Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,286,100 | 2020-06-16 20:48:14 | 3,596,217,206,093,829 | fraud_Barton LLC | kids_pets | 19.91 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | d3d244129b1bba20e8ac172c6671f5ba | 1,371,415,694 | 40.514814 | -91.444963 | 0 |
1,286,101 | 2020-06-16 20:48:18 | 213,153,151,785,052 | fraud_Jewess LLC | shopping_pos | 108.55 | Rebecca | Conley | F | 181 Moreno Light Apt. 215 | Tomahawk | WI | 54,487 | 45.4963 | -89.7273 | 9,594 | Seismic interpreter | 1997-11-23 | 15e3c9267e93a92fa50417ea1963b654 | 1,371,415,698 | 45.243331 | -89.810013 | 0 |
1,286,102 | 2020-06-16 20:48:58 | 567,868,110,212 | fraud_Kuhic LLC | shopping_net | 189.11 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | b5806666fdd31014f510444c2a366d3a | 1,371,415,738 | 29.975137 | -94.938334 | 0 |
1,286,103 | 2020-06-16 20:49:35 | 583,699,482,621 | fraud_Runte, Green and Emard | health_fitness | 112.33 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | 604ed13686c6633683db3a4f8c9ea5cd | 1,371,415,775 | 44.153707 | -88.602065 | 0 |
1,286,104 | 2020-06-16 20:49:42 | 4,599,285,557,366,057 | fraud_Rohan, White and Aufderhar | misc_net | 58.2 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | 1c22a3fdea0d151fbb986bdab6fd05bc | 1,371,415,782 | 37.851628 | -97.099897 | 0 |
1,286,105 | 2020-06-16 20:50:06 | 4,446,368,897,795,790 | fraud_Terry Ltd | home | 77.67 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 950b22afbc444964c19b3cb1a4cfe0c9 | 1,371,415,806 | 38.807959 | -74.666392 | 0 |
1,286,106 | 2020-06-16 20:50:07 | 502,049,568,400 | fraud_Denesik, Powlowski and Pouros | home | 47.37 | Daniel | Melton | M | 6157 Nichols Mews | Marion | CT | 6,444 | 41.7918 | -72.7188 | 370 | Health service manager | 1962-02-13 | f8c1e6dd1358cfe45e7ca80fc6d05702 | 1,371,415,807 | 41.224516 | -73.269385 | 0 |
1,286,107 | 2020-06-16 20:50:37 | 4,783,226,709,001 | fraud_Ebert-Daugherty | travel | 1.68 | Jessica | Garcia | F | 13108 Jennifer Passage | Mc Cracken | KS | 67,556 | 38.5957 | -99.554 | 320 | Film/video editor | 1961-04-22 | 08d00310628f58445b0465687c619435 | 1,371,415,837 | 37.959412 | -98.802748 | 0 |
1,286,108 | 2020-06-16 20:50:58 | 2,720,012,583,106,919 | fraud_Fahey Inc | kids_pets | 41.75 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 436400389afe7b739d10bc1167e79bae | 1,371,415,858 | 42.44052 | -103.205616 | 0 |
1,286,109 | 2020-06-16 20:51:36 | 3,587,044,315,915,002 | fraud_Gleason and Sons | kids_pets | 54.32 | Christian | Roman | M | 495 Fisher Throughway | Grand Junction | TN | 38,039 | 35.0659 | -89.1534 | 1,804 | Clothing/textile technologist | 1974-10-15 | 6b341118e600f3fbccccf72702b94210 | 1,371,415,896 | 35.938432 | -88.19933 | 0 |
1,286,110 | 2020-06-16 20:51:37 | 342,952,484,382,519 | fraud_Pollich LLC | home | 17.85 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 1fe410377557d693a9ccf6d7c824b344 | 1,371,415,897 | 41.836031 | -73.427824 | 0 |
1,286,111 | 2020-06-16 20:51:48 | 6,011,492,816,282,597 | fraud_Bahringer, Osinski and Block | food_dining | 37.35 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | 252637c81f760a1fd941f37fc879f940 | 1,371,415,908 | 32.880612 | -92.620129 | 0 |
1,286,112 | 2020-06-16 20:52:10 | 3,576,431,665,303,017 | fraud_Crist, Jakubowski and Littel | home | 30.83 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | bb079d893c710efa64349f2736d5fa38 | 1,371,415,930 | 33.746552 | -112.295592 | 0 |
1,286,113 | 2020-06-16 20:52:39 | 3,545,109,339,866,548 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 16.01 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | e9ae1ff6448d395f30e7353dd56336e2 | 1,371,415,959 | 34.444993 | -91.026105 | 0 |
1,286,114 | 2020-06-16 20:52:47 | 4,736,845,434,667,908,000 | fraud_Koss, McLaughlin and Mayer | food_dining | 53.98 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | e7ffbffe03cb8eea2068b8d95293b727 | 1,371,415,967 | 45.194808 | -73.162499 | 0 |
1,286,115 | 2020-06-16 20:53:18 | 2,242,542,703,101,233 | fraud_Reichert-Weissnat | travel | 8.84 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 6d103e95d6e383ed8fd2ab5eb8688377 | 1,371,415,998 | 37.834498 | -85.694404 | 0 |
1,286,116 | 2020-06-16 20:53:25 | 4,512,828,414,983,802,000 | fraud_Rau-Robel | kids_pets | 9.23 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 2894954b1fb522d9e64d4de43e10bb78 | 1,371,416,005 | 39.37918 | -80.051386 | 0 |
1,286,117 | 2020-06-16 20:53:31 | 180,072,527,505,094 | fraud_Beier and Sons | home | 88.62 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | f0e9b94c307898251b6baebf44787473 | 1,371,416,011 | 34.594582 | -81.862533 | 0 |
1,286,118 | 2020-06-16 20:53:55 | 30,238,755,902,988 | fraud_Conroy Ltd | shopping_pos | 1.37 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 180383da4af4618ba084245ff8c8518e | 1,371,416,035 | 29.807537 | -96.902517 | 0 |
1,286,119 | 2020-06-16 20:54:13 | 2,703,186,189,652,095 | fraud_Daugherty LLC | kids_pets | 72.34 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | 5f2867322db7d32023f01858baef14d4 | 1,371,416,053 | 36.249419 | -81.002519 | 0 |
1,286,120 | 2020-06-16 20:54:16 | 4,890,424,426,862,857,000 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 4.04 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 1dad9b50d1090e99455994057db504ae | 1,371,416,056 | 38.677519 | -121.923931 | 0 |
1,286,121 | 2020-06-16 20:54:30 | 676,369,110,710 | fraud_Nienow PLC | entertainment | 47.1 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | 5ef4d7796ccc3af8d9ab1d82d1675ec9 | 1,371,416,070 | 43.095234 | -83.697107 | 0 |
1,286,122 | 2020-06-16 20:54:43 | 2,706,977,570,537,524 | fraud_Larson-Moen | entertainment | 71.5 | David | Serrano | M | 4739 Martin Common | Zaleski | OH | 45,698 | 39.283 | -82.3977 | 341 | Accounting technician | 1978-12-18 | aa3c03a9f303e49d9dac13b14d316da4 | 1,371,416,083 | 39.99384 | -82.289545 | 0 |
1,286,123 | 2020-06-16 20:55:13 | 30,235,438,713,303 | fraud_Emmerich-Rau | personal_care | 16.51 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 777bcae8f8de0aaf91db4f5e2af9a641 | 1,371,416,113 | 37.874421 | -81.675219 | 0 |
1,286,124 | 2020-06-16 20:55:37 | 4,874,017,206,859,125 | fraud_Padberg-Sauer | home | 83.72 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | 76025312316645d61e721ade5db08c01 | 1,371,416,137 | 44.696999 | -122.071511 | 0 |
1,286,125 | 2020-06-16 20:56:13 | 3,534,330,126,107,879 | fraud_Kilback Group | food_dining | 66.11 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | a4cec15b6b4695d47ff6093dcbc6f118 | 1,371,416,173 | 45.479626 | -109.819797 | 0 |
1,286,126 | 2020-06-16 20:56:32 | 38,295,635,583,927 | fraud_Labadie LLC | personal_care | 26.44 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 9b49a1bd9d0168394e18b23b606778f8 | 1,371,416,192 | 32.815561 | -98.997665 | 0 |
1,286,127 | 2020-06-16 20:56:36 | 340,951,438,290,556 | fraud_Marvin-Lind | personal_care | 91.66 | Maria | Garcia | F | 865 Thomas Village | Orangeburg | NY | 10,962 | 41.0442 | -73.9609 | 5,950 | Records manager | 1971-07-02 | dfe4f0f38522822fef294d7bb5594793 | 1,371,416,196 | 41.802485 | -74.536163 | 0 |
1,286,128 | 2020-06-16 20:56:59 | 4,260,128,500,325 | fraud_Howe PLC | entertainment | 65.25 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | a1f97f8b95c827cb40cfa32921d865e7 | 1,371,416,219 | 36.949093 | -82.147425 | 0 |
1,286,129 | 2020-06-16 20:57:09 | 4,488,258,847,705,225,700 | fraud_Kub PLC | personal_care | 21.21 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 15e371a5282abb535f9d9da657797350 | 1,371,416,229 | 34.873612 | -81.98771 | 0 |
1,286,130 | 2020-06-16 20:57:16 | 30,551,643,947,183 | fraud_Ruecker, Beer and Collier | shopping_net | 13.83 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 9d4cb7b21ac422da7d9b240cb1ed4600 | 1,371,416,236 | 35.093476 | -80.92816 | 0 |
1,286,131 | 2020-06-16 20:57:41 | 630,423,337,322 | fraud_Sawayn PLC | shopping_pos | 3.42 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 3cae4129e8d89833638cc3c3589757d4 | 1,371,416,261 | 48.768134 | -118.208639 | 0 |
1,286,132 | 2020-06-16 20:57:52 | 30,290,551,782,700 | fraud_Windler, Goodwin and Kovacek | home | 4.8 | John | Clarke | M | 27909 Peter Motorway | Cadiz | KY | 42,211 | 36.802 | -87.8286 | 13,422 | Commissioning editor | 1961-09-03 | 4edc7cba7ac4f93b1b03f408573230ed | 1,371,416,272 | 35.927781 | -87.726113 | 0 |
1,286,133 | 2020-06-16 20:58:08 | 180,056,173,248,083 | fraud_Lehner, Mosciski and King | misc_net | 72.62 | Larry | Warner | M | 145 Jeffrey Key Suite 668 | Lakeview | MI | 48,850 | 43.4269 | -85.2924 | 4,474 | Emergency planning/management officer | 1976-01-15 | b2477cbf339a5c1474a76368d9558ea9 | 1,371,416,288 | 43.626025 | -84.542319 | 0 |
1,286,134 | 2020-06-16 20:58:57 | 4,908,846,471,916,297 | fraud_Rolfson-Kunde | personal_care | 119.15 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 6d84c46f81478e5ed627ed32ea414aba | 1,371,416,337 | 33.033277 | -98.07864 | 0 |
1,286,135 | 2020-06-16 20:59:06 | 180,046,617,132,290 | fraud_Shanahan-Lehner | personal_care | 5.59 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | 0559f21c515c12e9ba2849b6a9a3617a | 1,371,416,346 | 37.646448 | -89.266232 | 0 |
1,286,136 | 2020-06-16 20:59:22 | 38,052,002,992,326 | fraud_Simonis-Prohaska | misc_pos | 52.23 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 12a00eadb06020e0a22ee4ddec9799cc | 1,371,416,362 | 31.303278 | -95.777121 | 0 |
1,286,137 | 2020-06-16 21:00:59 | 4,229,733,778,084,049 | fraud_Windler, Goodwin and Kovacek | home | 100.12 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | fa97ab028573fa51798086589562d2d8 | 1,371,416,459 | 38.026155 | -85.703875 | 0 |
1,286,138 | 2020-06-16 21:01:01 | 4,428,154,703,770,710 | fraud_Langworth LLC | personal_care | 16.14 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | 5e81672eaf2b59b7af38a60f024b2d63 | 1,371,416,461 | 47.257066 | -116.911194 | 0 |
1,286,139 | 2020-06-16 21:01:06 | 4,302,480,582,202,074 | fraud_Reilly LLC | home | 137.09 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | 2c9b9dd9575846bc98b2bb3811f27dd0 | 1,371,416,466 | 42.432887 | -86.775726 | 0 |
1,286,140 | 2020-06-16 21:01:24 | 4,562,827,002,127 | fraud_Barton LLC | kids_pets | 42.8 | Christopher | Johnson | M | 28711 Kristine Junction Suite 309 | Greenville | OH | 45,331 | 40.0987 | -84.6342 | 22,930 | Media planner | 1971-11-26 | b5dc87c8229ecb562065cf2d45dddde6 | 1,371,416,484 | 40.444891 | -84.812016 | 0 |
1,286,141 | 2020-06-16 21:02:37 | 4,400,011,257,587,662,000 | fraud_Rolfson-Kunde | personal_care | 28.88 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | 7cfcec8a0d627d729c15b2a2f0317974 | 1,371,416,557 | 41.690063 | -98.569853 | 0 |
1,286,142 | 2020-06-16 21:02:41 | 3,591,919,803,438,423 | fraud_Johnston-Casper | travel | 2.86 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 745818bfc3f406a2e56bbdcfbd251c37 | 1,371,416,561 | 28.106851 | -80.249362 | 0 |
1,286,143 | 2020-06-16 21:02:44 | 5,130,484,058,948,421 | fraud_Adams-Barrows | health_fitness | 76.05 | Ronald | White | M | 25713 Hamilton Grove Apt. 903 | Beaverdam | OH | 45,808 | 40.8314 | -83.9758 | 349 | Museum/gallery conservator | 1978-12-25 | fe35a2110a560f6abcc473833ab586a1 | 1,371,416,564 | 41.156351 | -83.221951 | 0 |
1,286,144 | 2020-06-16 21:02:45 | 6,011,148,190,095,209 | fraud_Lubowitz-Walter | kids_pets | 45.3 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | 94f3179870d9bfde7247228b6e20e16b | 1,371,416,565 | 36.881889 | -123.311628 | 0 |
1,286,145 | 2020-06-16 21:03:17 | 6,526,777,409,109,795 | fraud_Heller PLC | health_fitness | 14.93 | Michael | Garner | M | 0157 Samuel Mission Suite 379 | South Richmond Hill | NY | 11,419 | 40.6868 | -73.823 | 47,211 | Site engineer | 1937-02-01 | f8fabe9af4af596ac3d53ab1a6565f9f | 1,371,416,597 | 41.248751 | -73.171399 | 0 |
1,286,146 | 2020-06-16 21:03:17 | 4,181,833,256,558,614,000 | fraud_Maggio-Fahey | misc_pos | 147.19 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 781e32c26fac1049abdc20d142e79f81 | 1,371,416,597 | 36.430332 | -106.275614 | 0 |
1,286,147 | 2020-06-16 21:04:25 | 4,584,931,703,207,308,300 | fraud_Bins, Balistreri and Beatty | shopping_pos | 6.57 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 2858ad6eba262b77397fa6a8fcdf4379 | 1,371,416,665 | 32.327315 | -96.75914 | 0 |
1,286,148 | 2020-06-16 21:04:33 | 36,078,114,201,167 | fraud_Beier and Sons | home | 6.31 | Christopher | Horn | M | 956 Sanchez Highway | Mallie | KY | 41,836 | 37.2692 | -82.9161 | 798 | Facilities manager | 1926-06-26 | 41b4e9047afff54dbcbb536fe9a61fa3 | 1,371,416,673 | 37.208429 | -82.273808 | 0 |
1,286,149 | 2020-06-16 21:04:48 | 3,521,417,320,836,166 | fraud_Douglas, Schneider and Turner | shopping_pos | 7.58 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 0458c44f13fea1716a9454d4717803df | 1,371,416,688 | 39.223269 | -86.310789 | 0 |
1,286,150 | 2020-06-16 21:05:16 | 5,540,636,818,935,089 | fraud_Abbott-Steuber | personal_care | 1.42 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 93e1abdcb92ddfecd86dd329cc6d85f4 | 1,371,416,716 | 41.863193 | -70.939125 | 0 |
1,286,151 | 2020-06-16 21:05:27 | 213,175,487,106,448 | fraud_Homenick LLC | personal_care | 42.27 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | 3866bef50e8df503df3c948ab4c8cbfd | 1,371,416,727 | 32.121016 | -99.206355 | 0 |
1,286,152 | 2020-06-16 21:05:39 | 2,450,829,271,795,901 | fraud_Wuckert, Wintheiser and Friesen | home | 87.11 | Timothy | Kirby | M | 7309 Sophia Causeway Suite 702 | Sauk Rapids | MN | 56,379 | 45.604 | -94.1591 | 16,163 | Hydrographic surveyor | 1987-02-22 | 845f92d749be756399e2504851d09178 | 1,371,416,739 | 44.804448 | -94.910907 | 0 |
1,286,153 | 2020-06-16 21:05:45 | 2,305,336,922,781,618 | fraud_Jast and Sons | food_dining | 6.76 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | b2318229401d4f433acf1f274651b26d | 1,371,416,745 | 41.353674 | -93.27283 | 0 |
1,286,154 | 2020-06-16 21:05:58 | 6,011,724,471,098,086 | fraud_Wisozk and Sons | misc_pos | 36.26 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | d1d4a65077fb07c402253403abadadd2 | 1,371,416,758 | 46.236017 | -119.456377 | 0 |
1,286,155 | 2020-06-16 21:06:39 | 4,708,992,452,821,239 | fraud_Nicolas, Hills and McGlynn | entertainment | 1.15 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | 8e6e462f5e07cbd49c391552c5efe96b | 1,371,416,799 | 36.076693 | -90.878284 | 0 |
1,286,156 | 2020-06-16 21:06:57 | 213,191,402,330,021 | fraud_Kihn-Fritsch | food_dining | 22.98 | Thomas | Sullivan | M | 464 Newman Crossroad | Milwaukee | WI | 53,228 | 42.9676 | -88.0434 | 817,312 | Accountant, chartered public finance | 2004-03-18 | 62a2fe48759f38f7761f17d09b1470ff | 1,371,416,817 | 43.1312 | -87.106984 | 0 |
1,286,157 | 2020-06-16 21:07:05 | 675,945,690,716 | fraud_Bins-Tillman | entertainment | 19.19 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | 9ac0f4b7d5ef5ec186359e39694347aa | 1,371,416,825 | 39.778078 | -79.636919 | 0 |
1,286,158 | 2020-06-16 21:07:15 | 4,646,845,581,490,336,000 | fraud_Emmerich-Rau | personal_care | 83.05 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | a04dd3f3c0ed75ad6be68a20a7af4b34 | 1,371,416,835 | 41.033535 | -72.468377 | 0 |
1,286,159 | 2020-06-16 21:07:17 | 4,170,689,372,027,579 | fraud_Kutch-Ferry | home | 1.52 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | 5463685ed5e2fe7ce3af21ca97dfcdf0 | 1,371,416,837 | 35.248585 | -97.285153 | 0 |
1,286,160 | 2020-06-16 21:07:25 | 3,560,697,798,177,746 | fraud_Ritchie, Bradtke and Stiedemann | travel | 1.94 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | e2e06dd57ad58ce838de745be2780198 | 1,371,416,845 | 34.148792 | -117.127822 | 0 |
1,286,161 | 2020-06-16 21:07:29 | 30,235,438,713,303 | fraud_Cartwright PLC | kids_pets | 33.76 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 6b977eab2d58054156e1711051b4dd3e | 1,371,416,849 | 38.328319 | -81.112553 | 0 |
1,286,162 | 2020-06-16 21:07:32 | 4,653,879,239,169,997 | fraud_Conroy-Emard | food_dining | 5.78 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | fd3dfbe850938311f66fa73e4c267a4c | 1,371,416,852 | 37.332386 | -85.831622 | 0 |
1,286,163 | 2020-06-16 21:07:32 | 376,445,266,762,684 | fraud_Roob, Conn and Tremblay | shopping_pos | 9.97 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | dd0f4570de75ae601fc0ee48950fbba5 | 1,371,416,852 | 40.264894 | -101.869488 | 0 |
1,286,164 | 2020-06-16 21:07:32 | 30,199,621,383,748 | fraud_Turner and Sons | shopping_pos | 2.92 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | 95414051128f3281f6ef18cda1e9b471 | 1,371,416,852 | 32.659537 | -96.986503 | 0 |
1,286,165 | 2020-06-16 21:07:33 | 3,518,234,918,950,662 | fraud_Fisher Inc | shopping_net | 705.2 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 17f7fede091d24d27683c61281b3a8c4 | 1,371,416,853 | 33.854161 | -96.710867 | 0 |
1,286,166 | 2020-06-16 21:08:17 | 4,070,511,711,385,545 | fraud_Johns-Hoeger | entertainment | 2.9 | Stephanie | Hopkins | F | 44089 Carrie Crossing Suite 954 | Falls City | TX | 78,113 | 28.9814 | -98.0156 | 2,435 | Engineer, mining | 1967-04-09 | 010312d514e65cd91a28d0b90f3e964a | 1,371,416,897 | 28.486431 | -98.46868 | 0 |
1,286,167 | 2020-06-16 21:08:27 | 567,868,110,212 | fraud_Fadel-Hilpert | health_fitness | 32.66 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 5ff85e20c10136c4cefe5a5c62a44d70 | 1,371,416,907 | 29.849549 | -95.471449 | 0 |
1,286,168 | 2020-06-16 21:08:30 | 4,599,285,557,366,057 | fraud_Corwin-Romaguera | travel | 7.92 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | dc46c6470cce0cef5d139baa78d1c017 | 1,371,416,910 | 38.544684 | -96.971164 | 0 |
1,286,169 | 2020-06-16 21:08:31 | 3,534,330,126,107,879 | fraud_Bahringer-Streich | food_dining | 64.31 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | 2507aad389b5148d1b40241b0f5a690f | 1,371,416,911 | 45.584175 | -109.217924 | 0 |
1,286,170 | 2020-06-16 21:08:47 | 3,540,210,836,308,425 | fraud_Connelly-Carter | home | 78.44 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 41c9e08aa7cdc0229bf73b7deb965bde | 1,371,416,927 | 34.333332 | -103.373362 | 0 |
1,286,171 | 2020-06-16 21:09:21 | 2,356,276,337,669,917 | fraud_Howe Ltd | misc_pos | 100.84 | Benjamin | Harris | M | 0881 Lori Pines | Chester | MD | 21,619 | 38.9583 | -76.2842 | 5,848 | Paediatric nurse | 1981-02-15 | 7f7085a3e965eb2e4fb073cfe85d9a7c | 1,371,416,961 | 39.397111 | -76.097969 | 0 |
1,286,172 | 2020-06-16 21:10:12 | 4,979,422,371,139,333 | fraud_Eichmann-Kilback | home | 13.54 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | f522cc8eb1583ecfd1710598659fad51 | 1,371,417,012 | 40.998635 | -99.448936 | 0 |
1,286,173 | 2020-06-16 21:11:03 | 3,501,942,333,500,073 | fraud_Boyer PLC | shopping_net | 9.77 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | a03e1099a32ac8730f82dcd959429a72 | 1,371,417,063 | 34.772011 | -112.595462 | 0 |
1,286,174 | 2020-06-16 21:11:06 | 501,802,953,619 | fraud_Gottlieb Group | kids_pets | 69.22 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 992aa876a8a18920e948093ab9725913 | 1,371,417,066 | 42.508576 | -122.56249 | 0 |
1,286,175 | 2020-06-16 21:11:07 | 30,011,465,039,817 | fraud_Schoen, Nienow and Bauch | personal_care | 133 | Lisa | Garcia | F | 213 Gill Expressway | Chatham | NY | 12,037 | 42.3496 | -73.5873 | 4,015 | Human resources officer | 1971-10-14 | 7c288aba5be26ee0c4bcc681e180d645 | 1,371,417,067 | 42.204359 | -73.571301 | 0 |
1,286,176 | 2020-06-16 21:11:15 | 676,102,124,465 | fraud_Zemlak, Tillman and Cremin | personal_care | 21.14 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 42dbf003a7f2387f6eb751b400e25a9a | 1,371,417,075 | 38.080523 | -121.381293 | 0 |
1,286,177 | 2020-06-16 21:11:18 | 3,592,931,352,252,641 | fraud_Gleason and Sons | kids_pets | 8.73 | Dylan | Garcia | M | 923 Jordan Road | Afton | MN | 55,001 | 44.8696 | -92.8234 | 2,916 | Barrister's clerk | 1935-06-29 | f191db6394f60024c2ffee6d18a6890b | 1,371,417,078 | 45.149904 | -93.272509 | 0 |
1,286,178 | 2020-06-16 21:11:50 | 4,635,330,563,105,903 | fraud_Fisher Inc | shopping_net | 46.7 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | f14a59d9ff2ba518cafbd7a2abbd750e | 1,371,417,110 | 38.84118 | -77.359083 | 0 |
1,286,179 | 2020-06-16 21:12:10 | 180,064,817,343,047 | fraud_Hirthe-Beier | health_fitness | 72.1 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 7835e31655d417386b20991ad2db2b69 | 1,371,417,130 | 37.507252 | -87.412851 | 0 |
1,286,180 | 2020-06-16 21:12:25 | 4,503,101,193,493,053,000 | fraud_Goyette-Gerhold | kids_pets | 29.08 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | 10266648e0a34d7f6a59f9b0c911ba74 | 1,371,417,145 | 28.181403 | -81.87643 | 0 |
1,286,181 | 2020-06-16 21:12:28 | 3,591,919,803,438,423 | fraud_Dare, Casper and Bartoletti | kids_pets | 55.53 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 3f4008eefd0a2419ed6b90d75492333b | 1,371,417,148 | 28.737047 | -81.6981 | 0 |
1,286,182 | 2020-06-16 21:12:32 | 4,809,701,904,914 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 5.89 | Sabrina | Nolan | F | 312 Eric Expressway Apt. 014 | Phenix City | AL | 36,869 | 32.4204 | -85.0796 | 59,744 | Chemical engineer | 1984-02-07 | f66281938f3092fc4dff00123f800a27 | 1,371,417,152 | 31.738253 | -84.35259 | 0 |
1,286,183 | 2020-06-16 21:12:49 | 3,596,357,274,378,601 | fraud_Gleason and Sons | kids_pets | 71.68 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 948b150fad4d35f49eef57d12fc93d46 | 1,371,417,169 | 41.312692 | -77.38256 | 0 |
1,286,184 | 2020-06-16 21:12:52 | 3,511,378,610,369,890 | fraud_Morissette LLC | entertainment | 168.05 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 507f5760c81e08519c475bad0aa36c93 | 1,371,417,172 | 35.620622 | -85.791747 | 0 |
1,286,185 | 2020-06-16 21:13:05 | 3,575,789,281,659,026 | fraud_Kutch-Ferry | home | 63.07 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | aedd42612f98aa3e13736689fa539d6d | 1,371,417,185 | 37.883121 | -94.868338 | 0 |
1,286,186 | 2020-06-16 21:13:27 | 180,048,185,037,117 | fraud_Reichel Inc | entertainment | 109.71 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 0de40ee702d0823927a401da6d7ca5c2 | 1,371,417,207 | 40.530515 | -73.981411 | 0 |
1,286,187 | 2020-06-16 21:13:45 | 371,226,440,126,102 | fraud_Hermiston, Russel and Price | food_dining | 2.85 | Stacy | Lambert | F | 85430 Julie Trafficway Suite 792 | Mulberry Grove | IL | 62,262 | 38.9311 | -89.2463 | 1,810 | Race relations officer | 1974-12-24 | be76d3a4b32bf13f4dfd3503a83606c0 | 1,371,417,225 | 39.292346 | -88.754341 | 0 |
1,286,188 | 2020-06-16 21:14:39 | 375,974,680,629,816 | fraud_Tillman, Fritsch and Schmitt | misc_net | 100.55 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 3854ebbd5aa93136c293c092e9c8053f | 1,371,417,279 | 42.551882 | -73.159574 | 0 |
1,286,189 | 2020-06-16 21:14:57 | 630,423,337,322 | fraud_Buckridge PLC | misc_pos | 4.47 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | c99838a01dcd055a04330b888103128c | 1,371,417,297 | 49.24703 | -118.012051 | 0 |
1,286,190 | 2020-06-16 21:15:31 | 5,456,712,664,803,820 | fraud_Mante, Luettgen and Hackett | health_fitness | 17.57 | Pamela | Matthews | F | 36659 Smith Club Apt. 080 | Llano | NM | 87,543 | 36.1486 | -105.6648 | 247 | Architectural technologist | 1961-10-24 | a1526ed827b38d1fef11d49103e4fe58 | 1,371,417,331 | 35.286096 | -105.542516 | 0 |
1,286,191 | 2020-06-16 21:15:35 | 5,596,347,693,144,598 | fraud_Reilly LLC | home | 12.03 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | 3d4a9a62c0407da08de29d8ef3b268b7 | 1,371,417,335 | 29.960834 | -89.821867 | 0 |
1,286,192 | 2020-06-16 21:16:10 | 213,141,712,584,544 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 5.94 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 0d25690c3a0cce00c25f8279dc31abff | 1,371,417,370 | 31.696492 | -89.585631 | 0 |
1,286,193 | 2020-06-16 21:16:19 | 4,809,701,904,914 | fraud_Mohr Inc | shopping_pos | 1.24 | Sabrina | Nolan | F | 312 Eric Expressway Apt. 014 | Phenix City | AL | 36,869 | 32.4204 | -85.0796 | 59,744 | Chemical engineer | 1984-02-07 | 68eb63b85e0fe5bfa8cc90c8e7830639 | 1,371,417,379 | 32.993305 | -85.355348 | 0 |
1,286,194 | 2020-06-16 21:16:20 | 4,979,422,371,139,333 | fraud_Jacobi Inc | health_fitness | 24.29 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | e435e4de4992a15b191b98ea238c8187 | 1,371,417,380 | 41.41555 | -99.080903 | 0 |
1,286,195 | 2020-06-16 21:16:38 | 3,566,875,419,572,867 | fraud_Gleason and Sons | kids_pets | 50.08 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | 41b9dca8eaf18205a02fe2c1c4541faf | 1,371,417,398 | 44.35239 | -73.336217 | 0 |
1,286,196 | 2020-06-16 21:16:44 | 2,305,336,922,781,618 | fraud_Champlin and Sons | home | 103.93 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 3fcfbd41057f64f9705dfe53c68a0aba | 1,371,417,404 | 41.078377 | -93.091701 | 0 |
1,286,197 | 2020-06-16 21:16:59 | 4,155,021,259,183,870 | fraud_Bahringer Group | health_fitness | 44.62 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 3c6d77c386ffee52221dd0aa229ccd40 | 1,371,417,419 | 34.658293 | -98.040712 | 0 |
1,286,198 | 2020-06-16 21:17:17 | 6,011,542,681,743,618 | fraud_Larson, Quitzon and Spencer | travel | 1.6 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | a95d15822f3eb78e983f71860892cbfd | 1,371,417,437 | 38.691814 | -79.7026 | 0 |
1,286,199 | 2020-06-16 21:17:32 | 2,720,433,095,629,877 | fraud_Bernhard-Lesch | food_dining | 7.84 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | e48b47d634b98aafe38ff1e455a9864e | 1,371,417,452 | 44.032041 | -70.565042 | 0 |
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