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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,272,800 | 2020-06-12 21:42:37 | 3,576,431,665,303,017 | fraud_Conroy Ltd | shopping_pos | 24.43 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | e0dc87868fd44af9e26101f8a34f5383 | 1,371,073,357 | 33.412821 | -111.532518 | 0 |
1,272,801 | 2020-06-12 21:42:50 | 4,226,219,726,886,853,000 | fraud_McLaughlin, Armstrong and Koepp | travel | 2.54 | Jessica | Bell | F | 669 Moore Shoal | Bethel | OH | 45,106 | 38.9424 | -84.092 | 12,349 | Field trials officer | 1985-07-08 | 14b287870538cc6c6e77951dde962e18 | 1,371,073,370 | 38.28594 | -84.448015 | 0 |
1,272,802 | 2020-06-12 21:43:48 | 4,587,657,402,165,341,700 | fraud_Herman Inc | misc_pos | 146.35 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | adfe12af54f486630297a20a50c998e9 | 1,371,073,428 | 40.646045 | -88.172215 | 0 |
1,272,803 | 2020-06-12 21:44:29 | 38,057,513,087,029 | fraud_Ullrich Ltd | kids_pets | 13.5 | Marissa | Clark | F | 2677 Byrd Village Suite 035 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Geoscientist | 1997-01-18 | 13ed9432d65d3118b55f0325f7387759 | 1,371,073,469 | 37.939305 | -121.782788 | 0 |
1,272,804 | 2020-06-12 21:44:36 | 3,543,591,270,174,051 | fraud_Watsica LLC | personal_care | 7.2 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 6e56b8a681cc9a0c81ed67ee962ba923 | 1,371,073,476 | 39.800316 | -78.103239 | 0 |
1,272,805 | 2020-06-12 21:44:44 | 3,527,536,963,490,470 | fraud_Mante Group | misc_net | 31.49 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 5ba4a1603857d8c7517dc99aaaacc521 | 1,371,073,484 | 32.142664 | -80.436471 | 0 |
1,272,806 | 2020-06-12 21:45:02 | 4,683,520,018,489,354 | fraud_Schroeder, Hauck and Treutel | entertainment | 2.03 | Charles | Carrillo | M | 17547 Stephen Turnpike Apt. 846 | Hawthorne | CA | 90,250 | 33.9143 | -118.3493 | 93,193 | Editor, magazine features | 1995-04-19 | cf1b1fca4eda782a954a0c533d5d71a6 | 1,371,073,502 | 33.783877 | -118.428183 | 0 |
1,272,807 | 2020-06-12 21:45:51 | 4,957,924,165,498 | fraud_Kling-Ernser | entertainment | 75.34 | Alan | Parsons | M | 0547 Russell Ford Suite 574 | Kirk | CO | 80,824 | 39.6171 | -102.4776 | 207 | Network engineer | 1955-12-04 | 95ff277c0cd654756ba231abc0b4f488 | 1,371,073,551 | 39.292856 | -102.803831 | 0 |
1,272,808 | 2020-06-12 21:47:39 | 676,102,124,465 | fraud_Reichel LLC | personal_care | 40.84 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 4658d7099d8256f66a902e60943395cc | 1,371,073,659 | 39.175098 | -121.611231 | 0 |
1,272,809 | 2020-06-12 21:48:21 | 3,560,318,482,131,952 | fraud_Hammes-Beatty | kids_pets | 141.79 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 1c20f742b51ae17192d9ea9a16b6d725 | 1,371,073,701 | 33.701108 | -86.871241 | 0 |
1,272,810 | 2020-06-12 21:49:13 | 676,298,633,337 | fraud_Volkman Ltd | misc_net | 6.21 | Jessica | Werner | F | 4529 Cannon Alley | Center Point | WV | 26,339 | 39.4125 | -80.6352 | 255 | Chief Executive Officer | 1971-12-10 | 004b9e2ba1092c1c55f01338c23f811d | 1,371,073,753 | 39.340412 | -79.888097 | 0 |
1,272,811 | 2020-06-12 21:49:31 | 373,905,417,449,658 | fraud_Wuckert, Wintheiser and Friesen | home | 9.4 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | 88cc70ae6fcfa968fd267bc577ac6e63 | 1,371,073,771 | 31.537533 | -97.698537 | 0 |
1,272,812 | 2020-06-12 21:49:43 | 3,528,231,451,607,350 | fraud_Terry Ltd | home | 18.52 | Lauren | Moreno | F | 83719 Wilson Shore | Heislerville | NJ | 8,324 | 39.224 | -74.9942 | 526 | Exercise physiologist | 1940-09-06 | 66a93ce38f6bf9a679827eefe81dbf16 | 1,371,073,783 | 39.23999 | -74.425646 | 0 |
1,272,813 | 2020-06-12 21:49:55 | 374,238,209,524,200 | fraud_Emmerich-Rau | personal_care | 29.89 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 276d6267330ab4b8fd99696552dbe252 | 1,371,073,795 | 45.78981 | -120.544432 | 0 |
1,272,814 | 2020-06-12 21:50:12 | 4,979,422,371,139,333 | fraud_Wilkinson PLC | kids_pets | 5.24 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | b6c351e44ff52613d2ede79af04f5850 | 1,371,073,812 | 40.465114 | -98.941809 | 0 |
1,272,815 | 2020-06-12 21:51:28 | 30,487,648,872,433 | fraud_Wilkinson LLC | personal_care | 17.77 | Stephanie | Crane | F | 144 Martinez Curve | Central | IN | 47,110 | 38.097 | -86.1723 | 350 | Counsellor | 1955-01-05 | da0b61b6ce98b1a41c4e6cf99f1d6c2e | 1,371,073,888 | 37.891721 | -85.874638 | 0 |
1,272,816 | 2020-06-12 21:51:55 | 30,092,964,733,035 | fraud_Kutch-Wilderman | home | 43.68 | Jessica | Terry | F | 6412 Elizabeth Gardens Suite 633 | Maysville | KY | 41,056 | 38.6207 | -83.8067 | 14,228 | Advertising account executive | 1971-03-26 | bf0389a261c17e2cbdc63747ff04bdd1 | 1,371,073,915 | 37.772181 | -83.756868 | 0 |
1,272,817 | 2020-06-12 21:52:10 | 2,242,542,703,101,233 | fraud_Hermiston, Russel and Price | food_dining | 7.81 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 2de27caf9e8cd4bf762252f4ac26dda0 | 1,371,073,930 | 39.187817 | -86.398424 | 0 |
1,272,818 | 2020-06-12 21:52:23 | 377,026,671,291,680 | fraud_Towne, Greenholt and Koepp | shopping_net | 2.89 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | fe6e4c5a9eef246373019d607523326d | 1,371,073,943 | 37.164971 | -90.479031 | 0 |
1,272,819 | 2020-06-12 21:53:00 | 4,633,065,159,406,313 | fraud_Kassulke PLC | shopping_net | 3.93 | Jasmine | Wade | F | 90662 Lewis Avenue | Providence | RI | 2,908 | 41.8383 | -71.4377 | 203,571 | Nurse, children's | 1995-11-29 | 1dd8597a2c20c9217a3c90b39bf2498b | 1,371,073,980 | 41.947413 | -71.742293 | 0 |
1,272,820 | 2020-06-12 21:53:47 | 3,533,742,182,628,021 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 11.69 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 5333afc0d4b958bbdc43342621fba5fe | 1,371,074,027 | 32.832187 | -80.722515 | 0 |
1,272,821 | 2020-06-12 21:54:44 | 3,565,943,051,129,759 | fraud_Schimmel-Olson | kids_pets | 100.82 | David | Thomas | M | 838 Dan Haven Suite 003 | Webster City | IA | 50,595 | 42.4657 | -93.8262 | 9,165 | Medical secretary | 1963-05-23 | 7c4e5a8d557974458cb4c9fbfe1e8796 | 1,371,074,084 | 42.986146 | -94.698683 | 0 |
1,272,822 | 2020-06-12 21:56:12 | 4,302,480,582,202,074 | fraud_Kertzmann LLC | health_fitness | 46.14 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | 32ba31831bf041689e34b497d1a9a86d | 1,371,074,172 | 43.378225 | -86.197461 | 0 |
1,272,823 | 2020-06-12 21:56:31 | 4,344,955,088,481,397 | fraud_Bahringer, Bergnaum and Quitzon | home | 62.24 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 7a11d63a6abde853cf33ffd7c0f744a7 | 1,371,074,191 | 40.155018 | -79.865009 | 0 |
1,272,824 | 2020-06-12 21:56:37 | 4,586,810,168,620,942 | fraud_Watsica LLC | personal_care | 78.57 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 0a5775a289b2dd20fe935c3e315c7695 | 1,371,074,197 | 32.828505 | -81.12478 | 0 |
1,272,825 | 2020-06-12 21:57:44 | 4,951,647,200,979,051 | fraud_Mayert Group | shopping_pos | 4.48 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 101bdecebad04f34da7dada3dcf4b127 | 1,371,074,264 | 37.101361 | -89.271683 | 0 |
1,272,826 | 2020-06-12 21:57:54 | 30,175,986,190,993 | fraud_Lubowitz-Walter | kids_pets | 6.21 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 4297f1bb301da5a9b7d47265227a3308 | 1,371,074,274 | 47.017132 | -96.381721 | 0 |
1,272,827 | 2020-06-12 21:58:10 | 3,513,506,355,699,497 | fraud_O'Reilly, Mohr and Purdy | home | 33.92 | Sarah | Adams | F | 5654 Peterson Land | Ridgeland | MS | 39,157 | 32.4122 | -90.1207 | 24,645 | Scientist, clinical (histocompatibility and immunogenetics) | 1966-05-29 | ed1df4b1db1aaf45b1d9563931951962 | 1,371,074,290 | 33.296202 | -89.343998 | 0 |
1,272,828 | 2020-06-12 21:58:16 | 2,256,234,701,263,057 | fraud_Metz, Russel and Metz | kids_pets | 97.58 | Christopher | Grimes | M | 39631 Dunn Radial | Grantham | NH | 3,753 | 43.5103 | -72.1334 | 2,971 | Charity fundraiser | 1948-04-11 | e3abb47037c0349a15fc687b5fc7b694 | 1,371,074,296 | 44.206282 | -71.779639 | 0 |
1,272,829 | 2020-06-12 21:58:21 | 4,997,733,566,924,489 | fraud_Gerlach Inc | shopping_net | 6.49 | Stephanie | Taylor | F | 598 Martin Pine Suite 365 | Saint Paul | MN | 55,128 | 44.9913 | -92.9487 | 753,116 | Fisheries officer | 1971-08-06 | d7b59dc9d4c886a28ed793f123c0de08 | 1,371,074,301 | 44.305825 | -93.259138 | 0 |
1,272,830 | 2020-06-12 21:58:49 | 3,553,629,419,254,918 | fraud_Heaney-Marquardt | entertainment | 174.63 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 1f0e3fc7e2e4422670f5bd64371e4c97 | 1,371,074,329 | 48.460018 | -122.943506 | 0 |
1,272,831 | 2020-06-12 21:59:36 | 4,740,713,119,940,984 | fraud_Kunze, Larkin and Mayert | travel | 1.42 | Heather | Hines | F | 13776 Hicks Plains | Pomona | NY | 10,970 | 41.1901 | -74.0436 | 9,993 | Pensions consultant | 1962-10-16 | 788b77f22c877f2cb83cac6ed556d0b8 | 1,371,074,376 | 42.140249 | -74.075377 | 0 |
1,272,832 | 2020-06-12 22:02:38 | 4,988,304,376,504 | fraud_Crona and Sons | kids_pets | 49.2 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | bb75656ef73d7243048bb0e3bc0dd734 | 1,371,074,558 | 41.178747 | -74.575211 | 0 |
1,272,833 | 2020-06-12 22:02:44 | 3,541,160,328,600,277 | fraud_Hickle Group | shopping_pos | 191.24 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 8b5543d7fac60541c0416b7c0f7c0223 | 1,371,074,564 | 38.725765 | -89.508806 | 0 |
1,272,834 | 2020-06-12 22:02:53 | 373,043,435,942,726 | fraud_Bradtke, Torp and Bahringer | personal_care | 74.19 | Vincent | Richards | M | 2064 Tyler Fork | Beasley | TX | 77,417 | 29.479 | -95.9681 | 2,457 | Trading standards officer | 1981-03-04 | cf14aedb1ea6796140437a408b0d133f | 1,371,074,573 | 29.691334 | -96.475778 | 0 |
1,272,835 | 2020-06-12 22:02:59 | 4,026,222,041,577 | fraud_Moore, Williamson and Emmerich | home | 13.18 | Debbie | Payne | F | 204 Ashley Neck Apt. 169 | Preston | CT | 6,365 | 41.5224 | -71.9934 | 4,720 | Broadcast presenter | 1977-05-18 | 85ce4a9af91bb73608fbda06a62c4e1a | 1,371,074,579 | 42.268212 | -72.990319 | 0 |
1,272,836 | 2020-06-12 22:03:32 | 4,005,676,619,255,478 | fraud_Lowe, Dietrich and Erdman | kids_pets | 6.3 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 1f3fb83b91eaa4d1152065501b499bd1 | 1,371,074,612 | 31.253054 | -90.959929 | 0 |
1,272,837 | 2020-06-12 22:04:04 | 4,810,839,835,482,794,000 | fraud_Kutch-Ferry | home | 1.47 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | b8855905753424a42cf76fa88d795467 | 1,371,074,644 | 36.727539 | -94.91284 | 0 |
1,272,838 | 2020-06-12 22:04:14 | 3,565,996,340,207,976 | fraud_Larson, Quitzon and Spencer | travel | 5.75 | Warren | Daniels | M | 23656 Harris Gardens Suite 698 | El Paso | TX | 79,906 | 31.8092 | -106.4247 | 749,635 | Market researcher | 1973-01-21 | a9fa21405598d0956ea7a06f201465f5 | 1,371,074,654 | 32.601792 | -106.338945 | 0 |
1,272,839 | 2020-06-12 22:04:25 | 4,173,950,183,554,608 | fraud_Schneider, Hayes and Nikolaus | food_dining | 15.7 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 915971a509a41938050e503bc7211b40 | 1,371,074,665 | 40.941744 | -74.877843 | 0 |
1,272,840 | 2020-06-12 22:04:31 | 3,528,407,217,576,457 | fraud_Renner Ltd | home | 13.19 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | af3433098075689aad4370270928f94b | 1,371,074,671 | 37.045389 | -82.14411 | 0 |
1,272,841 | 2020-06-12 22:05:27 | 2,222,157,926,772,399 | fraud_Welch, Rath and Koepp | entertainment | 9.92 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | ba28f508b579bd5b823696a5bcc00b17 | 1,371,074,727 | 32.582185 | -97.189441 | 0 |
1,272,842 | 2020-06-12 22:05:45 | 3,545,109,339,866,548 | fraud_Kuhn LLC | shopping_pos | 2.72 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 0eb0b0a5da04c2a392401404d1c4ad30 | 1,371,074,745 | 33.035643 | -90.941106 | 0 |
1,272,843 | 2020-06-12 22:05:51 | 3,511,378,610,369,890 | fraud_Cormier LLC | shopping_net | 5.5 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 1aa2c205d0bc575638f85440f89e10ed | 1,371,074,751 | 35.450045 | -87.154623 | 0 |
1,272,844 | 2020-06-12 22:06:17 | 4,292,743,669,224,718,000 | fraud_Windler, Goodwin and Kovacek | home | 58.32 | Michael | Williams | M | 35822 Clayton Street Apt. 679 | Great Mills | MD | 20,634 | 38.2674 | -76.4954 | 5,927 | Art therapist | 1973-06-09 | b76cf0b23e849d811c7a0827f9e35d65 | 1,371,074,777 | 38.181679 | -76.301918 | 0 |
1,272,845 | 2020-06-12 22:06:35 | 4,518,350,514,020,532 | fraud_Friesen Ltd | health_fitness | 81.93 | Christopher | Gregory | M | 9579 Porter Tunnel | Wauchula | FL | 33,873 | 27.5517 | -81.8074 | 14,742 | Teaching laboratory technician | 1993-02-26 | fe11cc358960c5549c9b24d5bf8ae882 | 1,371,074,795 | 28.206398 | -81.090455 | 0 |
1,272,846 | 2020-06-12 22:07:05 | 3,560,797,065,840,735 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 13.98 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | 3c1509228b26a7ddcef15660f8b8dab2 | 1,371,074,825 | 46.612821 | -101.208122 | 0 |
1,272,847 | 2020-06-12 22:07:32 | 4,906,628,655,840,914,000 | fraud_Bahringer, Bergnaum and Quitzon | home | 56 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | e198021b15f4e8bf68671b243e9b7aff | 1,371,074,852 | 24.544257 | -81.495758 | 0 |
1,272,848 | 2020-06-12 22:07:47 | 4,158,945,090,781,624 | fraud_Kilback Group | food_dining | 10.49 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 2876ab45a7ca3eca1d0c43a0c66cb9d6 | 1,371,074,867 | 40.964928 | -79.472869 | 0 |
1,272,849 | 2020-06-12 22:07:48 | 3,566,094,707,272,327 | fraud_Hamill-D'Amore | health_fitness | 85.17 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 155c5b4210de7d1734760cae288952d9 | 1,371,074,868 | 35.084866 | -119.034608 | 0 |
1,272,850 | 2020-06-12 22:08:02 | 4,761,403,817,546,679,000 | fraud_McDermott-Rice | misc_pos | 2.52 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | b1f19e642458bd886036744328204a68 | 1,371,074,882 | 35.496844 | -91.349358 | 0 |
1,272,851 | 2020-06-12 22:08:07 | 4,855,488,158,131,690,000 | fraud_Moore, Williamson and Emmerich | home | 72.01 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | 805532868a00715dd74dadbdac16dae9 | 1,371,074,887 | 44.543278 | -72.558129 | 0 |
1,272,852 | 2020-06-12 22:08:20 | 4,514,242,065,619,750 | fraud_Osinski Inc | personal_care | 111.99 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | ff90c719f2ec084acc8925b15f0c7dc3 | 1,371,074,900 | 40.84723 | -105.199351 | 0 |
1,272,853 | 2020-06-12 22:08:24 | 676,298,633,337 | fraud_Haley Group | misc_pos | 26.44 | Jessica | Werner | F | 4529 Cannon Alley | Center Point | WV | 26,339 | 39.4125 | -80.6352 | 255 | Chief Executive Officer | 1971-12-10 | 358c4c7f9c80fbb814e27724e18cdd78 | 1,371,074,904 | 40.292698 | -81.513567 | 0 |
1,272,854 | 2020-06-12 22:09:00 | 213,112,402,583,773 | fraud_Satterfield-Lowe | travel | 7.44 | 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 | 660ef8018e3302f12e2e19ee41b78712 | 1,371,074,940 | 34.191763 | -82.556098 | 0 |
1,272,855 | 2020-06-12 22:09:11 | 3,528,407,217,576,457 | fraud_Goyette, Howell and Collier | shopping_pos | 676.1 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | 010f0338a71240cb1174052121b60f66 | 1,371,074,951 | 37.103155 | -82.461981 | 0 |
1,272,856 | 2020-06-12 22:09:25 | 30,428,204,673,351 | fraud_Kuphal-Toy | food_dining | 58.9 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | eaac4bc68fa2d45847fa3df4f8367cc0 | 1,371,074,965 | 39.854884 | -76.666258 | 0 |
1,272,857 | 2020-06-12 22:09:25 | 4,128,730,454,058,057,700 | fraud_Hammes-Beatty | kids_pets | 84.53 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | cc4da1b7a5eb17f2b04b32c9414dbb3d | 1,371,074,965 | 31.608041 | -95.689314 | 0 |
1,272,858 | 2020-06-12 22:12:18 | 213,102,873,001,603 | fraud_Little-Gleichner | travel | 1.66 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 757685b2c515c2c51720886be5b37b06 | 1,371,075,138 | 44.00783 | -123.914414 | 0 |
1,272,859 | 2020-06-12 22:12:25 | 4,792,627,764,422,478,000 | fraud_Reichert, Rowe and Mraz | shopping_net | 2.44 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 806ccacd4c434e164ffae15a5fbb5aee | 1,371,075,145 | 39.115241 | -94.46621 | 0 |
1,272,860 | 2020-06-12 22:12:38 | 676,102,124,465 | fraud_Cronin, Kshlerin and Weber | health_fitness | 13.9 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 6edba68f664f1ae9519e0ef01146946f | 1,371,075,158 | 37.482159 | -121.505652 | 0 |
1,272,861 | 2020-06-12 22:12:39 | 6,011,504,998,544,485 | fraud_Gislason Group | travel | 33.78 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | c059be704a9b453a641f48edf5a8a8df | 1,371,075,159 | 32.179447 | -87.548054 | 0 |
1,272,862 | 2020-06-12 22:12:56 | 38,295,635,583,927 | fraud_Hilpert-Conroy | kids_pets | 24.64 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | de4ebb79c7a7cd993d83faeb0266be00 | 1,371,075,176 | 32.449334 | -100.740885 | 0 |
1,272,863 | 2020-06-12 22:13:24 | 4,079,773,899,158 | fraud_Feil-Morar | health_fitness | 114.91 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 405922b9601b8aa74cbd11809257b029 | 1,371,075,204 | 45.260406 | -116.388112 | 0 |
1,272,864 | 2020-06-12 22:13:57 | 577,588,686,219 | fraud_Kihn-Fritsch | food_dining | 5.18 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 73f4d6e47e9f217716073000dbe7e71f | 1,371,075,237 | 40.040383 | -79.909413 | 0 |
1,272,865 | 2020-06-12 22:14:11 | 180,031,190,491,743 | fraud_Kirlin and Sons | personal_care | 49.1 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 781e9ef56f0901f6e5993fa73004b28e | 1,371,075,251 | 30.547202 | -88.511972 | 0 |
1,272,866 | 2020-06-12 22:14:20 | 30,273,037,698,427 | fraud_Pouros-Conroy | shopping_pos | 136.04 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | e2763b5847f53b3b22abe8752b1a4bc6 | 1,371,075,260 | 36.012186 | -90.918889 | 0 |
1,272,867 | 2020-06-12 22:14:26 | 2,266,735,643,685,262 | fraud_Reilly LLC | home | 96.68 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 456e1c6d05e78d1816d381c42ac7d6e0 | 1,371,075,266 | 34.837042 | -85.952163 | 0 |
1,272,868 | 2020-06-12 22:15:59 | 30,371,006,069,917 | fraud_Schaefer Ltd | kids_pets | 30.01 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | 4546e2e4154c60f863b0a2085abc4d5a | 1,371,075,359 | 37.664086 | -88.969042 | 0 |
1,272,869 | 2020-06-12 22:16:25 | 3,583,293,909,206,278 | fraud_Boyer PLC | shopping_net | 5.66 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | abe00d2c4febdf16d90566e81db603ed | 1,371,075,385 | 34.928634 | -105.68949 | 0 |
1,272,870 | 2020-06-12 22:16:31 | 3,545,109,339,866,548 | fraud_Mueller, Gerhold and Mueller | health_fitness | 27.37 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 715f812f4fa61491eabb7f8a12c3a4cc | 1,371,075,391 | 32.889235 | -90.516608 | 0 |
1,272,871 | 2020-06-12 22:16:32 | 4,836,998,673,805,450 | fraud_Mayert Group | shopping_pos | 1.11 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 910da15d2752a00aea122dd363843945 | 1,371,075,392 | 45.083711 | -86.093811 | 0 |
1,272,872 | 2020-06-12 22:16:46 | 213,180,742,685,905 | fraud_Cormier LLC | health_fitness | 4.64 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | fbf13160b6b9e8ed2062ebc53cb6d4ef | 1,371,075,406 | 41.277757 | -124.054865 | 0 |
1,272,873 | 2020-06-12 22:16:58 | 3,598,304,579,370,089 | fraud_Connelly-Carter | home | 91.66 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 3184e382fa74c672b8e5dceca88efcda | 1,371,075,418 | 37.992015 | -96.337924 | 0 |
1,272,874 | 2020-06-12 22:17:03 | 4,005,676,619,255,478 | fraud_White and Sons | home | 73.75 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | 472b29d01cdbdc52dc46fc13887eac43 | 1,371,075,423 | 30.876821 | -91.405785 | 0 |
1,272,875 | 2020-06-12 22:17:20 | 3,530,503,964,418,806 | fraud_Leffler-Goldner | personal_care | 82.75 | David | Nichols | M | 0638 Fred Ramp Suite 086 | Palmdale | CA | 93,552 | 34.5715 | -118.0231 | 171,170 | Chemical engineer | 1963-06-04 | 494bafb268a136bc3d016dadaa1defc2 | 1,371,075,440 | 35.319004 | -118.632482 | 0 |
1,272,876 | 2020-06-12 22:17:27 | 2,297,447,006,766,555 | fraud_Dare-Gibson | health_fitness | 1.3 | Laura | Walker | F | 611 Michael Rue | Cisco | IL | 61,830 | 39.9972 | -88.6962 | 478 | Landscape architect | 1960-01-13 | f26d2e8f3fbf35c76d9738efaf90c577 | 1,371,075,447 | 40.931256 | -87.943082 | 0 |
1,272,877 | 2020-06-12 22:18:13 | 4,939,976,756,738,216 | fraud_O'Connell, Botsford and Hand | home | 22.71 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | e97465d998ed2f8db5048cf251607a15 | 1,371,075,493 | 25.581055 | -98.515604 | 0 |
1,272,878 | 2020-06-12 22:18:40 | 4,210,078,554,961,359,000 | fraud_Windler, Goodwin and Kovacek | home | 6.71 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | c456ba49beda7bdc3c5eb35040010e44 | 1,371,075,520 | 44.3369 | -123.279659 | 0 |
1,272,879 | 2020-06-12 22:20:38 | 30,153,452,207,526 | fraud_Waters-Cruickshank | health_fitness | 18.29 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | 2da7399933071da662079e3b9f13f923 | 1,371,075,638 | 32.233974 | -98.685446 | 0 |
1,272,880 | 2020-06-12 22:22:09 | 213,126,662,687,660 | fraud_Medhurst Inc | home | 13.2 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | bc4cee2643fe5ffa2486a852c2545bf3 | 1,371,075,729 | 27.713256 | -99.148223 | 0 |
1,272,881 | 2020-06-12 22:23:33 | 375,974,680,629,816 | fraud_Schimmel-Olson | kids_pets | 89.38 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | e731daab58ec561cf7c50b68f7651623 | 1,371,075,813 | 42.371195 | -72.094556 | 0 |
1,272,882 | 2020-06-12 22:23:36 | 4,760,122,961,662 | fraud_Kutch-Wilderman | home | 44.58 | Robert | Jordan | M | 4602 Lopez Glens Suite 900 | Arcadia | OH | 44,804 | 41.1116 | -83.502 | 1,202 | Curator | 1933-03-01 | 01b220bfa3ac1a71f870d09da016030e | 1,371,075,816 | 40.370994 | -84.449362 | 0 |
1,272,883 | 2020-06-12 22:24:12 | 6,011,366,578,560,244 | fraud_Miller-Harris | misc_net | 1.59 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 8ff97939bfcb69901d794d5eca0b23b8 | 1,371,075,852 | 40.477889 | -78.510749 | 0 |
1,272,884 | 2020-06-12 22:24:34 | 2,712,209,726,293,386 | fraud_Sawayn PLC | shopping_pos | 8.43 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | e8895fcbb20df635ea0e168870fb10a8 | 1,371,075,874 | 29.560333 | -91.800529 | 0 |
1,272,885 | 2020-06-12 22:26:01 | 4,640,395,708,703 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 999.66 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 70dc619a99349b8ed7000bd7d20a8df0 | 1,371,075,961 | 31.525822 | -92.620586 | 1 |
1,272,886 | 2020-06-12 22:27:18 | 3,591,919,803,438,423 | fraud_Dibbert and Sons | entertainment | 116.88 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 675dce2738290f675672a4876c862b96 | 1,371,076,038 | 29.251023 | -80.197127 | 0 |
1,272,887 | 2020-06-12 22:27:33 | 2,286,236,465,059,468 | fraud_Adams-Barrows | health_fitness | 7.1 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | ffd5c6febd528babacc73693c6cc1514 | 1,371,076,053 | 37.939439 | -94.683392 | 0 |
1,272,888 | 2020-06-12 22:28:20 | 4,505,383,113,689 | fraud_Bradtke, Torp and Bahringer | personal_care | 3.21 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 9c766ae05ffcba405bcfc026ff2bc4cb | 1,371,076,100 | 39.057405 | -76.101548 | 0 |
1,272,889 | 2020-06-12 22:28:26 | 3,541,160,328,600,277 | fraud_Brown-Greenholt | entertainment | 192.64 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 15f832818c420800f9d452d9dc44f25d | 1,371,076,106 | 39.610854 | -90.357355 | 0 |
1,272,890 | 2020-06-12 22:28:49 | 4,509,142,395,811,241 | fraud_Baumbach Ltd | personal_care | 10.34 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | 1164acb51b8844aa4743570a0c17a78e | 1,371,076,129 | 31.151761 | -81.982244 | 0 |
1,272,891 | 2020-06-12 22:28:53 | 4,900,628,639,996 | fraud_Wilkinson Ltd | entertainment | 72.03 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | b29da3108e19dbdb3a5d78da0cc00424 | 1,371,076,133 | 33.598133 | -118.200498 | 0 |
1,272,892 | 2020-06-12 22:28:54 | 3,575,789,281,659,026 | fraud_Bode-Schuster | kids_pets | 9.18 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 98124a8211b4931af3acfb2272ea5623 | 1,371,076,134 | 39.467964 | -93.026717 | 0 |
1,272,893 | 2020-06-12 22:28:56 | 180,014,262,259,255 | fraud_Windler LLC | kids_pets | 178.44 | Brianna | Page | F | 0043 Henry Plaza | Brantley | AL | 36,009 | 31.571 | -86.2743 | 2,566 | Exercise physiologist | 1958-06-26 | c29a4ea160effd9926ba1beb81b1e62e | 1,371,076,136 | 31.567338 | -86.215092 | 0 |
1,272,894 | 2020-06-12 22:29:00 | 3,589,289,942,931,264 | fraud_Dibbert-Green | entertainment | 54.41 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 016309616ad035349301815cba09b2f2 | 1,371,076,140 | 43.884579 | -96.855977 | 0 |
1,272,895 | 2020-06-12 22:29:06 | 4,836,998,673,805,450 | fraud_Ziemann-Waters | health_fitness | 24.06 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 78f5e17ae062298411890c4d883bdfe5 | 1,371,076,146 | 45.964316 | -86.488869 | 0 |
1,272,896 | 2020-06-12 22:29:17 | 3,533,012,926,413,100 | fraud_Okuneva, Schneider and Rau | shopping_pos | 6.26 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 9d912312cf5b5e3d65644a4b87045ae6 | 1,371,076,157 | 44.132927 | -74.269718 | 0 |
1,272,897 | 2020-06-12 22:29:22 | 4,769,426,683,924,059,000 | fraud_Lang, Towne and Schuppe | kids_pets | 7.84 | Andrea | Cruz | F | 26572 Hodge Villages Suite 512 | Mifflin | PA | 17,058 | 40.5553 | -77.4001 | 1,909 | Mining engineer | 1954-08-22 | 2c928fef58134670f28608cc28d2e339 | 1,371,076,162 | 40.156501 | -77.287636 | 0 |
1,272,898 | 2020-06-12 22:29:41 | 2,242,542,703,101,233 | fraud_Abbott-Rogahn | entertainment | 104.15 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 2570740c99dd4e1e4afe6e03f6c40dad | 1,371,076,181 | 39.489689 | -85.583402 | 0 |
1,272,899 | 2020-06-12 22:29:50 | 4,951,647,200,979,051 | fraud_Schmeler Inc | misc_pos | 2.58 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 9d6fac284611a7ab93f066359a713fa7 | 1,371,076,190 | 37.114532 | -89.283186 | 0 |
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