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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,292,600 | 2020-06-19 21:11:28 | 180,011,453,250,192 | fraud_Stark-Koss | home | 76.48 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | d14736a990e6e23f628b9216ee5340ea | 1,371,676,288 | 40.982773 | -91.434202 | 0 |
1,292,601 | 2020-06-19 21:11:54 | 4,178,097,073,221,156 | fraud_Nienow, Barrows and Romaguera | personal_care | 78.62 | Jill | Flores | F | 639 Cruz Islands | Baroda | MI | 49,101 | 41.9488 | -86.4913 | 3,104 | Horticulturist, commercial | 1981-03-29 | c8e4a6bc761a3083857294dcdd78f138 | 1,371,676,314 | 42.761601 | -86.934476 | 0 |
1,292,602 | 2020-06-19 21:11:59 | 501,802,953,619 | fraud_Sporer-Keebler | personal_care | 20.58 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | fb2fd201ba3737fcc0e9443a0aafbfa2 | 1,371,676,319 | 42.272233 | -123.749182 | 0 |
1,292,603 | 2020-06-19 21:12:14 | 4,092,452,671,396,169,700 | fraud_Schoen, Nienow and Bauch | personal_care | 109.41 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | 90a23c252a7f4de456c39d00fb0b317f | 1,371,676,334 | 34.553637 | -79.326604 | 0 |
1,292,604 | 2020-06-19 21:12:29 | 4,900,628,639,996 | fraud_Terry-Huel | shopping_net | 4.32 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | d5eda1e7a94d6273e7b180799e5026e6 | 1,371,676,349 | 34.652168 | -118.291743 | 0 |
1,292,605 | 2020-06-19 21:13:25 | 3,501,942,333,500,073 | fraud_Sawayn PLC | shopping_pos | 3.03 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 1f8f3b06fdd17cb2562177413938a625 | 1,371,676,405 | 33.916219 | -112.518194 | 0 |
1,292,606 | 2020-06-19 21:14:43 | 2,720,012,583,106,919 | fraud_Kling, Howe and Schneider | home | 78.34 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 771548f6a3f56e720283c53f72e2392c | 1,371,676,483 | 43.435567 | -101.696818 | 0 |
1,292,607 | 2020-06-19 21:14:51 | 30,153,452,207,526 | fraud_Erdman-Ebert | personal_care | 36.64 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | 134cb6289af52d858100901d2cb1543d | 1,371,676,491 | 32.776203 | -99.832274 | 0 |
1,292,608 | 2020-06-19 21:15:15 | 3,576,431,665,303,017 | fraud_Powlowski-Weimann | food_dining | 162.59 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 36dfddf195eb8a70ecd9a2451c5f8a8c | 1,371,676,515 | 32.729359 | -111.307079 | 0 |
1,292,609 | 2020-06-19 21:15:16 | 4,181,833,256,558,614,000 | fraud_Christiansen-Gusikowski | misc_pos | 5.05 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | e6a54012c3000297a2a19c994aa0d80b | 1,371,676,516 | 37.482644 | -105.538336 | 0 |
1,292,610 | 2020-06-19 21:15:59 | 180,049,032,966,888 | fraud_Berge-Hills | kids_pets | 51.93 | Michael | Flores | M | 70761 Fitzpatrick Brooks Suite 631 | Saxon | WI | 54,559 | 46.4959 | -90.4383 | 795 | Television/film/video producer | 1986-04-15 | 3ef03491ce2b9a4f9fdee90ae1e04dde | 1,371,676,559 | 47.309426 | -89.448032 | 0 |
1,292,611 | 2020-06-19 21:16:37 | 4,518,350,514,020,532 | fraud_Lesch, D'Amore and Brown | food_dining | 4.49 | Christopher | Gregory | M | 9579 Porter Tunnel | Wauchula | FL | 33,873 | 27.5517 | -81.8074 | 14,742 | Teaching laboratory technician | 1993-02-26 | 15153c7ad8f08d2bb09d79100ca62238 | 1,371,676,597 | 26.926718 | -81.875002 | 0 |
1,292,612 | 2020-06-19 21:17:30 | 4,906,628,655,840,914,000 | fraud_Barrows PLC | shopping_pos | 6.69 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 386bd7948ba6a6458d87b61c3e6c8b72 | 1,371,676,650 | 25.502108 | -81.403851 | 0 |
1,292,613 | 2020-06-19 21:17:32 | 3,559,679,414,981,506 | fraud_Swift PLC | kids_pets | 92.93 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 2f7facdf230a275e67098f1a555e7d14 | 1,371,676,652 | 43.874546 | -75.978098 | 0 |
1,292,614 | 2020-06-19 21:17:43 | 377,026,671,291,680 | fraud_Berge, Kautzer and Harris | personal_care | 7.51 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | b46f7ca1f0470273be08fdd9d79a7d7d | 1,371,676,663 | 36.790902 | -91.956687 | 0 |
1,292,615 | 2020-06-19 21:18:13 | 4,384,910,379,661,778 | fraud_Champlin and Sons | home | 82.36 | Michelle | Russell | F | 55505 Christy Via | Hawley | MN | 56,549 | 46.9777 | -96.4092 | 4,508 | Naval architect | 1949-04-24 | 6dbcd71ed23db87a7193f19aad7ab244 | 1,371,676,693 | 47.066877 | -95.730736 | 0 |
1,292,616 | 2020-06-19 21:18:14 | 2,252,055,259,910,912 | fraud_Koss, Hansen and Lueilwitz | home | 81.24 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | c4a07ac8de1c5240558c81b04c79b981 | 1,371,676,694 | 43.680359 | -89.489497 | 0 |
1,292,617 | 2020-06-19 21:19:01 | 2,296,006,538,441,789 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 44.95 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | f09d3dce19c2d49359b0b045bce39eaa | 1,371,676,741 | 40.261622 | -74.156828 | 0 |
1,292,618 | 2020-06-19 21:19:15 | 4,599,285,557,366,057 | fraud_Hartmann, Rowe and Hermann | travel | 2.67 | Mary | Williams | F | 00315 Ashley Valleys | Burrton | KS | 67,020 | 38.0261 | -97.6666 | 1,689 | Gaffer | 1997-11-18 | 0b8750b67bb0df4a5e88d8e46b2585d0 | 1,371,676,755 | 38.932558 | -96.902874 | 0 |
1,292,619 | 2020-06-19 21:20:27 | 30,270,432,095,985 | fraud_Goldner-Lemke | entertainment | 28.91 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | 7d91eb3937284a85d48bdacf0dbd3907 | 1,371,676,827 | 41.368754 | -91.194703 | 0 |
1,292,620 | 2020-06-19 21:21:33 | 4,128,730,454,058,057,700 | fraud_Koss, Hansen and Lueilwitz | home | 86.98 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 08306135f1a24fb00816e98e0c4f5289 | 1,371,676,893 | 31.567035 | -95.683125 | 0 |
1,292,621 | 2020-06-19 21:22:03 | 6,011,367,958,204,270 | fraud_Heller PLC | health_fitness | 93.22 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 0d1553f9040e4e245fa1969431a56418 | 1,371,676,923 | 40.258445 | -81.978007 | 0 |
1,292,622 | 2020-06-19 21:23:17 | 4,379,260,813,815,979,500 | fraud_Jewess LLC | shopping_pos | 2.71 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | 9ecd7f1d7df9a931972171bd67d50323 | 1,371,676,997 | 38.13933 | -121.857307 | 0 |
1,292,623 | 2020-06-19 21:24:45 | 36,722,699,017,270 | fraud_Hermiston, Pacocha and Smith | health_fitness | 22.4 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | 383473a185f889281f28db41295bda53 | 1,371,677,085 | 32.904355 | -111.609009 | 0 |
1,292,624 | 2020-06-19 21:25:27 | 4,836,998,673,805,450 | fraud_Champlin-Casper | home | 146.06 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 31fc2710561092204eb9c19a63e86b44 | 1,371,677,127 | 45.105051 | -85.263501 | 0 |
1,292,625 | 2020-06-19 21:26:07 | 213,178,765,398,315 | fraud_Gulgowski LLC | home | 104.5 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | dfe9449316799daa5738e7ae591d8b80 | 1,371,677,167 | 42.09393 | -107.387951 | 0 |
1,292,626 | 2020-06-19 21:26:40 | 4,173,950,183,554,608 | fraud_Altenwerth-Kilback | home | 69.13 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 46d0395109cc7be966d622c0aae02c19 | 1,371,677,200 | 39.547188 | -74.924404 | 0 |
1,292,627 | 2020-06-19 21:27:06 | 30,273,037,698,427 | fraud_Greenholt, O'Hara and Balistreri | shopping_net | 47.32 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 75e26e746cc45ecac0829260f366c7f0 | 1,371,677,226 | 36.458598 | -92.211999 | 0 |
1,292,628 | 2020-06-19 21:29:21 | 6,011,860,238,257,910 | fraud_Fadel, Mertz and Rippin | entertainment | 4.58 | 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 | 4beab1c13757d2ab31faa44080e13706 | 1,371,677,361 | 36.947052 | -97.820066 | 0 |
1,292,629 | 2020-06-19 21:30:07 | 30,234,966,027,947 | fraud_Kozey-Kuhlman | personal_care | 4.19 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 4827dcc8245fda2d769bc543cf8895d1 | 1,371,677,407 | 42.997544 | -88.050079 | 0 |
1,292,630 | 2020-06-19 21:30:20 | 180,064,817,343,047 | fraud_Schumm PLC | health_fitness | 79.44 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 7e3c2f4e31a26c645e3a1de6feecab92 | 1,371,677,420 | 37.434472 | -86.127949 | 0 |
1,292,631 | 2020-06-19 21:31:10 | 4,561,546,772,499 | fraud_Friesen-Ortiz | personal_care | 97.32 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 2583abeb5219e01c5147c7b2bfcef746 | 1,371,677,470 | 35.447573 | -106.168989 | 0 |
1,292,632 | 2020-06-19 21:31:35 | 4,601,636,330,889 | fraud_Romaguera Ltd | health_fitness | 125.07 | Mark | Rivera | M | 383 Contreras Hills Suite 658 | Humble | TX | 77,338 | 30.0041 | -95.2825 | 194,500 | Tax adviser | 1990-12-18 | cbb0cf0486a8cecddd58a6f6afe0165b | 1,371,677,495 | 30.502936 | -94.421365 | 0 |
1,292,633 | 2020-06-19 21:32:46 | 5,540,636,818,935,089 | fraud_Spencer PLC | entertainment | 1.58 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | fa6d71e1ec07226f481341d4db57a5ba | 1,371,677,566 | 41.71234 | -71.92513 | 0 |
1,292,634 | 2020-06-19 21:32:52 | 4,710,826,438,164,848,000 | fraud_Kling, Howe and Schneider | home | 28.75 | Juan | Henry | M | 9795 Lori Island Suite 346 | Turner | MT | 59,542 | 48.8328 | -108.3961 | 192 | Further education lecturer | 1964-01-04 | d4828a834b8837511efb44d8e58a93b1 | 1,371,677,572 | 48.294738 | -108.806553 | 0 |
1,292,635 | 2020-06-19 21:32:59 | 375,534,208,663,984 | fraud_Romaguera Ltd | health_fitness | 75.37 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | a1c0ff1f32199a88019be2206558bbab | 1,371,677,579 | 38.112542 | -79.341213 | 0 |
1,292,636 | 2020-06-19 21:33:27 | 2,269,768,987,945,882 | fraud_Cormier LLC | health_fitness | 90.18 | Shannon | Patterson | F | 9808 Ellis Bypass | Mount Morris | NY | 14,510 | 42.6835 | -77.8664 | 4,895 | Acupuncturist | 1958-10-29 | a707d0c8429f68e4229c70ee852a2414 | 1,371,677,607 | 43.160978 | -77.959051 | 0 |
1,292,637 | 2020-06-19 21:33:29 | 630,451,534,402 | fraud_Windler LLC | kids_pets | 30.49 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 08ff69124e684dd0edd8ee0ec3262dc5 | 1,371,677,609 | 46.986808 | -86.339062 | 0 |
1,292,638 | 2020-06-19 21:34:33 | 4,018,105,808,392,773,600 | fraud_Wuckert-Goldner | home | 24.86 | Katherine | Love | F | 5884 Sandoval Square Apt. 371 | Allenhurst | NJ | 7,711 | 40.2367 | -74.0067 | 1,533 | Administrator, charities/voluntary organisations | 1935-04-15 | ccfc7ff18f9b36836fdf49255e22e4b0 | 1,371,677,673 | 39.661417 | -73.697614 | 0 |
1,292,639 | 2020-06-19 21:34:40 | 213,195,754,007,681 | fraud_Lesch, D'Amore and Brown | food_dining | 9.23 | Zachary | Allen | M | 69252 Oconnor Alley Apt. 153 | Ollie | IA | 52,576 | 41.2001 | -92.1354 | 568 | Commercial horticulturist | 1969-07-24 | f1dd8b8812f1d0b673f04a38bf58d3c5 | 1,371,677,680 | 40.933344 | -92.779217 | 0 |
1,292,640 | 2020-06-19 21:34:44 | 4,149,238,353,975,790 | fraud_Powlowski-Weimann | food_dining | 56.93 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 79f9ead02539d6436a3fd80dee7c7b0b | 1,371,677,684 | 40.733289 | -80.004039 | 0 |
1,292,641 | 2020-06-19 21:34:49 | 30,026,790,933,302 | fraud_Zboncak Ltd | food_dining | 46.1 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | cf5c53523d4f7dfc152e920bbab0c10b | 1,371,677,689 | 33.428976 | -90.587679 | 0 |
1,292,642 | 2020-06-19 21:35:00 | 371,985,236,239,474 | fraud_Kutch-Ferry | home | 110.25 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | 9fc8280a3f3c260ebe6be894b7bbb091 | 1,371,677,700 | 42.47762 | -74.585275 | 0 |
1,292,643 | 2020-06-19 21:35:12 | 371,226,440,126,102 | fraud_Moore, Williamson and Emmerich | home | 111 | 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 | 9bfa339bdac6932d1350fac293f3a737 | 1,371,677,712 | 39.571339 | -89.266666 | 0 |
1,292,644 | 2020-06-19 21:35:50 | 4,683,638,447,911 | fraud_McCullough, Hudson and Schuster | food_dining | 52.74 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | 142ee6fb4c42438b40503dfc4fcb5650 | 1,371,677,750 | 31.184576 | -92.31198 | 0 |
1,292,645 | 2020-06-19 21:36:16 | 4,764,202,053,279,782 | fraud_Reichert, Shanahan and Hayes | shopping_net | 1 | Derek | Jones | M | 198 Candace Plaza | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Air cabin crew | 1981-01-06 | c66f68837198b1658677caa9141aa8e9 | 1,371,677,776 | 41.579512 | -80.244945 | 0 |
1,292,646 | 2020-06-19 21:36:33 | 3,521,417,320,836,166 | fraud_Schumm PLC | health_fitness | 15.31 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 14f2c750621daa60291664d5626e2ce2 | 1,371,677,793 | 40.835268 | -86.126429 | 0 |
1,292,647 | 2020-06-19 21:37:06 | 3,528,407,217,576,457 | fraud_Weimann-Lockman | kids_pets | 61.09 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | 605ae32182e59a67640379e6e9fc3efd | 1,371,677,826 | 36.148306 | -82.443952 | 0 |
1,292,648 | 2020-06-19 21:37:08 | 213,124,978,348,176 | fraud_Roberts, Ryan and Smith | personal_care | 4.77 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | e69374e2d0bfc2edeeee7bf85ff80088 | 1,371,677,828 | 41.411825 | -78.502361 | 0 |
1,292,649 | 2020-06-19 21:37:31 | 30,011,465,039,817 | fraud_Emmerich-Rau | personal_care | 73.07 | Lisa | Garcia | F | 213 Gill Expressway | Chatham | NY | 12,037 | 42.3496 | -73.5873 | 4,015 | Human resources officer | 1971-10-14 | 1cb2a05c92b7b3ab01c80280b7a68114 | 1,371,677,851 | 42.554207 | -73.466656 | 0 |
1,292,650 | 2020-06-19 21:37:34 | 4,613,314,721,966 | fraud_Reinger, Weissnat and Strosin | food_dining | 62.29 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 1dd41ad8d9df05d3ee055782c374ea4a | 1,371,677,854 | 35.025204 | -80.965249 | 0 |
1,292,651 | 2020-06-19 21:39:19 | 180,031,190,491,743 | fraud_Reynolds-Schinner | misc_pos | 81.8 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 369f7e2228f8a428289adb39653e616f | 1,371,677,959 | 31.009535 | -88.266263 | 0 |
1,292,652 | 2020-06-19 21:39:47 | 371,009,169,330,125 | fraud_Gleason and Sons | kids_pets | 47.49 | 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 | dc91802143e8057a17b9f4e4e6782328 | 1,371,677,987 | 31.344845 | -83.186834 | 0 |
1,292,653 | 2020-06-19 21:40:04 | 3,575,789,281,659,026 | fraud_Ullrich Ltd | kids_pets | 37.5 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | d88402a391c15eed06740940e4838f37 | 1,371,678,004 | 38.354841 | -94.380034 | 0 |
1,292,654 | 2020-06-19 21:40:13 | 180,081,032,825,079 | fraud_Cruickshank-Mills | entertainment | 43.53 | Connie | Carroll | F | 872 Justin Views Suite 746 | Duncan | MS | 38,740 | 34.047 | -90.7652 | 466 | Trading standards officer | 1955-04-03 | 6a6d9b78d9adbc658bdf2940aadf9a84 | 1,371,678,013 | 33.437359 | -89.776109 | 0 |
1,292,655 | 2020-06-19 21:40:40 | 3,598,634,130,286,287 | fraud_Douglas-White | entertainment | 107.42 | David | Hughes | M | 707 Butler Parkways Apt. 747 | Omaha | NE | 68,117 | 41.2064 | -95.9953 | 518,429 | Surveyor, land/geomatics | 1995-10-10 | 98c4487b7d01b0d74980d91a8693d60c | 1,371,678,040 | 42.198931 | -95.890232 | 0 |
1,292,656 | 2020-06-19 21:41:11 | 676,102,124,465 | fraud_Berge-Ullrich | home | 3.95 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 6748e36abd5ab83fbb129660efeab879 | 1,371,678,071 | 38.063974 | -122.219976 | 0 |
1,292,657 | 2020-06-19 21:41:17 | 30,561,214,688,470 | fraud_Auer LLC | personal_care | 5.5 | Gina | Morrison | F | 41851 Victor Drives Suite 219 | Allentown | PA | 18,103 | 40.5891 | -75.4645 | 166,081 | Scientist, research (maths) | 1998-10-01 | 43510a6b106551f4093346de5133460c | 1,371,678,077 | 39.606851 | -75.505928 | 0 |
1,292,658 | 2020-06-19 21:41:35 | 6,011,399,591,920,186 | fraud_Rau-Robel | kids_pets | 16.71 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | 218718392cd5d741daaf0739145605eb | 1,371,678,095 | 41.840856 | -72.942701 | 0 |
1,292,659 | 2020-06-19 21:41:58 | 3,567,527,758,368,741 | fraud_Beier LLC | entertainment | 11.12 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | 81994405f81d9c80d59c3173545b1c5b | 1,371,678,118 | 32.289485 | -100.600044 | 0 |
1,292,660 | 2020-06-19 21:42:34 | 30,103,132,002,433 | fraud_Reichert-Weissnat | travel | 7.33 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | 31e9c2f7fc35a26a59e6a68e002c6fb3 | 1,371,678,154 | 41.860666 | -78.263102 | 0 |
1,292,661 | 2020-06-19 21:44:26 | 374,930,071,163,758 | fraud_Little-Gleichner | travel | 6.58 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | be4b3c3b509c790b8ef92e1d375b4132 | 1,371,678,266 | 41.602566 | -84.215354 | 0 |
1,292,662 | 2020-06-19 21:44:58 | 3,511,378,610,369,890 | fraud_McDermott, Osinski and Morar | home | 147.06 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | d11838d29820ccb451f0b2df745e95e2 | 1,371,678,298 | 34.960207 | -87.188945 | 0 |
1,292,663 | 2020-06-19 21:45:20 | 36,360,452,125,889 | fraud_Schimmel-Olson | kids_pets | 91.07 | Christopher | Raymond | M | 766 Potter Well | West Chazy | NY | 12,992 | 44.797 | -73.5112 | 4,778 | Engineering geologist | 1954-06-14 | 98a438631d69e8a72e615cbc969b4917 | 1,371,678,320 | 45.526009 | -74.409979 | 0 |
1,292,664 | 2020-06-19 21:45:25 | 4,476,840,372,112 | fraud_Schoen-Quigley | kids_pets | 24.6 | Steven | Walters | M | 3206 Hall Divide Suite 282 | Woodville | AL | 35,776 | 34.6689 | -86.2296 | 3,395 | Editor, commissioning | 1979-01-21 | 8ab73da005be4a4640340efc8483d484 | 1,371,678,325 | 33.792097 | -86.533579 | 0 |
1,292,665 | 2020-06-19 21:45:42 | 3,568,736,585,751,727 | fraud_Johns-Hoeger | entertainment | 67.23 | Thomas | Cross | M | 7566 Thompson Creek Apt. 827 | Elkhart | IA | 50,073 | 41.8114 | -93.4855 | 1,195 | Trading standards officer | 1974-03-13 | 49382e699976f3ad42ec66a532318e81 | 1,371,678,342 | 41.817139 | -92.491899 | 0 |
1,292,666 | 2020-06-19 21:46:02 | 375,974,680,629,816 | fraud_Reilly and Sons | health_fitness | 22.91 | Roberta | Mccarthy | F | 94431 Matthew Mall Suite 296 | Plymouth | CT | 6,782 | 41.6611 | -73.0449 | 2,376 | Herpetologist | 1973-04-06 | 98ff125018fff8aa2bf1f9a47dd5e7e7 | 1,371,678,362 | 42.649636 | -72.896241 | 0 |
1,292,667 | 2020-06-19 21:46:16 | 501,831,082,224 | fraud_Beier and Sons | home | 41.09 | 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 | 32400559ac62ba58e7888879b6f0c1ba | 1,371,678,376 | 40.918849 | -79.132525 | 0 |
1,292,668 | 2020-06-19 21:46:40 | 6,011,367,958,204,270 | fraud_Ratke and Sons | health_fitness | 30.59 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 41194218b20cb1800e94a29ef77c882c | 1,371,678,400 | 40.315451 | -81.515498 | 0 |
1,292,669 | 2020-06-19 21:47:34 | 4,550,599,031,376,731 | fraud_Gottlieb Group | kids_pets | 82.64 | Angela | West | F | 9471 Wong Islands | Mansfield | OH | 44,902 | 40.7559 | -82.5123 | 92,985 | Press photographer | 1968-05-29 | c759a00bbba3831589ad5c8e6dbf263e | 1,371,678,454 | 39.758004 | -83.166098 | 0 |
1,292,670 | 2020-06-19 21:47:53 | 3,511,378,610,369,890 | fraud_Boyer PLC | shopping_net | 4.41 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 780c8b3dc0d75b92315a6d9916db6b9f | 1,371,678,473 | 34.259935 | -87.016732 | 0 |
1,292,671 | 2020-06-19 21:49:42 | 4,128,027,264,554,082 | fraud_Bins-Howell | personal_care | 14.91 | 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 | 1a78ddf491048d6b20bf5a81c8ddb4bc | 1,371,678,582 | 39.659035 | -82.284668 | 0 |
1,292,672 | 2020-06-19 21:50:11 | 3,501,942,333,500,073 | fraud_Schaefer Ltd | kids_pets | 6.81 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | df0526ee6b16858f4558c4839073163d | 1,371,678,611 | 33.527479 | -112.231079 | 0 |
1,292,673 | 2020-06-19 21:51:03 | 4,634,955,908,138,648 | fraud_Botsford and Sons | home | 45.28 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | e8365ac0f34ba0b8ac409bf59d6f94e0 | 1,371,678,663 | 41.032722 | -96.505475 | 0 |
1,292,674 | 2020-06-19 21:53:16 | 3,502,088,871,723,054 | fraud_Abernathy and Sons | food_dining | 5.3 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | 5bb466f9e631e4c2e9df8a38f911b6a1 | 1,371,678,796 | 38.734826 | -78.033379 | 0 |
1,292,675 | 2020-06-19 21:53:56 | 2,720,830,304,681,674 | fraud_Kuhn LLC | shopping_pos | 56.3 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | 41423f11b1195420c10a87b777ff4c65 | 1,371,678,836 | 36.682211 | -87.341507 | 0 |
1,292,676 | 2020-06-19 21:54:23 | 6,593,250,708,747,804 | fraud_Bahringer-Streich | food_dining | 46.8 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 6e80133ea42376507a928037717c5172 | 1,371,678,863 | 26.80994 | -80.129936 | 0 |
1,292,677 | 2020-06-19 21:55:00 | 213,102,873,001,603 | fraud_Stark-Koss | home | 63.3 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 31408dcbd1459ccc9287cc6a76075c9e | 1,371,678,900 | 44.166182 | -123.59036 | 0 |
1,292,678 | 2020-06-19 21:55:02 | 30,273,037,698,427 | fraud_Tillman, Fritsch and Schmitt | misc_net | 47.89 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | e26d58c6dd1d839809edeb54de69117d | 1,371,678,902 | 34.90681 | -91.621486 | 0 |
1,292,679 | 2020-06-19 21:55:11 | 4,430,881,574,719,618 | fraud_Erdman-Schaden | personal_care | 22.89 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | bfb5a4733baad09ac158f86d3cdd98f8 | 1,371,678,911 | 38.355021 | -106.357768 | 0 |
1,292,680 | 2020-06-19 21:55:28 | 3,596,217,206,093,829 | fraud_Turner LLC | travel | 7.69 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | b569496d2401e455f0ad269b02a4fef7 | 1,371,678,928 | 40.23202 | -91.52365 | 0 |
1,292,681 | 2020-06-19 21:56:11 | 344,342,339,068,828 | fraud_Metz, Russel and Metz | kids_pets | 106.14 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | 39882c3f4b6e50a0f16a211d1221f9fa | 1,371,678,971 | 31.010959 | -81.247559 | 0 |
1,292,682 | 2020-06-19 21:57:23 | 4,503,101,193,493,053,000 | fraud_Kuhn LLC | shopping_pos | 6.3 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | f3e1c98eabf8fac499af60da8c4adaad | 1,371,679,043 | 28.812374 | -82.684362 | 0 |
1,292,683 | 2020-06-19 21:57:39 | 377,026,671,291,680 | fraud_Shields-Wunsch | health_fitness | 31.46 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | 078176a5a188167d514a6532c5a7f0bc | 1,371,679,059 | 38.109059 | -91.533245 | 0 |
1,292,684 | 2020-06-19 21:59:04 | 213,178,765,398,315 | fraud_Watsica, Haag and Considine | shopping_pos | 9.52 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 5eb9f30ea4d9315e9229de1024e19d7f | 1,371,679,144 | 42.401244 | -107.819364 | 0 |
1,292,685 | 2020-06-19 21:59:26 | 3,533,012,926,413,100 | fraud_Ullrich Ltd | kids_pets | 153.27 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 026d2f462b6d2ed3a79695c9f894afe5 | 1,371,679,166 | 44.020388 | -75.82127 | 0 |
1,292,686 | 2020-06-19 21:59:38 | 4,364,010,865,167,176 | fraud_Miller-Harris | misc_net | 1.36 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | f5395029ec66ef8b14d14fb03730f27c | 1,371,679,178 | 40.066515 | -120.655116 | 0 |
1,292,687 | 2020-06-19 21:59:47 | 4,451,952,084,362,894 | fraud_Johns Inc | entertainment | 71.93 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 4cc6cdd812b715a9ed47be42a215f96b | 1,371,679,187 | 35.105935 | -102.407651 | 0 |
1,292,688 | 2020-06-19 21:59:52 | 4,561,546,772,499 | fraud_Kuphal-Toy | food_dining | 32.59 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 7cf7b30fe941254834a98f6a88ce2c4e | 1,371,679,192 | 34.287347 | -105.470825 | 0 |
1,292,689 | 2020-06-19 21:59:55 | 30,270,432,095,985 | fraud_Kris-Padberg | shopping_pos | 3.28 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | fa69b5c4ce427f826aeab3b8f688a41c | 1,371,679,195 | 40.292164 | -91.031004 | 0 |
1,292,690 | 2020-06-19 22:00:15 | 581,293,083,266 | fraud_Barrows PLC | shopping_pos | 138.03 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | 4fea890f9e1423a012c91f7d0701ffe8 | 1,371,679,215 | 36.465495 | -97.588438 | 0 |
1,292,691 | 2020-06-19 22:00:15 | 2,254,917,871,818,484 | fraud_Turner, Ruecker and Parisian | misc_pos | 5.96 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | 120fab3a2975cd07ca64717c1cf949ca | 1,371,679,215 | 38.704628 | -76.264052 | 0 |
1,292,692 | 2020-06-19 22:00:52 | 3,598,304,579,370,089 | fraud_Moore, Williamson and Emmerich | home | 43.32 | Vincent | Flowers | M | 0189 Emily Prairie | Wichita | KS | 67,232 | 37.6395 | -97.1714 | 409,656 | Heritage manager | 1985-12-27 | 0dc9d9ec912d6122e841c13440073f7a | 1,371,679,252 | 37.337443 | -97.787733 | 0 |
1,292,693 | 2020-06-19 22:01:44 | 213,161,869,125,933 | fraud_Kautzer and Sons | personal_care | 1.03 | Monica | Lane | F | 3270 Scott Islands | East Andover | ME | 4,226 | 44.6084 | -70.6993 | 190 | Animal nutritionist | 1970-04-17 | b7f6f0bcd970e22a063f6fe52f89b69e | 1,371,679,304 | 45.370255 | -70.369534 | 0 |
1,292,694 | 2020-06-19 22:02:25 | 3,529,597,810,116,815 | fraud_Barrows PLC | shopping_pos | 8 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | b60aa7f9707fe0d8d726610e2a47aeeb | 1,371,679,345 | 41.34448 | -78.186559 | 0 |
1,292,695 | 2020-06-19 22:02:49 | 370,818,583,810,103 | fraud_Volkman-Predovic | shopping_net | 5.4 | John | Davis | M | 9670 Monroe Junctions | Rockwood | PA | 15,557 | 39.9373 | -79.1865 | 3,684 | General practice doctor | 1976-01-10 | a73db6aa06da77a92fa6bce52ea7be1d | 1,371,679,369 | 39.255158 | -79.622677 | 0 |
1,292,696 | 2020-06-19 22:02:55 | 4,822,367,783,500,458 | fraud_Wuckert, Wintheiser and Friesen | home | 27.05 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | 6f49be4ac22a416914eb43176acbd30b | 1,371,679,375 | 27.686191 | -82.263878 | 0 |
1,292,697 | 2020-06-19 22:03:40 | 4,089,096,483,689,733,600 | fraud_Lesch Ltd | shopping_pos | 9.44 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | 281dc875bb1a23e9761fd232d275055b | 1,371,679,420 | 33.141367 | -95.381974 | 0 |
1,292,698 | 2020-06-19 22:03:50 | 4,210,078,554,961,359,000 | fraud_Prosacco LLC | personal_care | 56.57 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | 22d94e87094f0bee37832b84a7b21bfb | 1,371,679,430 | 43.74235 | -122.87312 | 0 |
1,292,699 | 2020-06-19 22:04:11 | 4,897,067,971,111,210,000 | fraud_Hoppe-Parisian | kids_pets | 20.32 | Randy | Wood | M | 542 Howe Mission Apt. 092 | Port Richey | FL | 34,668 | 28.3011 | -82.6927 | 42,619 | Environmental education officer | 1975-10-07 | 179a4a70d96947eb33e1c1e17f488f0a | 1,371,679,451 | 28.997413 | -82.707699 | 0 |
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