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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,700 | 2020-06-21 22:12:28 | 6,011,149,206,456,997 | fraud_Windler, Goodwin and Kovacek | home | 70.26 | Jeffrey | White | M | 8617 Holmes Terrace Suite 651 | Tuscarora | MD | 21,790 | 39.2667 | -77.5101 | 100 | Production assistant, television | 1979-12-11 | 23009dad163684c7af9f97cc0a378b27 | 1,371,852,748 | 39.815943 | -77.798327 | 0 |
1,701 | 2020-06-21 22:12:48 | 4,450,831,335,606,294 | fraud_Effertz LLC | entertainment | 19.26 | Donna | Davis | F | 6760 Donovan Lakes | Clayton | OK | 74,536 | 34.5906 | -95.38 | 1,760 | Occupational psychologist | 1972-01-20 | 5e1521b95747397503612ea0de66ff4b | 1,371,852,768 | 33.773576 | -96.173466 | 0 |
1,702 | 2020-06-21 22:13:18 | 180,031,190,491,743 | fraud_Schumm PLC | shopping_net | 3.5 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 0f4c6e13ef74458af5878daf250b369e | 1,371,852,798 | 31.343194 | -87.296612 | 0 |
1,703 | 2020-06-21 22:13:20 | 4,908,846,471,916,297 | fraud_Bahringer, Bergnaum and Quitzon | home | 107.96 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 4317eb7942a3744bd7fcd34db1efc957 | 1,371,852,800 | 31.297425 | -96.383892 | 0 |
1,704 | 2020-06-21 22:13:27 | 3,502,088,871,723,054 | fraud_Roob, Conn and Tremblay | shopping_pos | 3.76 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | 4c13265fd7ff89688d7eec6bf4e3c634 | 1,371,852,807 | 38.623149 | -76.64754 | 0 |
1,705 | 2020-06-21 22:13:41 | 3,506,592,072,985,012 | fraud_Block Group | misc_pos | 6.97 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | b5aeab9849f3cc5e2e818c04fd1c27e6 | 1,371,852,821 | 39.427676 | -90.506861 | 0 |
1,706 | 2020-06-21 22:13:46 | 213,178,765,398,315 | fraud_Schaefer Ltd | kids_pets | 8.2 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 7f8babc681b73bb39d3b96f7e65fc99b | 1,371,852,826 | 43.13753 | -108.696889 | 0 |
1,707 | 2020-06-21 22:14:04 | 30,328,384,440,870 | fraud_Graham and Sons | health_fitness | 81.42 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | f52e40a210b9e6964ec1119bb7e82956 | 1,371,852,844 | 39.659465 | -93.14789 | 0 |
1,708 | 2020-06-21 22:14:38 | 3,575,540,972,310,993 | fraud_Yost, Schamberger and Windler | kids_pets | 18.11 | Rachel | Villarreal | F | 250 Carrie Throughway | University | MS | 38,677 | 34.3396 | -89.5736 | 4,198 | Curator | 2001-06-22 | 997678112c9a083336459463e3a7fd2e | 1,371,852,878 | 35.077711 | -89.44373 | 0 |
1,709 | 2020-06-21 22:14:48 | 4,449,530,933,957,323 | fraud_Collier LLC | home | 34.17 | Felicia | Mckee | F | 84079 Thomas Burgs | Tomales | CA | 94,971 | 38.2427 | -122.9145 | 337 | Occupational psychologist | 1954-07-05 | 6d436a0b840518ad2132055ae3523986 | 1,371,852,888 | 37.270803 | -123.324627 | 0 |
1,710 | 2020-06-21 22:15:19 | 3,521,417,320,836,166 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 12.56 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 10441c65fa0b32dfa76226cdc1da2845 | 1,371,852,919 | 39.496424 | -85.276884 | 0 |
1,711 | 2020-06-21 22:15:19 | 30,153,452,207,526 | fraud_Reilly LLC | home | 36.27 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | 6353452cb44c4fa7ed1c3ae2710cbeb1 | 1,371,852,919 | 32.134887 | -99.948727 | 0 |
1,712 | 2020-06-21 22:16:03 | 6,506,982,560,413,523 | fraud_Lynch Ltd | shopping_pos | 1.56 | Alice | Kemp | F | 057 Martinez Radial | Texarkana | AR | 71,854 | 33.431 | -93.8765 | 36,438 | Surgeon | 1985-04-15 | 654771093cead6edfe4f4e8d0c69087c | 1,371,852,963 | 33.708138 | -94.785528 | 0 |
1,713 | 2020-06-21 22:16:11 | 213,156,747,557,083 | fraud_Moore, Williamson and Emmerich | home | 71.93 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 05c0c532fe6513938a672ca6ed1d7c2b | 1,371,852,971 | 35.104535 | -118.164258 | 0 |
1,714 | 2020-06-21 22:16:17 | 4,890,424,426,862,857,000 | fraud_Veum-Koelpin | travel | 1.86 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | ebc5a9e32b7c539ffb3ea3dbc561ab13 | 1,371,852,977 | 37.741361 | -121.459859 | 0 |
1,715 | 2020-06-21 22:16:52 | 4,646,845,581,490,336,000 | fraud_Bins, Balistreri and Beatty | shopping_pos | 451.33 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | f16419e2ef8a5e683dfc0b586c27e2c2 | 1,371,853,012 | 41.195334 | -73.524213 | 0 |
1,716 | 2020-06-21 22:17:05 | 630,412,733,309 | fraud_Parker-Kunde | personal_care | 9.38 | Heather | Stanton | F | 445 Jerry Lights Apt. 081 | Republic | MI | 49,879 | 46.368 | -87.9938 | 1,038 | Armed forces training and education officer | 1964-04-22 | 80042a98b9021458d857e95bdafc700a | 1,371,853,025 | 47.359481 | -87.619068 | 0 |
1,717 | 2020-06-21 22:17:09 | 4,836,998,673,805,450 | fraud_Kihn, Brakus and Goyette | personal_care | 7.11 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 273c57f859b0389b681f292a2de4871d | 1,371,853,029 | 46.826903 | -85.608414 | 0 |
1,718 | 2020-06-21 22:17:23 | 2,268,221,587,779,419 | fraud_Stark-Koss | home | 45.39 | Peggy | Berry | F | 517 Vasquez Lodge | Vancouver | WA | 98,665 | 45.6892 | -122.6616 | 299,480 | Teaching laboratory technician | 1985-01-02 | 8e4660468f673a358d9a6f7871d52151 | 1,371,853,043 | 46.394859 | -123.376429 | 0 |
1,719 | 2020-06-21 22:17:34 | 6,595,970,453,799,027 | fraud_Kihn, Brakus and Goyette | personal_care | 162.53 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 9bf01f4c4577bfc7c10e3fe939b31dbd | 1,371,853,054 | 40.313283 | -73.954201 | 0 |
1,720 | 2020-06-21 22:18:01 | 4,806,443,445,305 | fraud_Macejkovic-Lesch | shopping_pos | 4.85 | Eric | Patel | M | 69459 Rachel Prairie Apt. 850 | Ironton | OH | 45,638 | 38.5294 | -82.6654 | 21,635 | Geochemist | 2001-07-10 | f004b623c99d84ab2685eb9ff1b3ae89 | 1,371,853,081 | 38.442544 | -82.825418 | 0 |
1,721 | 2020-06-21 22:18:27 | 4,512,828,414,983,802,000 | fraud_Prosacco LLC | personal_care | 46.35 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 8948589cf6493d2ba2255b18d4043125 | 1,371,853,107 | 40.630466 | -80.145908 | 0 |
1,722 | 2020-06-21 22:18:40 | 6,011,893,664,860,915 | fraud_Kling, Howe and Schneider | home | 175.48 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | dab1eb089dfaa82426ab9f5ecfdf02ee | 1,371,853,120 | 39.36314 | -105.229643 | 0 |
1,723 | 2020-06-21 22:19:33 | 4,364,010,865,167,176 | fraud_Howe PLC | entertainment | 124.68 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 1c51d811cc242c9b3524e390b0014c70 | 1,371,853,173 | 39.490987 | -119.154617 | 0 |
1,724 | 2020-06-21 22:19:52 | 372,520,049,757,633 | fraud_Torphy-Goyette | shopping_pos | 97.43 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | 9a2afeff0615b51e80a747e3c682e800 | 1,371,853,192 | 49.578084 | -92.651077 | 0 |
1,725 | 2020-06-21 22:20:38 | 3,585,052,663,373,890 | fraud_Lubowitz, Terry and Stracke | personal_care | 15.57 | Jeffery | Brown | M | 296 Maria Street | West Eaton | NY | 13,484 | 42.8546 | -75.6605 | 176 | Science writer | 1963-12-28 | ec8fc7e61993d2a4843ce53b4738ba17 | 1,371,853,238 | 43.288393 | -75.944935 | 0 |
1,726 | 2020-06-21 22:20:44 | 3,596,217,206,093,829 | fraud_Torphy-Kertzmann | health_fitness | 123.37 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 4778dc3882d55f5d2d26ac5ab0e81eb7 | 1,371,853,244 | 41.149439 | -91.017673 | 0 |
1,727 | 2020-06-21 22:20:49 | 2,712,209,726,293,386 | fraud_Heaney-Marquardt | entertainment | 106.9 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 2c16faa5b46f9e42e48cf25a9c060d82 | 1,371,853,249 | 30.252492 | -90.845853 | 0 |
1,728 | 2020-06-21 22:20:54 | 30,248,898,834,493 | fraud_Ullrich Ltd | kids_pets | 62.47 | 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 | 6decccf63a4c9e68bf40b6ec22f6a655 | 1,371,853,254 | 31.603761 | -99.24148 | 0 |
1,729 | 2020-06-21 22:21:18 | 3,518,234,918,950,662 | fraud_Hettinger, McCullough and Fay | home | 59.55 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | a580d4be88dcbfd6aa0a296614d10f5f | 1,371,853,278 | 33.062466 | -96.295968 | 0 |
1,730 | 2020-06-21 22:21:31 | 6,011,366,578,560,244 | fraud_Hyatt, Russel and Gleichner | health_fitness | 16.54 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | eda425b92b651fe1b3b0415b23605880 | 1,371,853,291 | 41.170608 | -78.413905 | 0 |
1,731 | 2020-06-21 22:21:36 | 6,011,893,664,860,915 | fraud_Jakubowski Inc | home | 79.67 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | 8646151bf2fdbf41822d4638322acdd8 | 1,371,853,296 | 39.973248 | -104.75184 | 0 |
1,732 | 2020-06-21 22:21:43 | 4,810,839,835,482,794,000 | fraud_Effertz, Welch and Schowalter | entertainment | 164.25 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 884b0783c0b80c98e747248897da636e | 1,371,853,303 | 36.493065 | -93.389725 | 0 |
1,733 | 2020-06-21 22:21:44 | 6,011,388,901,471,808 | fraud_Cartwright PLC | kids_pets | 20.29 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | d7e0d929372d52b7f5edda71fb862cd3 | 1,371,853,304 | 40.569935 | -80.657791 | 0 |
1,734 | 2020-06-21 22:22:05 | 2,703,186,189,652,095 | fraud_Schiller, Blanda and Johnson | home | 150.87 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | 933b569bbe486173d1a47908ae7858d1 | 1,371,853,325 | 36.809194 | -81.621248 | 0 |
1,735 | 2020-06-21 22:22:38 | 4,260,128,500,325 | fraud_Mante, Luettgen and Hackett | health_fitness | 2.79 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | a486e71444cff4eac226722d72d4d855 | 1,371,853,358 | 38.181104 | -82.623663 | 0 |
1,736 | 2020-06-21 22:23:03 | 4,997,733,566,924,489 | fraud_Hamill-D'Amore | health_fitness | 32.4 | Stephanie | Taylor | F | 598 Martin Pine Suite 365 | Saint Paul | MN | 55,128 | 44.9913 | -92.9487 | 753,116 | Fisheries officer | 1971-08-06 | f7c6d607bfc0ce97ed674b4b2ebdeecc | 1,371,853,383 | 44.874463 | -92.785045 | 0 |
1,737 | 2020-06-21 22:23:15 | 4,973,530,368,125,489,000 | fraud_Reilly LLC | home | 68.44 | Mary | Rodriguez | F | 8986 Fitzgerald Plains | Winslow | AR | 72,959 | 35.8312 | -94.1187 | 2,786 | Musician | 1965-09-27 | 2db707a2f6b0bd0b785373d4f01a880f | 1,371,853,395 | 35.16242 | -95.057442 | 0 |
1,738 | 2020-06-21 22:23:31 | 4,474,324,669,797,121 | fraud_Lind-Buckridge | entertainment | 104.02 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | a3f9b6ab1bd0e8b842c90802a8974fa7 | 1,371,853,411 | 37.919816 | -119.855752 | 0 |
1,739 | 2020-06-21 22:23:44 | 4,292,902,571,056,973,300 | fraud_Barrows PLC | shopping_pos | 184.42 | Jeffrey | Smith | M | 135 Joseph Mountains | Sula | MT | 59,871 | 45.8433 | -113.8748 | 218 | Therapist, horticultural | 1995-08-16 | ca7f06f906a774067a30e5fc5260767f | 1,371,853,424 | 46.818915 | -112.877985 | 0 |
1,740 | 2020-06-21 22:23:55 | 30,501,624,614,310 | fraud_Eichmann-Kilback | home | 60.05 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | bcc1c26f312b1036e241b5812749f51f | 1,371,853,435 | 33.032207 | -80.368633 | 0 |
1,741 | 2020-06-21 22:24:53 | 4,514,242,065,619,750 | fraud_Padberg-Rogahn | entertainment | 99.27 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | ccfeacb041e443165d72963dfc3e0602 | 1,371,853,493 | 41.394173 | -105.658753 | 0 |
1,742 | 2020-06-21 22:25:03 | 4,745,996,322,265 | fraud_Bins-Tillman | entertainment | 129.48 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | c5f0d61409426352afa69a85c9662899 | 1,371,853,503 | 41.323565 | -86.529445 | 0 |
1,743 | 2020-06-21 22:26:05 | 3,554,849,923,339,851 | fraud_Fritsch and Sons | health_fitness | 4.7 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 7ae9f7274f561ced8451b63014c80b34 | 1,371,853,565 | 36.308957 | -96.473696 | 0 |
1,744 | 2020-06-21 22:26:28 | 6,011,109,736,646,996 | fraud_Douglas, Schneider and Turner | shopping_pos | 25.91 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | 6ab5f39bf82738fb4552ac89f0b1268e | 1,371,853,588 | 34.060192 | -77.181481 | 0 |
1,745 | 2020-06-21 22:26:32 | 4,599,285,557,366,057 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 6.88 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | 2735eeedfe7ee04b69e4dcc36e380901 | 1,371,853,592 | 38.108027 | -96.78434 | 0 |
1,746 | 2020-06-21 22:26:50 | 4,328,928,491,302,401 | fraud_Berge-Ullrich | home | 52.09 | Margaret | Ray | F | 927 Cummings Manor Suite 318 | Greendale | WI | 53,129 | 42.9373 | -87.9943 | 13,973 | Logistics and distribution manager | 1981-05-06 | cab50705bddda88e600ad48ace056b3b | 1,371,853,610 | 42.819409 | -87.954413 | 0 |
1,747 | 2020-06-21 22:26:50 | 4,633,065,159,406,313 | fraud_Bailey-Morar | grocery_pos | 50.84 | Jasmine | Wade | F | 90662 Lewis Avenue | Providence | RI | 2,908 | 41.8383 | -71.4377 | 203,571 | Nurse, children's | 1995-11-29 | 405da074f0cb6492d973c29ad4a11568 | 1,371,853,610 | 41.19061 | -70.4449 | 0 |
1,748 | 2020-06-21 22:26:51 | 501,831,082,224 | fraud_Douglas-White | entertainment | 17.15 | 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 | 29f932929ae7ff9a65169dde4871b111 | 1,371,853,611 | 40.602382 | -79.307912 | 0 |
1,749 | 2020-06-21 22:27:17 | 676,102,124,465 | fraud_Lynch-Mohr | travel | 1,214.23 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 276194a97184ba51dabfff8fa8af722f | 1,371,853,637 | 39.028042 | -121.3438 | 0 |
1,750 | 2020-06-21 22:27:20 | 3,521,417,320,836,166 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 8.04 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | daed07ab9f93f5c8fc141d8712e1ce2f | 1,371,853,640 | 39.009818 | -87.024597 | 0 |
1,751 | 2020-06-21 22:27:53 | 3,586,008,444,788,268 | fraud_Ratke and Sons | health_fitness | 3.06 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | fb711e6a35660664ea56404559acf02c | 1,371,853,673 | 48.067806 | -121.374405 | 0 |
1,752 | 2020-06-21 22:28:49 | 372,520,049,757,633 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 77.47 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | c40ec1ee8fd60a5d1fcc8f5a5a1fe282 | 1,371,853,729 | 47.664732 | -93.533078 | 0 |
1,753 | 2020-06-21 22:28:51 | 675,990,301,623 | fraud_Brown Inc | kids_pets | 103.44 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 789c134860427dcc646d1107ddd1a3d9 | 1,371,853,731 | 41.913792 | -73.757969 | 0 |
1,754 | 2020-06-21 22:28:55 | 213,173,753,804,333 | fraud_Moore, Williamson and Emmerich | home | 116.15 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | 766ed6c7a3dd482ae17e49fd51bfcd4c | 1,371,853,735 | 40.298349 | -86.207865 | 0 |
1,755 | 2020-06-21 22:29:09 | 4,503,101,193,493,053,000 | fraud_Reichert, Huels and Hoppe | shopping_net | 124.13 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | ec85b6400c186dd02355f2950205a3b1 | 1,371,853,749 | 28.120124 | -81.136333 | 0 |
1,756 | 2020-06-21 22:29:33 | 6,011,329,966,782,895 | fraud_Skiles LLC | home | 37.65 | Lauren | Butler | F | 030 Seth Divide Suite 355 | Tulsa | OK | 74,131 | 36.0557 | -96.0602 | 413,574 | Teacher, special educational needs | 1971-09-01 | d8a886ce24c2957c2b749bc6987969b6 | 1,371,853,773 | 35.804337 | -96.698969 | 0 |
1,757 | 2020-06-21 22:29:33 | 30,434,173,205,605 | fraud_Boehm, Predovic and Reinger | misc_pos | 3.87 | Kylie | Kirby | F | 79816 Jackson Squares | Shedd | OR | 97,377 | 44.453 | -123.1065 | 917 | Radio broadcast assistant | 1995-07-08 | 084ab050d8cb2d598d175041d0ac75fa | 1,371,853,773 | 45.08263 | -122.1651 | 0 |
1,758 | 2020-06-21 22:29:51 | 6,011,652,924,285,713 | fraud_Zemlak, Tillman and Cremin | personal_care | 28.54 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 4a0386560333a29eeebb65940bf9ba17 | 1,371,853,791 | 37.809747 | -92.935809 | 0 |
1,759 | 2020-06-21 22:29:52 | 4,836,998,673,805,450 | fraud_Zboncak LLC | food_dining | 51.9 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | b97b697f42f1733d21d4c156f0795048 | 1,371,853,792 | 45.398585 | -86.814308 | 0 |
1,760 | 2020-06-21 22:29:56 | 501,899,453,424 | fraud_Shanahan-Lehner | personal_care | 7.87 | Jessica | Dominguez | F | 06393 Nancy Parkways Suite 855 | Gadsden | AL | 35,903 | 33.9845 | -85.9077 | 67,082 | Ceramics designer | 1970-01-08 | b5b770e7d13f24fdd4330129c6ba9e1a | 1,371,853,796 | 34.331426 | -85.884453 | 0 |
1,761 | 2020-06-21 22:30:31 | 3,501,942,333,500,073 | fraud_Kassulke Inc | entertainment | 17.2 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | cc59338b26594994f0971ce088184509 | 1,371,853,831 | 33.108569 | -112.386722 | 0 |
1,762 | 2020-06-21 22:31:00 | 2,296,006,538,441,789 | fraud_Frami Group | entertainment | 23.85 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | 96bcadfb68fb51dd443a2b14857a7bdd | 1,371,853,860 | 39.765182 | -73.118515 | 0 |
1,763 | 2020-06-21 22:31:22 | 340,103,199,302,564 | fraud_Bode-Schuster | kids_pets | 127.27 | Sophia | Dickson | F | 9047 Rodriguez Turnpike | Gibsonville | NC | 27,249 | 36.1183 | -79.5685 | 12,486 | Arboriculturist | 1934-02-09 | e1d31c88a5e000d578f59b467599e1fd | 1,371,853,882 | 36.517288 | -79.666078 | 0 |
1,764 | 2020-06-21 22:31:57 | 38,797,410,705,641 | fraud_Abshire PLC | entertainment | 88.19 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | 11773569784d4f3023af78714b22628d | 1,371,853,917 | 42.82065 | -73.715135 | 0 |
1,765 | 2020-06-21 22:32:15 | 38,859,492,057,661 | fraud_Medhurst Inc | home | 42.03 | Edward | Sanchez | M | 594 White Dale Suite 530 | Malad City | ID | 83,252 | 42.1808 | -112.262 | 4,154 | Nature conservation officer | 1962-01-19 | 4fc642edb44168d1297f5243aed6d595 | 1,371,853,935 | 42.582359 | -112.391223 | 0 |
1,766 | 2020-06-21 22:32:21 | 30,143,535,920,989 | fraud_Crist, Jakubowski and Littel | home | 58.73 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | 1f789694e7f211a32bcee778325e2c62 | 1,371,853,941 | 39.288202 | -75.74442 | 0 |
1,767 | 2020-06-21 22:32:22 | 6,564,459,919,350,820 | fraud_Rodriguez, Yost and Jenkins | misc_net | 780.52 | Douglas | Willis | M | 619 Jeremy Garden Apt. 681 | Benton | WI | 53,803 | 42.5545 | -90.3508 | 1,306 | Public relations officer | 1958-09-10 | ab4b379d2c0c9c667d46508d4e126d72 | 1,371,853,942 | 42.461127 | -91.147148 | 1 |
1,768 | 2020-06-21 22:32:29 | 2,254,917,871,818,484 | fraud_Pollich LLC | home | 52.65 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | b7543dc6aec6a869a1e37f3f9d813238 | 1,371,853,949 | 38.528897 | -75.877513 | 0 |
1,769 | 2020-06-21 22:33:13 | 6,011,366,578,560,244 | fraud_Stamm-Rodriguez | misc_pos | 4.84 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 73297976cb2a4e06885d7b7a5e14b3c0 | 1,371,853,993 | 41.268298 | -78.512249 | 0 |
1,770 | 2020-06-21 22:33:31 | 4,708,992,452,821,239 | fraud_Goyette-Gerhold | kids_pets | 323.1 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | 09c2fb07f606584e1800f9d8f1fa8a43 | 1,371,854,011 | 35.876422 | -91.617112 | 0 |
1,771 | 2020-06-21 22:33:40 | 3,576,431,665,303,017 | fraud_Yost-Rogahn | personal_care | 64.92 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | bcbbdd5bd280cafb4c6f4f61da359176 | 1,371,854,020 | 33.356391 | -111.13776 | 0 |
1,772 | 2020-06-21 22:34:22 | 5,104,807,169,438,134 | fraud_Mohr Inc | shopping_pos | 4.32 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | e8573f05b22ae3dd8bbe12f9dcc97434 | 1,371,854,062 | 40.227333 | -72.735559 | 0 |
1,773 | 2020-06-21 22:34:38 | 675,909,898,057 | fraud_Altenwerth-Kilback | home | 36.74 | Christopher | Henry | M | 1198 Robert Stravenue Apt. 479 | Armonk | NY | 10,504 | 41.136 | -73.7009 | 7,987 | Television/film/video producer | 1964-03-16 | 6de947516cc2fdcc67ca1a2ae8c24a76 | 1,371,854,078 | 41.372222 | -73.03297 | 0 |
1,774 | 2020-06-21 22:34:58 | 3,501,509,250,702,469 | fraud_Kihn-Schuster | food_dining | 95.52 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | 1d1b770db99415309a23c69396e5dda5 | 1,371,854,098 | 26.290184 | -81.657622 | 0 |
1,775 | 2020-06-21 22:35:09 | 6,011,252,220,172,077 | fraud_Turner LLC | travel | 7.73 | Melvin | Wright | M | 210 Dean Causeway Suite 130 | Alton | IA | 51,003 | 42.9782 | -96.0173 | 1,700 | Engineer, land | 2001-12-19 | 5df78a035f7e87d5e10f285eee4d882d | 1,371,854,109 | 43.777126 | -96.973986 | 0 |
1,776 | 2020-06-21 22:35:49 | 4,560,004,149,983,868,400 | fraud_Predovic Inc | shopping_net | 15.56 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | b6c66e688e393a7f8add92d47387b50d | 1,371,854,149 | 39.011823 | -103.907656 | 0 |
1,777 | 2020-06-21 22:35:52 | 630,451,534,402 | fraud_Okuneva, Schneider and Rau | shopping_pos | 5.75 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 72bd8485c616701b33e19f01afe15396 | 1,371,854,152 | 46.254213 | -87.23773 | 0 |
1,778 | 2020-06-21 22:36:03 | 30,175,986,190,993 | fraud_Hettinger, McCullough and Fay | home | 21.4 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 38abec6b5b5e85f73ccf285b42c5653c | 1,371,854,163 | 47.945075 | -96.681984 | 0 |
1,779 | 2020-06-21 22:36:05 | 6,011,652,924,285,713 | fraud_Stiedemann Ltd | food_dining | 76.08 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 254171a7a70f84de9ffd7819d02c426a | 1,371,854,165 | 39.066923 | -93.520018 | 0 |
1,780 | 2020-06-21 22:37:06 | 343,746,486,082,492 | fraud_Bernhard, Grant and Langworth | shopping_pos | 8.13 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | 7e02fcf3d2ed0b5a83db4f8fbcb8637d | 1,371,854,226 | 45.02148 | -86.177307 | 0 |
1,781 | 2020-06-21 22:37:27 | 6,564,459,919,350,820 | fraud_Nienow PLC | entertainment | 620.33 | Douglas | Willis | M | 619 Jeremy Garden Apt. 681 | Benton | WI | 53,803 | 42.5545 | -90.3508 | 1,306 | Public relations officer | 1958-09-10 | 47a9987ae81d99f7832a54b29a77bf4b | 1,371,854,247 | 42.771834 | -90.158365 | 1 |
1,782 | 2020-06-21 22:37:58 | 213,156,747,557,083 | fraud_Roob, Conn and Tremblay | shopping_pos | 5.5 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 462659ef4629124e26bc6325a16bc91f | 1,371,854,278 | 34.651767 | -118.597077 | 0 |
1,783 | 2020-06-21 22:38:14 | 213,155,997,615,567 | fraud_Bahringer, Bergnaum and Quitzon | home | 81.81 | James | Yoder | M | 83359 Lopez Point | Clune | PA | 15,727 | 40.5503 | -79.3237 | 168 | Race relations officer | 1978-10-04 | ccb8e2dccaa9e68925f5dcf2c014730d | 1,371,854,294 | 41.128735 | -78.698984 | 0 |
1,784 | 2020-06-21 22:38:55 | 4,005,676,619,255,478 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 1,077.69 | William | Perry | M | 458 Phillips Island Apt. 768 | Denham Springs | LA | 70,726 | 30.459 | -90.9027 | 71,335 | Herbalist | 1994-05-31 | fe956c7e4a253c437c18918bf96f7b62 | 1,371,854,335 | 31.204974 | -90.261595 | 1 |
1,785 | 2020-06-21 22:39:18 | 213,175,487,106,448 | fraud_Mante, Luettgen and Hackett | health_fitness | 160.83 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | d921874e97fa1bd74eaea77dbd58f53f | 1,371,854,358 | 33.379737 | -100.881275 | 0 |
1,786 | 2020-06-21 22:40:20 | 3,533,012,926,413,100 | fraud_Stamm-Witting | shopping_net | 8.36 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 19d89cf5ea32c11bed1d37d61ad5f365 | 1,371,854,420 | 42.960143 | -74.47318 | 0 |
1,787 | 2020-06-21 22:41:10 | 3,566,094,707,272,327 | fraud_Dibbert and Sons | entertainment | 163.38 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 567f50d4c9322e6f699c21bee5dd48d3 | 1,371,854,470 | 33.496791 | -117.65414 | 0 |
1,788 | 2020-06-21 22:41:25 | 630,425,673,344 | fraud_Fadel-Hilpert | health_fitness | 30.42 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | 6bfda15675493e1ac561e6dd3d3acfce | 1,371,854,485 | 38.885649 | -79.775783 | 0 |
1,789 | 2020-06-21 22:42:09 | 180,081,032,825,079 | fraud_Mante, Luettgen and Hackett | health_fitness | 9.45 | Connie | Carroll | F | 872 Justin Views Suite 746 | Duncan | MS | 38,740 | 34.047 | -90.7652 | 466 | Trading standards officer | 1955-04-03 | 4d5b1436a160a775d4287f689fcc269b | 1,371,854,529 | 33.586628 | -90.147751 | 0 |
1,790 | 2020-06-21 22:42:09 | 3,597,337,756,918,966 | fraud_Ullrich Ltd | kids_pets | 64.71 | Linda | Gonzalez | F | 17667 Price Spur Apt. 366 | Glen Rock | PA | 17,327 | 39.7813 | -76.7477 | 7,565 | Insurance claims handler | 1952-03-08 | ab68dedbce86b675d5f108e5d74e6249 | 1,371,854,529 | 40.105726 | -77.458888 | 0 |
1,791 | 2020-06-21 22:42:12 | 4,260,128,500,325 | fraud_Buckridge PLC | misc_pos | 144.8 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 1232363e9e5072aeec6b47754ba05236 | 1,371,854,532 | 36.740835 | -83.700286 | 0 |
1,792 | 2020-06-21 22:42:17 | 371,284,100,299,909 | fraud_Graham, Hegmann and Hammes | food_dining | 5.28 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 95bdf885f191924499be016ba07da32c | 1,371,854,537 | 35.569789 | -101.227498 | 0 |
1,793 | 2020-06-21 22:43:06 | 3,581,130,339,108,561 | fraud_Zboncak Ltd | food_dining | 57.81 | Gregory | Wood | M | 622 Robert Summit | Akron | OH | 44,307 | 41.0695 | -81.5488 | 272,134 | Call centre manager | 1964-03-15 | a7cffd885254de9785012604a24b4823 | 1,371,854,586 | 40.724685 | -81.098637 | 0 |
1,794 | 2020-06-21 22:43:18 | 4,561,892,980,175 | fraud_Waelchi-Wolf | kids_pets | 88.05 | Jacqueline | Allen | F | 166 Lisa Fords | Greenwood | IN | 46,143 | 39.596 | -86.1309 | 78,968 | Financial adviser | 1968-02-10 | aea8072d1a4bfb759abc8f29f5da80de | 1,371,854,598 | 38.658908 | -86.522101 | 0 |
1,795 | 2020-06-21 22:43:19 | 4,067,137,330,196,900 | fraud_Hoppe-Parisian | kids_pets | 14.12 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 5b1ef3972a5e24bec520c19afdced38e | 1,371,854,599 | 33.602139 | -87.890678 | 0 |
1,796 | 2020-06-21 22:43:41 | 375,974,680,629,816 | fraud_Hills-Boyer | personal_care | 25.45 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 5373bfe8f40767d31ebb9d133e4ba33e | 1,371,854,621 | 41.034302 | -73.101279 | 0 |
1,797 | 2020-06-21 22:43:58 | 3,576,021,480,694,169 | fraud_Kris-Padberg | shopping_pos | 59.64 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | 6898273f73592305a0a6dd05b0327731 | 1,371,854,638 | 39.312081 | -96.322655 | 0 |
1,798 | 2020-06-21 22:44:10 | 4,716,561,796,955,522 | fraud_Feil-Morar | health_fitness | 64.74 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 733cdf87513eda4f88b3cb34e92b4e20 | 1,371,854,650 | 48.487999 | -111.970436 | 0 |
1,799 | 2020-06-21 22:44:11 | 374,930,071,163,758 | fraud_Weber, Thiel and Hammes | kids_pets | 48.89 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | cbed627229d76611610fe2dfeb3ad6d4 | 1,371,854,651 | 42.650466 | -82.504264 | 0 |
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