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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7,900 | 2020-06-23 13:37:13 | 30,242,921,189,660 | fraud_Erdman-Schaden | personal_care | 18.16 | Dalton | Jones | M | 3304 Hernandez Run | Afton | MI | 49,705 | 45.3637 | -84.4695 | 937 | Technical brewer | 1958-04-06 | 809df4b355b601504f7af6317bb8a236 | 1,371,994,633 | 44.514315 | -84.498854 | 0 |
7,901 | 2020-06-23 13:37:28 | 4,451,952,084,362,894 | fraud_Streich Ltd | home | 89.34 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 624a4f5c53b25e47ef745ec017fda210 | 1,371,994,648 | 34.828198 | -101.665997 | 0 |
7,902 | 2020-06-23 13:38:03 | 374,656,033,243,756 | fraud_Nader-Maggio | personal_care | 75.18 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | e765f76211e15fd4d447d0fcde6a938c | 1,371,994,683 | 39.275496 | -77.90893 | 0 |
7,903 | 2020-06-23 13:39:11 | 4,586,810,168,620,942 | fraud_Schumm PLC | shopping_net | 21.14 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | c9d42b7755cb1e88eb996343d49607cd | 1,371,994,751 | 33.037685 | -81.098275 | 0 |
7,904 | 2020-06-23 13:39:57 | 4,292,743,669,224,718,000 | fraud_Lehner, Reichert and Mills | misc_pos | 7.53 | Michael | Williams | M | 35822 Clayton Street Apt. 679 | Great Mills | MD | 20,634 | 38.2674 | -76.4954 | 5,927 | Art therapist | 1973-06-09 | baffb4c2c53a62a670a85775a22dbb23 | 1,371,994,797 | 38.057525 | -75.870859 | 0 |
7,905 | 2020-06-23 13:40:01 | 4,181,833,256,558,614,000 | fraud_Conroy-Emard | food_dining | 208.48 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | aa21a9baf56c5a9cc31482de8e1fd9c6 | 1,371,994,801 | 36.426536 | -106.462293 | 0 |
7,906 | 2020-06-23 13:40:19 | 4,464,457,352,619 | fraud_Ankunding LLC | shopping_net | 3.47 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 26c531b835b7366befc5a63e64fccbe0 | 1,371,994,819 | 30.136596 | -85.417858 | 0 |
7,907 | 2020-06-23 13:40:24 | 36,890,292,963,032 | fraud_Gulgowski LLC | home | 89.76 | Kimberly | Webb | F | 380 Martin Mission | Girard | GA | 30,426 | 33.0437 | -81.7106 | 1,100 | Conservator, museum/gallery | 1950-04-05 | 0f189e7f5704825aead5f81f8dd65dea | 1,371,994,824 | 33.995708 | -81.894534 | 0 |
7,908 | 2020-06-23 13:40:31 | 4,586,810,168,620,942 | fraud_Ankunding LLC | shopping_net | 298.28 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 05e72f560c609a9ec59db68cc46f18b8 | 1,371,994,831 | 31.639427 | -80.455051 | 0 |
7,909 | 2020-06-23 13:40:41 | 4,149,635,823,017 | fraud_Witting, Beer and Ernser | home | 47.58 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 2bb1eb4def1bb9edb8653f1990daa5f9 | 1,371,994,841 | 34.108696 | -86.455038 | 0 |
7,910 | 2020-06-23 13:41:03 | 4,935,858,973,307,492 | fraud_Cole, Hills and Jewess | home | 74.28 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | 39c2c554f676c676369605501c64303e | 1,371,994,863 | 32.808342 | -83.910364 | 0 |
7,911 | 2020-06-23 13:41:04 | 2,712,209,726,293,386 | fraud_Kris-Padberg | shopping_pos | 15.15 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 151a6e01be41d1b9c9d78535b7116521 | 1,371,994,864 | 30.726075 | -91.898975 | 0 |
7,912 | 2020-06-23 13:41:38 | 4,147,608,975,828,480 | fraud_Abbott-Rogahn | entertainment | 66.78 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 5dbeaecb8f42b04118fc5289dfa536c5 | 1,371,994,898 | 44.75613 | -94.087162 | 0 |
7,913 | 2020-06-23 13:41:47 | 3,576,511,691,045,060 | fraud_Fisher Inc | shopping_net | 3.61 | Leah | Garner | F | 147 Mckinney Run Apt. 743 | Ehrhardt | SC | 29,081 | 33.1044 | -81.0221 | 1,352 | Engineer, materials | 1992-10-08 | 6781761d9c2b58c13bd253b26748c267 | 1,371,994,907 | 33.202403 | -80.133714 | 0 |
7,914 | 2020-06-23 13:41:56 | 60,490,596,305 | fraud_Fadel-Hilpert | health_fitness | 74.39 | Karen | Johnson | F | 4349 Anna Flat Suite 214 | Haynes | AR | 72,341 | 34.8838 | -90.7666 | 222 | Programmer, applications | 1963-05-19 | ce06a58acb26d87974c1842a94104c89 | 1,371,994,916 | 34.722111 | -91.029746 | 0 |
7,915 | 2020-06-23 13:42:18 | 3,597,337,756,918,966 | fraud_Waelchi-Wolf | kids_pets | 88.14 | Linda | Gonzalez | F | 17667 Price Spur Apt. 366 | Glen Rock | PA | 17,327 | 39.7813 | -76.7477 | 7,565 | Insurance claims handler | 1952-03-08 | 975de150625a2acebf042dfc83474330 | 1,371,994,938 | 39.389799 | -76.019282 | 0 |
7,916 | 2020-06-23 13:42:22 | 4,646,845,581,490,336,000 | fraud_Ledner, Hartmann and Feest | health_fitness | 143.54 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 52665ce55026fc1dcbc7b8e7aa817ff6 | 1,371,994,942 | 40.522978 | -73.368612 | 0 |
7,917 | 2020-06-23 13:42:51 | 571,844,099,986 | fraud_Hauck, Dietrich and Funk | kids_pets | 42.27 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | f5397cc9a5bdf0e693522b335f06439e | 1,371,994,971 | 39.15325 | -86.428377 | 0 |
7,918 | 2020-06-23 13:43:06 | 180,042,946,491,150 | fraud_Harris Group | food_dining | 3.55 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 20989d0b3f24d02ccccf21d1d9222cbe | 1,371,994,986 | 27.047686 | -82.461874 | 0 |
7,919 | 2020-06-23 13:43:31 | 3,591,919,803,438,423 | fraud_Miller-Harris | misc_net | 1.83 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 7ef6891ab7722430635f0c47e083840e | 1,371,995,011 | 28.582821 | -81.047535 | 0 |
7,920 | 2020-06-23 13:43:38 | 4,512,828,414,983,802,000 | fraud_Schmitt Ltd | misc_net | 4.68 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 8606e2a439d3444fa1b85b37b9c9d4fc | 1,371,995,018 | 39.292087 | -80.142474 | 0 |
7,921 | 2020-06-23 13:44:12 | 4,512,828,414,983,802,000 | fraud_Leffler-Goldner | personal_care | 108.42 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | 4efa5538d0d329621d08c50e05e8d3c1 | 1,371,995,052 | 39.663715 | -79.10617 | 0 |
7,922 | 2020-06-23 13:44:14 | 4,806,443,445,305 | fraud_Jakubowski Group | food_dining | 3.16 | Eric | Patel | M | 69459 Rachel Prairie Apt. 850 | Ironton | OH | 45,638 | 38.5294 | -82.6654 | 21,635 | Geochemist | 2001-07-10 | 86319b23659d32ef35ad0cb2083eefdf | 1,371,995,054 | 39.426566 | -83.14318 | 0 |
7,923 | 2020-06-23 13:44:47 | 3,518,669,219,150,142 | fraud_Upton PLC | entertainment | 26.74 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 63f88fe1280c8fd142b3a488be6c42e0 | 1,371,995,087 | 38.70591 | -83.243773 | 0 |
7,924 | 2020-06-23 13:45:06 | 30,011,465,039,817 | fraud_Witting, Beer and Ernser | home | 105.07 | Lisa | Garcia | F | 213 Gill Expressway | Chatham | NY | 12,037 | 42.3496 | -73.5873 | 4,015 | Human resources officer | 1971-10-14 | 1d56dc36358e8d57e71cc1d01a786990 | 1,371,995,106 | 42.778592 | -73.931554 | 0 |
7,925 | 2020-06-23 13:45:56 | 180,011,453,250,192 | fraud_Roberts, Daniel and Macejkovic | kids_pets | 45.81 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | a7235439c9709768c955b9d71e1e3326 | 1,371,995,156 | 40.919714 | -91.407595 | 0 |
7,926 | 2020-06-23 13:45:59 | 344,709,867,813,900 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 1,225.08 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | e7354cb05cc06d37a45a5e717e926ab4 | 1,371,995,159 | 28.267665 | -80.573367 | 0 |
7,927 | 2020-06-23 13:46:02 | 371,284,100,299,909 | fraud_Schoen Ltd | kids_pets | 56.38 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 09012ccb029e54bc39c43b918bc478e0 | 1,371,995,162 | 35.305047 | -101.300396 | 0 |
7,928 | 2020-06-23 13:46:24 | 4,740,713,119,940,984 | fraud_Wuckert, Wintheiser and Friesen | home | 149.37 | Heather | Hines | F | 13776 Hicks Plains | Pomona | NY | 10,970 | 41.1901 | -74.0436 | 9,993 | Pensions consultant | 1962-10-16 | c9c006a1b9db4bf06ea3ece1a37d1f7d | 1,371,995,184 | 41.145833 | -73.982259 | 0 |
7,929 | 2020-06-23 13:46:31 | 2,254,799,658,404,120 | fraud_Boyer PLC | shopping_net | 1.18 | Barbara | Nelson | F | 7337 Browning Falls Suite 027 | Valdosta | GA | 31,605 | 30.946 | -83.2474 | 94,325 | Educational psychologist | 1987-09-08 | 6fea841b434cbf588c6d190207fe4701 | 1,371,995,191 | 30.819187 | -83.359824 | 0 |
7,930 | 2020-06-23 13:46:34 | 4,379,260,813,815,979,500 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 7.26 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | a93a120324e9351c641dfed4dee64161 | 1,371,995,194 | 37.110658 | -122.647241 | 0 |
7,931 | 2020-06-23 13:47:12 | 30,404,291,151,692 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 5.81 | Savannah | Lewis | F | 537 Walker Freeway | North Tonawanda | NY | 14,120 | 43.0498 | -78.851 | 45,100 | Ambulance person | 1993-10-25 | 3d6cdc50ba909d3b9fccda895d632f8e | 1,371,995,232 | 43.697967 | -78.504557 | 0 |
7,932 | 2020-06-23 13:47:48 | 30,344,654,314,976 | fraud_Brown, Homenick and Lesch | health_fitness | 22.83 | 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 | 853132139ea70a046d4e5fffe105a695 | 1,371,995,268 | 40.119892 | -120.852996 | 0 |
7,933 | 2020-06-23 13:47:59 | 3,525,590,521,269,779 | fraud_Kozey-Kuhlman | personal_care | 2.82 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | bfa6f83a4a0933f9f8a12991c659a161 | 1,371,995,279 | 35.260825 | -78.794369 | 0 |
7,934 | 2020-06-23 13:48:04 | 4,561,546,772,499 | fraud_Schmeler Inc | misc_pos | 9.3 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 39dcbd1c5c6da7ce41cea9ec0645a4a8 | 1,371,995,284 | 34.707902 | -106.792012 | 0 |
7,935 | 2020-06-23 13:49:15 | 3,518,234,918,950,662 | fraud_Pouros-Conroy | shopping_pos | 11.17 | Barbara | Lowe | F | 67210 Lori Creek | Sherman | TX | 75,092 | 33.6372 | -96.6184 | 46,563 | Systems developer | 1970-09-11 | b8f41aedfc6a0e4a688c00e567089f7d | 1,371,995,355 | 33.024211 | -95.65347 | 0 |
7,936 | 2020-06-23 13:49:57 | 4,488,941,175,228,467 | fraud_Weimann, Kuhic and Beahan | shopping_pos | 2.55 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | b6c714fc2ec7147c882b789266d7e827 | 1,371,995,397 | 29.537328 | -80.717532 | 0 |
7,937 | 2020-06-23 13:49:57 | 180,031,190,491,743 | fraud_Larkin, Stracke and Greenfelder | entertainment | 59.94 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 1ccb15496c48a81c23cdab5b7ad67698 | 1,371,995,397 | 30.943161 | -88.763155 | 0 |
7,938 | 2020-06-23 13:50:05 | 213,156,747,557,083 | fraud_Gislason Group | misc_pos | 376.78 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 65b82dea1fbe720fb61523acdf4979cd | 1,371,995,405 | 33.690627 | -117.553359 | 0 |
7,939 | 2020-06-23 13:50:21 | 4,646,845,581,490,336,000 | fraud_Dare, Fritsch and Zboncak | health_fitness | 36.88 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 6d4608a636ce834c5dba37227f7605f9 | 1,371,995,421 | 40.659455 | -72.737904 | 0 |
7,940 | 2020-06-23 13:50:48 | 4,681,601,008,538,160 | fraud_Auer LLC | personal_care | 11.86 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | ebc2b112fb6379ccc57ce7e1d36d025a | 1,371,995,448 | 40.45386 | -79.785831 | 0 |
7,941 | 2020-06-23 13:50:59 | 371,009,169,330,125 | fraud_Stoltenberg-Beatty | shopping_pos | 2.51 | 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 | 949c08ca680ab4f3b904a1c2981bb6e2 | 1,371,995,459 | 30.38712 | -84.288169 | 0 |
7,942 | 2020-06-23 13:51:17 | 180,031,190,491,743 | fraud_Fahey Inc | kids_pets | 59.14 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | a40266a202650df4a0a6874ad8a45e15 | 1,371,995,477 | 31.448492 | -87.350371 | 0 |
7,943 | 2020-06-23 13:52:04 | 36,153,880,429,415 | fraud_O'Keefe-Wisoky | food_dining | 98.1 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | add36dfc111bf56421109244943b8fd5 | 1,371,995,524 | 28.368605 | -82.029995 | 0 |
7,944 | 2020-06-23 13:52:17 | 341,546,199,006,537 | fraud_Waelchi-Wolf | kids_pets | 59.22 | Mark | Brown | M | 8580 Moore Cove | Wales | AK | 99,783 | 64.7556 | -165.6723 | 145 | Administrator, education | 1939-11-09 | 052e41efb804dd8865fc61039ba99a87 | 1,371,995,537 | 65.170183 | -165.54023 | 0 |
7,945 | 2020-06-23 13:52:19 | 676,369,110,710 | fraud_Zulauf LLC | personal_care | 153.05 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | b87621f1974654af720937d916595a54 | 1,371,995,539 | 43.129723 | -83.465454 | 0 |
7,946 | 2020-06-23 13:52:39 | 341,542,810,616,333 | fraud_Lang, Towne and Schuppe | kids_pets | 32.37 | Billy | Mcdonald | M | 304 Ryan Port Suite 335 | Camden | MO | 64,017 | 39.2048 | -94.0259 | 464 | Colour technologist | 1959-05-28 | 065c401dc0675b824a092851d37625a7 | 1,371,995,559 | 39.038782 | -94.230822 | 0 |
7,947 | 2020-06-23 13:52:49 | 213,126,662,687,660 | fraud_Hermann-Gaylord | misc_pos | 30.27 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 0882c7048a2b4bb50a1187fd2888983e | 1,371,995,569 | 27.933345 | -99.432875 | 0 |
7,948 | 2020-06-23 13:53:11 | 213,173,753,804,333 | fraud_Hackett Group | travel | 4.39 | Joseph | Wagner | M | 822 Austin Spur | North Judson | IN | 46,366 | 41.2244 | -86.6966 | 5,791 | Doctor, general practice | 1959-10-07 | d46acf9d2a3dfa347d4f4abf777f3c09 | 1,371,995,591 | 40.314357 | -86.446308 | 0 |
7,949 | 2020-06-23 13:53:17 | 3,518,758,680,062,249 | fraud_Bruen-Yost | misc_pos | 166.49 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | 74bdfb089cc0e456dfe342a7509fbb70 | 1,371,995,597 | 38.178512 | -108.995162 | 0 |
7,950 | 2020-06-23 13:53:46 | 60,487,002,085 | fraud_Kling, Howe and Schneider | home | 24.36 | David | White | M | 66234 Hall Lock Suite 758 | Jackson | MS | 39,211 | 32.3739 | -90.1293 | 233,060 | Horticulturist, commercial | 1972-08-15 | ca59c5b9bd942eb1d707f3c5ff9fdce5 | 1,371,995,626 | 31.480603 | -90.278868 | 0 |
7,951 | 2020-06-23 13:53:49 | 4,890,424,426,862,857,000 | fraud_Wintheiser, Dietrich and Schimmel | misc_pos | 4.78 | Jeremy | Whitney | M | 0371 Aimee Neck Suite 856 | Sacramento | CA | 95,827 | 38.5662 | -121.3286 | 757,530 | Magazine features editor | 1979-04-30 | bb4a5855d66965351e4ad4ebfb321cc9 | 1,371,995,629 | 37.835174 | -120.744042 | 0 |
7,952 | 2020-06-23 13:54:07 | 4,229,733,778,084,049 | fraud_Medhurst, Labadie and Gottlieb | travel | 5.06 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | 715b8e0d6c0a963060e1e2ed40712646 | 1,371,995,647 | 37.336285 | -86.259483 | 0 |
7,953 | 2020-06-23 13:54:10 | 6,593,250,708,747,804 | fraud_Terry, Johns and Bins | misc_pos | 80.44 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 44900acc9820e3fbe762e492f4be753e | 1,371,995,650 | 27.277309 | -81.217721 | 0 |
7,954 | 2020-06-23 13:54:17 | 6,011,367,958,204,270 | fraud_Cartwright PLC | kids_pets | 46.86 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 9bcb38f6a65ce0080a7aeae781aee920 | 1,371,995,657 | 40.318257 | -81.374711 | 0 |
7,955 | 2020-06-23 13:54:26 | 30,273,037,698,427 | fraud_Larson, Quitzon and Spencer | travel | 2.38 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | f5fc3f03658b3aaad3ef4de6ea9cce12 | 1,371,995,666 | 35.086097 | -92.006762 | 0 |
7,956 | 2020-06-23 13:54:44 | 4,446,368,897,795,790 | fraud_Marvin-Lind | personal_care | 71.78 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | 3956e44a8ed660abe2ff1bc627f59ffd | 1,371,995,684 | 38.609932 | -75.25949 | 0 |
7,957 | 2020-06-23 13:54:56 | 180,094,419,304,907 | fraud_Collier LLC | home | 235.27 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 0796c83ef5f58285c7bacf9a6b0a8759 | 1,371,995,696 | 34.652656 | -117.302563 | 0 |
7,958 | 2020-06-23 13:55:00 | 502,012,776,709 | fraud_Hoppe-Parisian | kids_pets | 61.16 | Sherry | Martinez | F | 144 Yu Locks Apt. 754 | Garrattsville | NY | 13,342 | 42.6315 | -75.1866 | 165 | Naval architect | 1945-09-20 | 5ebe5e76e282bb3260d32fc4698e0855 | 1,371,995,700 | 42.200806 | -75.847205 | 0 |
7,959 | 2020-06-23 13:55:27 | 2,268,221,587,779,419 | fraud_Cormier LLC | health_fitness | 4.22 | Peggy | Berry | F | 517 Vasquez Lodge | Vancouver | WA | 98,665 | 45.6892 | -122.6616 | 299,480 | Teaching laboratory technician | 1985-01-02 | 8f1ea593c768e33e1f4f36a1e0b90b72 | 1,371,995,727 | 45.895408 | -122.781587 | 0 |
7,960 | 2020-06-23 13:56:00 | 4,585,132,874,641 | fraud_Botsford Ltd | shopping_pos | 3.91 | Karen | Gordon | F | 543 Ware Path Apt. 593 | Utica | MO | 64,686 | 39.7417 | -93.6289 | 271 | Land/geomatics surveyor | 1972-04-18 | 9e5117b118ac26f6ddba8f7f79c8066d | 1,371,995,760 | 39.436293 | -93.269865 | 0 |
7,961 | 2020-06-23 13:56:09 | 4,536,996,888,716,062,000 | fraud_Haag-Blanda | food_dining | 8.99 | Nathan | Mendoza | M | 767 Adam Mill Apt. 115 | Espanola | NM | 87,533 | 35.9866 | -106.0654 | 18,408 | Historic buildings inspector/conservation officer | 1972-07-18 | d4042815cd2c1f1e12b45b5de32fce57 | 1,371,995,769 | 36.549422 | -105.402481 | 0 |
7,962 | 2020-06-23 13:56:09 | 376,012,912,828,093 | fraud_Corwin-Romaguera | travel | 6.82 | Nathan | Mayer | M | 478 Donovan Corners Apt. 803 | Schaumburg | IL | 60,193 | 42.0144 | -88.0935 | 92,294 | Claims inspector/assessor | 1969-05-01 | ca23195db2ed504334fbc88e4dde24c3 | 1,371,995,769 | 41.061777 | -88.227418 | 0 |
7,963 | 2020-06-23 13:56:44 | 2,235,613,922,823,698 | fraud_Williamson LLC | misc_pos | 3.69 | Melissa | Mcclure | F | 2027 Snyder Track | Manville | WY | 82,227 | 42.73 | -104.7024 | 241 | Educational psychologist | 1980-12-16 | 7fea9a3a4b1bd7bd927256400e953e2f | 1,371,995,804 | 43.715863 | -104.521084 | 0 |
7,964 | 2020-06-23 13:57:17 | 4,502,539,526,809,430,000 | fraud_Kihn, Brakus and Goyette | personal_care | 42.25 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 40b4ca01240b803063018dff32953734 | 1,371,995,837 | 36.316048 | -90.962326 | 0 |
7,965 | 2020-06-23 13:57:27 | 213,199,865,312,311 | fraud_Connelly PLC | food_dining | 32.24 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | 0f9df7484ed597e3f04005545d3feb08 | 1,371,995,847 | 34.34829 | -84.707656 | 0 |
7,966 | 2020-06-23 13:57:41 | 213,178,765,398,315 | fraud_Connelly PLC | food_dining | 252.18 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 36ee858c245bbaf5dba77f6b1fbe1bfa | 1,371,995,861 | 43.88042 | -108.888039 | 0 |
7,967 | 2020-06-23 13:57:50 | 6,547,670,341,037,171 | fraud_Schumm, McLaughlin and Carter | food_dining | 26.09 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | 725f572d4c0884d1fbe2707c8f2c6870 | 1,371,995,870 | 40.388231 | -74.530318 | 0 |
7,968 | 2020-06-23 13:58:12 | 3,557,442,674,264,531 | fraud_Connelly PLC | food_dining | 22.05 | Angela | Edwards | F | 486 Wilkins Pines | Lithopolis | OH | 43,136 | 39.8013 | -82.8125 | 460 | Lecturer, higher education | 2004-06-19 | 8f70bf67d32253946b1f54e5e96a357c | 1,371,995,892 | 40.017959 | -83.173485 | 0 |
7,969 | 2020-06-23 13:59:31 | 6,593,250,708,747,804 | fraud_McDermott, Osinski and Morar | home | 197.64 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | cae4844a102ce0de9e7a0b97b8895e1c | 1,371,995,971 | 27.392624 | -80.640072 | 0 |
7,970 | 2020-06-23 13:59:37 | 6,506,116,513,503,136 | fraud_Barrows PLC | shopping_pos | 63.44 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | 4c55512fee7c95e1971ff4ed1d54c4b6 | 1,371,995,977 | 32.309259 | -94.411846 | 0 |
7,971 | 2020-06-23 13:59:58 | 30,442,439,074,871 | fraud_Becker, Harris and Harvey | personal_care | 122.08 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | cd31084cd3762e17e26e7452f3c511eb | 1,371,995,998 | 41.763625 | -76.290987 | 0 |
7,972 | 2020-06-23 14:00:01 | 180,064,817,343,047 | fraud_Fadel Inc | health_fitness | 62.67 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | ebbcaaf26e59f31a155a979ac6f6fcb0 | 1,371,996,001 | 37.941134 | -85.660343 | 0 |
7,973 | 2020-06-23 14:01:08 | 30,118,423,745,458 | fraud_Conroy Ltd | shopping_pos | 3.76 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | 2af3173265c8c8d11be44bde467c6190 | 1,371,996,068 | 40.573426 | -74.316176 | 0 |
7,974 | 2020-06-23 14:01:09 | 342,319,985,983,023 | fraud_Larkin Ltd | kids_pets | 51.8 | Bryan | Pugh | M | 6366 French Field | Margaretville | NY | 12,455 | 42.1852 | -74.6178 | 1,988 | Environmental health practitioner | 1978-05-23 | 6642a18f2e40b35383636fc3add4c4ba | 1,371,996,069 | 42.286351 | -74.45822 | 0 |
7,975 | 2020-06-23 14:01:17 | 583,699,482,621 | fraud_Cartwright PLC | kids_pets | 57.79 | Jennifer | Jones | F | 5572 Kelly Plains Apt. 952 | Waupaca | WI | 54,981 | 44.3481 | -89.1101 | 15,426 | Engineer, civil (contracting) | 1936-07-22 | ce364c570f75cebbd3428ad244f10c25 | 1,371,996,077 | 44.234356 | -88.115768 | 0 |
7,976 | 2020-06-23 14:01:48 | 4,755,696,071,492 | fraud_Dach-Nader | misc_net | 164.69 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | 2bf6748a09a8c4180f7747d21fa49f22 | 1,371,996,108 | 33.002429 | -96.029161 | 0 |
7,977 | 2020-06-23 14:02:03 | 4,792,627,764,422,478,000 | fraud_Ruecker, Beer and Collier | shopping_net | 1.97 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | bbf214f99eb08b2ce571199009598953 | 1,371,996,123 | 38.802425 | -94.284773 | 0 |
7,978 | 2020-06-23 14:02:16 | 3,568,255,211,412,877 | fraud_Lehner, Reichert and Mills | misc_pos | 4.79 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | 94908434ec5cebc6f125f9867b020c7d | 1,371,996,136 | 41.276137 | -85.663381 | 0 |
7,979 | 2020-06-23 14:02:19 | 213,125,815,021,702 | fraud_Lubowitz, Terry and Stracke | personal_care | 146.47 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | b4643ad95edd6bbd75c429870d73757b | 1,371,996,139 | 42.479032 | -75.2881 | 0 |
7,980 | 2020-06-23 14:02:26 | 2,280,870,154,157,385 | fraud_Ruecker-Mayert | kids_pets | 39.96 | Katherine | Cooper | F | 3854 Lauren Springs Suite 648 | Oakford | IL | 62,673 | 40.0994 | -89.9601 | 530 | Transport planner | 1967-09-23 | d8daf5c767a7f80683a316dfe3b0776b | 1,371,996,146 | 39.310351 | -88.960858 | 0 |
7,981 | 2020-06-23 14:02:39 | 3,500,969,075,198,072 | fraud_Bogisich-Weimann | kids_pets | 16.52 | Kenneth | Sanchez | M | 0110 Ashley Forest | Tekoa | WA | 99,033 | 47.2271 | -117.0819 | 895 | Clothing/textile technologist | 1999-05-31 | 166000762765d6303fc9fc4e055b2919 | 1,371,996,159 | 46.917069 | -116.863481 | 0 |
7,982 | 2020-06-23 14:02:54 | 6,011,552,879,910,390 | fraud_Prosacco, Kreiger and Kovacek | home | 85.49 | Robert | Long | M | 529 Joshua Knoll Apt. 511 | Lonetree | WY | 82,936 | 41.0552 | -110.1603 | 49 | Research scientist (physical sciences) | 1981-07-05 | ce5cb86474e5402ad321e8a00256a4c0 | 1,371,996,174 | 41.041888 | -110.562974 | 0 |
7,983 | 2020-06-23 14:03:01 | 377,026,671,291,680 | fraud_Kub-Heaney | health_fitness | 2.11 | Jackie | Davis | F | 1898 Parker Fork Apt. 057 | Redford | MO | 63,665 | 37.3272 | -91.0243 | 241 | Investment analyst | 1974-10-27 | d899f0861f21fb7ab7ff7b70b49454bf | 1,371,996,181 | 36.994937 | -90.793735 | 0 |
7,984 | 2020-06-23 14:03:19 | 2,284,059,275,940,012 | fraud_Hahn, Douglas and Schowalter | travel | 1.93 | Thomas | Mathis | M | 26615 Nelson Lane | Moores Hill | IN | 47,032 | 39.0945 | -85.0638 | 3,289 | Sub | 1969-11-22 | 76fc0b2b650a356ea4e95889043c7d5b | 1,371,996,199 | 38.796754 | -85.435605 | 0 |
7,985 | 2020-06-23 14:03:31 | 4,683,638,447,911 | fraud_Altenwerth-Kilback | home | 81.23 | Daniel | Boyd | M | 8925 Nicholas Points | Egan | LA | 70,531 | 30.251 | -92.5002 | 1,261 | Broadcast presenter | 1972-07-01 | 84d82c2019ea38974082520bec4bd853 | 1,371,996,211 | 29.373281 | -93.263174 | 0 |
7,986 | 2020-06-23 14:03:36 | 30,266,994,494,236 | fraud_Eichmann-Russel | misc_pos | 211.29 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | 6c46e00e1e750e6d5781fda4c186477b | 1,371,996,216 | 36.661272 | -78.671805 | 0 |
7,987 | 2020-06-23 14:03:36 | 4,800,395,067,176,717 | fraud_Hammes-Beatty | kids_pets | 16.13 | Daniel | Owens | M | 88794 Mandy Lodge Apt. 874 | Howells | NE | 68,641 | 41.6964 | -96.9858 | 1,063 | Research scientist (maths) | 1928-04-02 | f5c4ec93aa4a9576271b398a14ff8c55 | 1,371,996,216 | 42.211779 | -97.429077 | 0 |
7,988 | 2020-06-23 14:03:37 | 4,452,366,298,769,043 | fraud_Schoen Ltd | kids_pets | 16.79 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 7341b3005a73d1209266c7da32bdb8c5 | 1,371,996,217 | 31.158826 | -97.69763 | 0 |
7,989 | 2020-06-23 14:03:55 | 4,584,931,703,207,308,300 | fraud_Schmidt and Sons | shopping_net | 9.08 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | d4e7dd4fa5712280e419944152666edb | 1,371,996,235 | 32.644243 | -96.990653 | 0 |
7,990 | 2020-06-23 14:04:23 | 3,541,687,240,161,491 | fraud_Renner Ltd | home | 69.69 | Mark | Nguyen | M | 62631 Ashley Ramp Apt. 965 | Sea Island | GA | 31,561 | 31.1989 | -81.3322 | 298 | Engineer, structural | 1963-04-22 | 4da5873eb61c5ed945383f7764c288ad | 1,371,996,263 | 32.012176 | -81.033818 | 0 |
7,991 | 2020-06-23 14:04:34 | 4,170,689,372,027,579 | fraud_Frami Group | entertainment | 108.43 | Samuel | Frey | M | 830 Myers Plaza Apt. 384 | Edmond | OK | 73,034 | 35.6665 | -97.4798 | 116,001 | Media buyer | 1993-05-10 | 16b8a7d517b8e934b12f6bebf90d6206 | 1,371,996,274 | 35.439324 | -96.868035 | 0 |
7,992 | 2020-06-23 14:04:42 | 344,709,867,813,900 | fraud_Baumbach, Hodkiewicz and Walsh | shopping_pos | 2.01 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 13b45f1c67a119310b962d8a2a04324c | 1,371,996,282 | 27.240874 | -81.454872 | 0 |
7,993 | 2020-06-23 14:04:56 | 4,292,902,571,056,973,300 | fraud_Miller-Harris | misc_net | 161.33 | Jeffrey | Smith | M | 135 Joseph Mountains | Sula | MT | 59,871 | 45.8433 | -113.8748 | 218 | Therapist, horticultural | 1995-08-16 | af676906d3231bd6e57c3bfa0ee07d0f | 1,371,996,296 | 45.629359 | -113.978538 | 0 |
7,994 | 2020-06-23 14:04:57 | 30,042,378,430,132 | fraud_Wuckert, Wintheiser and Friesen | home | 8.23 | Connor | Grant | M | 0654 Kevin Turnpike Apt. 084 | Northport | NY | 11,768 | 40.9051 | -73.3309 | 21,902 | Tour manager | 1976-05-16 | e03efc44bf593d267d0c9c0cd1e3a442 | 1,371,996,297 | 40.721435 | -72.569034 | 0 |
7,995 | 2020-06-23 14:05:50 | 374,497,717,543,058 | fraud_Monahan-Morar | personal_care | 121.29 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | 87efe4fa7d968ad8d48bcefca05f99ef | 1,371,996,350 | 46.686491 | -100.706124 | 0 |
7,996 | 2020-06-23 14:05:57 | 3,560,318,482,131,952 | fraud_Medhurst, Cartwright and Ebert | personal_care | 9.31 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 81ae831c8709f2a0d6bf2a8f656d93b0 | 1,371,996,357 | 35.098573 | -86.699892 | 0 |
7,997 | 2020-06-23 14:06:00 | 4,294,040,533,480,516 | fraud_Kunze, Larkin and Mayert | travel | 11.96 | Gail | Weaver | F | 979 Stewart Lake | New Ellenton | SC | 29,809 | 33.413 | -81.69 | 2,206 | Biomedical scientist | 1986-12-31 | 42e6c1b17dc7239e71bd4076f8647bbf | 1,371,996,360 | 33.314915 | -82.5275 | 0 |
7,998 | 2020-06-23 14:06:07 | 3,506,592,072,985,012 | fraud_Torp-Lemke | misc_pos | 7.99 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | 848823fee2dbb5252d1f2445bb0978ae | 1,371,996,367 | 37.659142 | -90.389236 | 0 |
7,999 | 2020-06-23 14:06:21 | 180,036,456,789,979 | fraud_Roberts, Daniel and Macejkovic | kids_pets | 4.02 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | 2d7618abba8de5f2786de745e18bc252 | 1,371,996,381 | 42.83038 | -90.745532 | 0 |
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