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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
18,100 | 2019-01-11 21:38:25 | 4,505,383,113,689 | fraud_Kub PLC | personal_care | 68.65 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 6b528238e84ee041bdd0e9a9154d2964 | 1,326,317,905 | 38.775273 | -77.202037 | 0 |
18,101 | 2019-01-11 21:38:44 | 2,720,433,095,629,877 | fraud_Schmidt and Sons | shopping_net | 8.36 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 0277c35cc90598ecc45314b54f8d8b16 | 1,326,317,924 | 43.36135 | -69.692319 | 0 |
18,102 | 2019-01-11 21:38:49 | 2,291,163,933,867,244 | fraud_Durgan, Gislason and Spencer | home | 34.16 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 8da33d75457a8560a3d9aeec55b3e93e | 1,326,317,929 | 33.436609 | -80.87443 | 0 |
18,103 | 2019-01-11 21:39:28 | 372,520,049,757,633 | fraud_Jakubowski Inc | home | 89.69 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | be4a813048cb3fb115f8300a0276a4ef | 1,326,317,968 | 48.470357 | -92.750405 | 0 |
18,104 | 2019-01-11 21:40:38 | 4,149,635,823,017 | fraud_Mayert Group | shopping_pos | 119.99 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | aea548eb4414f6e2c5db7807f7eb3c0f | 1,326,318,038 | 33.206151 | -87.03783 | 0 |
18,105 | 2019-01-11 21:43:47 | 4,488,941,175,228,467 | fraud_Bechtelar-Rippin | food_dining | 30.61 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | 9c580318c15e88cdde5bb8f5078f0815 | 1,326,318,227 | 29.870031 | -81.243716 | 0 |
18,106 | 2019-01-11 21:44:24 | 5,501,083,170,975,659 | fraud_Runte-Mohr | food_dining | 51.42 | Wayne | Payne | M | 587 Bradley Inlet Suite 281 | Cuyahoga Falls | OH | 44,223 | 41.1464 | -81.5107 | 47,772 | Equities trader | 1966-01-04 | a71503acf8bb0a6373ca84b9d4ab6f78 | 1,326,318,264 | 41.17859 | -82.283799 | 0 |
18,107 | 2019-01-11 21:45:35 | 4,147,608,975,828,480 | fraud_Feil-Morar | health_fitness | 33.58 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 06655ec9721e3816070124fb9aa0dcb9 | 1,326,318,335 | 43.700755 | -95.281688 | 0 |
18,108 | 2019-01-11 21:45:45 | 38,588,538,868,506 | fraud_Bruen-Yost | misc_pos | 6.64 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 6f8f3692664bbd208c93a926611b8411 | 1,326,318,345 | 29.476722 | -102.459688 | 0 |
18,109 | 2019-01-11 21:48:55 | 502,012,776,709 | fraud_Padberg-Sauer | home | 44.09 | Sherry | Martinez | F | 144 Yu Locks Apt. 754 | Garrattsville | NY | 13,342 | 42.6315 | -75.1866 | 165 | Naval architect | 1945-09-20 | 5f02bdc4c379378ba0f1bed848dc474a | 1,326,318,535 | 42.478026 | -75.467414 | 0 |
18,110 | 2019-01-11 21:50:16 | 340,953,839,692,349 | fraud_Barrows PLC | shopping_pos | 4.26 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 96a716ae6bb4619a06c2e134a817e332 | 1,326,318,616 | 43.410955 | -83.405029 | 0 |
18,111 | 2019-01-11 21:52:13 | 6,011,542,681,743,618 | fraud_Schneider, Hayes and Nikolaus | food_dining | 5.42 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | eea6b36492383f8b8fa1dfd0813697c0 | 1,326,318,733 | 39.416404 | -78.555521 | 0 |
18,112 | 2019-01-11 21:52:19 | 4,198,470,814,557 | fraud_Ernser-Lynch | food_dining | 3.04 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | b86c54f8100591d19e88685774986389 | 1,326,318,739 | 41.802875 | -94.584071 | 0 |
18,113 | 2019-01-11 21:53:53 | 341,542,810,616,333 | fraud_Stark-Koss | home | 38.97 | Billy | Mcdonald | M | 304 Ryan Port Suite 335 | Camden | MO | 64,017 | 39.2048 | -94.0259 | 464 | Colour technologist | 1959-05-28 | 5782431cfc4272017259429042912763 | 1,326,318,833 | 38.938778 | -94.292695 | 0 |
18,114 | 2019-01-11 21:54:32 | 30,135,235,368,675 | fraud_Kihn-Schuster | food_dining | 13.4 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | a1e867b221307c3543f30a3e68150120 | 1,326,318,872 | 39.414673 | -94.257061 | 0 |
18,115 | 2019-01-11 21:55:28 | 676,102,124,465 | fraud_Brown-Greenholt | entertainment | 41.12 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | c81946cf73bf2429991e9b2758940339 | 1,326,318,928 | 39.357076 | -122.210841 | 0 |
18,116 | 2019-01-11 21:55:35 | 4,060,579,726,528,237 | fraud_Leffler-Goldner | personal_care | 2.31 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | f3501776435adeec183f1382a3aae96c | 1,326,318,935 | 38.856184 | -96.005789 | 0 |
18,117 | 2019-01-11 21:55:53 | 4,099,707,841,315,751 | fraud_Mohr Inc | shopping_pos | 3.37 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | d500ad39970d2e13df90501c6903de19 | 1,326,318,953 | 38.007111 | -79.044417 | 0 |
18,118 | 2019-01-11 21:56:23 | 349,612,764,943,496 | fraud_Lynch-Wisozk | home | 77.41 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | fcf194c3522dc037b391c4e7db309f3b | 1,326,318,983 | 36.713594 | -82.755628 | 0 |
18,119 | 2019-01-11 21:56:59 | 4,906,628,655,840,914,000 | fraud_Dickinson Ltd | misc_pos | 19.54 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 89b2145d3387c9ebbf8e12c1a8be8d7a | 1,326,319,019 | 24.951557 | -81.239112 | 0 |
18,120 | 2019-01-11 21:57:07 | 676,309,913,934 | fraud_White and Sons | home | 52.28 | Robert | Martinez | M | 3683 Parrish Circles | Pueblo | CO | 81,005 | 38.2352 | -104.66 | 151,815 | Further education lecturer | 1988-01-04 | 4f30aa94f247ef8ea3c1b8985664eab9 | 1,326,319,027 | 37.964643 | -104.491492 | 0 |
18,121 | 2019-01-11 21:57:16 | 3,576,431,665,303,017 | fraud_Predovic Inc | shopping_net | 323.98 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 801c3cbc901e5fabdeaeda6f616e6079 | 1,326,319,036 | 32.916622 | -112.004835 | 0 |
18,122 | 2019-01-11 21:59:14 | 4,449,530,933,957,323 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 88.58 | Felicia | Mckee | F | 84079 Thomas Burgs | Tomales | CA | 94,971 | 38.2427 | -122.9145 | 337 | Occupational psychologist | 1954-07-05 | bb857814296df72c215a897810267772 | 1,326,319,154 | 38.059417 | -122.926481 | 0 |
18,123 | 2019-01-11 22:01:14 | 3,583,635,130,604,947 | fraud_Streich, Dietrich and Barton | shopping_net | 7.37 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | c23e3c91ed994e97f0cb5825d1183039 | 1,326,319,274 | 40.97321 | -74.643352 | 0 |
18,124 | 2019-01-11 22:01:27 | 630,424,987,505 | fraud_Towne, Greenholt and Koepp | shopping_net | 5.92 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | 1ca8c033eb965d8c0f4b71022555c242 | 1,326,319,287 | 38.346955 | -80.395012 | 0 |
18,125 | 2019-01-11 22:02:41 | 2,712,209,726,293,386 | fraud_Leannon-Ward | food_dining | 8.1 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 250065e824e1aa3ffd48bca6a8ff62fe | 1,326,319,361 | 30.565958 | -92.076784 | 0 |
18,126 | 2019-01-11 22:03:46 | 2,703,186,189,652,095 | fraud_Wuckert-Goldner | home | 43.44 | Jennifer | Banks | F | 561 Perry Cove | Moravian Falls | NC | 28,654 | 36.0788 | -81.1781 | 3,495 | Psychologist, counselling | 1988-03-09 | 948d7343e1d9c032882ac9623597074b | 1,326,319,426 | 35.330715 | -80.397887 | 0 |
18,127 | 2019-01-11 22:04:53 | 3,523,843,138,706,408 | fraud_Block-Hauck | travel | 538.55 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 309da3c8b4699c402f4c9464ed9a8fb6 | 1,326,319,493 | 33.600367 | -87.085918 | 0 |
18,128 | 2019-01-11 22:06:16 | 3,596,217,206,093,829 | fraud_Pouros-Haag | shopping_pos | 8.81 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 5a7631f5bf1a0353bb551792a2ae4a08 | 1,326,319,576 | 40.328641 | -91.226955 | 0 |
18,129 | 2019-01-11 22:06:47 | 583,699,482,621 | fraud_Kihn, Brakus and Goyette | personal_care | 9.54 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | d877ab3f5f9663ee02f14386de51ada5 | 1,326,319,607 | 44.641799 | -90.053577 | 0 |
18,130 | 2019-01-11 22:06:48 | 4,279,161,831,637 | fraud_Connelly-Carter | home | 7.66 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | abe1a77fb7f48d6af8b4976bc1864aba | 1,326,319,608 | 40.771912 | -79.687831 | 0 |
18,131 | 2019-01-11 22:08:27 | 375,534,208,663,984 | fraud_Friesen Ltd | health_fitness | 77.13 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | f6636906c921cb9ba89911baa23441bb | 1,326,319,707 | 38.819496 | -79.947709 | 0 |
18,132 | 2019-01-11 22:08:37 | 3,514,865,930,894,695 | fraud_Schuppe LLC | entertainment | 19.98 | Christopher | Castaneda | M | 1632 Cohen Drive Suite 639 | High Rolls Mountain Park | NM | 88,325 | 32.9396 | -105.8189 | 899 | Naval architect | 1967-08-30 | 075caabd00b4dc1cd9553788af61d16b | 1,326,319,717 | 33.062511 | -105.017484 | 0 |
18,133 | 2019-01-11 22:09:37 | 60,487,002,085 | fraud_Ruecker-Mayert | kids_pets | 83.49 | David | White | M | 66234 Hall Lock Suite 758 | Jackson | MS | 39,211 | 32.3739 | -90.1293 | 233,060 | Horticulturist, commercial | 1972-08-15 | 00490394b191baceadc1c054d2ab2c93 | 1,326,319,777 | 32.929826 | -89.156126 | 0 |
18,134 | 2019-01-11 22:09:54 | 3,553,629,419,254,918 | fraud_Boyer-Reichert | shopping_net | 9.47 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 88a8a512be6ceb6db705a9c64abb5fa2 | 1,326,319,794 | 48.725047 | -122.255218 | 0 |
18,135 | 2019-01-11 22:09:56 | 6,538,441,737,335,434 | fraud_Gerlach Inc | shopping_net | 155.36 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | 288ced487e67f8ccff02a6bc59ce8546 | 1,326,319,796 | 41.190364 | -80.933356 | 0 |
18,136 | 2019-01-11 22:10:15 | 4,128,730,454,058,057,700 | fraud_Abernathy and Sons | food_dining | 1.44 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 61e51245c9c19b90ee10c81c1eb4900b | 1,326,319,815 | 31.396554 | -95.597553 | 0 |
18,137 | 2019-01-11 22:10:21 | 3,590,736,522,064,285 | fraud_Wuckert, Wintheiser and Friesen | home | 35.45 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 6e444fe40c9485277ce20a6f1bd6a91e | 1,326,319,821 | 35.027158 | -91.843686 | 0 |
18,138 | 2019-01-11 22:11:29 | 6,011,934,240,159,560 | fraud_Streich Ltd | home | 81.77 | Joshua | Cohen | M | 426 Mark Ports | Brooklin | ME | 4,616 | 44.2541 | -68.5565 | 824 | Loss adjuster, chartered | 1974-11-02 | dc8cc80f945602b113d091af41bb7f4b | 1,326,319,889 | 44.059628 | -67.573514 | 0 |
18,139 | 2019-01-11 22:11:40 | 4,488,258,847,705,225,700 | fraud_Waelchi Inc | kids_pets | 198.02 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | c8d85fa1e178684dd386102df4ccaee7 | 1,326,319,900 | 34.072701 | -81.894423 | 0 |
18,140 | 2019-01-11 22:12:00 | 4,048,508,450,704,760 | fraud_Champlin-Casper | home | 89.45 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 989b4bed635b6426a4af805a9858e50f | 1,326,319,920 | 41.180853 | -98.427827 | 0 |
18,141 | 2019-01-11 22:13:12 | 6,011,367,958,204,270 | fraud_Jewess LLC | shopping_pos | 2.67 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | b4e8671417a8295aea99a0de59ede9aa | 1,326,319,992 | 40.33942 | -81.318651 | 0 |
18,142 | 2019-01-11 22:14:35 | 2,348,245,054,386,329 | fraud_Zboncak, Rowe and Murazik | shopping_net | 992.1 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | c2fa9b95db9847402fdd9e4dacfc8397 | 1,326,320,075 | 42.628669 | -80.041709 | 1 |
18,143 | 2019-01-11 22:15:24 | 3,560,246,577,314,524 | fraud_Schoen, Nienow and Bauch | personal_care | 63.87 | Sarah | Scott | F | 03090 Fisher Forges Apt. 200 | Wichita | KS | 67,216 | 37.6223 | -97.3136 | 409,656 | Textile designer | 1930-10-21 | 778af3345e0f682578a0bd92a3abc5be | 1,326,320,124 | 36.860843 | -98.106766 | 0 |
18,144 | 2019-01-11 22:15:36 | 3,529,597,810,116,815 | fraud_Reichert, Huels and Hoppe | shopping_net | 4.09 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | 77c1a4a60f703d8d5a60eed6581033ac | 1,326,320,136 | 39.514428 | -77.090494 | 0 |
18,145 | 2019-01-11 22:16:10 | 630,423,337,322 | fraud_Botsford and Sons | home | 22.21 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 19baebb082ac9ae678339cbe904d5002 | 1,326,320,170 | 48.300415 | -117.438697 | 0 |
18,146 | 2019-01-11 22:16:14 | 4,681,601,008,538,160 | fraud_Cartwright PLC | kids_pets | 190.34 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 5403fa79fbbc397db003ec4ee3f48630 | 1,326,320,174 | 39.342257 | -81.601052 | 0 |
18,147 | 2019-01-11 22:17:03 | 3,596,217,206,093,829 | fraud_Dickinson Ltd | personal_care | 86.36 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | c024c68d4540d4a594ceba61b2bb253f | 1,326,320,223 | 41.355602 | -91.284548 | 0 |
18,148 | 2019-01-11 22:18:02 | 4,997,733,566,924,489 | fraud_Runte-Mohr | food_dining | 53.91 | Stephanie | Taylor | F | 598 Martin Pine Suite 365 | Saint Paul | MN | 55,128 | 44.9913 | -92.9487 | 753,116 | Fisheries officer | 1971-08-06 | 46819c196f513b93aa70c65f9597799f | 1,326,320,282 | 44.391067 | -93.890088 | 0 |
18,149 | 2019-01-11 22:19:13 | 371,009,169,330,125 | fraud_Bernhard-Lesch | food_dining | 22.7 | 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 | 15e43b892a4d27e0803972b5427ce85a | 1,326,320,353 | 30.923563 | -84.058548 | 0 |
18,150 | 2019-01-11 22:21:37 | 4,509,142,395,811,241 | fraud_Lang, Towne and Schuppe | kids_pets | 29.11 | Margaret | Williams | F | 165 Jerry Meadows Suite 460 | Surrency | GA | 31,563 | 31.6489 | -82.1982 | 1,324 | Engineer, technical sales | 1926-07-12 | e914776a8cf00ffe090aa56bef7eae5c | 1,326,320,497 | 30.944222 | -82.238859 | 0 |
18,151 | 2019-01-11 22:21:41 | 4,505,383,113,689 | fraud_Altenwerth-Kilback | home | 52.77 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 5f97a8232897efc05796ace3a8406553 | 1,326,320,501 | 38.036297 | -76.009023 | 0 |
18,152 | 2019-01-11 22:22:26 | 2,266,735,643,685,262 | fraud_Shields-Wunsch | health_fitness | 7.19 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | 48493d45be6ed89c4114a88a7b96f957 | 1,326,320,546 | 35.248507 | -85.277318 | 0 |
18,153 | 2019-01-11 22:22:29 | 503,874,407,318 | fraud_Schiller, Blanda and Johnson | home | 119.21 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | f9e5fee2d88c7ef1771ee298750cf925 | 1,326,320,549 | 28.781828 | -98.827998 | 0 |
18,154 | 2019-01-11 22:24:07 | 4,764,202,053,279,782 | fraud_Goldner-Lemke | entertainment | 33.31 | Derek | Jones | M | 198 Candace Plaza | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Air cabin crew | 1981-01-06 | 674ad8b0a2988fa716a6ea5de63605e5 | 1,326,320,647 | 40.538933 | -81.026625 | 0 |
18,155 | 2019-01-11 22:24:07 | 371,226,440,126,102 | fraud_Schmeler Inc | misc_pos | 649.75 | 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 | d2b9666f0841676b4bb51a624ca26fc9 | 1,326,320,647 | 38.472337 | -88.522514 | 0 |
18,156 | 2019-01-11 22:25:38 | 4,939,976,756,738,216 | fraud_Bradtke, Torp and Bahringer | personal_care | 112.11 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 59618795d0adac428feabbd59fef3cee | 1,326,320,738 | 27.225619 | -99.397173 | 0 |
18,157 | 2019-01-11 22:29:19 | 30,199,621,383,748 | fraud_Cartwright PLC | kids_pets | 70.3 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | 5f6169454397802812f0b3744734e422 | 1,326,320,959 | 33.751122 | -95.769396 | 0 |
18,158 | 2019-01-11 22:29:21 | 60,416,207,185 | fraud_Ruecker-Mayert | kids_pets | 7.13 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | 874d027fb539a1d3e231ba278ee46cbd | 1,326,320,961 | 43.410158 | -109.631996 | 0 |
18,159 | 2019-01-11 22:30:49 | 4,725,837,176,265,196,000 | fraud_Botsford and Sons | home | 49.42 | Elizabeth | Mckee | F | 358 Pruitt Square | Jay | FL | 32,565 | 30.8985 | -87.1332 | 5,719 | Higher education careers adviser | 1994-11-05 | c503a9df5498eecb8cd59554c01d5e59 | 1,326,321,049 | 30.94602 | -86.271475 | 0 |
18,160 | 2019-01-11 22:31:19 | 348,379,466,427,142 | fraud_Crona and Sons | kids_pets | 73.91 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | 82fa2252f1b58a878cd922889f6afe50 | 1,326,321,079 | 27.755814 | -79.943106 | 0 |
18,161 | 2019-01-11 22:31:20 | 30,150,717,898,388 | fraud_Cruickshank-Mills | entertainment | 160.77 | Raymond | Lloyd | M | 5930 Rebecca Bridge Apt. 444 | Paint Rock | AL | 35,764 | 34.7031 | -86.3068 | 653 | Paediatric nurse | 1966-06-19 | 8a836ff7cace9ad9f91edec41d829a4d | 1,326,321,080 | 34.135307 | -87.175717 | 0 |
18,162 | 2019-01-11 22:32:08 | 4,855,488,158,131,690,000 | fraud_Runte-Mohr | food_dining | 65.61 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | cca22c90b9e8d8a7b0ed49d9f3d74a1b | 1,326,321,128 | 43.690619 | -72.491346 | 0 |
18,163 | 2019-01-11 22:32:38 | 3,575,789,281,659,026 | fraud_Rippin-VonRueden | health_fitness | 33.7 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 0e01b7829a386af94b9c0f0d38df0453 | 1,326,321,158 | 38.097287 | -93.068213 | 0 |
18,164 | 2019-01-11 22:32:42 | 3,582,754,887,089,201 | fraud_Schumm, McLaughlin and Carter | food_dining | 77.48 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 12ea3894797d8dc97b206a4d7643d18c | 1,326,321,162 | 34.825658 | -94.577111 | 0 |
18,165 | 2019-01-11 22:33:23 | 4,003,989,662,068,504 | fraud_Koss, McLaughlin and Mayer | food_dining | 97.57 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | d58f4f4fd0b9aa07042854c736ef03f4 | 1,326,321,203 | 34.306666 | -86.833395 | 0 |
18,166 | 2019-01-11 22:33:35 | 4,488,941,175,228,467 | fraud_Kihn-Schuster | food_dining | 46.3 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | c9fce953ab395c97d61de286c13b6d4b | 1,326,321,215 | 29.675487 | -81.969075 | 0 |
18,167 | 2019-01-11 22:33:38 | 3,599,237,318,576,484 | fraud_Connelly PLC | food_dining | 6.02 | Jessica | Smith | F | 06808 Ryan Valleys | Dubre | KY | 42,731 | 36.8421 | -85.5396 | 341 | Insurance risk surveyor | 1932-11-19 | 3993d8bcc3854c76c594011fffce06a3 | 1,326,321,218 | 37.775346 | -86.346225 | 0 |
18,168 | 2019-01-11 22:36:17 | 3,501,509,250,702,469 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 8.77 | 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 | 6ff78d43dafe2b976b17adf075bbcb1f | 1,326,321,377 | 25.525479 | -80.909647 | 0 |
18,169 | 2019-01-11 22:36:50 | 4,841,313,716,651,064 | fraud_Berge-Hills | kids_pets | 47.15 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | 2fdd0db62bc1de478bb1eb5696faa161 | 1,326,321,410 | 43.187251 | -72.197884 | 0 |
18,170 | 2019-01-11 22:37:29 | 6,011,367,958,204,270 | fraud_Kozey-Kuhlman | personal_care | 4.14 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | f6897eb46a3e2840a01c940e028f7176 | 1,326,321,449 | 42.165769 | -82.451662 | 0 |
18,171 | 2019-01-11 22:38:00 | 376,944,481,517,097 | fraud_Dare, Casper and Bartoletti | kids_pets | 44.49 | Tiffany | Stephens | F | 1447 Ryan Lodge | Grand Bay | AL | 36,541 | 30.4983 | -88.3282 | 15,647 | Scientist, physiological | 1957-12-26 | c0295f9817ca392220d07da88ff2e5a1 | 1,326,321,480 | 30.927243 | -89.202771 | 0 |
18,172 | 2019-01-11 22:38:05 | 30,230,540,139,182 | fraud_Feil, Hilpert and Koss | food_dining | 65.65 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 32151ee825143ac760d224224f815c03 | 1,326,321,485 | 41.918545 | -76.60651 | 0 |
18,173 | 2019-01-11 22:42:07 | 3,576,431,665,303,017 | fraud_Hermiston, Pacocha and Smith | health_fitness | 1.82 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | a9c5457342d5f22bccfe43cf86209905 | 1,326,321,727 | 32.653524 | -112.853115 | 0 |
18,174 | 2019-01-11 22:42:46 | 6,011,504,998,544,485 | fraud_Jewess LLC | shopping_pos | 2.7 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 16d28942d2e8f5eb5040986728ec5df2 | 1,326,321,766 | 32.759944 | -86.339444 | 0 |
18,175 | 2019-01-11 22:45:38 | 345,933,964,507,467 | fraud_Larkin, Stracke and Greenfelder | entertainment | 1.16 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 4371ae6cc360ebfffdc9fc72be1dd489 | 1,326,321,938 | 37.90973 | -74.894381 | 0 |
18,176 | 2019-01-11 22:48:52 | 38,530,489,946,071 | fraud_Stoltenberg-Beatty | shopping_pos | 2.16 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | de236d26f8b3a94cddef8284fb2558b1 | 1,326,322,132 | 35.264474 | -81.5161 | 0 |
18,177 | 2019-01-11 22:49:53 | 3,590,736,522,064,285 | fraud_Deckow-Dare | food_dining | 72.71 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | 52d650ec18e73670ebe4c11a2366a729 | 1,326,322,193 | 33.933514 | -91.492176 | 0 |
18,178 | 2019-01-11 22:50:47 | 6,515,067,575,568,369 | fraud_Christiansen-Gusikowski | misc_pos | 3.52 | Kevin | Pena | M | 2674 Bentley Radial | Damascus | VA | 24,236 | 36.6403 | -81.7776 | 3,085 | Land/geomatics surveyor | 1990-10-15 | d227f13a83d25e214a6579ee59981c33 | 1,326,322,247 | 36.058566 | -81.666432 | 0 |
18,179 | 2019-01-11 22:51:17 | 6,011,934,240,159,560 | fraud_Bogisich-Weimann | kids_pets | 53.24 | Joshua | Cohen | M | 426 Mark Ports | Brooklin | ME | 4,616 | 44.2541 | -68.5565 | 824 | Loss adjuster, chartered | 1974-11-02 | 3c143e25117da7654d9876694c019265 | 1,326,322,277 | 44.668879 | -68.66506 | 0 |
18,180 | 2019-01-11 22:56:12 | 3,553,629,419,254,918 | fraud_Ratke and Sons | health_fitness | 88.03 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | e9a056c10b0e27bf6ed1f919bf6ae081 | 1,326,322,572 | 47.802325 | -121.379675 | 0 |
18,181 | 2019-01-11 22:57:05 | 2,254,917,871,818,484 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 7.67 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | e4dc0c24cf76f6050bd68cf7a62ed8c6 | 1,326,322,625 | 37.936156 | -77.152426 | 0 |
18,182 | 2019-01-11 22:58:04 | 6,011,367,958,204,270 | fraud_O'Connell-Ullrich | home | 13.88 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 3e17b51c251aacd1da167144a6312d6b | 1,326,322,684 | 41.64242 | -81.198209 | 0 |
18,183 | 2019-01-11 22:58:09 | 2,383,461,948,823,908 | fraud_Kub PLC | personal_care | 7.55 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 5eb9eeb7a653e1f247330c609402a9fb | 1,326,322,689 | 43.391592 | -70.194572 | 0 |
18,184 | 2019-01-11 22:58:31 | 2,248,348,993,063,230 | fraud_Kautzer and Sons | personal_care | 169.01 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | 4062be93dd66c74b8bd3cc14afda6ae1 | 1,326,322,711 | 41.051313 | -80.37211 | 0 |
18,185 | 2019-01-11 22:59:10 | 4,710,792,708,725,663 | fraud_Kling-Ernser | entertainment | 1.7 | Justin | Bell | M | 954 Green Wall | Churubusco | IN | 46,723 | 41.229 | -85.3244 | 7,692 | Research officer, trade union | 1986-12-13 | d8f9e4c82db7f495b839c7f5ad6a6b4e | 1,326,322,750 | 41.562006 | -86.207509 | 0 |
18,186 | 2019-01-11 22:59:50 | 6,526,448,584,969,862 | fraud_McDermott, Osinski and Morar | home | 119.93 | Nathan | Stewart | M | 63502 Brown Road Apt. 318 | West Long Branch | NJ | 7,764 | 40.2878 | -74.0162 | 8,097 | Mechanical engineer | 1964-02-18 | de83eb9a9455291d1b612ea76c39cee6 | 1,326,322,790 | 41.034448 | -74.631037 | 0 |
18,187 | 2019-01-11 23:00:21 | 6,534,628,260,579,800 | fraud_Runte-Mohr | food_dining | 38.1 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 82edc42178896edd021473a1926b59be | 1,326,322,821 | 43.94698 | -73.841861 | 0 |
18,188 | 2019-01-11 23:00:48 | 180,064,817,343,047 | fraud_Volkman PLC | food_dining | 45.92 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 022aca142842e417e3339f135d0cf0be | 1,326,322,848 | 38.431745 | -85.822191 | 0 |
18,189 | 2019-01-11 23:02:22 | 4,917,226,033,950 | fraud_Watsica LLC | personal_care | 134.24 | Adam | Keller | M | 32600 Cobb Curve | Sardis | AL | 36,775 | 32.2844 | -86.992 | 800 | Learning disability nurse | 1932-09-17 | ded889946b08f615d08c8c322d0eb35d | 1,326,322,942 | 31.373913 | -86.0128 | 0 |
18,190 | 2019-01-11 23:02:50 | 2,242,542,703,101,233 | fraud_Turcotte, Batz and Buckridge | health_fitness | 29.15 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | e569aa7e1c407e80b1def8a310732530 | 1,326,322,970 | 38.07567 | -84.754209 | 0 |
18,191 | 2019-01-11 23:04:13 | 3,556,613,125,071,656 | fraud_Heller, Gutmann and Zieme | grocery_pos | 52.73 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | fce78d9c3727efd12d7ad8702e5380a3 | 1,326,323,053 | 28.086797 | -95.919915 | 0 |
18,192 | 2019-01-11 23:04:28 | 3,598,215,285,024,754 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 13.67 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 1f1a9e36cc577394374e4681e4fecf57 | 1,326,323,068 | 40.460741 | -74.382075 | 0 |
18,193 | 2019-01-11 23:04:34 | 30,135,235,368,675 | fraud_Skiles LLC | home | 1.64 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | a10f7a3d6af2299f771ac09748e4489d | 1,326,323,074 | 39.911397 | -94.771233 | 0 |
18,194 | 2019-01-11 23:04:38 | 2,348,245,054,386,329 | fraud_Hudson-Grady | shopping_pos | 882.9 | Justin | Gay | M | 268 Hayes Rue Suite 811 | Harborcreek | PA | 16,421 | 42.1767 | -79.9416 | 2,518 | Event organiser | 1946-02-02 | 13a334d9d48023fd315fdbd5f373eba5 | 1,326,323,078 | 41.430918 | -79.057781 | 1 |
18,195 | 2019-01-11 23:05:43 | 3,583,635,130,604,947 | fraud_Bernier and Sons | kids_pets | 46.41 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | c1c0c432e277e6afe82ea316f5643a18 | 1,326,323,143 | 40.420518 | -76.031579 | 0 |
18,196 | 2019-01-11 23:06:31 | 561,942,763,351 | fraud_Barton LLC | kids_pets | 88.58 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 81f2025a4f78688652b5d8dfee4d2149 | 1,326,323,191 | 39.325464 | -76.644923 | 0 |
18,197 | 2019-01-11 23:06:38 | 503,874,407,318 | fraud_Denesik, Powlowski and Pouros | home | 27.03 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | 0fe58f9b8288d13e84fae01fb9f32461 | 1,326,323,198 | 29.260299 | -98.464819 | 0 |
18,198 | 2019-01-11 23:07:05 | 38,580,485,618,059 | fraud_Konopelski, Schneider and Hartmann | food_dining | 43.41 | Teresa | Clark | F | 1323 Derek Mission | Noonan | ND | 58,765 | 48.8856 | -103.0098 | 248 | Industrial/product designer | 1968-05-13 | f6dbb9c238608b31a51fb147e29f06c6 | 1,326,323,225 | 48.264701 | -102.927504 | 0 |
18,199 | 2019-01-11 23:08:47 | 6,011,724,471,098,086 | fraud_Jacobi Inc | health_fitness | 95.89 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | 3a8da3172389fc4a0362148060701b5d | 1,326,323,327 | 46.204394 | -117.985404 | 0 |
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