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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,273,800 | 2020-06-13 09:27:00 | 2,248,735,346,244,816 | fraud_Goyette Inc | shopping_net | 3.24 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | f58227699eb29548179ad3ace58c7fa5 | 1,371,115,620 | 38.239603 | -100.565909 | 0 |
1,273,801 | 2020-06-13 09:27:57 | 4,988,304,376,504 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 12.73 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 5b351cad83c0cffacb90c26df0604f5c | 1,371,115,677 | 41.923651 | -73.740914 | 0 |
1,273,802 | 2020-06-13 09:28:20 | 213,161,869,125,933 | fraud_Denesik and Sons | shopping_pos | 3.86 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | 379242daa36d87aaafc9d56610b835cd | 1,371,115,700 | 44.922084 | -69.704846 | 0 |
1,273,803 | 2020-06-13 09:28:50 | 2,305,336,922,781,618 | fraud_Huel-Langworth | misc_net | 18.74 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | e7aab955f7e112817b08753f4f6eb169 | 1,371,115,730 | 40.156456 | -92.705339 | 0 |
1,273,804 | 2020-06-13 09:32:06 | 4,792,627,764,422,478,000 | fraud_Cartwright-Harris | grocery_pos | 167.27 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | c829d7e8405c40237e91de8d0627b98b | 1,371,115,926 | 38.411859 | -94.040287 | 0 |
1,273,805 | 2020-06-13 09:34:01 | 4,247,921,790,666 | fraud_Schuppe LLC | entertainment | 12.38 | Judith | Moss | F | 46297 Benjamin Plains Suite 703 | Washington Court House | OH | 43,160 | 39.537 | -83.455 | 22,305 | Television floor manager | 1939-03-09 | 8330ca578ad74bc1efb1f1f3cd608bf9 | 1,371,116,041 | 39.519063 | -82.848626 | 0 |
1,273,806 | 2020-06-13 09:34:38 | 375,767,678,113,375 | fraud_Bartoletti-Wunsch | gas_transport | 66.25 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | cfbeb25a501352ff5f1f4dcf83e0e2d8 | 1,371,116,078 | 38.432445 | -78.651321 | 0 |
1,273,807 | 2020-06-13 09:34:42 | 375,848,982,312,810 | fraud_Mohr Inc | shopping_pos | 396.39 | Dale | Smith | M | 25036 Contreras Turnpike Suite 270 | Purmela | TX | 76,566 | 31.4841 | -97.9903 | 258 | Web designer | 1943-12-15 | 4ca2344d715296c278a1765d989f9121 | 1,371,116,082 | 31.118771 | -98.59568 | 0 |
1,273,808 | 2020-06-13 09:34:52 | 4,364,010,865,167,176 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 35.81 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 6872d948be50a86c8d9409f88e91a1f9 | 1,371,116,092 | 40.112028 | -120.379011 | 0 |
1,273,809 | 2020-06-13 09:35:38 | 4,294,040,533,480,516 | fraud_Schmitt Inc | gas_transport | 49.07 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 056260643efefa849c57862e084d41a2 | 1,371,116,138 | 32.641614 | -81.765206 | 0 |
1,273,810 | 2020-06-13 09:35:42 | 4,239,436,242,473 | fraud_Dicki Ltd | grocery_net | 29.48 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | cae8add5201cc156113ac713fcf5aeb3 | 1,371,116,142 | 38.774969 | -76.303061 | 0 |
1,273,811 | 2020-06-13 09:36:04 | 3,565,423,334,076,143 | fraud_Emard Inc | gas_transport | 62.31 | Nathan | Thomas | M | 4923 Campbell Pines Suite 717 | Carlisle | IN | 47,838 | 38.9763 | -87.3667 | 4,081 | Energy engineer | 1938-03-15 | 88710943ef27df149651941b7d125036 | 1,371,116,164 | 38.977005 | -86.507952 | 0 |
1,273,812 | 2020-06-13 09:37:33 | 60,490,596,305 | fraud_Bartoletti-Wunsch | gas_transport | 48.75 | Karen | Johnson | F | 4349 Anna Flat Suite 214 | Haynes | AR | 72,341 | 34.8838 | -90.7666 | 222 | Programmer, applications | 1963-05-19 | 407a82c0961c52f9f3d8181a3e7adf19 | 1,371,116,253 | 34.426539 | -91.61822 | 0 |
1,273,813 | 2020-06-13 09:38:01 | 4,481,131,401,752 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 79.74 | Frank | Foster | M | 37910 Ward Lights | Shrewsbury | MA | 1,545 | 42.2848 | -71.7205 | 35,299 | English as a second language teacher | 1975-04-30 | 71376c0dbdfb7f83eac0c894b118e2e2 | 1,371,116,281 | 41.570575 | -70.748287 | 0 |
1,273,814 | 2020-06-13 09:38:08 | 371,284,100,299,909 | fraud_Erdman-Kertzmann | gas_transport | 41.18 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 88f7211708753bd989a420f8150462c7 | 1,371,116,288 | 35.523858 | -100.150452 | 0 |
1,273,815 | 2020-06-13 09:38:19 | 3,529,597,810,116,815 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 70.17 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | 95fb8caf18842aec32a548a0676bfb24 | 1,371,116,299 | 40.066862 | -78.458392 | 0 |
1,273,816 | 2020-06-13 09:38:26 | 30,510,856,607,165 | fraud_Kling-Ernser | entertainment | 27.04 | Frederick | Robinson | M | 1125 Ray Track | Livonia | MI | 48,154 | 42.3958 | -83.3772 | 96,942 | Horticultural consultant | 1965-04-01 | 070259ded8b558935cb1bbdbf80d680b | 1,371,116,306 | 43.208463 | -83.98777 | 0 |
1,273,817 | 2020-06-13 09:38:59 | 180,014,262,259,255 | fraud_Douglas, Schneider and Turner | shopping_pos | 8.12 | Brianna | Page | F | 0043 Henry Plaza | Brantley | AL | 36,009 | 31.571 | -86.2743 | 2,566 | Exercise physiologist | 1958-06-26 | a9e3a12ff999cce6475e62332defb1ab | 1,371,116,339 | 32.394803 | -85.469655 | 0 |
1,273,818 | 2020-06-13 09:39:55 | 3,547,574,373,318,979 | fraud_Cole PLC | grocery_pos | 121.57 | Jacob | Patel | M | 54822 Hill Forks | Dieterich | IL | 62,424 | 39.0319 | -88.4074 | 2,092 | Psychologist, clinical | 1962-04-30 | 4603b08b621441a3d239e2f37fede019 | 1,371,116,395 | 38.570673 | -87.537102 | 0 |
1,273,819 | 2020-06-13 09:42:18 | 3,598,215,285,024,754 | fraud_Boehm, Predovic and Reinger | misc_pos | 121.6 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 3263f38f6377fab3ca6a12cab36f874a | 1,371,116,538 | 40.646601 | -72.563881 | 0 |
1,273,820 | 2020-06-13 09:46:24 | 213,178,765,398,315 | fraud_Zieme, Bode and Dooley | gas_transport | 73.35 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 920ac6504905c548010ba0569e4c5f46 | 1,371,116,784 | 42.899955 | -107.310768 | 0 |
1,273,821 | 2020-06-13 09:47:49 | 4,599,285,557,366,057 | fraud_Cassin-Harvey | grocery_net | 15.07 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | 636b27f8db951397fdc0e4e6c0cd36d3 | 1,371,116,869 | 38.158153 | -98.030548 | 0 |
1,273,822 | 2020-06-13 09:47:58 | 6,592,861,994,408,652 | fraud_Cummerata-Jones | gas_transport | 33.73 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 43bdb7d9f4de77225c124eb46e258b84 | 1,371,116,878 | 43.174774 | -78.187398 | 0 |
1,273,823 | 2020-06-13 09:48:07 | 4,878,364,946,692,291 | fraud_Schmitt Inc | gas_transport | 65.08 | Tina | Alvarez | F | 1976 Tyler Underpass | Early | IA | 50,535 | 42.4483 | -95.1726 | 885 | Pilot, airline | 1949-08-14 | 6b56755cf36f4f2ba72b29b079ba21c0 | 1,371,116,887 | 42.944864 | -94.221451 | 0 |
1,273,824 | 2020-06-13 09:48:50 | 6,011,552,879,910,390 | fraud_Miller-Harris | misc_net | 57.91 | Robert | Long | M | 529 Joshua Knoll Apt. 511 | Lonetree | WY | 82,936 | 41.0552 | -110.1603 | 49 | Research scientist (physical sciences) | 1981-07-05 | 8f796907e337e0597b4dd08becc17ead | 1,371,116,930 | 41.807301 | -110.685207 | 0 |
1,273,825 | 2020-06-13 09:49:26 | 6,538,441,737,335,434 | fraud_Roob LLC | grocery_net | 18.45 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | d744bcfcdcfb034e8e53e0c22468df55 | 1,371,116,966 | 42.23782 | -79.961287 | 0 |
1,273,826 | 2020-06-13 09:50:29 | 4,710,826,438,164,848,000 | fraud_Denesik and Sons | shopping_pos | 319.43 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | 2f4bcc5dbae0b414cd16a3436b8dcdb9 | 1,371,117,029 | 49.437377 | -108.14446 | 0 |
1,273,827 | 2020-06-13 09:52:10 | 501,831,082,224 | fraud_Morissette PLC | shopping_pos | 2.58 | Corey | Jones | M | 709 George Underpass Apt. 080 | West Decatur | PA | 16,878 | 40.9493 | -78.3129 | 1,762 | Armed forces logistics/support/administrative officer | 1962-05-04 | 256da484b9d1b117effc94831b240636 | 1,371,117,130 | 40.344909 | -78.471374 | 0 |
1,273,828 | 2020-06-13 09:52:27 | 4,710,792,708,725,663 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 50.95 | Justin | Bell | M | 954 Green Wall | Churubusco | IN | 46,723 | 41.229 | -85.3244 | 7,692 | Research officer, trade union | 1986-12-13 | ac66f50806f38f81fcc0a396b6c53801 | 1,371,117,147 | 40.812266 | -86.22028 | 0 |
1,273,829 | 2020-06-13 09:53:50 | 3,553,629,419,254,918 | fraud_Torp-Labadie | gas_transport | 47.23 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 76d6f9016f1c9cfd6709edddf14c3bc6 | 1,371,117,230 | 48.231358 | -121.573927 | 0 |
1,273,830 | 2020-06-13 09:54:10 | 4,119,762,878,330,989 | fraud_Cassin-Harvey | grocery_net | 79.69 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | 82e02def9f99393b463c8138c939721c | 1,371,117,250 | 39.880334 | -89.496015 | 0 |
1,273,831 | 2020-06-13 09:54:40 | 30,175,986,190,993 | fraud_Kutch LLC | gas_transport | 49.42 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | a6d25af6d196646f44706e097ddfce41 | 1,371,117,280 | 48.122081 | -95.925637 | 0 |
1,273,832 | 2020-06-13 09:55:00 | 38,588,538,868,506 | fraud_Schultz, Simonis and Little | grocery_pos | 116.39 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 09fbf730d89bda0713133e5f152e7bc8 | 1,371,117,300 | 30.466363 | -103.02486 | 0 |
1,273,833 | 2020-06-13 09:55:05 | 4,862,293,128,558 | fraud_Marks Inc | gas_transport | 100.14 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | 06e77638c9d95639b31154d5537367ee | 1,371,117,305 | 40.918588 | -78.014465 | 0 |
1,273,834 | 2020-06-13 09:56:19 | 4,195,740,185,974 | fraud_Rau and Sons | grocery_pos | 92.24 | Benjamin | Robinson | M | 0701 John Ranch | Portland | OR | 97,210 | 45.5303 | -122.7033 | 841,711 | Engineer, building services | 1963-04-04 | 2e13c7b758a42605818f90349cc94c49 | 1,371,117,379 | 44.642578 | -123.473781 | 0 |
1,273,835 | 2020-06-13 09:56:35 | 60,423,098,130 | fraud_Little, Gutmann and Lynch | shopping_net | 27.21 | Jason | Gray | M | 875 Amy Point | Amorita | OK | 73,719 | 36.9412 | -98.2458 | 83 | Barrister's clerk | 1958-07-28 | 37cbd3018ee00407664298a69adb4850 | 1,371,117,395 | 36.259102 | -98.667968 | 0 |
1,273,836 | 2020-06-13 09:58:35 | 4,666,314,527,820,883,000 | fraud_Torp-Lemke | misc_pos | 29.45 | Guy | Thompson | M | 5812 Ramos Oval Suite 598 | Ravenna | NE | 68,869 | 41.0233 | -98.9041 | 2,202 | Solicitor, Scotland | 1974-06-21 | 14f0c54113e246f50f57d0aee901ef31 | 1,371,117,515 | 40.202422 | -99.902201 | 0 |
1,273,837 | 2020-06-13 09:58:47 | 3,565,423,334,076,143 | fraud_Kilback LLC | food_dining | 68.89 | Nathan | Thomas | M | 4923 Campbell Pines Suite 717 | Carlisle | IN | 47,838 | 38.9763 | -87.3667 | 4,081 | Energy engineer | 1938-03-15 | f7495287dec95acb3c3d04e02bef235b | 1,371,117,527 | 38.902501 | -87.54928 | 0 |
1,273,838 | 2020-06-13 09:58:48 | 2,242,542,703,101,233 | fraud_Runolfsson and Sons | grocery_net | 57.92 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 3b46cd1da7aa2b151b885f5b29007892 | 1,371,117,528 | 38.910044 | -84.456078 | 0 |
1,273,839 | 2020-06-13 09:58:54 | 4,956,828,990,005,111,000 | fraud_Friesen-D'Amore | gas_transport | 84.22 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 1d421852898a25d1fa27b7abe684d54b | 1,371,117,534 | 40.512413 | -74.837221 | 0 |
1,273,840 | 2020-06-13 09:59:23 | 6,011,626,928,491,360 | fraud_Cremin, Hamill and Reichel | misc_pos | 1.45 | Heather | Roberts | F | 62934 Maria Cliffs Suite 350 | Bethel Springs | TN | 38,315 | 35.2289 | -88.644 | 3,876 | Senior tax professional/tax inspector | 1960-11-19 | 9f6aeb4366cb51c267befa6cfabf4ca4 | 1,371,117,563 | 35.227878 | -89.401575 | 0 |
1,273,841 | 2020-06-13 10:01:57 | 4,601,636,330,889 | fraud_McDermott-Weimann | grocery_pos | 63.24 | Mark | Rivera | M | 383 Contreras Hills Suite 658 | Humble | TX | 77,338 | 30.0041 | -95.2825 | 194,500 | Tax adviser | 1990-12-18 | 87db9f79ecc265b70d7d889218e7060d | 1,371,117,717 | 29.862526 | -95.497301 | 0 |
1,273,842 | 2020-06-13 10:02:22 | 4,228,411,452,607,671 | fraud_Hayes, Marquardt and Dibbert | misc_net | 6.06 | Aaron | Stewart | M | 400 Zuniga Pine | Winthrop | ME | 4,364 | 44.3229 | -69.9576 | 6,025 | Advertising account planner | 1995-04-22 | 1f9f16ca84375d4669e8563b4d05b41d | 1,371,117,742 | 44.17239 | -70.300227 | 0 |
1,273,843 | 2020-06-13 10:02:26 | 180,067,784,565,096 | fraud_Bradtke PLC | grocery_pos | 123.58 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | a6254c889ec9521c7e1b310322e69e85 | 1,371,117,746 | 42.204741 | -87.41214 | 0 |
1,273,844 | 2020-06-13 10:02:44 | 2,348,245,054,386,329 | fraud_Kling-Ernser | entertainment | 202.8 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | af5308916d396222b48b0b05cb2ae841 | 1,371,117,764 | 42.937808 | -80.579206 | 0 |
1,273,845 | 2020-06-13 10:03:31 | 2,305,336,922,781,618 | fraud_Brown PLC | misc_net | 53.63 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | e8883caf9a5522f541dae1ee96a85c02 | 1,371,117,811 | 40.102511 | -93.587468 | 0 |
1,273,846 | 2020-06-13 10:06:01 | 4,260,128,500,325 | fraud_Koss and Sons | gas_transport | 55.99 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 22dc82e48ab3cbea35d22b96d9343be5 | 1,371,117,961 | 37.773314 | -82.797767 | 0 |
1,273,847 | 2020-06-13 10:06:22 | 3,596,357,274,378,601 | fraud_Lehner, Mosciski and King | misc_net | 7.84 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 9078cdca1756ea9eb9900d5b568ce403 | 1,371,117,982 | 40.287735 | -78.718591 | 0 |
1,273,848 | 2020-06-13 10:06:46 | 3,533,012,926,413,100 | fraud_Harris, Gusikowski and Heaney | grocery_net | 48.95 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | e4764bc2b5d4c5599f549ac7a115b8a9 | 1,371,118,006 | 42.609945 | -75.658512 | 0 |
1,273,849 | 2020-06-13 10:08:16 | 30,248,898,834,493 | fraud_Baumbach, Feeney and Morar | shopping_net | 2.39 | Michael | Rodriguez | M | 172 Paula Inlet Apt. 650 | Cross Plains | TX | 76,443 | 32.1482 | -99.1872 | 1,897 | Chief Operating Officer | 1953-04-19 | 5c2864e232c9d96cdf7504592788ebfc | 1,371,118,096 | 32.987439 | -99.439815 | 0 |
1,273,850 | 2020-06-13 10:08:25 | 30,371,006,069,917 | fraud_Bednar Group | misc_net | 46.51 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | e883c224a984685c3ae6e6f229433e9a | 1,371,118,105 | 37.940864 | -88.987713 | 0 |
1,273,851 | 2020-06-13 10:09:07 | 6,011,948,324,228,984 | fraud_Schmitt Inc | gas_transport | 62.84 | Mckenzie | Brooks | F | 3872 Matthew Skyway | Paris | MS | 38,949 | 34.1992 | -89.382 | 297 | Administrator, local government | 1961-12-14 | 8813434981fce13ffdd804797d6ad6a6 | 1,371,118,147 | 34.478402 | -88.453991 | 0 |
1,273,852 | 2020-06-13 10:10:20 | 3,565,196,229,855,512 | fraud_Koepp-Witting | grocery_pos | 99.93 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 9d644b398e65571521d7c87fd38c348a | 1,371,118,220 | 40.537584 | -93.181953 | 0 |
1,273,853 | 2020-06-13 10:10:56 | 501,831,082,224 | fraud_Jenkins, Hauck and Friesen | gas_transport | 44.25 | Corey | Jones | M | 709 George Underpass Apt. 080 | West Decatur | PA | 16,878 | 40.9493 | -78.3129 | 1,762 | Armed forces logistics/support/administrative officer | 1962-05-04 | 26899c192fe5af1750c896de9f6bd4de | 1,371,118,256 | 41.639942 | -77.422757 | 0 |
1,273,854 | 2020-06-13 10:12:45 | 213,141,712,584,544 | fraud_Moore, Dibbert and Koepp | misc_net | 15.04 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 33d48786920d853e33e00b57c62a84db | 1,371,118,365 | 31.293201 | -90.848038 | 0 |
1,273,855 | 2020-06-13 10:12:55 | 4,646,845,581,490,336,000 | fraud_Rohan, White and Aufderhar | misc_net | 159.75 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | c8ab42249b3be1f268aacc4d9a4eec79 | 1,371,118,375 | 41.69757 | -72.527417 | 0 |
1,273,856 | 2020-06-13 10:13:07 | 2,305,336,922,781,618 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 5.1 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 418ea5fce3ddaf78426d78dcd6a05610 | 1,371,118,387 | 40.620954 | -93.537258 | 0 |
1,273,857 | 2020-06-13 10:13:52 | 3,576,511,691,045,060 | fraud_Murray-Smitham | grocery_pos | 83 | Leah | Garner | F | 147 Mckinney Run Apt. 743 | Ehrhardt | SC | 29,081 | 33.1044 | -81.0221 | 1,352 | Engineer, materials | 1992-10-08 | 27f4f9545367f378648f8c157baaee9c | 1,371,118,432 | 32.565015 | -80.924466 | 0 |
1,273,858 | 2020-06-13 10:14:00 | 4,128,027,264,554,082 | fraud_Kling Inc | gas_transport | 37.35 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | ddd704679c0f0ad93c5e0672610c3b8d | 1,371,118,440 | 39.964407 | -81.664747 | 0 |
1,273,859 | 2020-06-13 10:14:01 | 4,736,845,434,667,908,000 | fraud_Tillman, Dickinson and Labadie | gas_transport | 100.09 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | 21f6d0ded5b92cd7fe2c3497cccc4735 | 1,371,118,441 | 43.978568 | -73.765589 | 0 |
1,273,860 | 2020-06-13 10:14:26 | 30,074,693,890,476 | fraud_Lockman, West and Runte | grocery_pos | 164.07 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 44e7cf2444bbbfd3e5ae5e2ee54c1cfd | 1,371,118,466 | 38.899681 | -101.410963 | 0 |
1,273,861 | 2020-06-13 10:15:22 | 3,551,217,896,304,745 | fraud_Torp-Lemke | misc_pos | 75.24 | 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 | 70b6f77e9b7c930eb2dbbb131e781a41 | 1,371,118,522 | 44.546989 | -75.082591 | 0 |
1,273,862 | 2020-06-13 10:16:37 | 6,011,360,759,745,864 | fraud_Nienow PLC | entertainment | 4.6 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 01e796ba251bb9ce3c76a2fc355dfea2 | 1,371,118,597 | 39.506992 | -79.230139 | 0 |
1,273,863 | 2020-06-13 10:17:02 | 4,561,368,699,336,875 | fraud_Wolf Inc | grocery_pos | 91.62 | Pamela | Lewis | F | 653 Jessica Extension Apt. 668 | Clifton | SC | 29,324 | 34.9906 | -81.8327 | 167 | Museum/gallery conservator | 1988-11-01 | 0246de94015d14f4fdf603e632595553 | 1,371,118,622 | 34.909682 | -82.584325 | 0 |
1,273,864 | 2020-06-13 10:17:54 | 2,475,085,306,462,014 | fraud_Moen, Reinger and Murphy | grocery_pos | 109.92 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | 7e577dc73ad496a105507e56b8e8857f | 1,371,118,674 | 44.856027 | -94.642561 | 0 |
1,273,865 | 2020-06-13 10:18:00 | 5,130,484,058,948,421 | fraud_Wolf Inc | grocery_pos | 102.57 | Ronald | White | M | 25713 Hamilton Grove Apt. 903 | Beaverdam | OH | 45,808 | 40.8314 | -83.9758 | 349 | Museum/gallery conservator | 1978-12-25 | 843b13b6364ed6d5839d511f3e9999cf | 1,371,118,680 | 41.036443 | -83.373332 | 0 |
1,273,866 | 2020-06-13 10:18:34 | 4,792,627,764,422,478,000 | fraud_Heidenreich PLC | grocery_pos | 215.23 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 93acb6826dd89021a82a680d314ac61f | 1,371,118,714 | 39.177311 | -95.791479 | 0 |
1,273,867 | 2020-06-13 10:18:44 | 3,529,597,810,116,815 | fraud_Dach-Borer | grocery_net | 24.99 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | c980c5c85ec51dcea44c786e9917815f | 1,371,118,724 | 40.427817 | -78.712567 | 0 |
1,273,868 | 2020-06-13 10:20:29 | 4,555,104,582,813,474 | fraud_Lemke-Gutmann | shopping_net | 78.29 | Chris | Daniel | M | 025 White Fork Apt. 633 | Rock Glen | PA | 18,246 | 40.954 | -76.1747 | 143 | Health and safety adviser | 1982-02-19 | 054db2bdc585b75cbcaf605f186194c4 | 1,371,118,829 | 41.051976 | -75.673642 | 0 |
1,273,869 | 2020-06-13 10:21:27 | 4,716,561,796,955,522 | fraud_Ledner-Pfannerstill | gas_transport | 44.5 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | d5c3835ce8170d97e5a07229377e40b9 | 1,371,118,887 | 48.554663 | -112.118356 | 0 |
1,273,870 | 2020-06-13 10:21:58 | 2,233,882,705,243,596 | fraud_Emard Inc | gas_transport | 67.98 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 483492f08e8178b0eff5ced30b24153f | 1,371,118,918 | 33.928727 | -89.461113 | 0 |
1,273,871 | 2020-06-13 10:25:48 | 4,433,091,568,498,503 | fraud_Gislason Group | misc_pos | 4.78 | Linda | Davis | F | 493 Todd Views | Gaithersburg | MD | 20,882 | 39.2335 | -77.1458 | 135,332 | Clinical biochemist | 1936-03-28 | 5146af2925e80140dea6fed2fb470350 | 1,371,119,148 | 39.423463 | -77.674392 | 0 |
1,273,872 | 2020-06-13 10:26:04 | 4,440,581,794,652 | fraud_Kuphal-Toy | food_dining | 150.92 | Karen | Cooper | F | 425 Caleb Point Apt. 050 | San Diego | CA | 92,128 | 33.0067 | -117.069 | 1,241,364 | Pharmacist, hospital | 1960-03-01 | 37146a52aaa538ca27118fafdd310ac9 | 1,371,119,164 | 33.601526 | -117.625158 | 0 |
1,273,873 | 2020-06-13 10:26:21 | 6,011,367,958,204,270 | fraud_Kemmer-Reinger | grocery_net | 97.84 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 4fd9aa372040ab0b3f4b077dc936bf16 | 1,371,119,181 | 41.513926 | -81.941314 | 0 |
1,273,874 | 2020-06-13 10:26:30 | 4,670,613,943,676,271 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 2.32 | Bianca | Novak | F | 0953 David Skyway | Cuthbert | GA | 39,840 | 31.7706 | -84.7936 | 5,726 | Fitness centre manager | 1947-08-14 | e6dbccf37b6b8eb568e84d7ce8cc081f | 1,371,119,190 | 32.716879 | -84.210287 | 0 |
1,273,875 | 2020-06-13 10:26:32 | 213,180,742,685,905 | fraud_Heller-Langosh | gas_transport | 69.72 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 0f6ff427bd79f0787375f0008a405130 | 1,371,119,192 | 41.243615 | -123.182846 | 0 |
1,273,876 | 2020-06-13 10:27:29 | 4,862,293,128,558 | fraud_Ruecker Group | misc_net | 2.34 | Elizabeth | Payne | F | 897 Daugherty Mission | Grassflat | PA | 16,839 | 41.0036 | -78.1104 | 489 | Pension scheme manager | 1956-09-15 | ae937f66a1e769006e5522a551a98bf6 | 1,371,119,249 | 40.853221 | -78.595565 | 0 |
1,273,877 | 2020-06-13 10:28:30 | 4,952,583,804,639,909 | fraud_Cormier, Stracke and Thiel | entertainment | 10.09 | Patricia | Rodriguez | F | 386 Randolph Throughway | Warren | OH | 44,483 | 41.2639 | -80.8164 | 75,903 | Magazine features editor | 1957-04-05 | 21a6d1f359363480d3f1d2d55e4250c5 | 1,371,119,310 | 41.081135 | -80.356681 | 0 |
1,273,878 | 2020-06-13 10:30:42 | 6,597,248,210,463,122 | fraud_Parisian and Sons | gas_transport | 40.01 | Kyle | Wright | M | 610 Samantha Park Suite 149 | Whittemore | IA | 50,598 | 43.0261 | -94.4064 | 912 | Optometrist | 1968-05-16 | 38ec3454926f6254a48b52157a510d32 | 1,371,119,442 | 42.040469 | -94.152728 | 0 |
1,273,879 | 2020-06-13 10:32:12 | 374,930,071,163,758 | fraud_Kemmer-Reinger | grocery_net | 43.06 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 8781adc0e04dde101dcd7314ce93a51b | 1,371,119,532 | 42.870903 | -83.817777 | 0 |
1,273,880 | 2020-06-13 10:32:16 | 3,521,815,216,091,574 | fraud_Bernier, Streich and Jewess | grocery_net | 54.2 | Wayne | Marsh | M | 172 Leonard Island | Dumont | CO | 80,436 | 39.7532 | -105.6356 | 565 | Mental health nurse | 1978-08-27 | 2a64548df1492415c761cc7bf8c1e20b | 1,371,119,536 | 40.333319 | -105.010969 | 0 |
1,273,881 | 2020-06-13 10:32:19 | 3,565,423,334,076,143 | fraud_Hermann and Sons | shopping_pos | 8.4 | Nathan | Thomas | M | 4923 Campbell Pines Suite 717 | Carlisle | IN | 47,838 | 38.9763 | -87.3667 | 4,081 | Energy engineer | 1938-03-15 | 7d5c0dfba185331815a71cb8e23ae207 | 1,371,119,539 | 38.718588 | -87.772634 | 0 |
1,273,882 | 2020-06-13 10:34:52 | 372,246,459,334,925 | fraud_Hills-Witting | shopping_net | 1.35 | Rick | Martinez | M | 062 Poole Hollow Apt. 815 | Deadwood | SD | 57,732 | 44.3566 | -103.6999 | 1,979 | Multimedia programmer | 1970-03-13 | 444e3dbb4accd30d0f971bd27d5bb4ed | 1,371,119,692 | 44.587643 | -104.189084 | 0 |
1,273,883 | 2020-06-13 10:35:09 | 4,969,856,774,088,583 | fraud_Wolf Inc | grocery_pos | 85.44 | Jacqueline | Prince | F | 27823 Andrew Underpass Suite 948 | Metairie | LA | 70,003 | 29.9975 | -90.2146 | 137,067 | Advertising account planner | 1951-12-04 | 25f38197b9e0451dc5a489c4d9cd7d07 | 1,371,119,709 | 30.75939 | -90.848605 | 0 |
1,273,884 | 2020-06-13 10:35:38 | 4,906,628,655,840,914,000 | fraud_McDermott-Weimann | grocery_pos | 40.88 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 85d9b57f4347df9f9d268155d7d2872b | 1,371,119,738 | 24.209294 | -82.350347 | 0 |
1,273,885 | 2020-06-13 10:37:34 | 6,011,381,817,520,024 | fraud_Strosin-Cruickshank | grocery_pos | 104.93 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | 37d45a0a8266a7a814c71312a2d0404b | 1,371,119,854 | 41.496993 | -104.249452 | 0 |
1,273,886 | 2020-06-13 10:37:35 | 3,589,289,942,931,264 | fraud_Heller-Langosh | gas_transport | 92.01 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | b3c0104e9d69750528ec7a501b0613d3 | 1,371,119,855 | 43.000354 | -98.54344 | 0 |
1,273,887 | 2020-06-13 10:37:44 | 213,161,293,389,774 | fraud_Koepp-Witting | grocery_pos | 130.1 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 8f59bc0997a7c7e2039faaebb88e965d | 1,371,119,864 | 42.864296 | -77.130721 | 0 |
1,273,888 | 2020-06-13 10:37:57 | 2,248,735,346,244,816 | fraud_Rau and Sons | grocery_pos | 133.07 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 4b22d759f31ca7a53513c0c00928a834 | 1,371,119,877 | 37.773509 | -99.957607 | 0 |
1,273,889 | 2020-06-13 10:38:04 | 3,586,955,669,388,457 | fraud_Huels-Nolan | gas_transport | 77.91 | Benjamin | Rogers | M | 24191 Elizabeth Mill | Bolivar | PA | 15,923 | 40.3673 | -79.1605 | 1,770 | Administrator, local government | 1994-12-08 | f73492b6d815dea5302e403cd2a524bc | 1,371,119,884 | 41.269356 | -79.230727 | 0 |
1,273,890 | 2020-06-13 10:39:22 | 4,474,324,669,797,121 | fraud_Miller-Hauck | grocery_pos | 161.22 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | c779f40e2b149f92fe8f7906040d3037 | 1,371,119,962 | 37.021839 | -119.822238 | 0 |
1,273,891 | 2020-06-13 10:43:02 | 584,673,555,952 | fraud_Cremin, Hamill and Reichel | misc_pos | 7.38 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 1aaaf650995f54ff21491e9311fa7f90 | 1,371,120,182 | 47.69949 | -101.883411 | 0 |
1,273,892 | 2020-06-13 10:44:18 | 3,535,808,924,394,848 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 106.51 | Matthew | Myers | M | 4936 Michelle Points | Tower Hill | IL | 62,571 | 39.39 | -88.9597 | 1,532 | Radio broadcast assistant | 1980-01-09 | 50ba3defa92e157ab64d90cd57b672a9 | 1,371,120,258 | 39.174921 | -88.345372 | 0 |
1,273,893 | 2020-06-13 10:44:23 | 2,222,157,926,772,399 | fraud_Stehr, Jewess and Schimmel | misc_net | 68.86 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | 7b0afd35d2262e45b815152d027471e1 | 1,371,120,263 | 33.063229 | -96.229052 | 0 |
1,273,894 | 2020-06-13 10:49:04 | 3,543,591,270,174,051 | fraud_Cassin-Harvey | grocery_net | 70.81 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 7c4fc774fb199eb7f76407a1f4335bbf | 1,371,120,544 | 41.326989 | -78.155216 | 0 |
1,273,895 | 2020-06-13 10:49:18 | 4,502,539,526,809,430,000 | fraud_Predovic Inc | shopping_net | 11.86 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 72adab25a853a3320b2a3f35a15eb837 | 1,371,120,558 | 36.166795 | -91.029543 | 0 |
1,273,896 | 2020-06-13 10:49:35 | 4,045,036,286,570,100,700 | fraud_Deckow-Dare | food_dining | 24.12 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | 450b4698732fb3638597d7c069dbf855 | 1,371,120,575 | 39.571074 | -76.069882 | 0 |
1,273,897 | 2020-06-13 10:52:18 | 30,266,994,494,236 | fraud_Robel, Cummerata and Prosacco | gas_transport | 59.62 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | 1ec940c2e8bd84cf7e07be804880f5b3 | 1,371,120,738 | 36.926899 | -77.665004 | 0 |
1,273,898 | 2020-06-13 10:52:43 | 4,173,950,183,554,608 | fraud_Kutch LLC | gas_transport | 59.49 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 5d306c3303edf142f02611d5cf3a6ac3 | 1,371,120,763 | 39.562677 | -73.968698 | 0 |
1,273,899 | 2020-06-13 10:54:33 | 3,568,255,211,412,877 | fraud_Bauch-Raynor | grocery_pos | 45.46 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 175e579c169095e6720f28bed15a84d4 | 1,371,120,873 | 40.457805 | -85.765859 | 0 |
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