Inc | shopping_net | 12.8 | Jeremy | Jones | M | 5758 Yates Center | Vinton | CA | 96,135 | 40.0235 | -120.7986 | 128 | Education administrator | 1966-02-21 | 4a116ea37a5582874a7104733695073d | 1,370,912,585 | 40.450886 | -121.074147 | 0 |
1,268,679 | 2020-06-11 01:03:40 | 3,549,202,406,645,667 | fraud_Lockman, West and Runte | grocery_pos | 321.58 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | e438b5432b2765d6f194ad81eedd6896 | 1,370,912,620 | 44.088086 | -70.509025 | 1 |
1,268,680 | 2020-06-11 01:04:04 | 2,224,100,459,250,597 | fraud_Block Group | misc_pos | 1.95 | Sheri | Thomas | F | 019 Kimberly Light Apt. 039 | Kings Bay | GA | 31,547 | 30.7906 | -81.5607 | 1,293 | Naval architect | 1963-09-11 | 5c9444fc02fc110a39107a127419ee64 | 1,370,912,644 | 30.664268 | -81.461471 | 0 |
1,268,681 | 2020-06-11 01:04:08 | 379,897,244,598,068 | fraud_Hills-Witting | shopping_net | 1.14 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | d7d594cf9f0cba1a4632f35a9738e504 | 1,370,912,648 | 39.028975 | -85.707136 | 0 |
1,268,682 | 2020-06-11 01:05:14 | 4,186,530,744,674 | fraud_Volkman Ltd | misc_net | 7.75 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 1167de4cc127b1f238de548582a625df | 1,370,912,714 | 34.111729 | -80.805756 | 0 |
1,268,683 | 2020-06-11 01:05:15 | 4,430,881,574,719,618 | fraud_Block-Parisian | misc_net | 24.63 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | baa663391ff1a58589b7f3ec3c38fc81 | 1,370,912,715 | 39.457811 | -107.02994 | 0 |
1,268,684 | 2020-06-11 01:06:15 | 4,716,561,796,955,522 | fraud_Koss and Sons | gas_transport | 64.17 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | d9cc5d3e5e89a9ca3a39cfc41aae915f | 1,370,912,775 | 48.42579 | -111.95173 | 0 |
1,268,685 | 2020-06-11 01:06:18 | 343,668,971,234,893 | fraud_Pouros-Conroy | shopping_pos | 8.32 | Sally | Moore | F | 835 Reese Views Suite 884 | Hopkins | SC | 29,061 | 33.9349 | -80.8449 | 13,717 | Chiropodist | 1949-11-16 | 295368b86df0f81c463eb6ca32729bc4 | 1,370,912,778 | 32.946708 | -80.832188 | 0 |
1,268,686 | 2020-06-11 01:07:01 | 4,550,599,031,376,731 | fraud_Wintheiser, Dietrich and Schimmel | misc_pos | 9.16 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | 57e1f89e1a5c10e49ee3be6a492344af | 1,370,912,821 | 41.126166 | -81.874098 | 0 |
1,268,687 | 2020-06-11 01:09:20 | 375,248,307,838,179 | fraud_Heidenreich PLC | grocery_pos | 119.13 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 873acfbce64ac26d6e3d161f845890a6 | 1,370,912,960 | 38.306436 | -80.349864 | 0 |
1,268,688 | 2020-06-11 01:09:27 | 577,588,686,219 | fraud_Emard Inc | gas_transport | 60.72 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | fc9a2b3a5ebf5eacd5d34994848ff7ba | 1,370,912,967 | 41.326519 | -79.882858 | 0 |
1,268,689 | 2020-06-11 01:12:24 | 30,273,037,698,427 | fraud_Lockman Ltd | grocery_pos | 90.06 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | a5718b2185b89f98f9d147ee0b82e590 | 1,370,913,144 | 36.524426 | -90.916285 | 0 |
1,268,690 | 2020-06-11 01:12:26 | 348,789,608,637,806 | fraud_Labadie, Treutel and Bode | shopping_net | 91.62 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | e197beef04bf46dbf6f31962a850dd91 | 1,370,913,146 | 40.42287 | -99.603041 | 0 |
1,268,691 | 2020-06-11 01:14:09 | 6,597,248,210,463,122 | fraud_Lehner, Mosciski and King | misc_net | 4.19 | Kyle | Wright | M | 610 Samantha Park Suite 149 | Whittemore | IA | 50,598 | 43.0261 | -94.4064 | 912 | Optometrist | 1968-05-16 | bc6660f1959ad67d37f6716295487f52 | 1,370,913,249 | 42.960323 | -94.939378 | 0 |
1,268,692 | 2020-06-11 01:15:22 | 4,026,222,041,577 | fraud_Herman Inc | misc_pos | 53.22 | Debbie | Payne | F | 204 Ashley Neck Apt. 169 | Preston | CT | 6,365 | 41.5224 | -71.9934 | 4,720 | Broadcast presenter | 1977-05-18 | e061b3b734e15ab30e44d42a726580e5 | 1,370,913,322 | 41.903106 | -72.369091 | 0 |
1,268,693 | 2020-06-11 01:18:00 | 341,546,199,006,537 | fraud_Murray-Smitham | grocery_pos | 104.31 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | e2f285f16d6181cff8091e6e512f0069 | 1,370,913,480 | 64.027751 | -165.955562 | 0 |
1,268,694 | 2020-06-11 01:19:09 | 30,026,790,933,302 | fraud_Cremin, Hamill and Reichel | misc_pos | 36.28 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 26c3993f8a1dce4586f476dd9adc158b | 1,370,913,549 | 32.960235 | -91.924891 | 0 |
1,268,695 | 2020-06-11 01:20:02 | 3,552,581,383,553,463 | fraud_Kemmer-Reinger | grocery_net | 141.62 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | 65a68e3b5420439c10e75050019bf1f8 | 1,370,913,602 | 35.586224 | -82.829759 | 0 |
1,268,696 | 2020-06-11 01:20:18 | 4,488,941,175,228,467 | fraud_Morissette, Weber and Wiegand | grocery_net | 57.45 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | 4221e8d641bc0c88b43342c1b5959d01 | 1,370,913,618 | 29.407695 | -80.902223 | 0 |
1,268,697 | 2020-06-11 01:20:23 | 3,598,215,285,024,754 | fraud_Moen, Reinger and Murphy | grocery_pos | 191.44 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | dad51bfdc2ca323efbf319d8a5193d61 | 1,370,913,623 | 41.524293 | -72.862042 | 0 |
1,268,698 | 2020-06-11 01:20:50 | 4,147,608,975,828,480 | fraud_Torp-Labadie | gas_transport | 69.39 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | b6706728d49310eac878ac941b70ff7c | 1,370,913,650 | 44.061556 | -95.761036 | 0 |
1,268,699 | 2020-06-11 01:21:00 | 4,956,828,990,005,111,000 | fraud_Dach-Borer | grocery_net | 81.99 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 79b7087ef54d3d936e7e689ffbf2e0a4 | 1,370,913,660 | 39.904389 | -74.28199 | 0 |
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