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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,271,200 | 2020-06-12 06:13:25 | 676,369,110,710 | fraud_Pacocha-O'Reilly | grocery_pos | 60.21 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | f1bd511558b3394140bdf8d8bc997349 | 1,371,017,605 | 42.130817 | -82.516658 | 0 |
1,271,201 | 2020-06-12 06:14:20 | 2,288,813,824,604,479 | fraud_Vandervort-Funk | grocery_pos | 176.12 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | 60b207fc61589e22d9a47ef37de811bb | 1,371,017,660 | 40.674323 | -74.375156 | 0 |
1,271,202 | 2020-06-12 06:14:41 | 4,119,762,878,330,989 | fraud_Willms, Kris and Bergnaum | shopping_pos | 3.81 | Melinda | Gutierrez | F | 1497 West Gateway | Eureka | IL | 61,530 | 40.7152 | -89.2706 | 6,713 | Archivist | 1945-08-19 | dfc5ff336783b24cb730337ca65aaaeb | 1,371,017,681 | 39.997946 | -89.982539 | 0 |
1,271,203 | 2020-06-12 06:15:40 | 3,546,897,637,165,774 | fraud_Moen, Reinger and Murphy | grocery_pos | 155.82 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | 57a1421ebefee1c394d92bc19c1b7283 | 1,371,017,740 | 31.763957 | -96.26871 | 0 |
1,271,204 | 2020-06-12 06:16:23 | 38,052,002,992,326 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 45.28 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 1232ba9583b8210c8838ab84e454c0f7 | 1,371,017,783 | 31.228737 | -95.556271 | 0 |
1,271,205 | 2020-06-12 06:17:41 | 4,585,132,874,641 | fraud_Zieme, Bode and Dooley | gas_transport | 50.05 | Karen | Gordon | F | 543 Ware Path Apt. 593 | Utica | MO | 64,686 | 39.7417 | -93.6289 | 271 | Land/geomatics surveyor | 1972-04-18 | 9876fcbd0a71cb012fa6e111c6b02c7f | 1,371,017,861 | 38.882 | -93.071538 | 0 |
1,271,206 | 2020-06-12 06:18:29 | 4,939,976,756,738,216 | fraud_Mante Group | misc_net | 43.92 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 0ae0ad16837106709c6b84ddba05ea7f | 1,371,017,909 | 27.185991 | -98.339031 | 0 |
1,271,207 | 2020-06-12 06:18:54 | 3,561,963,695,236,764 | fraud_Kassulke PLC | shopping_net | 100.36 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | a65e6df65cea69ec48878049f463c6e8 | 1,371,017,934 | 40.249413 | -72.815775 | 0 |
1,271,208 | 2020-06-12 06:19:35 | 3,551,512,895,305,309 | fraud_Lehner, Mosciski and King | misc_net | 5.65 | Erika | Anderson | F | 3786 Hale Corners | Rochester | KY | 42,273 | 37.2048 | -86.8592 | 443 | Development worker, international aid | 1947-07-15 | c82cfbdb6d2673aaca9781cace355110 | 1,371,017,975 | 37.778771 | -85.870086 | 0 |
1,271,209 | 2020-06-12 06:21:29 | 30,029,052,116,970 | fraud_Towne, Walker and Borer | grocery_net | 61 | Curtis | Young | M | 4319 Watson Shoals Suite 658 | Falconer | NY | 14,733 | 42.1239 | -79.1895 | 3,833 | Metallurgist | 1970-10-09 | e31e9317609e984a5b0fa65e9ae45a8c | 1,371,018,089 | 41.704457 | -79.770708 | 0 |
1,271,210 | 2020-06-12 06:21:57 | 6,544,734,391,390,261 | fraud_Zieme, Bode and Dooley | gas_transport | 68.91 | John | Myers | M | 701 Wilson Divide | Highland | IN | 46,322 | 41.55 | -87.4569 | 23,727 | Community arts worker | 1982-02-08 | 6390a7e7bb9c12e7589b82e9ec4801ce | 1,371,018,117 | 42.087324 | -87.086337 | 0 |
1,271,211 | 2020-06-12 06:22:11 | 5,596,347,693,144,598 | fraud_Douglas, Schneider and Turner | shopping_pos | 4.65 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | 6bb78d80dd41ecc906dd6a4b605fcb25 | 1,371,018,131 | 29.210081 | -90.258537 | 0 |
1,271,212 | 2020-06-12 06:22:24 | 3,514,865,930,894,695 | fraud_Kuvalis Ltd | gas_transport | 65.95 | 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 | d5e0da3a875afaaa128e3fb1f35a5d52 | 1,371,018,144 | 33.809764 | -105.708457 | 0 |
1,271,213 | 2020-06-12 06:23:00 | 4,826,655,832,045,236 | fraud_Boehm, Predovic and Reinger | misc_pos | 335.92 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | cb07abb8650d94fb2093f51de5e76b44 | 1,371,018,180 | 41.205963 | -70.055553 | 0 |
1,271,214 | 2020-06-12 06:23:04 | 4,708,992,452,821,239 | fraud_Ledner-Pfannerstill | gas_transport | 68.97 | Jared | Walters | M | 3326 Hannah Fords | Cord | AR | 72,524 | 35.8184 | -91.3375 | 376 | Designer, ceramics/pottery | 1938-09-08 | a0f12a13390a5cf4e18b1a0cc6b2beaa | 1,371,018,184 | 36.738569 | -90.463295 | 0 |
1,271,215 | 2020-06-12 06:23:17 | 4,469,777,115,158,235,000 | fraud_Adams, Kovacek and Kuhlman | grocery_net | 40.26 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | 3c29c7652ee5880308b67d4480a0567f | 1,371,018,197 | 43.337194 | -71.069064 | 0 |
1,271,216 | 2020-06-12 06:23:57 | 347,073,228,412,010 | fraud_Bernhard, Grant and Langworth | shopping_pos | 128.91 | Ryan | Johnson | M | 40178 Lisa Mission | Alva | WY | 82,711 | 44.6873 | -104.4414 | 110 | Administrator, local government | 1973-05-16 | c2c1e6a72059ddfb2c0e554de0909cac | 1,371,018,237 | 45.256959 | -103.569616 | 0 |
1,271,217 | 2020-06-12 06:23:58 | 341,283,058,448,499 | fraud_Raynor, Reinger and Hagenes | gas_transport | 58.44 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | e5b96cd444e152864775e6aaad5c630a | 1,371,018,238 | 31.16987 | -84.460858 | 0 |
1,271,218 | 2020-06-12 06:24:23 | 2,268,221,587,779,419 | fraud_Funk Group | grocery_net | 48 | Peggy | Berry | F | 517 Vasquez Lodge | Vancouver | WA | 98,665 | 45.6892 | -122.6616 | 299,480 | Teaching laboratory technician | 1985-01-02 | 8cc470e3655703b40d6c18a6abfb0ae5 | 1,371,018,263 | 46.283174 | -121.691326 | 0 |
1,271,219 | 2020-06-12 06:24:36 | 6,539,653,032,686,894 | fraud_Graham, Hegmann and Hammes | food_dining | 22.5 | Samuel | Short | M | 23383 Denise Pine Apt. 099 | Sacramento | CA | 95,842 | 38.6865 | -121.3494 | 757,530 | Soil scientist | 1966-09-19 | 8622e4262f6d001aad87d0f4a335ec12 | 1,371,018,276 | 38.442039 | -120.962665 | 0 |
1,271,220 | 2020-06-12 06:24:42 | 4,642,255,475,285,942 | fraud_Rau and Sons | grocery_pos | 107.32 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 25c9fcf1d19fedf31cafb9ff695fd189 | 1,371,018,282 | 39.843182 | -110.258436 | 0 |
1,271,221 | 2020-06-12 06:25:00 | 213,193,596,103,206 | fraud_Stoltenberg-Beatty | shopping_pos | 130 | James | Hunt | M | 7369 Gabriel Tunnel | Pointe Aux Pins | MI | 49,775 | 45.7549 | -84.447 | 95 | Electrical engineer | 1994-02-09 | 1bed0c8b79d1b78f23819fd642f4ddd5 | 1,371,018,300 | 46.38248 | -84.255222 | 0 |
1,271,222 | 2020-06-12 06:25:08 | 4,634,955,908,138,648 | fraud_Sporer Inc | gas_transport | 70.31 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | ba8bff2b9ee0d180fb4b04c422b1e1bf | 1,371,018,308 | 41.426836 | -96.925862 | 0 |
1,271,223 | 2020-06-12 06:25:33 | 4,836,998,673,805,450 | fraud_Casper, Hand and Zulauf | grocery_pos | 216.88 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | f70eb0699d4a92688e4a08189c6d66e9 | 1,371,018,333 | 46.992382 | -86.517599 | 0 |
1,271,224 | 2020-06-12 06:26:43 | 6,554,245,334,757,802 | fraud_Mohr Inc | shopping_pos | 261.42 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 8fd41089212023cf3d8ad784ccd3a793 | 1,371,018,403 | 33.237699 | -117.667116 | 0 |
1,271,225 | 2020-06-12 06:29:27 | 3,591,919,803,438,423 | fraud_Friesen-Stamm | gas_transport | 65.53 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 757e5241d30f4264d839543928a726be | 1,371,018,567 | 28.15598 | -81.436072 | 0 |
1,271,226 | 2020-06-12 06:29:39 | 4,666,314,527,820,883,000 | fraud_Streich, Dietrich and Barton | shopping_net | 93.81 | Guy | Thompson | M | 5812 Ramos Oval Suite 598 | Ravenna | NE | 68,869 | 41.0233 | -98.9041 | 2,202 | Solicitor, Scotland | 1974-06-21 | 40e4da4ef39f8cd8b00a6dfe510df5d3 | 1,371,018,579 | 41.58493 | -98.365644 | 0 |
1,271,227 | 2020-06-12 06:30:35 | 371,985,236,239,474 | fraud_Brown PLC | misc_net | 2.78 | Benjamin | Martin | M | 0495 Baker Manors | Oriskany Falls | NY | 13,425 | 42.9576 | -75.4838 | 1,970 | Programmer, multimedia | 1949-06-09 | 7d82f314ad0ce24e3bfd1c9ab97e0e7c | 1,371,018,635 | 42.447266 | -74.89362 | 0 |
1,271,228 | 2020-06-12 06:30:37 | 342,952,484,382,519 | fraud_Luettgen PLC | gas_transport | 47.75 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | 2e9ef75f93b8c160afd36d9ab709cd2d | 1,371,018,637 | 41.146276 | -73.73235 | 0 |
1,271,229 | 2020-06-12 06:31:58 | 30,074,693,890,476 | fraud_Wiza, Schaden and Stark | misc_pos | 14.6 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 7ff9bdeb2c4f954f02123373d5eac6d7 | 1,371,018,718 | 38.381548 | -100.933478 | 0 |
1,271,230 | 2020-06-12 06:33:11 | 6,595,970,453,799,027 | fraud_Jewess LLC | shopping_pos | 2.19 | Gina | Gomez | F | 72030 Shelton Crossing Apt. 742 | Stirling | NJ | 7,980 | 40.6774 | -74.4968 | 2,307 | Science writer | 1969-09-11 | 4715e75b08995a2e932c9751d5586e54 | 1,371,018,791 | 40.906375 | -75.084701 | 0 |
1,271,231 | 2020-06-12 06:33:53 | 36,913,587,729,122 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 205.5 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | f1f9eb595696a80d79fb2f1852aab7ec | 1,371,018,833 | 42.996967 | -116.280173 | 0 |
1,271,232 | 2020-06-12 06:36:31 | 3,560,797,065,840,735 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 74.3 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | f3ea564e3389191a7aac9fe66e2474d1 | 1,371,018,991 | 45.763332 | -101.309376 | 0 |
1,271,233 | 2020-06-12 06:38:01 | 4,939,976,756,738,216 | fraud_Moen, Reinger and Murphy | grocery_pos | 210.08 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | 6c66d1f1fc2d8e0125f586788b92500d | 1,371,019,081 | 27.182721 | -99.39899 | 0 |
1,271,234 | 2020-06-12 06:38:16 | 60,416,207,185 | fraud_Lockman Ltd | grocery_pos | 91.08 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | 9d70b0bef18957b5650ad4324319696c | 1,371,019,096 | 42.689593 | -109.397698 | 0 |
1,271,235 | 2020-06-12 06:38:31 | 4,396,682,467,723 | fraud_Baumbach, Feeney and Morar | shopping_net | 6.69 | Scott | Cole | M | 646 Louis Fort Apt. 665 | North Las Vegas | NV | 89,084 | 36.2815 | -115.1482 | 214,518 | Catering manager | 1960-01-16 | 2dfaadd3d12fa97375c07f25714bbe05 | 1,371,019,111 | 36.521061 | -114.571742 | 0 |
1,271,236 | 2020-06-12 06:41:49 | 213,161,231,269,724 | fraud_Schroeder, Hauck and Treutel | entertainment | 275.44 | Alyssa | Morgan | F | 622 Robin Run Suite 764 | Gadsden | AL | 35,901 | 34.048 | -85.9246 | 67,082 | Physiological scientist | 1963-02-09 | bcd4c5317b0edaef95cd9508e4dbfb55 | 1,371,019,309 | 34.87183 | -85.329898 | 0 |
1,271,237 | 2020-06-12 06:41:57 | 4,634,955,908,138,648 | fraud_Bradtke PLC | grocery_pos | 125.79 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | 6bf5de59ccb16148f59d62d1d48a2ddc | 1,371,019,317 | 42.306162 | -95.873452 | 0 |
1,271,238 | 2020-06-12 06:43:35 | 213,180,742,685,905 | fraud_Baumbach, Feeney and Morar | shopping_net | 176.84 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 727c2ded6d4a87017c1a38ffd3743dd3 | 1,371,019,415 | 41.029705 | -123.830327 | 0 |
1,271,239 | 2020-06-12 06:43:48 | 180,067,784,565,096 | fraud_Torphy-Goyette | shopping_pos | 9.09 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 1eac40cde051afdbdb7949570c1eba0b | 1,371,019,428 | 42.874278 | -88.865269 | 0 |
1,271,240 | 2020-06-12 06:44:44 | 3,533,800,906,065,217 | fraud_Jenkins, Hauck and Friesen | gas_transport | 81.49 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | ebbe29c5f71e3e29a68a3194b2ad27db | 1,371,019,484 | 39.749513 | -98.25453 | 0 |
1,271,241 | 2020-06-12 06:45:59 | 4,908,846,471,916,297 | fraud_Kling Inc | gas_transport | 67.04 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | c0acf989634efea4bde02608880971d5 | 1,371,019,559 | 33.121971 | -97.912144 | 0 |
1,271,242 | 2020-06-12 06:46:16 | 6,011,305,591,981,276 | fraud_Wilkinson Ltd | entertainment | 4.52 | Daniel | Jones | M | 290 Kathryn Fall | Huntsville | AL | 35,803 | 34.6205 | -86.551 | 190,178 | Engineer, automotive | 1959-06-06 | 99258f8f40bbc06052069ccea561313b | 1,371,019,576 | 35.345714 | -86.704287 | 0 |
1,271,243 | 2020-06-12 06:46:18 | 374,125,201,044,065 | fraud_Graham, Hegmann and Hammes | food_dining | 42.84 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | bf990dac44dcc43b151237e807f4f8a2 | 1,371,019,578 | 39.949812 | -76.733388 | 0 |
1,271,244 | 2020-06-12 06:47:32 | 4,797,297,220,948,469,000 | fraud_McCullough Group | grocery_net | 59.23 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | ae908d5231c1994f1c37ab33948cd99a | 1,371,019,652 | 38.356739 | -86.073765 | 0 |
1,271,245 | 2020-06-12 06:47:48 | 38,797,410,705,641 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 105.68 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | 76e58c5882e3d798d82414298ceccbad | 1,371,019,668 | 42.916078 | -73.665056 | 0 |
1,271,246 | 2020-06-12 06:47:49 | 4,586,810,168,620,942 | fraud_Ferry, Reichel and DuBuque | grocery_net | 14.04 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 1ed6ed0e7b10198994356dc3f5ebfbf7 | 1,371,019,669 | 32.499761 | -79.59342 | 0 |
1,271,247 | 2020-06-12 06:49:53 | 344,709,867,813,900 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 10.36 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | ac584e53a6855ccec86e7e7b46eebead | 1,371,019,793 | 27.905648 | -81.058462 | 0 |
1,271,248 | 2020-06-12 06:49:56 | 4,129,767,952,109,660 | fraud_Harris Inc | gas_transport | 32.28 | Cheryl | Ballard | F | 248 James Squares Apt. 838 | Halstad | MN | 56,548 | 47.3551 | -96.798 | 771 | Scientist, audiological | 1972-06-14 | d054ebc26e56656b16c218a16f7acc4a | 1,371,019,796 | 48.276326 | -96.631614 | 0 |
1,271,249 | 2020-06-12 06:50:03 | 38,797,410,705,641 | fraud_Kuhic Inc | grocery_pos | 94.06 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | 6a41c9e706faacaad6feab132268e880 | 1,371,019,803 | 41.75429 | -74.080925 | 0 |
1,271,250 | 2020-06-12 06:50:15 | 4,613,314,721,966 | fraud_Kilback LLC | grocery_pos | 88.44 | Jason | Murphy | M | 542 Steve Curve Suite 011 | Collettsville | NC | 28,611 | 35.9946 | -81.7266 | 885 | Soil scientist | 1988-09-15 | c87560dd1c8371b1c239720e3c48d07f | 1,371,019,815 | 35.344336 | -82.681946 | 0 |
1,271,251 | 2020-06-12 06:51:23 | 345,389,171,551,808 | fraud_Miller-Hauck | grocery_pos | 122.07 | Justin | Fowler | M | 5569 Phillips Neck Apt. 003 | Coffeeville | MS | 38,922 | 33.9215 | -89.6782 | 3,451 | Financial trader | 1984-05-19 | dc61b4e2d409e5c00fd5270edc942c63 | 1,371,019,883 | 34.215782 | -90.551047 | 0 |
1,271,252 | 2020-06-12 06:51:25 | 4,740,713,119,940,984 | fraud_Kutch and Sons | grocery_pos | 85.24 | Heather | Hines | F | 13776 Hicks Plains | Pomona | NY | 10,970 | 41.1901 | -74.0436 | 9,993 | Pensions consultant | 1962-10-16 | 328dcfb5bcf5bacf6bbc264fc17d79ec | 1,371,019,885 | 42.146984 | -74.543495 | 0 |
1,271,253 | 2020-06-12 06:51:35 | 4,220,345,354,880 | fraud_Bauch-Blanda | entertainment | 98.31 | Patrick | Torres | M | 27386 Snyder Station | Oxford | MI | 48,371 | 42.8223 | -83.2829 | 24,840 | Agricultural consultant | 1960-01-20 | 7ecc067c950488ecf699f1ff1df65589 | 1,371,019,895 | 43.443147 | -83.212515 | 0 |
1,271,254 | 2020-06-12 06:52:59 | 3,577,578,023,716,568 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 201.08 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | e954c97ecb8994b4bf6bd4985f508642 | 1,371,019,979 | 41.472754 | -80.649272 | 0 |
1,271,255 | 2020-06-12 06:53:00 | 4,906,628,655,840,914,000 | fraud_Ruecker Group | misc_net | 4.85 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 6e3ed1d2727f7ecac04743440266c7ec | 1,371,019,980 | 24.012524 | -82.242041 | 0 |
1,271,256 | 2020-06-12 06:54:30 | 3,547,574,373,318,979 | fraud_Hackett-Lueilwitz | grocery_pos | 149.3 | Jacob | Patel | M | 54822 Hill Forks | Dieterich | IL | 62,424 | 39.0319 | -88.4074 | 2,092 | Psychologist, clinical | 1962-04-30 | bf314060502eb9647414da2f94fb440e | 1,371,020,070 | 38.52202 | -89.118926 | 0 |
1,271,257 | 2020-06-12 06:54:38 | 3,524,574,586,339,330 | fraud_Goodwin-Nitzsche | grocery_pos | 213.42 | Ashley | Cabrera | F | 94225 Smith Springs Apt. 617 | Vero Beach | FL | 32,960 | 27.633 | -80.4031 | 105,638 | Librarian, public | 1986-05-07 | 5d41845034b8891bfe65c496f89e32cf | 1,371,020,078 | 26.694986 | -79.883712 | 0 |
1,271,258 | 2020-06-12 06:54:51 | 3,568,736,585,751,727 | fraud_Kunze Inc | grocery_pos | 108.99 | Thomas | Cross | M | 7566 Thompson Creek Apt. 827 | Elkhart | IA | 50,073 | 41.8114 | -93.4855 | 1,195 | Trading standards officer | 1974-03-13 | 3453c8836fd5aa3494927c2b61e07837 | 1,371,020,091 | 41.220223 | -93.09262 | 0 |
1,271,259 | 2020-06-12 06:54:55 | 180,069,253,480,336 | fraud_Reichert, Shanahan and Hayes | shopping_net | 214.44 | William | Hunter | M | 5036 Victoria Ports Suite 249 | Emporium | PA | 15,834 | 41.5177 | -78.2536 | 4,533 | Public affairs consultant | 1969-11-01 | 93fff535573c8797c2d947c30a6cebc6 | 1,371,020,095 | 42.338165 | -79.114366 | 0 |
1,271,260 | 2020-06-12 06:55:54 | 374,656,033,243,756 | fraud_Huels-Hahn | gas_transport | 93.54 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | f8c32d0af9dc9cd644f7a6e21cd202bf | 1,371,020,154 | 38.311078 | -78.08647 | 0 |
1,271,261 | 2020-06-12 06:56:27 | 4,488,258,847,705,225,700 | fraud_Schmitt Inc | gas_transport | 70.62 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 4b71bf7f25414fb75b87305c4614ae7d | 1,371,020,187 | 34.183048 | -80.840719 | 0 |
1,271,262 | 2020-06-12 06:56:32 | 4,067,137,330,196,900 | fraud_Rowe, Batz and Goodwin | grocery_pos | 64.35 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 9330c759dd8dd4cfb5e6034a2f05c832 | 1,371,020,192 | 34.793051 | -88.300354 | 0 |
1,271,263 | 2020-06-12 06:57:46 | 376,012,912,828,093 | fraud_Terry-Huel | shopping_net | 1.83 | Nathan | Mayer | M | 478 Donovan Corners Apt. 803 | Schaumburg | IL | 60,193 | 42.0144 | -88.0935 | 92,294 | Claims inspector/assessor | 1969-05-01 | c78da680ab40f9365666b8d6143f7029 | 1,371,020,266 | 42.6939 | -88.985677 | 0 |
1,271,264 | 2020-06-12 06:58:04 | 30,290,551,782,700 | fraud_Wisozk and Sons | misc_pos | 1.08 | John | Clarke | M | 27909 Peter Motorway | Cadiz | KY | 42,211 | 36.802 | -87.8286 | 13,422 | Commissioning editor | 1961-09-03 | 45baab7d4799ca40ab8492cffcec02aa | 1,371,020,284 | 37.280899 | -86.962953 | 0 |
1,271,265 | 2020-06-12 06:58:08 | 30,153,452,207,526 | fraud_Jenkins, Hauck and Friesen | gas_transport | 78.95 | Robin | Smith | F | 0537 Margaret Common Suite 526 | Coleman | TX | 76,834 | 31.8287 | -99.427 | 5,908 | Radio producer | 1962-04-05 | 5d3c9aaee27de0348c93ab2a9e605447 | 1,371,020,288 | 32.60326 | -98.538398 | 0 |
1,271,266 | 2020-06-12 06:58:39 | 6,539,653,032,686,894 | fraud_Heller-Langosh | gas_transport | 59.35 | Samuel | Short | M | 23383 Denise Pine Apt. 099 | Sacramento | CA | 95,842 | 38.6865 | -121.3494 | 757,530 | Soil scientist | 1966-09-19 | c2dedcce2cb2330cfe56ef902eb0bc78 | 1,371,020,319 | 38.54557 | -121.867185 | 0 |
1,271,267 | 2020-06-12 06:58:40 | 4,069,975,342,931,683 | fraud_Stiedemann Inc | misc_pos | 59.12 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 12e47a0053e96f6247be98325c47833d | 1,371,020,320 | 38.94757 | -82.028509 | 0 |
1,271,268 | 2020-06-12 06:58:51 | 180,048,185,037,117 | fraud_Reilly, Heaney and Cole | gas_transport | 75.93 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | e845456429ecbf0303f9aa0fd4b2aaa3 | 1,371,020,331 | 40.767875 | -75.407831 | 0 |
1,271,269 | 2020-06-12 06:59:39 | 4,826,655,832,045,236 | fraud_Koelpin and Sons | misc_net | 38.04 | Tami | Forbes | F | 5204 Robinson Plaza Suite 897 | Barnstable | MA | 2,630 | 41.6983 | -70.3001 | 1,850 | Counselling psychologist | 1963-12-29 | b11b86ffe1cef7497fa51112a840c68e | 1,371,020,379 | 40.708096 | -70.748681 | 0 |
1,271,270 | 2020-06-12 07:00:43 | 213,154,573,301,411 | fraud_Kemmer-Reinger | grocery_net | 53.52 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | 5b1354ed09a791364fbfefc7a2cd88a2 | 1,371,020,443 | 39.009755 | -87.667475 | 0 |
1,271,271 | 2020-06-12 07:01:40 | 4,452,366,298,769,043 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 68.73 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 488085a949ae5d0a0bc6ba781fceb0bc | 1,371,020,500 | 31.790455 | -95.794526 | 0 |
1,271,272 | 2020-06-12 07:03:43 | 6,011,860,238,257,910 | fraud_Koepp-Parker | grocery_pos | 145.67 | 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 | 23c4f12dba0378fe66d4e139bbc95520 | 1,371,020,623 | 37.37719 | -98.376712 | 0 |
1,271,273 | 2020-06-12 07:03:57 | 4,099,707,841,315,751 | fraud_Prohaska-Murray | gas_transport | 51.66 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | e4c6f9a93c0462f1e176adde6b69b85c | 1,371,020,637 | 38.396489 | -77.830826 | 0 |
1,271,274 | 2020-06-12 07:04:10 | 4,147,608,975,828,480 | fraud_Mohr Inc | shopping_pos | 9.58 | Edward | Tapia | M | 354 Gutierrez Gateway | Comfrey | MN | 56,019 | 44.1111 | -94.9134 | 914 | Health and safety adviser | 1944-07-26 | 85ba05d6cf187100dd700fe2109e504b | 1,371,020,650 | 44.09529 | -95.483429 | 0 |
1,271,275 | 2020-06-12 07:04:50 | 3,531,606,252,458,308 | fraud_McCullough Group | grocery_net | 144.63 | Juan | Taylor | M | 7911 Campbell Crossing Apt. 725 | Stoneham | MA | 2,180 | 42.4828 | -71.0978 | 21,437 | Artist | 1964-06-25 | b5b3145c65913eefd951a2ac97fa57fd | 1,371,020,690 | 43.384931 | -70.488477 | 0 |
1,271,276 | 2020-06-12 07:04:50 | 180,072,527,505,094 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 132.75 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 022d6d48e4705bc63df1019d351b829c | 1,371,020,690 | 36.397848 | -81.324045 | 0 |
1,271,277 | 2020-06-12 07:05:08 | 5,456,776,410,929,288 | fraud_Rempel Inc | shopping_net | 2.16 | Taylor | Khan | F | 658 Diane Glen Apt. 677 | North Washington | PA | 16,048 | 41.0472 | -79.8089 | 139 | Patent attorney | 1954-05-25 | d779a8821643a8be98948bca7c3aa659 | 1,371,020,708 | 40.846166 | -80.109258 | 0 |
1,271,278 | 2020-06-12 07:06:44 | 6,573,561,108,825,071 | fraud_Kuhn Group | food_dining | 45.96 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | 2e797a140f3368b924437eecc23600d2 | 1,371,020,804 | 37.089424 | -95.260002 | 0 |
1,271,279 | 2020-06-12 07:07:32 | 30,428,204,673,351 | fraud_Goodwin-Nitzsche | grocery_pos | 94.09 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | 8d14ab81d8c03848982bb9bef6c5af50 | 1,371,020,852 | 40.074094 | -77.108281 | 0 |
1,271,280 | 2020-06-12 07:10:44 | 4,433,091,568,498,503 | fraud_Torp-Labadie | gas_transport | 71.32 | Linda | Davis | F | 493 Todd Views | Gaithersburg | MD | 20,882 | 39.2335 | -77.1458 | 135,332 | Clinical biochemist | 1936-03-28 | 2595979f4a8fbe4b0121589938189686 | 1,371,021,044 | 40.084758 | -77.173041 | 0 |
1,271,281 | 2020-06-12 07:12:12 | 4,715,741,951,931,169,000 | fraud_Mante Group | misc_net | 2.99 | Robert | Drake | M | 463 Willie Estates | Burbank | OK | 74,633 | 36.6966 | -96.7869 | 471 | Sub | 1941-03-30 | 31cd791db81eae28d5015cdfedd422ad | 1,371,021,132 | 35.839363 | -96.454398 | 0 |
1,271,282 | 2020-06-12 07:12:24 | 4,587,577,161,160,601 | fraud_Olson, Becker and Koch | gas_transport | 87.22 | Tina | Lawrence | F | 12444 Jacob Pines | Nobleboro | ME | 4,555 | 44.0943 | -69.4828 | 1,643 | Financial trader | 1976-04-12 | 63893e849b2ebe2aef73164e63b4516c | 1,371,021,144 | 44.476715 | -69.713128 | 0 |
1,271,283 | 2020-06-12 07:12:40 | 6,011,652,924,285,713 | fraud_Murray-Smitham | grocery_pos | 82.75 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 778b41b2132a138fc787688f5b406d81 | 1,371,021,160 | 38.066556 | -92.100391 | 0 |
1,271,284 | 2020-06-12 07:14:08 | 4,149,238,353,975,790 | fraud_Haley Group | misc_pos | 38.09 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 74007da77594ca5a7efda9acb0acf82b | 1,371,021,248 | 40.285114 | -80.891172 | 0 |
1,271,285 | 2020-06-12 07:14:15 | 6,517,217,825,320,610 | fraud_Murray-Smitham | grocery_pos | 107.69 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | 24ece6ba53bb8a0013f8dee27aecb8c7 | 1,371,021,255 | 30.934027 | -90.115152 | 0 |
1,271,286 | 2020-06-12 07:14:30 | 5,540,636,818,935,089 | fraud_Kuphal-Predovic | misc_net | 4.7 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | f9142701841ef996ef09f968399b9e9c | 1,371,021,270 | 43.541562 | -70.635571 | 0 |
1,271,287 | 2020-06-12 07:15:04 | 30,371,006,069,917 | fraud_Wuckert-Walter | grocery_net | 64.7 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | c447f7650c27d8942784b0cc41c95464 | 1,371,021,304 | 39.031043 | -88.946194 | 0 |
1,271,288 | 2020-06-12 07:15:04 | 4,935,858,973,307,492 | fraud_Swift, Bradtke and Marquardt | grocery_net | 45.46 | Lance | Wagner | M | 6003 Brady Shoal Apt. 449 | Irwinton | GA | 31,042 | 32.8088 | -83.174 | 1,841 | Film/video editor | 1975-06-01 | d2d8b44a35696334e3d9fed29956ca9c | 1,371,021,304 | 32.240499 | -82.97184 | 0 |
1,271,289 | 2020-06-12 07:16:11 | 374,930,071,163,758 | fraud_Ortiz Group | grocery_net | 56.6 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | 84e501ae6bdefadf51b27ed60708126c | 1,371,021,371 | 42.333441 | -84.350709 | 0 |
1,271,290 | 2020-06-12 07:20:55 | 6,011,948,324,228,984 | fraud_Kling Inc | gas_transport | 68.32 | Mckenzie | Brooks | F | 3872 Matthew Skyway | Paris | MS | 38,949 | 34.1992 | -89.382 | 297 | Administrator, local government | 1961-12-14 | 1d46af56e83627b13331eaf7a54a8c93 | 1,371,021,655 | 35.123776 | -89.413218 | 0 |
1,271,291 | 2020-06-12 07:20:56 | 3,596,217,206,093,829 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 85.68 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | b8445b5108af8a4a78a06f7bf2ffa91b | 1,371,021,656 | 40.062423 | -92.643139 | 0 |
1,271,292 | 2020-06-12 07:21:25 | 6,011,109,736,646,996 | fraud_Balistreri-Nader | misc_pos | 45.32 | Rebecca | Erickson | F | 594 Berry Lights Apt. 392 | Wilmington | NC | 28,405 | 34.2651 | -77.867 | 186,140 | English as a second language teacher | 1983-02-08 | 96391fac8e67348d69c1326c2b6fc0bb | 1,371,021,685 | 34.29652 | -77.846564 | 0 |
1,271,293 | 2020-06-12 07:21:29 | 3,591,919,803,438,423 | fraud_Deckow-O'Conner | grocery_pos | 84.59 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | d37a10bd0f443c260341285591c632bf | 1,371,021,689 | 29.426749 | -80.484547 | 0 |
1,271,294 | 2020-06-12 07:23:02 | 376,445,266,762,684 | fraud_Hackett-Lueilwitz | grocery_pos | 102.29 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 8fcec43504eebcc390ae8475624ed2ee | 1,371,021,782 | 40.647771 | -100.772586 | 0 |
1,271,295 | 2020-06-12 07:24:41 | 4,149,238,353,975,790 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 79 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 9d298301901da5285788f13939c720a5 | 1,371,021,881 | 40.277264 | -80.256506 | 0 |
1,271,296 | 2020-06-12 07:25:53 | 6,011,679,934,075,347 | fraud_Ledner-Pfannerstill | gas_transport | 23.49 | Jennifer | Gonzalez | F | 5517 Stacy Land | Jelm | WY | 82,063 | 41.0539 | -106.0763 | 100 | Public librarian | 1974-04-16 | 35e7c9e5d7a7f0c1799e873a6e7ec52a | 1,371,021,953 | 41.799513 | -105.399823 | 0 |
1,271,297 | 2020-06-12 07:26:22 | 3,567,697,931,646,329 | fraud_Kutch, Hermiston and Farrell | gas_transport | 62.97 | John | Stevens | M | 428 Morgan River | Hudson | NY | 12,534 | 42.247 | -73.7552 | 17,867 | Travel agency manager | 1998-07-29 | af29115a6873f3d4019230fb48391544 | 1,371,021,982 | 41.73883 | -74.03974 | 0 |
1,271,298 | 2020-06-12 07:27:24 | 30,044,330,818,990 | fraud_Block-Parisian | misc_net | 145.66 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | 3f9a882cc1a9caec798a9efa4dc724fa | 1,371,022,044 | 26.753265 | -82.086431 | 0 |
1,271,299 | 2020-06-12 07:27:38 | 4,328,928,491,302,401 | fraud_Dickinson-Rempel | misc_pos | 238.52 | Margaret | Ray | F | 927 Cummings Manor Suite 318 | Greendale | WI | 53,129 | 42.9373 | -87.9943 | 13,973 | Logistics and distribution manager | 1981-05-06 | df443a74335c1471c37f84911a1b473d | 1,371,022,058 | 42.61787 | -87.052997 | 0 |
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