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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4,200 | 2020-06-22 14:50:02 | 4,646,845,581,490,336,000 | fraud_Larkin Ltd | kids_pets | 74.16 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 5ddd9f9b69e67de5f35037c5418ce30b | 1,371,912,602 | 40.843299 | -74.009453 | 0 |
4,201 | 2020-06-22 14:50:08 | 371,226,440,126,102 | fraud_Rolfson-Kunde | personal_care | 2.47 | 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 | 46a0786d799de87b6113504dfc815941 | 1,371,912,608 | 39.672654 | -89.872056 | 0 |
4,202 | 2020-06-22 14:50:41 | 6,011,367,958,204,270 | fraud_Gottlieb-Hansen | personal_care | 4.11 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 881b3789ca3831c734a17f01dc12cc9d | 1,371,912,641 | 41.787471 | -80.814439 | 0 |
4,203 | 2020-06-22 14:50:46 | 4,658,117,080,136 | fraud_Reilly LLC | home | 31.89 | Dwayne | Martinez | M | 490 Baldwin Alley Apt. 468 | Crownpoint | NM | 87,313 | 35.7206 | -108.0271 | 5,662 | IT consultant | 1989-04-08 | 2d2122ed8a5453471e025c7a54ef8bf6 | 1,371,912,646 | 36.248943 | -107.176664 | 0 |
4,204 | 2020-06-22 14:50:48 | 342,952,484,382,519 | fraud_O'Reilly, Mohr and Purdy | home | 5.31 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 26c1545f33f7ebb7ecab77770453f876 | 1,371,912,648 | 42.380652 | -73.32293 | 0 |
4,205 | 2020-06-22 14:51:09 | 561,942,763,351 | fraud_Kuhic LLC | shopping_net | 8.98 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 93a841498d3c1261df38bc59648a8852 | 1,371,912,669 | 38.069314 | -77.052169 | 0 |
4,206 | 2020-06-22 14:51:44 | 3,535,808,924,394,848 | fraud_Konopelski, Schneider and Hartmann | food_dining | 62.21 | Matthew | Myers | M | 4936 Michelle Points | Tower Hill | IL | 62,571 | 39.39 | -88.9597 | 1,532 | Radio broadcast assistant | 1980-01-09 | fd1654859245d5dc23dc0d4421dea0a8 | 1,371,912,704 | 39.733657 | -88.225026 | 0 |
4,207 | 2020-06-22 14:51:46 | 4,208,110,975,550,360,000 | fraud_Bradtke, Torp and Bahringer | personal_care | 67.49 | David | Bonilla | M | 82073 Jessica Camp | West Green | GA | 31,567 | 31.6143 | -82.7243 | 782 | Audiological scientist | 1982-01-16 | 6e1491edd7490befcb74c639933941a9 | 1,371,912,706 | 32.072536 | -82.626031 | 0 |
4,208 | 2020-06-22 14:52:22 | 503,848,303,379 | fraud_Schoen Ltd | kids_pets | 16.02 | Gregory | Wallace | M | 27203 Darrell Landing | Saint James City | FL | 33,956 | 26.529 | -82.0916 | 3,776 | Sport and exercise psychologist | 1976-09-12 | b488fddccebea34ca17091561fef4cdb | 1,371,912,742 | 26.016513 | -82.175062 | 0 |
4,209 | 2020-06-22 14:52:23 | 6,538,441,737,335,434 | fraud_Schneider, Hayes and Nikolaus | food_dining | 3.71 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | fa1276f62b522244cf902b25406fb37b | 1,371,912,743 | 41.488198 | -80.461624 | 0 |
4,210 | 2020-06-22 14:52:27 | 2,283,743,876,903,625 | fraud_Durgan-Auer | misc_net | 8.12 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | 6b1901b4b1c61eb47b1d1db071b91079 | 1,371,912,747 | 33.293621 | -85.197564 | 0 |
4,211 | 2020-06-22 14:52:44 | 4,128,730,454,058,057,700 | fraud_Cruickshank-Mills | entertainment | 12.03 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | be8370c1d2dee7ce74350bbcb042bec4 | 1,371,912,764 | 32.183468 | -94.638217 | 0 |
4,212 | 2020-06-22 14:53:15 | 501,802,953,619 | fraud_Jast and Sons | food_dining | 23.84 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | a676c820c2ae0d8d4518965508e9649f | 1,371,912,795 | 41.152373 | -122.226867 | 0 |
4,213 | 2020-06-22 14:53:27 | 38,052,002,992,326 | fraud_Beier-Hyatt | shopping_pos | 8.91 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | b574b4a33e43156201d40f30e0970422 | 1,371,912,807 | 30.237319 | -94.427529 | 0 |
4,214 | 2020-06-22 14:53:44 | 4,481,131,401,752 | fraud_Barton LLC | kids_pets | 59.94 | 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 | 68387d8bbef4eece84d0dace999d0906 | 1,371,912,824 | 42.546116 | -72.633287 | 0 |
4,215 | 2020-06-22 14:54:16 | 213,112,402,583,773 | fraud_Wiza, Schaden and Stark | misc_pos | 1.95 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | 57cbc39e3d103a2e55d4afe0d15b02f6 | 1,371,912,856 | 34.203018 | -83.120027 | 0 |
4,216 | 2020-06-22 14:54:21 | 6,534,628,260,579,800 | fraud_Parker-Kunde | personal_care | 9.69 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 3d2797f27478dc28e51babf545dd5d44 | 1,371,912,861 | 43.860569 | -73.893795 | 0 |
4,217 | 2020-06-22 14:54:36 | 38,947,654,498,698 | fraud_Weber and Sons | food_dining | 75.8 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | 5046b29123ddffabf314b479b8b859d9 | 1,371,912,876 | 40.155468 | -82.46074 | 0 |
4,218 | 2020-06-22 14:54:58 | 4,587,577,161,160,601 | fraud_Wuckert, Wintheiser and Friesen | home | 4.43 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 00890ad65aa1a81cd436505f5a556cbe | 1,371,912,898 | 43.151591 | -69.661287 | 0 |
4,219 | 2020-06-22 14:55:05 | 375,082,648,741,747 | fraud_Konopelski, Schneider and Hartmann | food_dining | 91.87 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 961ff7d6176d03f61f9694cc2e634297 | 1,371,912,905 | 47.270801 | -96.491342 | 0 |
4,220 | 2020-06-22 14:55:13 | 4,629,451,965,224,809 | fraud_Monahan, Hermann and Johns | travel | 3.27 | Karen | Warren | F | 4900 Curtis Gardens Suite 952 | Hahira | GA | 31,632 | 30.9416 | -83.3574 | 10,295 | Teacher, special educational needs | 1997-12-26 | 714f9f33c94cfdf43e437159e360a30e | 1,371,912,913 | 30.372902 | -83.224806 | 0 |
4,221 | 2020-06-22 14:55:27 | 30,266,994,494,236 | fraud_Hoppe-Parisian | kids_pets | 154.57 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | a8dcf7fc95c69859d91fc83b6fc9d766 | 1,371,912,927 | 37.720679 | -77.847295 | 0 |
4,222 | 2020-06-22 14:55:54 | 4,560,395,181,594,436,000 | fraud_Hagenes, Kohler and Hoppe | food_dining | 164.58 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 33b53afd34b7d4bfe594359be3c52b60 | 1,371,912,954 | 39.731075 | -123.532122 | 0 |
4,223 | 2020-06-22 14:55:55 | 374,930,071,163,758 | fraud_Turcotte-Halvorson | misc_pos | 6.04 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 4b0fd29d4f83ff6d2e738f3ce8bc5fca | 1,371,912,955 | 42.3623 | -83.05006 | 0 |
4,224 | 2020-06-22 14:56:02 | 6,011,231,546,538,393 | fraud_Nienow PLC | entertainment | 19.77 | Johnny | Bennett | M | 321 Camacho Causeway | Boonton | NJ | 7,005 | 40.9115 | -74.414 | 15,269 | Psychologist, sport and exercise | 1993-07-05 | 254705bc23ac9b4959831410115e2f44 | 1,371,912,962 | 40.807567 | -74.916595 | 0 |
4,225 | 2020-06-22 14:56:50 | 5,104,807,169,438,134 | fraud_Rempel Inc | shopping_net | 71.87 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | f28b1f0993362ff960f4a0e4f8f7145b | 1,371,913,010 | 40.297908 | -72.459748 | 0 |
4,226 | 2020-06-22 14:57:00 | 5,359,543,825,610,251 | fraud_Friesen-Ortiz | personal_care | 15.42 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | ff5cb4e3b110197becb0f612dd2b656c | 1,371,913,020 | 45.364122 | -112.034909 | 0 |
4,227 | 2020-06-22 14:57:29 | 581,686,439,828 | fraud_Dooley Inc | shopping_pos | 347.66 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 8b218cff523a056afbf741083ae75171 | 1,371,913,049 | 41.069888 | -80.334163 | 0 |
4,228 | 2020-06-22 14:57:37 | 4,890,424,426,862,857,000 | fraud_Herzog Ltd | misc_pos | 3.77 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | 28ca55c44b3273723db5ed421a873f1e | 1,371,913,057 | 38.685627 | -120.417759 | 0 |
4,229 | 2020-06-22 14:57:54 | 4,607,072,969,078,276 | fraud_Runte, Green and Emard | health_fitness | 24.97 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | bd10d59e1ee79120f6ba3a839ebbd70d | 1,371,913,074 | 36.425149 | -98.025079 | 0 |
4,230 | 2020-06-22 14:58:09 | 3,511,378,610,369,890 | fraud_Waelchi Inc | kids_pets | 5.44 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | a1d0b21c019530f309feaa138b00c2ca | 1,371,913,089 | 34.182186 | -87.296536 | 0 |
4,231 | 2020-06-22 14:58:36 | 4,989,847,570,577,635,000 | fraud_Nader-Maggio | personal_care | 107.89 | Vanessa | Anderson | F | 21178 Brittney Locks | Prosperity | SC | 29,127 | 34.1832 | -81.5324 | 8,333 | Archaeologist | 1994-07-09 | 510da7f7d4f67472b477fdff4362174e | 1,371,913,116 | 34.907833 | -80.894394 | 0 |
4,232 | 2020-06-22 14:58:51 | 4,988,304,376,504 | fraud_Homenick LLC | personal_care | 36.04 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | dd735501bf256f65ef51cdced80ffcd6 | 1,371,913,131 | 41.938609 | -74.101571 | 0 |
4,233 | 2020-06-22 15:00:08 | 213,191,402,330,021 | fraud_Rippin, Kub and Mann | misc_net | 162.51 | Thomas | Sullivan | M | 464 Newman Crossroad | Milwaukee | WI | 53,228 | 42.9676 | -88.0434 | 817,312 | Accountant, chartered public finance | 2004-03-18 | 03afea941a11b40103aa765ac2a72da1 | 1,371,913,208 | 42.769495 | -88.923733 | 0 |
4,234 | 2020-06-22 15:00:28 | 30,044,330,818,990 | fraud_Kutch-Wilderman | home | 19.44 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | 543c7f10fea068753a9d3435818e370a | 1,371,913,228 | 27.083313 | -81.925447 | 0 |
4,235 | 2020-06-22 15:00:29 | 4,610,064,888,664,703 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 3.34 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | a9a48d8f12a3b87f7f05087de7fa9249 | 1,371,913,229 | 43.661027 | -74.764917 | 0 |
4,236 | 2020-06-22 15:00:29 | 6,011,693,194,885,790 | fraud_Beier and Sons | home | 36.31 | Victoria | Fleming | F | 2807 Parker Station Suite 080 | Stanchfield | MN | 55,080 | 45.6675 | -93.2433 | 2,607 | Lecturer, further education | 1995-12-04 | aa7712f8bd87f8ea72c9292f19ceeb12 | 1,371,913,229 | 45.125355 | -92.520031 | 0 |
4,237 | 2020-06-22 15:00:33 | 2,712,209,726,293,386 | fraud_Lemke-Gutmann | shopping_net | 19.73 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 9621f29e36354cd538df54aaed422683 | 1,371,913,233 | 29.868964 | -90.737589 | 0 |
4,238 | 2020-06-22 15:00:33 | 6,011,860,238,257,910 | fraud_Shanahan-Lehner | personal_care | 4.5 | Lisa | Mendez | F | 44259 Beth Station Suite 215 | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Programme researcher, broadcasting/film/video | 1952-07-06 | 525c95494b034ac1b615e4f2c487eb6e | 1,371,913,233 | 36.18048 | -97.648129 | 0 |
4,239 | 2020-06-22 15:00:44 | 3,595,192,916,105,588 | fraud_Deckow-Dare | food_dining | 6.26 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | a0b26fb29b8f60c595b8518231deb142 | 1,371,913,244 | 35.000448 | -78.078329 | 0 |
4,240 | 2020-06-22 15:00:47 | 30,596,478,689,301 | fraud_Gleason-Macejkovic | shopping_net | 4.29 | Daniel | Graham | M | 28223 Ward Summit Apt. 664 | Arvada | CO | 80,005 | 39.8422 | -105.1097 | 122,111 | Hotel manager | 1987-05-23 | 635fb853432f848a93efd833a786e240 | 1,371,913,247 | 39.819039 | -104.199872 | 0 |
4,241 | 2020-06-22 15:01:13 | 376,656,886,990,758 | fraud_Kuhn Group | food_dining | 2.18 | Richard | Vance | M | 169 Shelia Knoll Suite 753 | Zavalla | TX | 75,980 | 31.1569 | -94.3871 | 2,836 | Designer, jewellery | 1985-12-03 | 3d6bfb5af7df02d808bc7ec5654149be | 1,371,913,273 | 31.434254 | -93.965216 | 0 |
4,242 | 2020-06-22 15:01:18 | 639,023,984,367 | fraud_Wiza, Schaden and Stark | misc_pos | 7.59 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | ddfca4617fddddd1cb9e169208a13f4b | 1,371,913,278 | 44.494496 | -75.008459 | 0 |
4,243 | 2020-06-22 15:01:20 | 4,003,989,662,068,504 | fraud_Graham, Hegmann and Hammes | food_dining | 88.78 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 4aa789bfd2164ec10321157772a218f5 | 1,371,913,280 | 33.867128 | -87.409606 | 0 |
4,244 | 2020-06-22 15:01:31 | 3,533,742,182,628,021 | fraud_Windler LLC | kids_pets | 38.99 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 7db86eca991e86bbec15c3340c3ccf5a | 1,371,913,291 | 32.880748 | -80.503255 | 0 |
4,245 | 2020-06-22 15:02:18 | 371,009,169,330,125 | fraud_Cormier, Stracke and Thiel | entertainment | 15.04 | Randall | Burgess | M | 393 Carroll Route Suite 197 | Norman Park | GA | 31,771 | 31.2462 | -83.6549 | 5,666 | Rural practice surveyor | 2003-09-14 | d5784c5681a8b2d3f70fa8c3f5cf25e6 | 1,371,913,338 | 30.333131 | -83.558847 | 0 |
4,246 | 2020-06-22 15:02:36 | 2,296,006,538,441,789 | fraud_Torphy-Goyette | shopping_pos | 1.79 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | a6712832e7c1bcb8fb57cf4fd264c259 | 1,371,913,356 | 40.385852 | -74.195754 | 0 |
4,247 | 2020-06-22 15:02:59 | 3,545,109,339,866,548 | fraud_Kuhn Group | food_dining | 123.02 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | d53ffbe5063aab96ac0014c1fe00c42e | 1,371,913,379 | 32.909923 | -90.216277 | 0 |
4,248 | 2020-06-22 15:03:00 | 4,789,911,625,179,723 | fraud_White and Sons | home | 30.4 | Dorothy | Zuniga | F | 77321 Ford Via | Moriches | NY | 11,955 | 40.8095 | -72.8229 | 3,285 | Research officer, trade union | 1988-04-27 | e31ccebd1a7d9e1e12e2c2ac9fcd38cd | 1,371,913,380 | 41.698671 | -72.758329 | 0 |
4,249 | 2020-06-22 15:03:14 | 2,703,186,189,652,095 | fraud_White and Sons | home | 14.48 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | 51564ad353348cc5f6cf00b3c27c4c08 | 1,371,913,394 | 36.370855 | -81.467077 | 0 |
4,250 | 2020-06-22 15:03:34 | 30,434,173,205,605 | fraud_Collier LLC | home | 22.35 | Kylie | Kirby | F | 79816 Jackson Squares | Shedd | OR | 97,377 | 44.453 | -123.1065 | 917 | Radio broadcast assistant | 1995-07-08 | 4eaa2efcfc97b5c9f8efc28f8bbfe934 | 1,371,913,414 | 44.406125 | -122.66268 | 0 |
4,251 | 2020-06-22 15:04:13 | 571,314,334,723 | fraud_Frami Group | entertainment | 8.04 | Lori | Mclean | F | 4548 Werner Wells Apt. 441 | Mc Clellandtown | PA | 15,458 | 39.8882 | -79.8694 | 2,379 | Sales professional, IT | 1971-01-19 | daf39538613cec034792159103a7a58a | 1,371,913,453 | 39.125489 | -80.579681 | 0 |
4,252 | 2020-06-22 15:04:47 | 4,992,346,398,065,154,000 | fraud_Gleason and Sons | kids_pets | 2.39 | Benjamin | Kim | M | 920 Patrick Light | Mc Nabb | IL | 61,335 | 41.173 | -89.2187 | 532 | Audiological scientist | 1956-01-09 | 7024587446d5ea265962553c8f51941d | 1,371,913,487 | 40.189618 | -88.340787 | 0 |
4,253 | 2020-06-22 15:04:47 | 213,156,747,557,083 | fraud_Nader-Maggio | personal_care | 17.58 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | f1857f33843bde8146b8ca8529fb093e | 1,371,913,487 | 34.571814 | -119.043435 | 0 |
4,254 | 2020-06-22 15:04:55 | 3,567,879,740,649,740 | fraud_Greenholt Ltd | health_fitness | 29.58 | Tanya | Williams | F | 566 Megan Well | Brownville | NY | 13,615 | 44.0577 | -76.0196 | 1,271 | Producer, radio | 1958-08-14 | 536e7e1a80274c15ca20e2dd9c906bfa | 1,371,913,495 | 44.764027 | -75.703156 | 0 |
4,255 | 2020-06-22 15:05:02 | 6,538,891,242,532,018 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 6.12 | Jodi | Rodriguez | F | 5796 Lee Coves Apt. 286 | Walnut Ridge | AR | 72,476 | 36.0244 | -90.9288 | 7,155 | Engineer, control and instrumentation | 1977-03-23 | cccef48ce064874ec90983bc7da7b439 | 1,371,913,502 | 35.961114 | -91.853955 | 0 |
4,256 | 2020-06-22 15:05:42 | 3,553,629,419,254,918 | fraud_Quitzon, Green and Bashirian | shopping_pos | 222.84 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 591c17b85c806d662ef22996aeadf658 | 1,371,913,542 | 48.151588 | -122.29872 | 0 |
4,257 | 2020-06-22 15:06:00 | 3,593,118,134,380,341 | fraud_Monahan-Morar | personal_care | 40.29 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | 8e7bdefb4e35f54cda900243e3b301e4 | 1,371,913,560 | 45.024363 | -68.074885 | 0 |
4,258 | 2020-06-22 15:06:11 | 6,538,441,737,335,434 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 117.2 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | df8f1c461ad024b270d05fac9a5e6c25 | 1,371,913,571 | 41.24491 | -80.399459 | 0 |
4,259 | 2020-06-22 15:06:57 | 4,610,064,888,664,703 | fraud_Hermann and Sons | shopping_pos | 110.8 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | a5fb3573be8beb1e08820ded9fd731a0 | 1,371,913,617 | 44.005045 | -75.934603 | 0 |
4,260 | 2020-06-22 15:07:31 | 4,067,137,330,196,900 | fraud_Morissette LLC | entertainment | 1.11 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 75ec8e5377c87a53ebba1f8ba2e9ff3e | 1,371,913,651 | 33.952095 | -87.885787 | 0 |
4,261 | 2020-06-22 15:07:37 | 4,149,635,823,017 | fraud_Rempel Inc | shopping_net | 1.66 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 22b4b0141a079f873444a264b9152a8a | 1,371,913,657 | 33.152341 | -86.858899 | 0 |
4,262 | 2020-06-22 15:08:10 | 3,576,431,665,303,017 | fraud_Bernier and Sons | kids_pets | 36.29 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | b78df5e8f7d82096ebae50dd33e8c967 | 1,371,913,690 | 34.084648 | -111.861858 | 0 |
4,263 | 2020-06-22 15:08:21 | 3,566,875,419,572,867 | fraud_Lesch, D'Amore and Brown | food_dining | 55.74 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | 676341d4473acd1787f4f7d738345c97 | 1,371,913,701 | 44.448549 | -74.009439 | 0 |
4,264 | 2020-06-22 15:08:33 | 6,011,492,816,282,597 | fraud_Thiel Ltd | travel | 5.46 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | e6492bab7b1362ebfa8030d2863d22a6 | 1,371,913,713 | 33.54805 | -92.053718 | 0 |
4,265 | 2020-06-22 15:08:48 | 4,906,628,655,840,914,000 | fraud_Dickinson-Rempel | misc_pos | 8.1 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 39567c8e75665e151bae64ce8bfd9374 | 1,371,913,728 | 23.914057 | -80.946347 | 0 |
4,266 | 2020-06-22 15:09:42 | 4,642,894,980,163 | fraud_Hauck, Dietrich and Funk | kids_pets | 171.8 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 874f586d2d700ff216b0e67ac5f3c60e | 1,371,913,782 | 41.041211 | -94.165963 | 0 |
4,267 | 2020-06-22 15:10:02 | 6,011,367,958,204,270 | fraud_Fisher-Schowalter | shopping_net | 7.79 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | c134d2a50804e0e13412a8d8672a80c7 | 1,371,913,802 | 41.012206 | -82.380686 | 0 |
4,268 | 2020-06-22 15:10:02 | 4,254,074,738,931,278 | fraud_Dare-Gibson | health_fitness | 6.17 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 82821ff698bbaf67290c60e8b67d1176 | 1,371,913,802 | 42.18073 | -77.780051 | 0 |
4,269 | 2020-06-22 15:10:03 | 4,355,790,796,238,265,000 | fraud_Johns Inc | entertainment | 12.75 | Tanner | Davis | M | 2632 Stevens Light Apt. 213 | Payson | IL | 62,360 | 39.8153 | -91.2627 | 1,656 | Exhibition designer | 1969-08-04 | a89868b8ffb73a90ea9a68fad7286b78 | 1,371,913,803 | 40.74571 | -91.532883 | 0 |
4,270 | 2020-06-22 15:10:13 | 4,452,366,298,769,043 | fraud_Schoen-Quigley | kids_pets | 57.6 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | bb6f84efdaf352416f3dfeeb5c1bc7ad | 1,371,913,813 | 32.530309 | -97.304111 | 0 |
4,271 | 2020-06-22 15:10:23 | 4,661,996,144,291,812,000 | fraud_Fahey Inc | kids_pets | 14.93 | Linda | Park | F | 24607 Charles Mountains | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Operations geologist | 1963-08-04 | e0a97bb129495ea137f710145a30b42d | 1,371,913,823 | 40.059527 | -78.953244 | 0 |
4,272 | 2020-06-22 15:10:25 | 38,295,635,583,927 | fraud_Pouros-Haag | shopping_pos | 3.6 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | 4cfe816e784a3ce590273780ef339ac0 | 1,371,913,825 | 33.395626 | -99.84824 | 0 |
4,273 | 2020-06-22 15:10:27 | 3,546,897,637,165,774 | fraud_Kub-Heaney | health_fitness | 13.72 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | dd0521becdcf0c1945e27228b454048e | 1,371,913,827 | 30.995974 | -96.18914 | 0 |
4,274 | 2020-06-22 15:10:30 | 4,464,457,352,619 | fraud_Kilback Group | food_dining | 1.6 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 48096dd7df14a6b95f301ae727659bb6 | 1,371,913,830 | 29.36792 | -84.317542 | 0 |
4,275 | 2020-06-22 15:10:40 | 4,788,103,653,396 | fraud_Hettinger, McCullough and Fay | home | 7.64 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | ea9c3350953a73eafde5292f5ab8442c | 1,371,913,840 | 39.489298 | -84.720289 | 0 |
4,276 | 2020-06-22 15:10:58 | 4,302,480,582,202,074 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 105.75 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | a02f407c0cd91f92b10af066c8407cc0 | 1,371,913,858 | 42.439462 | -86.021607 | 0 |
4,277 | 2020-06-22 15:11:13 | 6,011,999,606,625,827 | fraud_Stark-Koss | home | 14.61 | Ronald | Carson | M | 870 Rocha Drive | Harrington Park | NJ | 7,640 | 40.9918 | -73.98 | 4,664 | Radiographer, diagnostic | 1965-06-30 | 12373c25a086a58508547349767e4a10 | 1,371,913,873 | 41.934497 | -74.324425 | 0 |
4,278 | 2020-06-22 15:11:38 | 3,533,742,182,628,021 | fraud_O'Connell, Botsford and Hand | home | 62.91 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | a73274d6c44e043e3b1b4d33ce7009f8 | 1,371,913,898 | 32.764445 | -79.115512 | 0 |
4,279 | 2020-06-22 15:12:12 | 4,826,655,832,045,236 | fraud_Mueller, Gerhold and Mueller | health_fitness | 44.65 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | a7495872fdd1eb83a00cd054670fe587 | 1,371,913,932 | 41.146133 | -70.931171 | 0 |
4,280 | 2020-06-22 15:12:19 | 30,371,006,069,917 | fraud_Bode-Schuster | kids_pets | 67.86 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | 09a376a5770909d6d8a494640d13848c | 1,371,913,939 | 37.650981 | -89.321262 | 0 |
4,281 | 2020-06-22 15:12:21 | 30,029,052,116,970 | fraud_Ledner, Hartmann and Feest | health_fitness | 8.12 | Curtis | Young | M | 4319 Watson Shoals Suite 658 | Falconer | NY | 14,733 | 42.1239 | -79.1895 | 3,833 | Metallurgist | 1970-10-09 | b8ffa0f166149bf10265ba00c3d8e301 | 1,371,913,941 | 42.662142 | -80.183127 | 0 |
4,282 | 2020-06-22 15:12:29 | 3,553,629,419,254,918 | fraud_Jakubowski Inc | home | 34.42 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 5311c63c3429c1dd5a7918d7ce591775 | 1,371,913,949 | 47.452976 | -121.941981 | 0 |
4,283 | 2020-06-22 15:12:43 | 630,424,987,505 | fraud_Konopelski, Schneider and Hartmann | food_dining | 2.08 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | d83791053abe09b569f40dde8569c37f | 1,371,913,963 | 38.530405 | -78.713073 | 0 |
4,284 | 2020-06-22 15:12:53 | 4,373,370,572,092,720,600 | fraud_Schumm PLC | health_fitness | 193.52 | Hailey | Rhodes | F | 337 Michael Harbors Suite 722 | Michigan | ND | 58,259 | 48.0204 | -98.1186 | 454 | Producer, television/film/video | 1972-07-29 | 2589c7f14794624b3fe2b36fe7194e0b | 1,371,913,973 | 47.647537 | -97.899864 | 0 |
4,285 | 2020-06-22 15:13:22 | 577,588,686,219 | fraud_Thiel-Thiel | entertainment | 105.36 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | a761d7fe417e8a90eb53e8706b982a3c | 1,371,914,002 | 39.87512 | -79.505419 | 0 |
4,286 | 2020-06-22 15:13:50 | 213,141,712,584,544 | fraud_Reilly and Sons | health_fitness | 65.79 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 61d77a7027cd7235d47b92fd51aae35f | 1,371,914,030 | 31.580231 | -90.683272 | 0 |
4,287 | 2020-06-22 15:14:15 | 4,379,260,813,815,979,500 | fraud_Moore, Williamson and Emmerich | home | 65.94 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | 738cd8133dd81c2bc38096641f7c6c3e | 1,371,914,055 | 38.433389 | -122.258799 | 0 |
4,288 | 2020-06-22 15:14:23 | 571,365,235,126 | fraud_Abshire PLC | entertainment | 214.7 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 85d822765084237950c799287b2b7236 | 1,371,914,063 | 44.908185 | -87.065712 | 0 |
4,289 | 2020-06-22 15:14:37 | 180,048,185,037,117 | fraud_Witting, Beer and Ernser | home | 5.32 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | de60e6974d4b94897a7bd5812177a351 | 1,371,914,077 | 40.003809 | -73.453828 | 0 |
4,290 | 2020-06-22 15:15:15 | 36,913,587,729,122 | fraud_Conroy Ltd | shopping_pos | 8.08 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | c9b8bfbf547d317731e18c78085e6a9d | 1,371,914,115 | 43.224316 | -115.693201 | 0 |
4,291 | 2020-06-22 15:15:23 | 2,296,006,538,441,789 | fraud_Kiehn-Emmerich | grocery_pos | 100.5 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | 21ecfceed66106c38e8ca8e032779162 | 1,371,914,123 | 41.043643 | -74.059374 | 0 |
4,292 | 2020-06-22 15:16:40 | 4,474,324,669,797,121 | fraud_Emmerich-Rau | personal_care | 115.42 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | 342d334157866019acd6846c11b4b493 | 1,371,914,200 | 37.143908 | -118.191895 | 0 |
4,293 | 2020-06-22 15:16:42 | 180,058,696,935,600 | fraud_Greenholt Ltd | health_fitness | 9.24 | Richard | Barnes | M | 1339 Johnson Landing Suite 007 | De Lancey | NY | 13,752 | 42.189 | -74.9229 | 782 | Chartered accountant | 2000-08-28 | 778453eb206bb5cb428b2d4ada46dc18 | 1,371,914,202 | 42.40072 | -73.993194 | 0 |
4,294 | 2020-06-22 15:17:02 | 3,527,536,963,490,470 | fraud_Botsford and Sons | home | 6.68 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 5f137df9ce19d81ba2fd8cff65d9419f | 1,371,914,222 | 33.778714 | -81.591268 | 0 |
4,295 | 2020-06-22 15:17:17 | 4,423,489,490,781,412 | fraud_Torphy-Kertzmann | health_fitness | 82.35 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 4b320aeeb06dd36475fae3b00711ee2e | 1,371,914,237 | 40.965842 | -90.786787 | 0 |
4,296 | 2020-06-22 15:18:45 | 213,141,712,584,544 | fraud_Kuhic, Bins and Pfeffer | shopping_net | 437.79 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 1f03a16f40e3f1f6d9dd7ce72ce6b0ae | 1,371,914,325 | 32.908245 | -90.703113 | 0 |
4,297 | 2020-06-22 15:19:14 | 4,247,921,790,666 | fraud_Abbott-Steuber | personal_care | 6.97 | 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 | ccf770e4e1b3f4cb5f196398f34be740 | 1,371,914,354 | 40.21536 | -83.546061 | 0 |
4,298 | 2020-06-22 15:19:27 | 676,195,318,214 | fraud_Rolfson-Kunde | personal_care | 49.46 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | 205ad9f1588db0e6d526900fd9abf9c9 | 1,371,914,367 | 29.56838 | -97.232562 | 0 |
4,299 | 2020-06-22 15:19:28 | 6,011,329,966,782,895 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 129.5 | 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 | 8f8c677b7cd7c43fcba1ef27308ad80e | 1,371,914,368 | 36.969655 | -96.951323 | 0 |
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