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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,288,900 | 2020-06-18 05:34:17 | 4,344,955,088,481,397 | fraud_Rau and Sons | grocery_pos | 96.62 | Christopher | Rodgers | M | 30587 Fox Shores Apt. 627 | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Communications engineer | 1976-09-29 | 5d125cd3cb715c1fa34c08356b2a5e69 | 1,371,533,657 | 41.405476 | -79.538345 | 0 |
1,288,901 | 2020-06-18 05:34:44 | 4,716,561,796,955,522 | fraud_Raynor, Reinger and Hagenes | gas_transport | 78.86 | Lauren | Anderson | F | 11014 Chad Lake Apt. 573 | Heart Butte | MT | 59,448 | 48.2777 | -112.8456 | 743 | Water engineer | 1972-05-04 | ef25a27e687e814f5bfec52f322b95bf | 1,371,533,684 | 48.567139 | -112.385193 | 0 |
1,288,902 | 2020-06-18 05:34:47 | 377,234,009,633,447 | fraud_Reilly, Heaney and Cole | gas_transport | 58.96 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 4daf897fb2766fb87b684179a55f3020 | 1,371,533,687 | 39.241201 | -78.684132 | 0 |
1,288,903 | 2020-06-18 05:35:30 | 4,244,953,610,136,705,500 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 107.24 | Christopher | Odom | M | 81446 Nicole Highway Apt. 874 | Richland | NJ | 8,350 | 39.485 | -74.8776 | 825 | Licensed conveyancer | 1991-07-06 | 270a235cfa43bcf316cfc2bfdde425f4 | 1,371,533,730 | 40.098363 | -74.541335 | 0 |
1,288,904 | 2020-06-18 05:37:14 | 2,297,447,006,766,555 | fraud_Huel, Hammes and Witting | grocery_pos | 107.85 | Laura | Walker | F | 611 Michael Rue | Cisco | IL | 61,830 | 39.9972 | -88.6962 | 478 | Landscape architect | 1960-01-13 | 3df1797798e43a24fe9a3b224e4b81f2 | 1,371,533,834 | 40.668136 | -88.397458 | 0 |
1,288,905 | 2020-06-18 05:39:31 | 375,534,208,663,984 | fraud_Keeling-Crist | misc_pos | 36.42 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | e095927a4663d1518daf803bc01ca9b2 | 1,371,533,971 | 38.058232 | -79.596041 | 0 |
1,288,906 | 2020-06-18 05:42:34 | 180,046,765,320,457 | fraud_Bahringer-Streich | food_dining | 136.79 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | 7e3c4a0727a241a8b64a1fe25f25b5c6 | 1,371,534,154 | 40.154847 | -81.792558 | 0 |
1,288,907 | 2020-06-18 05:43:21 | 4,220,495,028,289,516,500 | fraud_Huels-Hahn | gas_transport | 77.14 | Bethany | Andrade | F | 7898 Wanda Springs | Corona | CA | 92,882 | 33.8419 | -117.6043 | 233,717 | Wellsite geologist | 1966-05-22 | d8538bd5ac20a03829b452f54eb4bcec | 1,371,534,201 | 33.118818 | -117.283227 | 0 |
1,288,908 | 2020-06-18 05:46:13 | 3,541,554,378,551,366 | fraud_Okuneva, Schneider and Rau | shopping_pos | 1.49 | Brianna | Wilson | F | 257 Victor Stravenue | Hampton | VA | 23,666 | 37.0462 | -76.4096 | 136,895 | Accounting technician | 1939-09-19 | ee04880465b15ffb0e136e2c47f6ab26 | 1,371,534,373 | 36.506175 | -76.414204 | 0 |
1,288,909 | 2020-06-18 05:46:27 | 4,210,078,554,961,359,000 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 2.24 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | 42dad50e1001bc4c662b8aabbf9450f5 | 1,371,534,387 | 44.143878 | -123.207549 | 0 |
1,288,910 | 2020-06-18 05:46:39 | 180,011,453,250,192 | fraud_Morissette PLC | shopping_pos | 124.5 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | ad476577fcfbbf4d9330237a4738249d | 1,371,534,399 | 42.15186 | -90.567839 | 0 |
1,288,911 | 2020-06-18 05:46:41 | 4,319,584,480,204,989,000 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 76.18 | Kathleen | Nash | F | 010 Salazar Walk | Cromona | KY | 41,810 | 37.1788 | -82.695 | 502 | Chief Financial Officer | 1960-02-01 | eef7e74ab858b7c6b62f314f4babf714 | 1,371,534,401 | 37.316924 | -82.692354 | 0 |
1,288,912 | 2020-06-18 05:47:50 | 676,173,792,455 | fraud_Reichert, Rowe and Mraz | shopping_net | 57.26 | 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 | 84d89922813fb5c6041aec5316803f71 | 1,371,534,470 | 33.553565 | -118.347763 | 0 |
1,288,913 | 2020-06-18 05:48:13 | 370,818,583,810,103 | fraud_Volkman Ltd | misc_net | 133.48 | John | Davis | M | 9670 Monroe Junctions | Rockwood | PA | 15,557 | 39.9373 | -79.1865 | 3,684 | General practice doctor | 1976-01-10 | 4d77ba47236c2cd9ca16c3c0b44efcb2 | 1,371,534,493 | 40.812684 | -79.866861 | 0 |
1,288,914 | 2020-06-18 05:48:27 | 4,653,879,239,169,997 | fraud_Koss and Sons | gas_transport | 47.29 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 3440487f3aa62b23eea73991dc00d244 | 1,371,534,507 | 37.22587 | -86.710609 | 0 |
1,288,915 | 2020-06-18 05:50:15 | 3,598,215,285,024,754 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 10.3 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 192a64d4d3d05de008e3d475f0e647ca | 1,371,534,615 | 39.737438 | -73.633513 | 0 |
1,288,916 | 2020-06-18 05:50:32 | 2,233,882,705,243,596 | fraud_Kerluke PLC | misc_net | 19.73 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 1ebc427083106f7b6838fbaadd13810e | 1,371,534,632 | 32.401992 | -89.746377 | 0 |
1,288,917 | 2020-06-18 05:50:42 | 3,567,527,758,368,741 | fraud_Lehner, Mosciski and King | misc_net | 82.74 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | f1a50126f05e30a5f94cef5adb712c77 | 1,371,534,642 | 31.199544 | -101.752117 | 0 |
1,288,918 | 2020-06-18 05:50:53 | 3,538,520,143,479,972 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 1.28 | Cassandra | Nunez | F | 9572 Austin Forge Suite 612 | Clay Center | OH | 43,408 | 41.5686 | -83.3632 | 269 | Insurance underwriter | 1965-09-15 | 258d6cdc0213a7d31b57eaba5e9386ff | 1,371,534,653 | 41.838745 | -83.849596 | 0 |
1,288,919 | 2020-06-18 05:51:16 | 4,451,952,084,362,894 | fraud_Kutch-Hegmann | grocery_net | 45.35 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | f2beeb6c3c6befd5fae13573e4a5ce74 | 1,371,534,676 | 34.192196 | -101.629557 | 0 |
1,288,920 | 2020-06-18 05:52:22 | 377,993,105,397,617 | fraud_Towne, Walker and Borer | grocery_net | 66.29 | Nathan | Martinez | M | 586 Thomas Cliffs | Oconto Falls | WI | 54,154 | 44.8755 | -88.1555 | 5,548 | Mining engineer | 1975-09-11 | 6c750267befef7a966d30e4ff9d26748 | 1,371,534,742 | 43.987643 | -87.923586 | 0 |
1,288,921 | 2020-06-18 05:52:42 | 30,030,380,240,193 | fraud_Jenkins, Hauck and Friesen | gas_transport | 71.98 | William | Jenkins | M | 50614 Kevin Point | Harper | TX | 78,631 | 30.2816 | -99.241 | 2,395 | Pharmacist, community | 1993-11-17 | ec99c01292d6807e4c17a5983cc37889 | 1,371,534,762 | 30.490468 | -99.793081 | 0 |
1,288,922 | 2020-06-18 05:53:31 | 6,011,860,238,257,910 | fraud_Pagac LLC | shopping_pos | 5.4 | Lisa | Mendez | F | 44259 Beth Station Suite 215 | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Programme researcher, broadcasting/film/video | 1952-07-06 | 059fb75445430ea3475c15c43be5755a | 1,371,534,811 | 36.842582 | -98.491359 | 0 |
1,288,923 | 2020-06-18 05:57:11 | 6,538,441,737,335,434 | fraud_Runolfsson and Sons | grocery_net | 8.94 | Gina | Grimes | F | 444 Robert Mews | Clarks Mills | PA | 16,114 | 41.3851 | -80.1752 | 606 | Energy manager | 1997-09-22 | a3566c4ad75dfb44ec1cd1317285b1ba | 1,371,535,031 | 41.972085 | -80.878552 | 0 |
1,288,924 | 2020-06-18 05:57:22 | 3,530,503,964,418,806 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 3.32 | David | Nichols | M | 0638 Fred Ramp Suite 086 | Palmdale | CA | 93,552 | 34.5715 | -118.0231 | 171,170 | Chemical engineer | 1963-06-04 | 603d7f9883c4347427042accc8fb60ae | 1,371,535,042 | 33.981899 | -118.000783 | 0 |
1,288,925 | 2020-06-18 05:58:14 | 4,312,133,045,694,601,000 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 113.08 | Julian | Price | M | 086 Pierce Cove | Pikesville | MD | 21,208 | 39.3764 | -76.729 | 33,917 | Company secretary | 1977-06-12 | 1bffbacbd22138c220800c876f380d15 | 1,371,535,094 | 39.40432 | -75.893364 | 0 |
1,288,926 | 2020-06-18 06:00:02 | 2,291,163,933,867,244 | fraud_Mraz-Herzog | gas_transport | 79.12 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 86a6d7c3b816c6e78a0514b53b2ad017 | 1,371,535,202 | 34.220912 | -81.010235 | 0 |
1,288,927 | 2020-06-18 06:00:16 | 30,234,966,027,947 | fraud_Kuphal-Predovic | misc_net | 3.08 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | a98f022c936834cf5f7362ae67dee462 | 1,371,535,216 | 43.999076 | -87.729453 | 0 |
1,288,928 | 2020-06-18 06:00:45 | 4,707,867,759,656,333 | fraud_Dooley-Thompson | misc_net | 67.77 | Susan | Shah | F | 9016 Jordan Bypass Apt. 516 | Cranks | KY | 40,820 | 36.7558 | -83.1838 | 581 | Psychologist, counselling | 1967-02-04 | a079c2e9355bbc505ba48ae0fd26d9c0 | 1,371,535,245 | 36.12201 | -83.417346 | 0 |
1,288,929 | 2020-06-18 06:01:11 | 30,118,423,745,458 | fraud_Bradtke PLC | grocery_pos | 76.44 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | 8ee6a11318fa3c0ec12ac5012903bcb9 | 1,371,535,271 | 39.97314 | -74.452373 | 0 |
1,288,930 | 2020-06-18 06:01:53 | 3,598,215,285,024,754 | fraud_Kiehn Inc | grocery_pos | 222.76 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | 70be690dbe647f3096c03d3290f98aa4 | 1,371,535,313 | 39.707866 | -74.511853 | 0 |
1,288,931 | 2020-06-18 06:02:32 | 5,580,563,567,307,107 | fraud_Kutch-Hegmann | grocery_net | 45.67 | Stanley | Dickson | M | 078 Alex Fields | Smock | PA | 15,480 | 39.9961 | -79.7678 | 1,946 | Charity fundraiser | 1990-06-21 | a47addcfa557b3cb38d3edc3779972c7 | 1,371,535,352 | 39.767794 | -79.633651 | 0 |
1,288,932 | 2020-06-18 06:06:45 | 565,399,283,797 | fraud_Wisozk and Sons | misc_pos | 41.35 | Anthony | Allen | M | 6993 Carr Lodge Apt. 311 | Jordan Valley | OR | 97,910 | 42.8801 | -117.281 | 641 | Economist | 1993-11-24 | c48152d9598c51391b24e3614ad6a0e8 | 1,371,535,605 | 41.883396 | -117.525084 | 0 |
1,288,933 | 2020-06-18 06:07:19 | 30,541,100,351,706 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 2.06 | Derrick | George | M | 575 Chapman Union | Spring | TX | 77,379 | 30.0377 | -95.5326 | 316,665 | Education officer, museum | 1990-09-12 | d50973cec4247b04b43f94f7ad6748ce | 1,371,535,639 | 29.386928 | -96.380315 | 0 |
1,288,934 | 2020-06-18 06:08:08 | 3,526,826,139,003,047 | fraud_O'Keefe-Hudson | grocery_pos | 155.65 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 56de5e786c534ecf97f0cde88258c585 | 1,371,535,688 | 44.523883 | -84.792768 | 0 |
1,288,935 | 2020-06-18 06:10:14 | 4,424,338,559,877,976 | fraud_Smitham-Schiller | grocery_net | 27.3 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 7f68c63fe59a2776e3ea3408cd47ea6a | 1,371,535,814 | 40.719698 | -84.34293 | 0 |
1,288,936 | 2020-06-18 06:10:59 | 3,575,789,281,659,026 | fraud_Murray Ltd | grocery_net | 64.07 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | ce04343ffbe7c138aabc6df27c3f45ec | 1,371,535,859 | 39.060615 | -94.176942 | 0 |
1,288,937 | 2020-06-18 06:12:17 | 30,143,713,661,454 | fraud_Willms, Kris and Bergnaum | shopping_pos | 4.49 | Nicholas | Thornton | M | 5270 Megan Burg Suite 756 | Halma | MN | 56,729 | 48.6669 | -96.5969 | 140 | Embryologist, clinical | 1942-01-06 | 2f2c4e30ec402df20b2fe2536776d109 | 1,371,535,937 | 48.325204 | -95.696655 | 0 |
1,288,938 | 2020-06-18 06:13:20 | 341,283,058,448,499 | fraud_Rowe, Batz and Goodwin | grocery_pos | 105.27 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 8dbd3b6b628e620c08de94203a6d5de1 | 1,371,536,000 | 30.624896 | -84.727964 | 0 |
1,288,939 | 2020-06-18 06:13:27 | 3,582,402,971,899,057 | fraud_Stracke-Lemke | grocery_pos | 72.73 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | 48a6ee27bd5c0f004ed168402d698f4e | 1,371,536,007 | 48.617092 | -116.801497 | 0 |
1,288,940 | 2020-06-18 06:15:20 | 38,057,513,087,029 | fraud_Cummerata-Jones | gas_transport | 75.4 | Marissa | Clark | F | 2677 Byrd Village Suite 035 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Geoscientist | 1997-01-18 | 75c52526401c38b4d6fe3f736eff6810 | 1,371,536,120 | 37.042502 | -120.883319 | 0 |
1,288,941 | 2020-06-18 06:15:49 | 375,767,678,113,375 | fraud_Kuhn LLC | misc_net | 1.47 | Christopher | Patterson | M | 16744 Campbell Wall Apt. 372 | Timberville | VA | 22,853 | 38.6476 | -78.7717 | 4,367 | Waste management officer | 1962-04-12 | c452f334aaf6b4adeeb5e59dca2a27e7 | 1,371,536,149 | 38.409055 | -78.932296 | 0 |
1,288,942 | 2020-06-18 06:17:12 | 2,286,236,465,059,468 | fraud_Koepp-Parker | grocery_pos | 132.97 | Morgan | Murray | F | 2788 Brittney Island | Blairstown | MO | 64,726 | 38.5319 | -93.9221 | 467 | Agricultural consultant | 1950-05-27 | 167631feab2707fa02512759aa0f944a | 1,371,536,232 | 39.294472 | -93.454141 | 0 |
1,288,943 | 2020-06-18 06:17:55 | 4,306,586,894,261,180 | fraud_Heidenreich PLC | grocery_pos | 77.92 | Renee | Walls | F | 86542 Jessica Fords Apt. 706 | Veedersburg | IN | 47,987 | 40.1186 | -87.2602 | 4,049 | Development worker, community | 1959-10-19 | a01f0de25e9cd31af2ca1122cad81ba3 | 1,371,536,275 | 41.085787 | -86.679747 | 0 |
1,288,944 | 2020-06-18 06:18:18 | 180,064,817,343,047 | fraud_Kerluke-Abshire | shopping_net | 47.89 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 57e8dddc38cf08315a3d3a8b82785ec8 | 1,371,536,298 | 38.459922 | -86.923473 | 0 |
1,288,945 | 2020-06-18 06:18:42 | 4,198,470,814,557 | fraud_Raynor, Reinger and Hagenes | gas_transport | 71.73 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | e403c8fa4487f3cf61728ede27569323 | 1,371,536,322 | 42.206616 | -95.589668 | 0 |
1,288,946 | 2020-06-18 06:19:56 | 376,445,266,762,684 | fraud_O'Keefe-Hudson | grocery_pos | 90 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 463f311985643a48a66c3db6eb9d581d | 1,371,536,396 | 41.863049 | -101.690962 | 0 |
1,288,947 | 2020-06-18 06:20:07 | 5,104,807,169,438,134 | fraud_Simonis-Prohaska | misc_pos | 12.99 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | b60cf121b42a92bdc289924f1188b834 | 1,371,536,407 | 40.351782 | -71.92553 | 0 |
1,288,948 | 2020-06-18 06:24:38 | 3,593,118,134,380,341 | fraud_Heidenreich PLC | grocery_pos | 87.36 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | 77ab13412b89cb9c4d8e2955047d863c | 1,371,536,678 | 43.934847 | -68.827907 | 0 |
1,288,949 | 2020-06-18 06:25:49 | 4,986,925,034,905,735 | fraud_Eichmann-Russel | misc_pos | 6.77 | Erika | Gonzalez | F | 907 Courtney Via Apt. 896 | Irvine | KY | 40,336 | 37.6858 | -83.9862 | 13,061 | Editor, magazine features | 1959-06-18 | 474f038eb5fc0752271afee4b2f3a92a | 1,371,536,749 | 37.854336 | -83.533419 | 0 |
1,288,950 | 2020-06-18 06:27:53 | 3,502,088,871,723,054 | fraud_Vandervort-Funk | grocery_pos | 105.49 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | 8a6b5e8bc1c210952ac7b8ae7e23a927 | 1,371,536,873 | 39.525277 | -77.086799 | 0 |
1,288,951 | 2020-06-18 06:28:09 | 4,839,043,708,100,390 | fraud_Emard Inc | gas_transport | 47.78 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | 4585b2fdb216b5d41467f32df9a6853d | 1,371,536,889 | 41.073158 | -92.059624 | 0 |
1,288,952 | 2020-06-18 06:28:24 | 371,683,116,218,417 | fraud_Douglas, Schneider and Turner | shopping_pos | 9.22 | Debra | Becker | F | 384 Jonathan Hills | Iselin | NJ | 8,830 | 40.5716 | -74.3167 | 18,459 | Emergency planning/management officer | 1929-03-19 | e46605bfa7f477a0ac2d067ebbb380c2 | 1,371,536,904 | 40.404783 | -73.89667 | 0 |
1,288,953 | 2020-06-18 06:29:00 | 630,424,987,505 | fraud_Harber Inc | gas_transport | 65.57 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | 4682dff049eaca047d0ef5592d961670 | 1,371,536,940 | 38.960827 | -78.892106 | 0 |
1,288,954 | 2020-06-18 06:29:59 | 4,306,586,894,261,180 | fraud_Herzog Ltd | misc_pos | 7.09 | Renee | Walls | F | 86542 Jessica Fords Apt. 706 | Veedersburg | IN | 47,987 | 40.1186 | -87.2602 | 4,049 | Development worker, community | 1959-10-19 | 4a32c88ba4ebe6385bbf72bf47cc4c8c | 1,371,536,999 | 40.697436 | -87.524392 | 0 |
1,288,955 | 2020-06-18 06:30:50 | 6,011,626,928,491,360 | fraud_Flatley-Durgan | misc_net | 3.32 | Heather | Roberts | F | 62934 Maria Cliffs Suite 350 | Bethel Springs | TN | 38,315 | 35.2289 | -88.644 | 3,876 | Senior tax professional/tax inspector | 1960-11-19 | 22cd703fa25b70bb03e580feabb4e49c | 1,371,537,050 | 35.588453 | -89.329534 | 0 |
1,288,956 | 2020-06-18 06:31:27 | 378,278,619,832,195 | fraud_Kuhic LLC | shopping_net | 1.25 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | c8730b41ca8035bc0a150dc92a9e2614 | 1,371,537,087 | 43.066415 | -122.601181 | 0 |
1,288,957 | 2020-06-18 06:31:31 | 3,558,652,751,678,952 | fraud_Rodriguez, Yost and Jenkins | misc_net | 460.01 | Teresa | Blankenship | F | 6638 Lucero Mill Suite 952 | Karnack | TX | 75,661 | 32.6205 | -94.2 | 2,807 | Chiropodist | 1931-01-26 | c2872d27055656c4cf81d3545eb003c3 | 1,371,537,091 | 32.958118 | -94.242892 | 0 |
1,288,958 | 2020-06-18 06:31:34 | 3,547,560,454,237,873 | fraud_Lynch Ltd | shopping_pos | 6.23 | Jerry | Robinson | M | 212 Mary Stream | Arcadia | MI | 49,613 | 44.5232 | -86.2061 | 680 | Designer, jewellery | 1966-12-21 | 1dd8ff7b67ca60bcacb8733c35e911ea | 1,371,537,094 | 43.551098 | -86.672312 | 0 |
1,288,959 | 2020-06-18 06:32:38 | 4,383,521,454,815 | fraud_Jenkins, Hauck and Friesen | gas_transport | 68.15 | John | Robertson | M | 209 Austin Stream Apt. 231 | Indianapolis | IN | 46,290 | 39.9347 | -86.1633 | 910,148 | Academic librarian | 1987-09-22 | 7272e5d9af870c656824edcaa0c9c0df | 1,371,537,158 | 40.443426 | -85.365237 | 0 |
1,288,960 | 2020-06-18 06:33:05 | 4,149,238,353,975,790 | fraud_Miller-Hauck | grocery_pos | 95.58 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 4912d010ebf6b0af27adc857374cd6b7 | 1,371,537,185 | 39.642264 | -79.765439 | 0 |
1,288,961 | 2020-06-18 06:33:12 | 676,372,984,911 | fraud_Koepp-Parker | grocery_pos | 130.36 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | e305f4b83dc95ff024ff35d8a57259f4 | 1,371,537,192 | 38.985003 | -98.350458 | 0 |
1,288,962 | 2020-06-18 06:33:14 | 4,149,635,823,017 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 56.79 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 77d6d343fdee9dbf683d75b37a797130 | 1,371,537,194 | 33.311119 | -86.628406 | 0 |
1,288,963 | 2020-06-18 06:34:33 | 4,839,615,922,685,395 | fraud_Huel-Langworth | misc_net | 479.51 | Phillip | Robertson | M | 85344 Smith Gateway Apt. 280 | Harrodsburg | IN | 47,434 | 39.013 | -86.5457 | 76 | Social researcher | 1955-05-06 | 5a3b1dec50acbaf9e61edf9e12d0b098 | 1,371,537,273 | 38.866652 | -86.876699 | 0 |
1,288,964 | 2020-06-18 06:35:38 | 4,099,707,841,315,751 | fraud_Heller-Langosh | gas_transport | 82.33 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | 338fb43de34443c89ca3ce1e6aab690c | 1,371,537,338 | 39.199062 | -78.097001 | 0 |
1,288,965 | 2020-06-18 06:40:21 | 4,788,103,653,396 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 3.41 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | 725249576d049065d67ecd735d08db6d | 1,371,537,621 | 40.012788 | -83.289406 | 0 |
1,288,966 | 2020-06-18 06:40:31 | 4,914,700,582,394,237 | fraud_Welch, Rath and Koepp | entertainment | 42.26 | John | Williams | M | 8929 Phillips Corners Suite 259 | Harmony | PA | 16,037 | 40.8496 | -80.1381 | 4,589 | Bookseller | 1956-05-01 | a1019e58bf48019b700c4d0a6752a787 | 1,371,537,631 | 40.043077 | -79.273268 | 0 |
1,288,967 | 2020-06-18 06:41:30 | 4,225,990,116,481,262,600 | fraud_Stark-Batz | entertainment | 1.37 | Brian | Simpson | M | 2711 Duran Pines | Honokaa | HI | 96,727 | 20.0827 | -155.488 | 4,878 | Physiotherapist | 1966-12-03 | d9d49672c3b365aced5aa56699242921 | 1,371,537,690 | 19.786003 | -154.779059 | 0 |
1,288,968 | 2020-06-18 06:41:34 | 4,658,490,815,480,264 | fraud_Jewess LLC | shopping_pos | 4.3 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | 97f73a1740d4bf51e3e12152dab5ee18 | 1,371,537,694 | 39.883631 | -79.577134 | 0 |
1,288,969 | 2020-06-18 06:41:41 | 4,149,238,353,975,790 | fraud_Zboncak, Rowe and Murazik | shopping_net | 109.86 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | d20e3bf4c6c2798b38f6e8e579818192 | 1,371,537,701 | 40.817214 | -80.457309 | 0 |
1,288,970 | 2020-06-18 06:41:51 | 180,031,190,491,743 | fraud_Kiehn-Emmerich | grocery_pos | 216.78 | Becky | Mckinney | F | 250 Benjamin Hill Apt. 026 | Mobile | AL | 36,617 | 30.7145 | -88.0918 | 270,712 | Surveyor, land/geomatics | 1972-01-05 | 9d500c0e534eec7d70ef1b5317694199 | 1,371,537,711 | 29.957925 | -88.241683 | 0 |
1,288,971 | 2020-06-18 06:42:31 | 4,855,488,158,131,690,000 | fraud_Moen, Reinger and Murphy | grocery_pos | 99.46 | Jeremy | Roberson | M | 25887 Martin Inlet | Graniteville | VT | 5,654 | 44.1554 | -72.4847 | 970 | Agricultural consultant | 1993-09-29 | 1cecde6443227b46e81d20dcea2f4c75 | 1,371,537,751 | 43.515393 | -71.644856 | 0 |
1,288,972 | 2020-06-18 06:43:32 | 30,135,235,368,675 | fraud_McDermott-Weimann | grocery_pos | 213.51 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 6231b1f8380901f0dcf1e1a55b103231 | 1,371,537,812 | 39.266599 | -94.970663 | 0 |
1,288,973 | 2020-06-18 06:43:40 | 3,501,365,119,557,234 | fraud_Koelpin and Sons | misc_net | 5.23 | Danielle | Allen | F | 87198 Macias Drive Suite 389 | Loving | NM | 88,256 | 32.274 | -104.0914 | 1,925 | Educational psychologist | 1952-05-26 | 845ce7e423338040910433e25ef6cdc6 | 1,371,537,820 | 32.440517 | -103.373453 | 0 |
1,288,974 | 2020-06-18 06:44:25 | 213,156,747,557,083 | fraud_Stroman, Hudson and Erdman | gas_transport | 50.95 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 15849844c24289b53b29e1adc923fd0c | 1,371,537,865 | 34.773787 | -118.940247 | 0 |
1,288,975 | 2020-06-18 06:44:38 | 4,423,489,490,781,412 | fraud_Raynor, Reinger and Hagenes | gas_transport | 59.36 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 782538e82dd8f842b477fd02998e8d97 | 1,371,537,878 | 42.415738 | -90.230306 | 0 |
1,288,976 | 2020-06-18 06:44:44 | 6,011,652,924,285,713 | fraud_Streich, Hansen and Veum | gas_transport | 62.16 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 67fbd608432b61e3e609b9b8a82cf741 | 1,371,537,884 | 38.146016 | -91.717784 | 0 |
1,288,977 | 2020-06-18 06:46:51 | 2,222,157,926,772,399 | fraud_Pacocha-O'Reilly | grocery_pos | 86.41 | Amy | Garrett | F | 6014 Thomas Throughway | Trenton | TX | 75,490 | 33.4235 | -96.3398 | 2,211 | Investment banker, operational | 1987-02-26 | f04ddda46a441a06dbb75f8d848ed308 | 1,371,538,011 | 33.102854 | -96.805579 | 0 |
1,288,978 | 2020-06-18 06:47:03 | 3,529,597,930,342,630 | fraud_Erdman-Kertzmann | gas_transport | 50.76 | Melissa | Rodriguez | F | 81708 Christopher Plaza | Jordanville | NY | 13,361 | 42.8948 | -74.8209 | 824 | Travel agency manager | 1985-09-01 | 25a9d1ac1e55f44f29c268d2ff3328fe | 1,371,538,023 | 43.565002 | -75.804831 | 0 |
1,288,979 | 2020-06-18 06:47:57 | 349,612,764,943,496 | fraud_Hickle Group | shopping_pos | 125.55 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | a10b608c1d9f780bbd1cd4a49eb105bc | 1,371,538,077 | 36.165957 | -83.547011 | 0 |
1,288,980 | 2020-06-18 06:48:24 | 4,601,636,330,889 | fraud_Strosin-Cruickshank | grocery_pos | 49.49 | Mark | Rivera | M | 383 Contreras Hills Suite 658 | Humble | TX | 77,338 | 30.0041 | -95.2825 | 194,500 | Tax adviser | 1990-12-18 | b5307887758f7d539ffaf00661742ae9 | 1,371,538,104 | 29.579046 | -94.548456 | 0 |
1,288,981 | 2020-06-18 06:49:18 | 2,383,461,948,823,908 | fraud_Maggio-Fahey | misc_pos | 1.67 | Patrick | Vaughan | M | 651 Miller Common | Parsonsfield | ME | 4,047 | 43.745 | -70.9092 | 1,892 | Audiological scientist | 1956-03-02 | 72ddae2961f485377922d1e77a320204 | 1,371,538,158 | 43.810564 | -71.625243 | 0 |
1,288,982 | 2020-06-18 06:49:40 | 4,424,338,559,877,976 | fraud_Kutch, Hermiston and Farrell | gas_transport | 97.6 | Denise | Barnett | F | 23220 Eaton Harbors | Kirby | OH | 43,330 | 40.813 | -83.4196 | 118 | Private music teacher | 1957-11-12 | 74898574d36d58d0dcb26b535a00f289 | 1,371,538,180 | 40.00162 | -84.259978 | 0 |
1,288,983 | 2020-06-18 06:51:05 | 4,173,950,183,554,608 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 60.23 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 6e05ec9462eede53930bc1885800171e | 1,371,538,265 | 40.998144 | -73.048155 | 0 |
1,288,984 | 2020-06-18 06:52:09 | 6,011,492,816,282,597 | fraud_Connelly, Reichert and Fritsch | gas_transport | 64.99 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | f4d854d010e770087c705a200438df69 | 1,371,538,329 | 32.587973 | -92.374507 | 0 |
1,288,985 | 2020-06-18 06:53:16 | 376,445,266,762,684 | fraud_Harris Inc | gas_transport | 44.38 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | dd41fca4ec71a8f1df8dd112be3b829e | 1,371,538,396 | 40.539555 | -101.079582 | 0 |
1,288,986 | 2020-06-18 06:55:11 | 341,283,058,448,499 | fraud_Rodriguez Group | gas_transport | 58.31 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 148990072abfa9f1ed961538ec1801fd | 1,371,538,511 | 31.541674 | -85.468149 | 0 |
1,288,987 | 2020-06-18 06:55:13 | 374,930,071,163,758 | fraud_Durgan-Auer | misc_net | 5.85 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 385efa317143481039e902628edae802 | 1,371,538,513 | 42.327876 | -82.760208 | 0 |
1,288,988 | 2020-06-18 06:55:19 | 3,561,963,695,236,764 | fraud_Gutmann-Upton | misc_pos | 37.24 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | ab6b6b02ccb5240ce2926a55f5058000 | 1,371,538,519 | 40.968093 | -72.598234 | 0 |
1,288,989 | 2020-06-18 06:57:00 | 371,284,424,780,634 | fraud_Berge LLC | gas_transport | 73.23 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | 1cbfcb71b4081fe40e7d7951c74bbd38 | 1,371,538,620 | 33.208238 | -102.158866 | 0 |
1,288,990 | 2020-06-18 06:57:11 | 6,011,603,272,871,604 | fraud_Robel, Cummerata and Prosacco | gas_transport | 60.74 | Robert | Holland | M | 431 Tracy Expressway | Milner | GA | 30,257 | 33.141 | -84.1759 | 4,138 | Field seismologist | 1969-05-16 | 31f72e9a93e5f2e1f4dc08c6f6a7d0a2 | 1,371,538,631 | 33.864147 | -83.536978 | 0 |
1,288,991 | 2020-06-18 06:57:17 | 374,497,717,543,058 | fraud_Huels-Nolan | gas_transport | 85.99 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | e94475fe3f5a32683f1fe2aa0538da46 | 1,371,538,637 | 47.789036 | -100.389644 | 0 |
1,288,992 | 2020-06-18 07:00:10 | 348,379,466,427,142 | fraud_Kilback and Sons | entertainment | 69.65 | Michael | Rowe | M | 7428 Martinez Flats | Melbourne | FL | 32,935 | 28.1384 | -80.6524 | 139,650 | Database administrator | 1957-01-23 | fed11707dc006468da54aa1661617d58 | 1,371,538,810 | 28.573414 | -81.165321 | 0 |
1,288,993 | 2020-06-18 07:00:34 | 60,423,098,130 | fraud_Rau and Sons | grocery_pos | 156.72 | Jason | Gray | M | 875 Amy Point | Amorita | OK | 73,719 | 36.9412 | -98.2458 | 83 | Barrister's clerk | 1958-07-28 | 85b1ea5e0137f3cc55fbaafb2be17fcc | 1,371,538,834 | 37.229104 | -97.827846 | 0 |
1,288,994 | 2020-06-18 07:01:35 | 4,149,635,823,017 | fraud_Raynor, Feest and Miller | gas_transport | 65.56 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 28e216e77d1597d497ce374ea02f2600 | 1,371,538,895 | 33.962721 | -87.145292 | 0 |
1,288,995 | 2020-06-18 07:01:42 | 6,011,360,759,745,864 | fraud_Johns Inc | entertainment | 17.4 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 58b0be13edd91c43135e54bc4a1cc34f | 1,371,538,902 | 38.562303 | -77.924611 | 0 |
1,288,996 | 2020-06-18 07:01:59 | 567,868,110,212 | fraud_Barton Inc | grocery_pos | 199.28 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 6613716ca529f8bf29844a32cdc4c232 | 1,371,538,919 | 30.40192 | -95.866635 | 0 |
1,288,997 | 2020-06-18 07:02:53 | 2,284,059,275,940,012 | fraud_Kilback LLC | grocery_pos | 76.9 | Thomas | Mathis | M | 26615 Nelson Lane | Moores Hill | IN | 47,032 | 39.0945 | -85.0638 | 3,289 | Sub | 1969-11-22 | 30f2270e67ae31c06f7db1490312fa97 | 1,371,538,973 | 39.823864 | -85.952369 | 0 |
1,288,998 | 2020-06-18 07:03:26 | 4,003,989,662,068,504 | fraud_Brekke and Sons | gas_transport | 42.31 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 39c0f4d399a008b327225039becfdcf1 | 1,371,539,006 | 32.67897 | -87.869625 | 0 |
1,288,999 | 2020-06-18 07:05:26 | 3,512,365,128,314,616 | fraud_Vandervort-Funk | grocery_pos | 48.84 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 77208e1a117a696dda20b7b9ce1b618e | 1,371,539,126 | 37.834445 | -91.135397 | 0 |
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