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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,500 | 2020-06-21 20:52:18 | 376,445,266,762,684 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 7.1 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | b925e375b0737447a7b98b6b31bd0580 | 1,371,847,938 | 41.950841 | -100.341086 | 0 |
1,501 | 2020-06-21 20:52:22 | 4,792,627,764,422,478,000 | fraud_Hettinger, McCullough and Fay | home | 28.98 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 5a796c4d741881585fd76ebd54df9ba6 | 1,371,847,942 | 38.553479 | -95.138235 | 0 |
1,502 | 2020-06-21 20:52:41 | 180,031,190,491,743 | fraud_Streich, Rolfson and Wilderman | kids_pets | 80.71 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | d06ada68b973426bdd46c524f834ff04 | 1,371,847,961 | 29.850269 | -88.214923 | 0 |
1,503 | 2020-06-21 20:52:41 | 4,311,368,326,621,416,000 | fraud_Berge-Hills | kids_pets | 11.96 | Phillip | Delacruz | M | 26678 Lisa Locks Apt. 904 | Iliff | CO | 80,736 | 40.7692 | -103.0968 | 648 | Community arts worker | 1969-09-21 | b6853ffe08d41b2f4328cb493d1bb4fd | 1,371,847,961 | 40.719444 | -102.704935 | 0 |
1,504 | 2020-06-21 20:52:47 | 4,501,449,508,569,485 | fraud_Lubowitz-Walter | kids_pets | 42.52 | Paul | Wade | M | 2306 Clark Ranch Suite 515 | Ferney | SD | 57,439 | 45.329 | -98.0837 | 52 | Bookseller | 1990-05-22 | c5501e881e6677163dc2319b5f3a93a4 | 1,371,847,967 | 46.162237 | -98.14861 | 0 |
1,505 | 2020-06-21 20:52:48 | 2,268,221,587,779,419 | fraud_Metz, Russel and Metz | kids_pets | 34.24 | Peggy | Berry | F | 517 Vasquez Lodge | Vancouver | WA | 98,665 | 45.6892 | -122.6616 | 299,480 | Teaching laboratory technician | 1985-01-02 | 4fadc18e895e07c7aa147836d176698f | 1,371,847,968 | 46.083841 | -122.979189 | 0 |
1,506 | 2020-06-21 20:53:01 | 6,501,313,409,525,696 | fraud_Prosacco LLC | personal_care | 17.28 | Carrie | Lewis | F | 28925 Powell Mountains Apt. 762 | Pecos | TX | 79,772 | 31.4467 | -103.5791 | 12,747 | Merchandiser, retail | 1987-05-05 | 90b6b68e49199cf626c38edc1313875c | 1,371,847,981 | 31.275779 | -103.163066 | 0 |
1,507 | 2020-06-21 20:53:37 | 3,565,196,229,855,512 | fraud_Schiller, Blanda and Johnson | home | 60.49 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 116fb97955f665d49d7546f064bb7d81 | 1,371,848,017 | 41.019419 | -93.39263 | 0 |
1,508 | 2020-06-21 20:54:35 | 4,239,436,242,473 | fraud_Kerluke-Abshire | shopping_net | 3.14 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 92624f43391e32278f2fd55509f3d819 | 1,371,848,075 | 38.374774 | -77.812284 | 0 |
1,509 | 2020-06-21 20:54:53 | 213,180,742,685,905 | fraud_Haley, Batz and Auer | health_fitness | 20.62 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 9857c8a4bb80fc6aab44937e6dc22489 | 1,371,848,093 | 40.619255 | -124.802922 | 0 |
1,510 | 2020-06-21 20:55:29 | 2,266,735,643,685,262 | fraud_Kihn-Fritsch | food_dining | 161.58 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 1eb12cd03a9c632573a767f212566057 | 1,371,848,129 | 34.865258 | -87.018181 | 0 |
1,511 | 2020-06-21 20:55:45 | 30,364,087,349,027 | fraud_Fisher-Schowalter | shopping_net | 7.62 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 741c4f656e74d8d83982ee6c82f51197 | 1,371,848,145 | 35.765603 | -95.975453 | 0 |
1,512 | 2020-06-21 20:55:59 | 4,186,530,744,674 | fraud_Rau-Robel | kids_pets | 138.91 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 49b115ab9e484d75f5aba288438d92b9 | 1,371,848,159 | 32.806983 | -80.599307 | 0 |
1,513 | 2020-06-21 20:56:17 | 4,451,952,084,362,894 | fraud_Kulas Group | health_fitness | 74.82 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 96907503f43cbeedc9145ef4bde26a6b | 1,371,848,177 | 34.020634 | -101.289521 | 0 |
1,514 | 2020-06-21 20:56:18 | 3,549,202,406,645,667 | fraud_Haley, Batz and Auer | health_fitness | 9.11 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | 59a9f28cb7e25f05fba34325b5b56b88 | 1,371,848,178 | 43.010912 | -69.54695 | 0 |
1,515 | 2020-06-21 20:56:44 | 4,178,097,073,221,156 | fraud_Kilback and Sons | entertainment | 92.98 | Jill | Flores | F | 639 Cruz Islands | Baroda | MI | 49,101 | 41.9488 | -86.4913 | 3,104 | Horticulturist, commercial | 1981-03-29 | c64bc505b3aae1a48279b2b9a98d67fe | 1,371,848,204 | 42.708637 | -86.732191 | 0 |
1,516 | 2020-06-21 20:56:48 | 4,474,324,669,797,121 | fraud_Klein Group | entertainment | 16.28 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | 434b334b66928bc50156098144457d7e | 1,371,848,208 | 37.446521 | -120.075706 | 0 |
1,517 | 2020-06-21 20:56:55 | 4,635,330,563,105,903 | fraud_Stamm-Witting | shopping_net | 122.55 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | e6dab26483c08e98841d141b4de2dd11 | 1,371,848,215 | 38.547926 | -77.293061 | 0 |
1,518 | 2020-06-21 20:57:34 | 3,582,754,887,089,201 | fraud_Schuppe LLC | entertainment | 92.07 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | cf65db22cc0139fe97f0a807b5144c24 | 1,371,848,254 | 33.857656 | -92.794284 | 0 |
1,519 | 2020-06-21 20:58:20 | 180,067,151,859,700 | fraud_Daugherty LLC | kids_pets | 125.86 | Karen | Ryan | F | 82468 Michelle Village Suite 556 | Joliet | IL | 60,432 | 41.5378 | -88.0572 | 128,354 | Teacher, secondary school | 1992-01-20 | e8e71e53a09dbe86f2448e36096f09e1 | 1,371,848,300 | 41.006846 | -87.534039 | 0 |
1,520 | 2020-06-21 20:58:21 | 348,379,466,427,142 | fraud_Reichel, Bradtke and Blanda | travel | 1.19 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | 56c3eec382f49f1d15c13c1a2b137295 | 1,371,848,301 | 28.920597 | -79.91834 | 0 |
1,521 | 2020-06-21 20:59:33 | 345,389,171,551,808 | fraud_Auer LLC | personal_care | 2.31 | Justin | Fowler | M | 5569 Phillips Neck Apt. 003 | Coffeeville | MS | 38,922 | 33.9215 | -89.6782 | 3,451 | Financial trader | 1984-05-19 | aafdb9cd7d1ec8294de2594d8843f172 | 1,371,848,373 | 34.135379 | -90.543477 | 0 |
1,522 | 2020-06-21 20:59:44 | 6,011,381,817,520,024 | fraud_Baumbach Ltd | personal_care | 7.35 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | d45ae7b12c5faf60210954847454e4a2 | 1,371,848,384 | 41.735554 | -103.910692 | 0 |
1,523 | 2020-06-21 21:00:03 | 373,905,417,449,658 | fraud_Abshire PLC | entertainment | 88.1 | Sarah | Bishop | F | 554 Mcdonald Valley Apt. 539 | Meridian | TX | 76,665 | 31.929 | -97.6443 | 2,526 | Phytotherapist | 1970-11-12 | d06c874d554a13e73e1f52e0673e9f3d | 1,371,848,403 | 32.742104 | -98.501284 | 0 |
1,524 | 2020-06-21 21:00:14 | 4,178,097,073,221,156 | fraud_Brown Inc | kids_pets | 44.6 | Jill | Flores | F | 639 Cruz Islands | Baroda | MI | 49,101 | 41.9488 | -86.4913 | 3,104 | Horticulturist, commercial | 1981-03-29 | 1baad8c4cbba6a5a55b2153b29c1ad23 | 1,371,848,414 | 41.734632 | -86.100828 | 0 |
1,525 | 2020-06-21 21:00:50 | 4,998,109,455,173,950 | fraud_Gulgowski LLC | home | 49.04 | Mary | Pruitt | F | 2819 Luke Greens Suite 563 | Kansas City | MO | 64,114 | 38.9621 | -94.5959 | 545,147 | Counsellor | 1987-11-18 | 545b9768a661570ded1d54fcbc08dfbf | 1,371,848,450 | 39.255565 | -93.878308 | 0 |
1,526 | 2020-06-21 21:00:57 | 213,125,815,021,702 | fraud_O'Reilly, Mohr and Purdy | home | 90.01 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | 0d14231621252a5ddb24ecd4f104fd8d | 1,371,848,457 | 41.878783 | -75.224355 | 0 |
1,527 | 2020-06-21 21:01:43 | 213,195,754,007,681 | fraud_Greenholt Ltd | health_fitness | 9.42 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | f7bf00a6935287899ce653d3bd9c427a | 1,371,848,503 | 41.581046 | -92.868735 | 0 |
1,528 | 2020-06-21 21:01:59 | 4,658,490,815,480,264 | fraud_Kilback and Sons | entertainment | 88.68 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | fe2c7c3096fcddf1ea31d2ca4b819a2e | 1,371,848,519 | 40.052442 | -79.484884 | 0 |
1,529 | 2020-06-21 21:02:03 | 213,186,334,552,049 | fraud_Hermiston, Russel and Price | food_dining | 187.57 | Andrea | Perkins | F | 37426 Olson Villages | Irvine | PA | 16,329 | 41.8117 | -79.2643 | 528 | Chief Marketing Officer | 1972-09-13 | 520a952b69803e2564cceb97e1d01d26 | 1,371,848,523 | 41.482347 | -79.134689 | 0 |
1,530 | 2020-06-21 21:02:17 | 6,511,349,151,405,438 | fraud_Ziemann-Waters | health_fitness | 174.45 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | e9d7ed23610d3b66dfc6e467e24ba107 | 1,371,848,537 | 39.075502 | -114.655386 | 0 |
1,531 | 2020-06-21 21:02:18 | 180,048,185,037,117 | fraud_Schimmel-Olson | kids_pets | 40.3 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 2da64fee3dfebadab6315e4e5bbe5d00 | 1,371,848,538 | 40.788202 | -73.560584 | 0 |
1,532 | 2020-06-21 21:02:24 | 3,501,509,250,702,469 | fraud_Thiel PLC | misc_pos | 15.76 | 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 | 1041a2b20be7d2b8096abb344c7835d7 | 1,371,848,544 | 26.588251 | -82.682448 | 0 |
1,533 | 2020-06-21 21:03:05 | 4,727,244,663,135,968 | fraud_Leffler-Goldner | personal_care | 45.46 | Mary | Lewis | F | 118 Justin Extension | Bay Minette | AL | 36,507 | 30.8635 | -87.7644 | 19,090 | Science writer | 1929-05-30 | cabe22685c60b5ca42a7b29dbfe7aba3 | 1,371,848,585 | 31.590384 | -87.685622 | 0 |
1,534 | 2020-06-21 21:03:21 | 6,593,250,708,747,804 | fraud_Kub-Heaney | health_fitness | 15.33 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | ff07efacd704a2a1a304618d7cd2a6e6 | 1,371,848,601 | 26.08704 | -80.822689 | 0 |
1,535 | 2020-06-21 21:03:48 | 3,523,898,249,167,098 | fraud_Wiza LLC | misc_pos | 14.96 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 36cdb0d155e0651f71ba9012ea21021a | 1,371,848,628 | 40.311672 | -74.428086 | 0 |
1,536 | 2020-06-21 21:03:49 | 213,126,662,687,660 | fraud_Berge-Ullrich | home | 27.91 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 111433342eb632458358fffd6e15e092 | 1,371,848,629 | 27.834364 | -100.339122 | 0 |
1,537 | 2020-06-21 21:03:55 | 4,550,599,031,376,731 | fraud_Wilkinson LLC | personal_care | 13.14 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | be5e0449652157589bf585a5305341bd | 1,371,848,635 | 40.991905 | -82.842356 | 0 |
1,538 | 2020-06-21 21:03:55 | 213,125,815,021,702 | fraud_Hauck, Dietrich and Funk | kids_pets | 2.78 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | 23fa0243090357e5b945fdce384ca19c | 1,371,848,635 | 42.596354 | -73.975638 | 0 |
1,539 | 2020-06-21 21:04:32 | 3,596,217,206,093,829 | fraud_Ziemann-Waters | health_fitness | 35.98 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 7cf22b63fcd2b1d1bcdb66998713b65f | 1,371,848,672 | 40.546577 | -92.794879 | 0 |
1,540 | 2020-06-21 21:05:13 | 30,143,713,661,454 | fraud_Reichert-Weissnat | travel | 3.01 | Nicholas | Thornton | M | 5270 Megan Burg Suite 756 | Halma | MN | 56,729 | 48.6669 | -96.5969 | 140 | Embryologist, clinical | 1942-01-06 | 0f68be77a8ceee11d89366df8881c803 | 1,371,848,713 | 49.034257 | -95.816929 | 0 |
1,541 | 2020-06-21 21:05:56 | 4,173,950,183,554,608 | fraud_Turner and Sons | shopping_pos | 6.7 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | f10cbc9c3e43cc2ce87acfe478aef25d | 1,371,848,756 | 40.19691 | -74.20443 | 0 |
1,542 | 2020-06-21 21:06:02 | 3,553,629,419,254,918 | fraud_Altenwerth-Kilback | home | 74.69 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 99b7c1e88895a58743fe8546bb016305 | 1,371,848,762 | 49.232908 | -123.178475 | 0 |
1,543 | 2020-06-21 21:06:48 | 3,540,075,240,003,197 | fraud_Williamson LLC | misc_pos | 3.24 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | a1196a9369e1e286d69fdf211f4351c3 | 1,371,848,808 | 43.722861 | -94.268136 | 0 |
1,544 | 2020-06-21 21:07:03 | 377,654,590,313,960 | fraud_Graham, Hegmann and Hammes | food_dining | 58.17 | Lawrence | Davis | M | 7421 Serrano Lane Apt. 580 | Powell | TN | 37,849 | 36.0435 | -84.04 | 25,459 | Teacher, special educational needs | 1969-02-22 | 381f06e3879b7e66de742637cc38ed48 | 1,371,848,823 | 36.467229 | -84.308468 | 0 |
1,545 | 2020-06-21 21:07:08 | 3,521,815,216,091,574 | fraud_Connelly PLC | food_dining | 61.77 | Wayne | Marsh | M | 172 Leonard Island | Dumont | CO | 80,436 | 39.7532 | -105.6356 | 565 | Mental health nurse | 1978-08-27 | 31fa42ba5d8e13e2fccd48ebdced1ceb | 1,371,848,828 | 39.865006 | -104.810973 | 0 |
1,546 | 2020-06-21 21:07:45 | 4,254,074,738,931,278 | fraud_Erdman-Schaden | personal_care | 2.84 | Gary | Hall | M | 69085 Short Shores | Allentown | NY | 14,707 | 42.0737 | -78.0594 | 239 | Radio producer | 1956-05-02 | 371d389a6a262c8f2c7a2bd09fc5de1a | 1,371,848,865 | 41.825931 | -78.712765 | 0 |
1,547 | 2020-06-21 21:08:26 | 4,908,846,471,916,297 | fraud_Weimann-Lockman | kids_pets | 157.86 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 3a56be04a377ffa51a492a233af3feff | 1,371,848,906 | 32.725367 | -96.407681 | 0 |
1,548 | 2020-06-21 21:09:47 | 30,230,540,139,182 | fraud_Stoltenberg-Beatty | shopping_pos | 129.11 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 2411020e8627783ed172b90d499a00ac | 1,371,848,987 | 41.738116 | -77.195162 | 0 |
1,549 | 2020-06-21 21:10:11 | 4,400,011,257,587,662,000 | fraud_Hamill-D'Amore | health_fitness | 73.63 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | f298af8e0bed3083faff21f62a37561d | 1,371,849,011 | 41.756857 | -98.630433 | 0 |
1,550 | 2020-06-21 21:10:11 | 372,520,049,757,633 | fraud_Erdman-Ebert | personal_care | 3.78 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | bee25945e4f97e4b976c7d85db2fc0e1 | 1,371,849,011 | 48.477919 | -92.974558 | 0 |
1,551 | 2020-06-21 21:10:13 | 180,046,765,320,457 | fraud_Hahn, Douglas and Schowalter | travel | 9.88 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | ce8966c9657707430e6336f3300a92a9 | 1,371,849,013 | 41.563368 | -81.315864 | 0 |
1,552 | 2020-06-21 21:10:43 | 3,562,264,947,797,243 | fraud_Schroeder, Hauck and Treutel | entertainment | 67.47 | Anthony | Velasquez | M | 609 Hunt Grove | Saint Francis | KY | 40,062 | 37.6047 | -85.4251 | 301 | Research officer, political party | 1967-03-17 | 58cfcc82c6fcfa247388ae87b8dbf314 | 1,371,849,043 | 38.580739 | -85.675409 | 0 |
1,553 | 2020-06-21 21:10:46 | 4,906,628,655,840,914,000 | fraud_Waelchi-Wolf | kids_pets | 206.59 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 17a21d002e2f82c6b9ef9ab730f521f2 | 1,371,849,046 | 25.245577 | -81.290185 | 0 |
1,554 | 2020-06-21 21:12:11 | 3,563,837,241,599,446 | fraud_Walter, Hettinger and Kessler | personal_care | 14.73 | Timothy | Simmons | M | 1049 John Ports Suite 057 | Newberg | OR | 97,132 | 45.3099 | -122.9685 | 28,278 | Research scientist (physical sciences) | 1977-07-17 | e64196fd8d5bc643d6de957268079bf6 | 1,371,849,131 | 44.369563 | -122.185256 | 0 |
1,555 | 2020-06-21 21:12:19 | 630,441,765,090 | fraud_Abbott-Steuber | personal_care | 66.64 | Susan | Washington | F | 759 Erin Mount Suite 956 | May | TX | 76,857 | 31.9571 | -98.9656 | 1,791 | Corporate investment banker | 1965-07-26 | 68bb1717f6a84ba02c105d677121b7a1 | 1,371,849,139 | 32.678647 | -98.833272 | 0 |
1,556 | 2020-06-21 21:12:24 | 630,424,987,505 | fraud_Eichmann-Kilback | home | 19.42 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | d93fe84e4b597517cb40b76cfe6c518a | 1,371,849,144 | 39.65299 | -78.91994 | 0 |
1,557 | 2020-06-21 21:12:45 | 3,546,897,637,165,774 | fraud_Roberts, Ryan and Smith | personal_care | 9.31 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | e8bb7d554960f049c36bf725f3b09c0c | 1,371,849,165 | 30.985392 | -96.388375 | 0 |
1,558 | 2020-06-21 21:12:46 | 3,531,129,874,770,000 | fraud_Johnston-Casper | travel | 8.3 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | 713df4791af9eae89d67283b25ea1575 | 1,371,849,166 | 43.724304 | -72.816289 | 0 |
1,559 | 2020-06-21 21:13:18 | 3,576,431,665,303,017 | fraud_Jakubowski Group | food_dining | 76.69 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | c3994191b9542e9ed53cb850a60d2c68 | 1,371,849,198 | 33.07093 | -112.201449 | 0 |
1,560 | 2020-06-21 21:13:37 | 4,066,595,222,529 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 85.97 | Jamie | Olson | F | 3423 Michael Canyon Suite 276 | River | KY | 41,254 | 37.8795 | -82.7251 | 571 | Quarry manager | 1931-03-07 | 11fcbec576d87825eb9586799fc844dc | 1,371,849,217 | 37.184552 | -81.990668 | 0 |
1,561 | 2020-06-21 21:14:00 | 675,909,898,057 | fraud_Kutch-Ferry | home | 1.96 | 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 | 9ab5275d5d9108805c123cd0cec8faa4 | 1,371,849,240 | 41.523107 | -73.24874 | 0 |
1,562 | 2020-06-21 21:14:39 | 375,082,648,741,747 | fraud_Gaylord-Powlowski | home | 45.73 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 3f6efc31deb391e9693079a0adc8ba06 | 1,371,849,279 | 47.000728 | -96.985977 | 0 |
1,563 | 2020-06-21 21:14:42 | 3,544,606,805,704,278 | fraud_Wilkinson PLC | kids_pets | 109.79 | Carolyn | Thomas | F | 755 Solis Isle Suite 075 | New Memphis | IL | 62,266 | 38.4857 | -89.6816 | 254 | Magazine journalist | 1952-05-07 | 086496f27a8cd96815122bf6e7e50585 | 1,371,849,282 | 37.778486 | -90.336469 | 0 |
1,564 | 2020-06-21 21:14:47 | 213,154,573,301,411 | fraud_Bogisich-Weimann | kids_pets | 55.94 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | 6f0818996e451aca47757649bf7d3972 | 1,371,849,287 | 38.827123 | -86.011313 | 0 |
1,565 | 2020-06-21 21:15:01 | 343,746,486,082,492 | fraud_Conroy-Emard | food_dining | 32.98 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | 063188c8a0a6964103431105551af54e | 1,371,849,301 | 45.614289 | -85.37772 | 0 |
1,566 | 2020-06-21 21:15:07 | 639,023,984,367 | fraud_Streich, Dietrich and Barton | shopping_net | 1.68 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | a189fec5bd2946652dcc8ea9b4e4afe0 | 1,371,849,307 | 44.661551 | -75.668942 | 0 |
1,567 | 2020-06-21 21:15:11 | 6,011,367,958,204,270 | fraud_Connelly-Carter | home | 240.96 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | c6558ba4c9a96fec2db6990d120fafb1 | 1,371,849,311 | 41.373884 | -82.171503 | 0 |
1,568 | 2020-06-21 21:16:06 | 5,456,776,410,929,288 | fraud_Fadel, Mertz and Rippin | entertainment | 2.64 | Taylor | Khan | F | 658 Diane Glen Apt. 677 | North Washington | PA | 16,048 | 41.0472 | -79.8089 | 139 | Patent attorney | 1954-05-25 | 6db0491d8e5dbe0abed836844f02af8c | 1,371,849,366 | 41.981028 | -79.003613 | 0 |
1,569 | 2020-06-21 21:16:36 | 342,360,239,917,375 | fraud_Konopelski, Schneider and Hartmann | food_dining | 48.76 | Gabriella | Jordan | F | 1299 Joshua Plains | Howes Cave | NY | 12,092 | 42.7045 | -74.3648 | 1,304 | Jewellery designer | 1970-06-09 | 3826f0905adbf81c8999020b7b18d1ce | 1,371,849,396 | 42.363271 | -75.090221 | 0 |
1,570 | 2020-06-21 21:17:10 | 3,590,736,522,064,285 | fraud_Wilkinson Ltd | entertainment | 75.16 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | dced752533d10bd29b0254f927e0e96e | 1,371,849,430 | 33.674494 | -92.839316 | 0 |
1,571 | 2020-06-21 21:17:25 | 3,518,669,219,150,142 | fraud_Johns-Hoeger | entertainment | 127.56 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 9318631f9549f55c04e2906b866d2bd8 | 1,371,849,445 | 38.62695 | -84.296507 | 0 |
1,572 | 2020-06-21 21:18:06 | 2,720,433,095,629,877 | fraud_Friesen Inc | shopping_pos | 4.78 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 7e165afbb14a6d72cf85cb691d3a0f0c | 1,371,849,486 | 45.056839 | -70.741399 | 0 |
1,573 | 2020-06-21 21:18:23 | 676,195,318,214 | fraud_Hoppe, Harris and Bednar | entertainment | 3.98 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | b2dc856854ab8233805e9f16d1dad933 | 1,371,849,503 | 29.948751 | -96.017427 | 0 |
1,574 | 2020-06-21 21:18:30 | 4,128,027,264,554,082 | fraud_Ruecker-Mayert | kids_pets | 136.23 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | 8242f363821b01e5b4d553d35b1f90ac | 1,371,849,510 | 39.675805 | -82.38527 | 0 |
1,575 | 2020-06-21 21:18:35 | 30,026,790,933,302 | fraud_Morissette PLC | shopping_pos | 128.46 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | e25ce24be3be6faa1d9295c1a45fe791 | 1,371,849,515 | 33.428652 | -91.907124 | 0 |
1,576 | 2020-06-21 21:19:25 | 3,545,109,339,866,548 | fraud_Osinski Inc | personal_care | 3.77 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | d57efb183e5f3375d19e0e89b0a6bc5e | 1,371,849,565 | 32.800321 | -89.662722 | 0 |
1,577 | 2020-06-21 21:19:32 | 3,590,736,522,064,285 | fraud_Terry-Huel | shopping_net | 28.33 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 320ef5f90f07843f4f19ad54584dae89 | 1,371,849,572 | 34.506443 | -93.096195 | 0 |
1,578 | 2020-06-21 21:19:44 | 6,538,441,737,335,434 | fraud_Keeling-Crist | misc_pos | 130.81 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 6e565dd0e366c5ce91a66e30596c1e98 | 1,371,849,584 | 42.181833 | -79.420852 | 0 |
1,579 | 2020-06-21 21:20:37 | 4,497,451,418,073,897,000 | fraud_Zboncak, Rowe and Murazik | shopping_net | 1.53 | Elizabeth | Glover | F | 246 Stewart Green Suite 149 | West Monroe | LA | 71,291 | 32.5317 | -92.176 | 54,185 | Radiographer, diagnostic | 1992-11-20 | 164c74c308e19a11e30e86b87fea531c | 1,371,849,637 | 33.286865 | -92.714875 | 0 |
1,580 | 2020-06-21 21:21:01 | 4,972,228,199,573,984 | fraud_Haag-Blanda | food_dining | 25.18 | Brian | Hogan | M | 3316 Cindy Land | Lane | OK | 74,555 | 34.2691 | -95.9685 | 861 | Quantity surveyor | 1960-04-08 | d7b717428cbfaef71125a7fa04f49b6b | 1,371,849,661 | 34.854768 | -96.321945 | 0 |
1,581 | 2020-06-21 21:21:04 | 630,424,987,505 | fraud_Gleason-Macejkovic | shopping_net | 4.09 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | 083526a9703281bb6a001c7b028328e7 | 1,371,849,664 | 38.210187 | -79.072558 | 0 |
1,582 | 2020-06-21 21:21:12 | 3,586,008,444,788,268 | fraud_Hickle Group | shopping_pos | 2.53 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | 0f78d2cb30ae11d18c5b0e8c2f0b3845 | 1,371,849,672 | 46.793141 | -121.89315 | 0 |
1,583 | 2020-06-21 21:22:08 | 4,956,828,990,005,111,000 | fraud_McLaughlin, Armstrong and Koepp | travel | 3.07 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | 2a98637af783dde523344cc0dfccb8cd | 1,371,849,728 | 40.581784 | -75.108073 | 0 |
1,584 | 2020-06-21 21:22:16 | 213,161,231,269,724 | fraud_Bode-Schuster | kids_pets | 59.92 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | 8ca89d0a268ec1b8a6180a47879cf3dd | 1,371,849,736 | 33.38423 | -85.776724 | 0 |
1,585 | 2020-06-21 21:22:21 | 38,580,485,618,059 | fraud_Kutch-Ferry | home | 143.9 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | b1eafe72c4c2b6dc36ac0e861c117f9e | 1,371,849,741 | 48.389745 | -102.538098 | 0 |
1,586 | 2020-06-21 21:22:54 | 213,178,765,398,315 | fraud_Jast-McDermott | shopping_pos | 707.55 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | a1f58b05c2b44a7c900d0b3e4ac412de | 1,371,849,774 | 42.415916 | -107.821296 | 0 |
1,587 | 2020-06-21 21:23:01 | 372,509,258,176,510 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 4.27 | Kristen | Hanson | F | 26544 Andrea Glen | Goodrich | MI | 48,438 | 42.9147 | -83.4845 | 6,951 | Learning disability nurse | 1985-06-18 | f69a1b0f26e92e50c2f6b22567435cef | 1,371,849,781 | 43.529218 | -83.798803 | 0 |
1,588 | 2020-06-21 21:23:12 | 5,559,857,416,065,248 | fraud_Durgan, Gislason and Spencer | home | 10.15 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | 108762f0d1ffa4ad6ea981761df4fc22 | 1,371,849,792 | 41.162082 | -122.586646 | 0 |
1,589 | 2020-06-21 21:23:33 | 5,540,636,818,935,089 | fraud_Ratke and Sons | health_fitness | 71.91 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 119fd14928fe8871664c7858b4b2d60e | 1,371,849,813 | 42.18461 | -71.764052 | 0 |
1,590 | 2020-06-21 21:24:13 | 3,501,942,333,500,073 | fraud_Jacobi Inc | health_fitness | 8.16 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 80cdbd5da8d914f1a21193eafa498a55 | 1,371,849,853 | 33.018731 | -112.944859 | 0 |
1,591 | 2020-06-21 21:24:18 | 4,836,998,673,805,450 | fraud_Goyette, Howell and Collier | shopping_pos | 26.17 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | e2d4fcef17e8d83e2c54d5b6bf167acb | 1,371,849,858 | 45.683189 | -85.639103 | 0 |
1,592 | 2020-06-21 21:24:25 | 6,547,670,341,037,171 | fraud_Beer-Jast | kids_pets | 2.3 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | cf5898e2f9d11604044082ac59ce0f81 | 1,371,849,865 | 39.280332 | -75.175501 | 0 |
1,593 | 2020-06-21 21:25:05 | 676,369,110,710 | fraud_Wilkinson Ltd | entertainment | 155.96 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | 15da8e222586eca2c65a7d11ee7a15a2 | 1,371,849,905 | 41.559527 | -83.733786 | 0 |
1,594 | 2020-06-21 21:25:09 | 4,279,161,831,637 | fraud_Hills-Witting | shopping_net | 3.46 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | 9786f32e04e98027662126db7f3a4b85 | 1,371,849,909 | 39.523531 | -80.310483 | 0 |
1,595 | 2020-06-21 21:25:17 | 4,158,945,090,781,624 | fraud_Kris-Kertzmann | travel | 9.95 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 8f6775d974024eba1439665f89004904 | 1,371,849,917 | 39.749819 | -80.597925 | 0 |
1,596 | 2020-06-21 21:25:25 | 3,582,402,971,899,057 | fraud_Windler, Goodwin and Kovacek | home | 16.37 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | c49090816fa3926d03d090dcaac13641 | 1,371,849,925 | 47.659805 | -117.371402 | 0 |
1,597 | 2020-06-21 21:25:36 | 6,011,652,924,285,713 | fraud_Altenwerth-Kilback | home | 34.91 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 6d662ee235d2998e9a9a6e3ed066207a | 1,371,849,936 | 37.843039 | -93.216476 | 0 |
1,598 | 2020-06-21 21:26:11 | 6,501,313,409,525,696 | fraud_Fadel Inc | health_fitness | 82.27 | Carrie | Lewis | F | 28925 Powell Mountains Apt. 762 | Pecos | TX | 79,772 | 31.4467 | -103.5791 | 12,747 | Merchandiser, retail | 1987-05-05 | de47cbb0e76d697671ffcc5116906c08 | 1,371,849,971 | 32.20051 | -102.733437 | 0 |
1,599 | 2020-06-21 21:26:14 | 213,173,753,804,333 | fraud_Kub-Heaney | health_fitness | 11.7 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | db549d8bc87eada8769061422eca5457 | 1,371,849,974 | 40.600352 | -86.158987 | 0 |
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