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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,282,500 | 2020-06-15 22:06:27 | 4,149,635,823,017 | fraud_Hills, Hegmann and Schaefer | health_fitness | 102.81 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | d98ac3a0dfe57a347f31476ecfe8fb1f | 1,371,333,987 | 33.014987 | -85.661692 | 0 |
1,282,501 | 2020-06-15 22:06:41 | 3,583,293,909,206,278 | fraud_Gleason and Sons | kids_pets | 15.67 | Deborah | Fisher | F | 1911 Fisher Brook | Kirtland Afb | NM | 87,117 | 35.0203 | -106.5503 | 310 | Surveyor, land/geomatics | 1978-09-30 | 4f86ace375a550c4eec8283592051ab1 | 1,371,334,001 | 35.166775 | -105.771204 | 0 |
1,282,502 | 2020-06-15 22:07:09 | 376,028,110,684,021 | fraud_Cummerata-Hilpert | entertainment | 81.47 | Aaron | Murray | M | 624 Hale Springs Apt. 572 | Meadville | MO | 64,659 | 39.7795 | -93.3014 | 964 | Tourist information centre manager | 1974-12-23 | f09b5c10a50a03a8415f540bcd0a9b5c | 1,371,334,029 | 39.609333 | -93.187576 | 0 |
1,282,503 | 2020-06-15 22:07:12 | 4,607,072,969,078,276 | fraud_Schaefer, Fay and Hilll | entertainment | 22.48 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | 9c994de62376ab7ec468136d835a2313 | 1,371,334,032 | 36.262577 | -96.596904 | 0 |
1,282,504 | 2020-06-15 22:08:14 | 4,789,911,625,179,723 | fraud_Daugherty-Thompson | food_dining | 77.14 | Dorothy | Zuniga | F | 77321 Ford Via | Moriches | NY | 11,955 | 40.8095 | -72.8229 | 3,285 | Research officer, trade union | 1988-04-27 | 4294b17916ac94cfd039fa2ae7ecb12f | 1,371,334,094 | 39.837465 | -73.817739 | 0 |
1,282,505 | 2020-06-15 22:08:29 | 372,520,049,757,633 | fraud_Hills-Witting | shopping_net | 9.08 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | 3ac86526c722d28b153c87f075aab9b7 | 1,371,334,109 | 48.028168 | -92.903436 | 0 |
1,282,506 | 2020-06-15 22:08:45 | 4,265,776,278,887,457 | fraud_Brown Inc | kids_pets | 32.83 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | f10baff94bed4358f22b657de3a96c1a | 1,371,334,125 | 35.580702 | -92.939889 | 0 |
1,282,507 | 2020-06-15 22:09:19 | 30,546,453,310,167 | fraud_Beier and Sons | home | 51 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | fb33b495a2f323cde34704afcea6b759 | 1,371,334,159 | 42.890373 | -71.590421 | 0 |
1,282,508 | 2020-06-15 22:09:22 | 3,564,839,259,330,465 | fraud_Kilback and Sons | entertainment | 7.33 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | d15d0ced212b9a8ee1d640e24850b321 | 1,371,334,162 | 38.746947 | -123.059223 | 0 |
1,282,509 | 2020-06-15 22:09:24 | 342,319,985,983,023 | fraud_Jakubowski Group | food_dining | 55.27 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | 1984032c0e13a67133abc9bb95f5282f | 1,371,334,164 | 42.836113 | -75.558631 | 0 |
1,282,510 | 2020-06-15 22:09:25 | 3,575,789,281,659,026 | fraud_Conroy Ltd | shopping_pos | 8.13 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 893d65a7d8182b77bec871c748857f63 | 1,371,334,165 | 39.251963 | -93.090542 | 0 |
1,282,511 | 2020-06-15 22:09:42 | 639,046,421,587 | fraud_Powlowski-Weimann | food_dining | 66.71 | Dylan | Bonilla | M | 2497 John Motorway Suite 922 | Leetsdale | PA | 15,056 | 40.5662 | -80.2099 | 1,140 | Administrator, education | 1986-06-20 | 9f0b7e9b9c516b4edc7199bba2d826fd | 1,371,334,182 | 40.273457 | -79.574424 | 0 |
1,282,512 | 2020-06-15 22:09:52 | 4,653,879,239,169,997 | fraud_Quitzon-Goyette | home | 138.52 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 56e75ed04681a69bd9c3d0f97a8fdf43 | 1,371,334,192 | 37.73593 | -86.898101 | 0 |
1,282,513 | 2020-06-15 22:10:45 | 213,175,487,106,448 | fraud_Brown-Greenholt | entertainment | 23.78 | Diane | Jackson | F | 682 Mills Way Apt. 814 | Rule | TX | 79,548 | 33.0771 | -99.959 | 932 | Physicist, medical | 1954-12-10 | f9c9814dfd37b43be1f5dd53ead7e3ed | 1,371,334,245 | 32.851743 | -99.946339 | 0 |
1,282,514 | 2020-06-15 22:10:56 | 3,518,669,219,150,142 | fraud_Ullrich Ltd | kids_pets | 95.69 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 1daecc1c634844e03750107c1693dab2 | 1,371,334,256 | 39.155396 | -84.707362 | 0 |
1,282,515 | 2020-06-15 22:11:13 | 3,560,697,798,177,746 | fraud_Jakubowski Inc | home | 72.86 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 7d02af55c731b38efe3ad14c349b1fd0 | 1,371,334,273 | 33.150179 | -116.348718 | 0 |
1,282,516 | 2020-06-15 22:11:43 | 4,716,561,796,955,522 | fraud_McDermott-Rice | misc_pos | 9.94 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | 5e1a97a42a05c52a4385003950761598 | 1,371,334,303 | 49.224493 | -112.469703 | 0 |
1,282,517 | 2020-06-15 22:12:45 | 3,520,550,088,202,337 | fraud_Berge, Kautzer and Harris | personal_care | 93.19 | Micheal | Walters | M | 15315 Vaughn Park Suite 356 | Hovland | MN | 55,606 | 47.8342 | -90.0476 | 272 | Freight forwarder | 2001-07-05 | 6f350737b23148c1d53a7e6eef6aa1a1 | 1,371,334,365 | 47.320737 | -89.629522 | 0 |
1,282,518 | 2020-06-15 22:12:52 | 343,472,729,187,663 | fraud_Thiel PLC | misc_pos | 4.31 | Gloria | Wallace | F | 234 Bridges Wells Apt. 389 | Center Tuftonboro | NH | 3,816 | 43.6849 | -71.2551 | 1,368 | Optician, dispensing | 1971-08-05 | 562636b2eb5900709cfa842de1d7966f | 1,371,334,372 | 43.899848 | -70.97019 | 0 |
1,282,519 | 2020-06-15 22:12:59 | 2,712,209,726,293,386 | fraud_Kihn Inc | shopping_pos | 2.97 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | b59e3e3d19459df3e195ab99df48e7c4 | 1,371,334,379 | 30.590292 | -90.93021 | 0 |
1,282,520 | 2020-06-15 22:13:23 | 4,364,010,865,167,176 | fraud_Ziemann-Waters | health_fitness | 20.21 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 339806068c78e9c4d5b39ac6d2092599 | 1,371,334,403 | 38.609926 | -119.275343 | 0 |
1,282,521 | 2020-06-15 22:14:04 | 6,011,366,578,560,244 | fraud_Dickinson Ltd | personal_care | 6.79 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | 50262f38f2b001d7b4a2f8cdcfe872b1 | 1,371,334,444 | 41.404161 | -77.90704 | 0 |
1,282,522 | 2020-06-15 22:14:14 | 30,092,964,733,035 | fraud_Torphy-Goyette | shopping_pos | 8.08 | Jessica | Terry | F | 6412 Elizabeth Gardens Suite 633 | Maysville | KY | 41,056 | 38.6207 | -83.8067 | 14,228 | Advertising account executive | 1971-03-26 | 4157d3899628925ce5bf49098da03622 | 1,371,334,454 | 39.186334 | -84.508403 | 0 |
1,282,523 | 2020-06-15 22:14:17 | 503,886,119,844 | fraud_Baumbach, Feeney and Morar | shopping_net | 899.48 | Cameron | Johns | M | 9383 Garrison Inlet Apt. 548 | Freeport | ME | 4,032 | 43.857 | -70.1031 | 7,879 | Nurse, children's | 1949-12-22 | 101d646c682a74e761bbc17ca719a48e | 1,371,334,457 | 44.007561 | -70.106514 | 1 |
1,282,524 | 2020-06-15 22:14:54 | 6,011,366,578,560,244 | fraud_Klein Group | entertainment | 113.04 | Adam | Stark | M | 0912 Mark Fields Apt. 080 | Mc Veytown | PA | 17,051 | 40.5046 | -77.7186 | 4,653 | Nutritional therapist | 1997-07-01 | ee5aa127429a082a366feac3e75ccdf6 | 1,371,334,494 | 40.702456 | -77.191848 | 0 |
1,282,525 | 2020-06-15 22:15:07 | 3,540,210,836,308,425 | fraud_Torphy-Kertzmann | health_fitness | 75.21 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 88ccf85ccc9431a8cf2023312e0aee34 | 1,371,334,507 | 34.781765 | -103.224257 | 0 |
1,282,526 | 2020-06-15 22:15:58 | 4,653,879,239,169,997 | fraud_Padberg-Rogahn | entertainment | 62.89 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 570dc5aa5b12162a171d7bede629eb8b | 1,371,334,558 | 37.111431 | -86.826215 | 0 |
1,282,527 | 2020-06-15 22:16:03 | 3,566,875,419,572,867 | fraud_Botsford PLC | home | 82.46 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | a4482e62adbe1efed375d8e521a757b7 | 1,371,334,563 | 43.70085 | -74.013644 | 0 |
1,282,528 | 2020-06-15 22:16:09 | 4,635,330,563,105,903 | fraud_Effertz, Welch and Schowalter | entertainment | 7.07 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | 68ff4870a5e8faa1bf71f4d63f2b2162 | 1,371,334,569 | 39.626288 | -77.520909 | 0 |
1,282,529 | 2020-06-15 22:16:25 | 5,410,056,176,712,193 | fraud_Hagenes, Kohler and Hoppe | food_dining | 105.53 | Jeffrey | Krause | M | 4742 Alexandria Mountain | New Franken | WI | 54,229 | 44.5592 | -87.8235 | 4,306 | Art therapist | 1989-10-19 | 2918042decd09bfc37ac43aa507a54c6 | 1,371,334,585 | 43.564743 | -87.943379 | 0 |
1,282,530 | 2020-06-15 22:16:27 | 4,423,489,490,781,412 | fraud_Mante, Luettgen and Hackett | health_fitness | 62.83 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 8f8f838f6dafa9d40f2cf31e9962da91 | 1,371,334,587 | 40.875537 | -90.25596 | 0 |
1,282,531 | 2020-06-15 22:17:37 | 676,309,913,934 | fraud_O'Connell, Botsford and Hand | home | 166.05 | Robert | Martinez | M | 3683 Parrish Circles | Pueblo | CO | 81,005 | 38.2352 | -104.66 | 151,815 | Further education lecturer | 1988-01-04 | e9f68517a418980f983556477c751ef2 | 1,371,334,657 | 39.06009 | -105.065077 | 0 |
1,282,532 | 2020-06-15 22:17:37 | 3,518,234,918,950,662 | fraud_Collier LLC | home | 41.08 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | 19ad5e7d9c625b96a47af7e7f812bf31 | 1,371,334,657 | 34.279676 | -96.647269 | 0 |
1,282,533 | 2020-06-15 22:17:43 | 30,371,006,069,917 | fraud_Morissette-Schaefer | personal_care | 2.94 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | 77fb59c3a2f9117ab287682f10cdfb2a | 1,371,334,663 | 37.529506 | -90.152227 | 0 |
1,282,534 | 2020-06-15 22:17:59 | 4,169,759,661,243,568 | fraud_Cole, Hills and Jewess | home | 10.12 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 185fa4c6d55db4d3da35e8097854d6c5 | 1,371,334,679 | 40.719231 | -76.138421 | 0 |
1,282,535 | 2020-06-15 22:18:02 | 4,226,219,726,886,853,000 | fraud_Parker-Kunde | personal_care | 29.69 | Jessica | Bell | F | 669 Moore Shoal | Bethel | OH | 45,106 | 38.9424 | -84.092 | 12,349 | Field trials officer | 1985-07-08 | 2e80c017c7313fced9ba36e09267f69e | 1,371,334,682 | 38.606742 | -84.032372 | 0 |
1,282,536 | 2020-06-15 22:18:29 | 3,531,606,252,458,308 | fraud_Kuhn LLC | shopping_pos | 852.69 | Juan | Taylor | M | 7911 Campbell Crossing Apt. 725 | Stoneham | MA | 2,180 | 42.4828 | -71.0978 | 21,437 | Artist | 1964-06-25 | 0bca9d993de92326ed974f8c9de6bd4a | 1,371,334,709 | 43.264939 | -70.194172 | 1 |
1,282,537 | 2020-06-15 22:18:35 | 4,169,388,510,116 | fraud_Reichel Inc | entertainment | 39.8 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | fcb2b103f4936699913d0ac2717a3561 | 1,371,334,715 | 43.914221 | -77.242723 | 0 |
1,282,538 | 2020-06-15 22:18:39 | 3,540,075,240,003,197 | fraud_Friesen Ltd | health_fitness | 91.24 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 40a0b16c084d8ccddf20febaca991d16 | 1,371,334,719 | 44.29999 | -93.346988 | 0 |
1,282,539 | 2020-06-15 22:19:07 | 2,348,245,054,386,329 | fraud_Cronin, Kshlerin and Weber | health_fitness | 108.79 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | 421ad96ba0afcdc231f9048b22c08143 | 1,371,334,747 | 41.230757 | -79.153461 | 0 |
1,282,540 | 2020-06-15 22:19:17 | 2,657,850,734,909,997 | fraud_Waelchi Inc | kids_pets | 135.52 | Alan | Howard | M | 04139 Johnson Prairie Suite 401 | Detroit | MI | 48,206 | 42.3749 | -83.1087 | 673,342 | Trading standards officer | 1946-11-01 | 25333c59ee6d57db95c7a8e1fe547a6e | 1,371,334,757 | 42.170284 | -83.457261 | 0 |
1,282,541 | 2020-06-15 22:19:19 | 630,424,987,505 | fraud_Roob-Okuneva | health_fitness | 19.04 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | c2a143fdc191d7da6dc56b5f409e7133 | 1,371,334,759 | 39.650899 | -79.889959 | 1 |
1,282,542 | 2020-06-15 22:19:32 | 4,560,395,181,594,436,000 | fraud_Bednar PLC | kids_pets | 52.27 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 7d4dcf68a7b06a38cd6105cac28f84d7 | 1,371,334,772 | 38.296793 | -123.607207 | 0 |
1,282,543 | 2020-06-15 22:19:35 | 3,518,669,219,150,142 | fraud_Macejkovic-Lesch | shopping_pos | 2.67 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | ba9d693d19ff6a65c62b25a65270435a | 1,371,334,775 | 40.087999 | -83.235288 | 0 |
1,282,544 | 2020-06-15 22:19:36 | 4,900,628,639,996 | fraud_Kassulke PLC | shopping_net | 7.62 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | 9d4fe4577fc2a9ed6259833c1e7a1019 | 1,371,334,776 | 33.83842 | -117.922752 | 0 |
1,282,545 | 2020-06-15 22:21:05 | 6,011,329,966,782,895 | fraud_Dare, Fritsch and Zboncak | health_fitness | 52.31 | 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 | 9f3788d0b541eb3473066de37919f470 | 1,371,334,865 | 36.400323 | -96.799738 | 0 |
1,282,546 | 2020-06-15 22:21:16 | 3,504,178,999,463,051 | fraud_Mueller, Gerhold and Mueller | health_fitness | 35.08 | Drew | Garcia | M | 70858 Jasmine Meadows Apt. 135 | Lima | OH | 45,801 | 40.7641 | -84.0973 | 86,954 | Copywriter, advertising | 1992-07-23 | ed346e343b365a0ce85a64ee4fe00804 | 1,371,334,876 | 41.268739 | -83.377004 | 0 |
1,282,547 | 2020-06-15 22:21:57 | 676,102,124,465 | fraud_Weber, Thiel and Hammes | kids_pets | 101.9 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 18a044c3ac19dc798f9e26ac01afae17 | 1,371,334,917 | 37.646697 | -121.977537 | 0 |
1,282,548 | 2020-06-15 22:22:14 | 4,423,489,490,781,412 | fraud_Berge, Kautzer and Harris | personal_care | 140.02 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | be999a9d2848e72fe9ff8208d2606bda | 1,371,334,934 | 42.246511 | -89.415738 | 0 |
1,282,549 | 2020-06-15 22:22:17 | 4,328,928,491,302,401 | fraud_Kihn Inc | shopping_pos | 2.44 | Margaret | Ray | F | 927 Cummings Manor Suite 318 | Greendale | WI | 53,129 | 42.9373 | -87.9943 | 13,973 | Logistics and distribution manager | 1981-05-06 | 3c7ac79f8199aa758b89611ff657a113 | 1,371,334,937 | 43.538353 | -87.259044 | 0 |
1,282,550 | 2020-06-15 22:22:18 | 180,094,419,304,907 | fraud_Yost, Schamberger and Windler | kids_pets | 1.24 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | d662bea35760f27097bbb5a6378545e7 | 1,371,334,938 | 32.934944 | -116.667402 | 0 |
1,282,551 | 2020-06-15 22:22:34 | 38,295,635,583,927 | fraud_Jakubowski Inc | home | 33.39 | Candice | Brown | F | 9412 Harris Mews | O Brien | TX | 79,539 | 33.3749 | -99.8473 | 178 | Warden/ranger | 1983-06-14 | bcf849350b8781f3c70cad9573647f61 | 1,371,334,954 | 34.004136 | -99.372271 | 0 |
1,282,552 | 2020-06-15 22:22:34 | 676,173,792,455 | fraud_Bernier and Sons | kids_pets | 81.5 | Brittany | Cox | F | 07177 William Dale Apt. 547 | Santa Monica | CA | 90,403 | 34.0287 | -118.4924 | 92,043 | Civil engineer, contracting | 1961-04-25 | 17f9ebb9af9ca872d333266478b2e7d2 | 1,371,334,954 | 33.873735 | -118.805525 | 0 |
1,282,553 | 2020-06-15 22:22:48 | 4,427,805,710,168 | fraud_Grimes LLC | entertainment | 54.79 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | cd1e46217171ebde93c1a95ea8969234 | 1,371,334,968 | 32.735858 | -106.420764 | 0 |
1,282,554 | 2020-06-15 22:22:49 | 2,286,236,465,059,468 | fraud_Schmeler-Howe | personal_care | 8.85 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | 7167b1e53409e4b66591c61fa83347c8 | 1,371,334,969 | 38.84122 | -92.94565 | 0 |
1,282,555 | 2020-06-15 22:23:00 | 2,283,743,876,903,625 | fraud_Stamm-Witting | shopping_net | 3.04 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | 8ecfbfc75737d5e3c8f6e71be4217274 | 1,371,334,980 | 34.81041 | -83.765453 | 0 |
1,282,556 | 2020-06-15 22:23:04 | 4,613,314,721,966 | fraud_Jerde-Hermann | travel | 461.98 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | 27f07664870feed2836f42a5ad1cf2b5 | 1,371,334,984 | 36.132569 | -81.26453 | 0 |
1,282,557 | 2020-06-15 22:23:07 | 342,351,256,941,125 | fraud_Kling, Howe and Schneider | home | 64.11 | Rebecca | Obrien | F | 5619 Mendoza Inlet | Juliette | GA | 31,046 | 33.1194 | -83.8235 | 3,343 | Theatre manager | 1990-06-08 | 2f4b4df2b75b862cf7c155c950ad2550 | 1,371,334,987 | 32.524984 | -84.30676 | 0 |
1,282,558 | 2020-06-15 22:23:50 | 676,195,318,214 | fraud_Haley, Batz and Auer | health_fitness | 32.49 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | b79c30cf75d9550f3d9d4a4947443bf6 | 1,371,335,030 | 30.088219 | -97.296778 | 0 |
1,282,559 | 2020-06-15 22:24:27 | 675,945,690,716 | fraud_Schmidt and Sons | shopping_net | 7.33 | Ellen | Smith | F | 285 George Lake | Beaver Falls | PA | 15,010 | 40.7687 | -80.3592 | 28,425 | Podiatrist | 2000-06-09 | 6c52990d3939b33c6bbaf61814a37cb8 | 1,371,335,067 | 40.884501 | -80.49613 | 0 |
1,282,560 | 2020-06-15 22:25:08 | 3,531,606,252,458,308 | fraud_Kuphal-Bartoletti | misc_net | 679.7 | Juan | Taylor | M | 7911 Campbell Crossing Apt. 725 | Stoneham | MA | 2,180 | 42.4828 | -71.0978 | 21,437 | Artist | 1964-06-25 | 9f5e2fd441eb95e057bd57ab549d5645 | 1,371,335,108 | 41.820733 | -70.180686 | 1 |
1,282,561 | 2020-06-15 22:25:32 | 4,958,589,671,582,727,000 | fraud_Hettinger, McCullough and Fay | home | 139.09 | Aaron | Pena | M | 793 Hooper Tunnel Suite 154 | Burke | VA | 22,015 | 38.7894 | -77.2818 | 43,102 | Health visitor | 1950-11-27 | 1f4ba4c788f07e7f81ad7a6e76fbaa0e | 1,371,335,132 | 38.607265 | -77.207083 | 0 |
1,282,562 | 2020-06-15 22:25:45 | 4,457,732,997,086,323,700 | fraud_Prosacco, Kreiger and Kovacek | home | 69.35 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | e75fec50db5a54ec2452a7ceec2189fe | 1,371,335,145 | 39.076906 | -120.244174 | 0 |
1,282,563 | 2020-06-15 22:25:52 | 30,234,966,027,947 | fraud_Goyette, Howell and Collier | shopping_pos | 1.79 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 49db996d524ccf215afe1c3936c73217 | 1,371,335,152 | 43.025287 | -88.433443 | 0 |
1,282,564 | 2020-06-15 22:25:55 | 3,540,210,836,308,425 | fraud_Carroll PLC | health_fitness | 77.21 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | 34795d4c4d1cdd1c4bb5238bd8ead567 | 1,371,335,155 | 34.901422 | -102.886733 | 0 |
1,282,565 | 2020-06-15 22:26:11 | 4,681,601,008,538,160 | fraud_Waters-Cruickshank | health_fitness | 25.19 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 694a898e3f7f8ef2bb7e0f8d326cd8e6 | 1,371,335,171 | 39.08403 | -81.331395 | 0 |
1,282,566 | 2020-06-15 22:26:19 | 6,011,542,681,743,618 | fraud_Grimes LLC | entertainment | 234.17 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | c625c52cbead4dbdb79473b717469edc | 1,371,335,179 | 39.634837 | -79.659236 | 0 |
1,282,567 | 2020-06-15 22:26:21 | 3,556,613,125,071,656 | fraud_Wiza, Schaden and Stark | misc_pos | 1.57 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 4967d4965524efd490313064769fb17c | 1,371,335,181 | 29.539928 | -96.436078 | 0 |
1,282,568 | 2020-06-15 22:26:21 | 4,610,064,888,664,703 | fraud_Kuhn LLC | shopping_pos | 257.01 | Tammy | Maldonado | F | 3312 Rachel Parks Suite 474 | Stittville | NY | 13,469 | 43.2229 | -75.2899 | 847 | Systems analyst | 1996-01-11 | 7ba8d037a7fb1cbe20e431ccac2dba78 | 1,371,335,181 | 42.872391 | -75.94296 | 0 |
1,282,569 | 2020-06-15 22:26:25 | 30,344,654,314,976 | fraud_Zboncak Ltd | food_dining | 71.13 | Christine | Johnson | F | 8011 Chapman Tunnel Apt. 568 | Blairsden-Graeagle | CA | 96,103 | 39.8127 | -120.6405 | 1,725 | Chartered legal executive (England and Wales) | 1967-05-27 | 5d27cfcc8bd027f6328a9696dcf47d7f | 1,371,335,185 | 40.704236 | -120.693863 | 0 |
1,282,570 | 2020-06-15 22:26:28 | 371,226,440,126,102 | fraud_Wiza LLC | misc_pos | 7.87 | 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 | dd2e38f92b89de76ef6cad24896ee738 | 1,371,335,188 | 38.007432 | -89.057598 | 0 |
1,282,571 | 2020-06-15 22:26:29 | 6,547,670,341,037,171 | fraud_Schumm PLC | health_fitness | 24.03 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | bb42ebbd92f496b16aeb786886ab7055 | 1,371,335,189 | 39.178928 | -76.409225 | 0 |
1,282,572 | 2020-06-15 22:26:49 | 213,161,231,269,724 | fraud_Leannon-Ward | food_dining | 32.61 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | c9176e9289fc1410d1afdb937783aa9b | 1,371,335,209 | 33.069928 | -85.362256 | 0 |
1,282,573 | 2020-06-15 22:26:51 | 4,092,452,671,396,169,700 | fraud_Romaguera and Sons | travel | 4.04 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | e5579312f6135ec94142126212b0bd58 | 1,371,335,211 | 34.571995 | -77.93723 | 0 |
1,282,574 | 2020-06-15 22:27:02 | 3,547,560,454,237,873 | fraud_Champlin and Sons | home | 28.46 | Jerry | Robinson | M | 212 Mary Stream | Arcadia | MI | 49,613 | 44.5232 | -86.2061 | 680 | Designer, jewellery | 1966-12-21 | c0f3ebc5f667aa8f636d23e59a1680d8 | 1,371,335,222 | 45.339603 | -87.146545 | 0 |
1,282,575 | 2020-06-15 22:27:29 | 4,797,297,220,948,469,000 | fraud_Harris Group | food_dining | 3.07 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | 4b6124ae59f0313806efbf6709b49f3e | 1,371,335,249 | 39.49645 | -86.252318 | 0 |
1,282,576 | 2020-06-15 22:27:44 | 3,586,955,669,388,457 | fraud_Hettinger, McCullough and Fay | home | 82.99 | Benjamin | Rogers | M | 24191 Elizabeth Mill | Bolivar | PA | 15,923 | 40.3673 | -79.1605 | 1,770 | Administrator, local government | 1994-12-08 | 9ea98eabb18758b5bdfe663a5ddf1f9b | 1,371,335,264 | 40.878313 | -79.041901 | 0 |
1,282,577 | 2020-06-15 22:29:03 | 4,279,161,831,637 | fraud_Kirlin and Sons | personal_care | 1.38 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | 28236701e4f3ba482d5cf9f5f07dbe06 | 1,371,335,343 | 39.65039 | -79.728182 | 0 |
1,282,578 | 2020-06-15 22:29:08 | 3,540,075,240,003,197 | fraud_Parker, Nolan and Trantow | entertainment | 1.47 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 4a3d332ade5c81edda8036791b19acf1 | 1,371,335,348 | 44.014801 | -93.733927 | 0 |
1,282,579 | 2020-06-15 22:29:35 | 4,855,488,158,131,690,000 | fraud_Schiller, Blanda and Johnson | home | 76.24 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | d3be9ac9689107b1a887703d7f22908a | 1,371,335,375 | 43.481865 | -71.537823 | 0 |
1,282,580 | 2020-06-15 22:29:52 | 4,179,719,215,697,782 | fraud_Moore, Williamson and Emmerich | home | 39.85 | Belinda | Jimenez | F | 6807 Jacob Skyway Apt. 331 | Rockwell | IA | 50,469 | 43.0032 | -93.2167 | 1,574 | Scientist, audiological | 1982-12-27 | 20456b98c4906f5cd402fd961566586d | 1,371,335,392 | 42.320723 | -94.137215 | 0 |
1,282,581 | 2020-06-15 22:30:19 | 4,477,156,602,511,939,600 | fraud_Dooley Inc | shopping_pos | 7.05 | Angela | Ross | F | 0107 Clements Point | American Fork | UT | 84,003 | 40.3928 | -111.7941 | 42,384 | Futures trader | 1992-12-29 | 0bb75548918a442aebe18598c053ae80 | 1,371,335,419 | 41.342122 | -111.973292 | 0 |
1,282,582 | 2020-06-15 22:30:32 | 3,568,255,211,412,877 | fraud_Bahringer-Streich | food_dining | 6.78 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 8729b97a28a94322e07d207b62338869 | 1,371,335,432 | 40.354461 | -85.514593 | 0 |
1,282,583 | 2020-06-15 22:30:37 | 3,565,196,229,855,512 | fraud_Streich Ltd | home | 26.11 | Adriana | Harvey | F | 715 Joy Prairie | Unionville | MO | 63,565 | 40.4815 | -92.9951 | 3,805 | Investment banker, corporate | 1950-09-15 | 2db2c6ad3a8e6cfa071eacee475b406f | 1,371,335,437 | 41.410297 | -92.022148 | 0 |
1,282,584 | 2020-06-15 22:31:12 | 345,832,460,465,610 | fraud_Weber and Sons | food_dining | 87.66 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | 2191cd2513e8928a9a50d87c819b0590 | 1,371,335,472 | 39.080331 | -76.303728 | 0 |
1,282,585 | 2020-06-15 22:31:16 | 2,242,542,703,101,233 | fraud_Welch, Rath and Koepp | entertainment | 94.38 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 439c2231d6ad846dd2b047bd4070e8d8 | 1,371,335,476 | 37.516213 | -85.497582 | 0 |
1,282,586 | 2020-06-15 22:31:27 | 38,530,489,946,071 | fraud_Morissette LLC | entertainment | 44.94 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 828200c8f1769b50f309b8bfbe648e04 | 1,371,335,487 | 34.164994 | -81.166242 | 0 |
1,282,587 | 2020-06-15 22:31:32 | 4,239,436,242,473 | fraud_Lang, Towne and Schuppe | kids_pets | 7.41 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 95cdc287a1996d556d8623506ea5717a | 1,371,335,492 | 39.439558 | -77.632892 | 0 |
1,282,588 | 2020-06-15 22:31:42 | 4,481,131,401,752 | fraud_Towne, Greenholt and Koepp | shopping_net | 7.02 | 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 | 7d1256b0044ebca5e26f40f13594fad6 | 1,371,335,502 | 41.860615 | -70.980313 | 0 |
1,282,589 | 2020-06-15 22:31:55 | 4,755,696,071,492 | fraud_Walter, Hettinger and Kessler | personal_care | 5.07 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | 70c84c36456ba411e3e70e93a98ff98b | 1,371,335,515 | 32.276263 | -97.390554 | 0 |
1,282,590 | 2020-06-15 22:32:01 | 3,590,736,522,064,285 | fraud_Donnelly LLC | entertainment | 53.34 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | d397e03a2bf06c650e1c6f5435f0f129 | 1,371,335,521 | 33.530293 | -92.377097 | 0 |
1,282,591 | 2020-06-15 22:32:05 | 4,933,461,930,348,832 | fraud_Denesik, Powlowski and Pouros | home | 8.81 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | c31279f7b8778c22a72a21c2aea18328 | 1,371,335,525 | 44.7032 | -93.808829 | 0 |
1,282,592 | 2020-06-15 22:32:05 | 5,359,543,825,610,251 | fraud_Herzog Ltd | misc_pos | 127.19 | Michael | Francis | M | 1833 Jeanette Stravenue | Belgrade | MT | 59,714 | 45.7801 | -111.1439 | 18,182 | Engineer, drilling | 1975-06-29 | 15a96eb8ef55b0776fd2585969552ce0 | 1,371,335,525 | 45.879162 | -110.215235 | 0 |
1,282,593 | 2020-06-15 22:32:13 | 4,642,255,475,285,942 | fraud_Hahn, Bahringer and McLaughlin | personal_care | 28.45 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 1db749659d8688d57c7899216a1746fa | 1,371,335,533 | 38.379336 | -110.241396 | 0 |
1,282,594 | 2020-06-15 22:32:21 | 374,656,033,243,756 | fraud_Douglas, Schneider and Turner | shopping_pos | 1,794.32 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | a3b53692eb0ee36fe38b289143cd8e7e | 1,371,335,541 | 39.123926 | -76.982915 | 0 |
1,282,595 | 2020-06-15 22:32:22 | 4,025,612,008,285,111 | fraud_Schroeder, Hauck and Treutel | entertainment | 46.02 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | f3ad85e72a1ecfd83031e0ee619cd67e | 1,371,335,542 | 41.478399 | -79.781656 | 0 |
1,282,596 | 2020-06-15 22:32:28 | 4,446,368,897,795,790 | fraud_Cummerata-Hilpert | entertainment | 80.8 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 2eaed26a200e134a540b40e20ee029a4 | 1,371,335,548 | 38.897184 | -74.845945 | 0 |
1,282,597 | 2020-06-15 22:32:30 | 213,161,293,389,774 | fraud_White and Sons | home | 42.72 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 63909b94ab699d2f70326176c928884a | 1,371,335,550 | 43.298578 | -78.453178 | 0 |
1,282,598 | 2020-06-15 22:32:41 | 4,364,010,865,167,176 | fraud_Crist, Jakubowski and Littel | home | 31.06 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 860a2c904e06ba80d04048c94b6ca159 | 1,371,335,561 | 40.420644 | -120.720396 | 0 |
1,282,599 | 2020-06-15 22:32:42 | 5,456,776,410,929,288 | fraud_Skiles LLC | home | 180.04 | Taylor | Khan | F | 658 Diane Glen Apt. 677 | North Washington | PA | 16,048 | 41.0472 | -79.8089 | 139 | Patent attorney | 1954-05-25 | 07e1b2fdebbbf4750e1661bc25bd848d | 1,371,335,562 | 40.259643 | -79.505832 | 0 |
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