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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10,600 | 2020-06-24 09:52:56 | 344,709,867,813,900 | fraud_Conroy-Cruickshank | gas_transport | 76.49 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 0543867003a57573a6b4a36069817e8c | 1,372,067,576 | 27.789936 | -82.393966 | 0 |
10,601 | 2020-06-24 09:55:14 | 4,040,099,974,063,068,700 | fraud_Wiza LLC | misc_pos | 35.67 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | a35dd42d13e93a557f203129295523d5 | 1,372,067,714 | 48.613088 | -103.213071 | 0 |
10,602 | 2020-06-24 09:55:34 | 180,040,027,502,291 | fraud_Strosin-Cruickshank | grocery_pos | 84.24 | Mary | Schmidt | F | 022 Moore Island | New York City | NY | 10,162 | 40.7699 | -73.9511 | 1,577,385 | Audiological scientist | 1957-12-29 | cb872b548be30615e72e1a8b444aede3 | 1,372,067,734 | 40.558712 | -72.970329 | 0 |
10,603 | 2020-06-24 09:56:47 | 213,113,028,819,344 | fraud_Stoltenberg-Beatty | shopping_pos | 9.83 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | e6695fb26a61b3d1c2c521a8a74598f1 | 1,372,067,807 | 43.425148 | -75.088304 | 0 |
10,604 | 2020-06-24 09:58:02 | 6,539,653,032,686,894 | fraud_Kerluke, Considine and Macejkovic | misc_net | 2.34 | Samuel | Short | M | 23383 Denise Pine Apt. 099 | Sacramento | CA | 95,842 | 38.6865 | -121.3494 | 757,530 | Soil scientist | 1966-09-19 | 46a3e059a620a6cf55455009c40484c5 | 1,372,067,882 | 39.115503 | -122.104271 | 0 |
10,605 | 2020-06-24 09:58:13 | 379,141,394,109,214 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 1.19 | Gerald | Anthony | M | 252 Melissa Rapids Suite 944 | Monetta | SC | 29,105 | 33.8084 | -81.5956 | 1,514 | Chief Strategy Officer | 1966-12-15 | 2faea0cab819f0d9f1a42f694f67a93a | 1,372,067,893 | 33.361779 | -81.995553 | 0 |
10,606 | 2020-06-24 09:58:46 | 3,560,725,013,359,375 | fraud_Dooley Inc | shopping_pos | 217.09 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | a3ac499dd48a8e4b0a6b752ff3c0bed4 | 1,372,067,926 | 32.076497 | -102.243324 | 0 |
10,607 | 2020-06-24 10:00:06 | 4,191,109,180,926,792 | fraud_Rowe, Batz and Goodwin | grocery_pos | 208.36 | Jennifer | Spencer | F | 477 Wheeler Burg | Amanda | OH | 43,102 | 39.6251 | -82.7552 | 4,512 | Farm manager | 1992-10-03 | ad82e270ec21ad93c1a247d50622bfb1 | 1,372,068,006 | 40.602457 | -82.935902 | 0 |
10,608 | 2020-06-24 10:01:59 | 30,428,204,673,351 | fraud_Morar Inc | grocery_net | 45.71 | Greg | Villarreal | M | 2851 Foster Shoals | Schaefferstown | PA | 17,088 | 40.3087 | -76.2963 | 823 | Gaffer | 1982-07-02 | ef972124fe4b9452fdf9847ec3c37018 | 1,372,068,119 | 40.742052 | -76.52347 | 0 |
10,609 | 2020-06-24 10:02:17 | 3,543,591,270,174,051 | fraud_Heidenreich PLC | grocery_pos | 114.82 | Margaret | Lam | F | 6911 Nicholas Keys Apt. 237 | Armagh | PA | 15,920 | 40.4603 | -79.0097 | 922 | Early years teacher | 1972-10-04 | 1ef69d3c775af4b7728a4fb0c6de96a2 | 1,372,068,137 | 39.907972 | -79.191803 | 0 |
10,610 | 2020-06-24 10:03:06 | 3,521,417,320,836,166 | fraud_Padberg-Welch | grocery_pos | 182.42 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 53df7297bc3b778a77af1cf8f40ce5fd | 1,372,068,186 | 40.445097 | -85.688661 | 0 |
10,611 | 2020-06-24 10:03:48 | 180,046,617,132,290 | fraud_Kling-Ernser | entertainment | 56.91 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | aacb51055c217f96adf292dba3cb8f12 | 1,372,068,228 | 36.83023 | -89.693264 | 0 |
10,612 | 2020-06-24 10:04:11 | 6,011,626,928,491,360 | fraud_Robel, Cummerata and Prosacco | gas_transport | 89.61 | 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 | 6a2bf4837d28c7ab040ae8705af037ed | 1,372,068,251 | 34.580757 | -88.336544 | 0 |
10,613 | 2020-06-24 10:06:27 | 4,760,122,961,662 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 4.64 | Robert | Jordan | M | 4602 Lopez Glens Suite 900 | Arcadia | OH | 44,804 | 41.1116 | -83.502 | 1,202 | Curator | 1933-03-01 | 39650dce070fed91124c049a7f06615b | 1,372,068,387 | 41.400654 | -83.207742 | 0 |
10,614 | 2020-06-24 10:06:34 | 4,428,780,983,793,657,300 | fraud_Reichel Inc | entertainment | 20.54 | Richard | Waters | M | 7683 Natasha Way Apt. 945 | Waukesha | WI | 53,186 | 42.9993 | -88.2196 | 95,015 | Therapist, occupational | 1946-01-02 | 6e9bce2f5e2ff8c09ae254f7e2a67229 | 1,372,068,394 | 43.065169 | -88.50304 | 0 |
10,615 | 2020-06-24 10:07:43 | 3,598,895,972,308,782 | fraud_Johns Inc | entertainment | 4.06 | Kenneth | Richards | M | 994 Livingston Extensions Suite 918 | Norwalk | OH | 44,857 | 41.2403 | -82.6078 | 23,805 | Copy | 1970-02-22 | 9bc70186740b74d9ae64d57fe183bf27 | 1,372,068,463 | 41.922686 | -81.72173 | 0 |
10,616 | 2020-06-24 10:08:20 | 501,802,953,619 | fraud_Kozey-Boehm | shopping_net | 1.97 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 487c16de16edc1ed4d50d00ac16c7925 | 1,372,068,500 | 42.350919 | -123.678556 | 0 |
10,617 | 2020-06-24 10:08:37 | 3,553,629,419,254,918 | fraud_Herman, Treutel and Dickens | misc_net | 14.38 | Sharon | Johnson | F | 7202 Jeffrey Mills | Conway | WA | 98,238 | 48.34 | -122.3456 | 85 | Research officer, political party | 1984-09-01 | 70b9f4515a30649ae9125fde47b702f8 | 1,372,068,517 | 47.530963 | -122.412378 | 0 |
10,618 | 2020-06-24 10:10:44 | 5,388,659,976,630,693 | fraud_Stehr, Jewess and Schimmel | misc_net | 9.17 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | afe4addd604f83d91e9c09a8050f4f27 | 1,372,068,644 | 42.90902 | -90.121732 | 0 |
10,619 | 2020-06-24 10:10:47 | 344,342,339,068,828 | fraud_Stamm-Rodriguez | misc_pos | 611.26 | Ruth | Fuller | F | 37732 Joe Courts Apt. 752 | Darien | GA | 31,305 | 31.3826 | -81.4312 | 5,989 | Tax adviser | 1967-05-05 | 0c5a3110c4279a558b434b9b76bf4125 | 1,372,068,647 | 31.661295 | -82.283752 | 0 |
10,620 | 2020-06-24 10:14:45 | 3,504,178,999,463,051 | fraud_Kunze Inc | grocery_pos | 82.76 | Drew | Garcia | M | 70858 Jasmine Meadows Apt. 135 | Lima | OH | 45,801 | 40.7641 | -84.0973 | 86,954 | Copywriter, advertising | 1992-07-23 | a2e70000818b693f7b7e64f45ffddc82 | 1,372,068,885 | 40.7349 | -83.851719 | 0 |
10,621 | 2020-06-24 10:15:41 | 213,199,865,312,311 | fraud_Huel Ltd | misc_net | 5.06 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | 2b696607386c55251d00154391b75e64 | 1,372,068,941 | 34.93156 | -84.763801 | 0 |
10,622 | 2020-06-24 10:15:42 | 3,514,897,282,719,543 | fraud_Bernier, Volkman and Hoeger | misc_net | 3.69 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | d397680bc5a1efb4c56000c76f637bcc | 1,372,068,942 | 42.157405 | -76.933581 | 0 |
10,623 | 2020-06-24 10:15:59 | 38,797,410,705,641 | fraud_Heathcote LLC | shopping_net | 80.76 | Andrew | Tucker | M | 583 Gray Creek | Oak Hill | NY | 12,460 | 42.4069 | -74.1528 | 277 | Glass blower/designer | 1971-12-12 | dd59c4716fe182fc0a24aa88821bc19d | 1,372,068,959 | 41.467916 | -74.82151 | 0 |
10,624 | 2020-06-24 10:17:08 | 2,283,743,876,903,625 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 48.65 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | 01f55ce06c4be1e023e096633f82de69 | 1,372,069,028 | 34.19975 | -83.666342 | 0 |
10,625 | 2020-06-24 10:18:54 | 3,577,578,023,716,568 | fraud_Rohan, White and Aufderhar | misc_net | 34.5 | Debbie | Hughes | F | 0182 Owens Burgs Suite 480 | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Engineer, biomedical | 1983-08-25 | b5dd51c8d44a5aeb3e820cbb6f06076e | 1,372,069,134 | 40.23129 | -80.76947 | 0 |
10,626 | 2020-06-24 10:21:00 | 3,573,386,445,588,324 | fraud_Huel-Langworth | misc_net | 265.98 | Stephanie | Murphy | F | 526 Stacy Walks | Barnard | SD | 57,426 | 45.7205 | -98.5534 | 63 | Systems developer | 1969-10-30 | 146a2b84d23ae3afd49666370f263a80 | 1,372,069,260 | 46.470811 | -99.151151 | 0 |
10,627 | 2020-06-24 10:21:57 | 4,186,530,744,674 | fraud_Deckow-O'Conner | grocery_pos | 87.58 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 28dde3178c560fbcb01475bbaa65cb96 | 1,372,069,317 | 33.247279 | -81.658522 | 0 |
10,628 | 2020-06-24 10:22:41 | 676,173,792,455 | fraud_Murray-Smitham | grocery_pos | 72.87 | 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 | 5ad0a804e12b0dab7c3090664a12330a | 1,372,069,361 | 33.037393 | -119.055089 | 0 |
10,629 | 2020-06-24 10:23:10 | 6,526,777,409,109,795 | fraud_Morissette LLC | entertainment | 13.81 | Michael | Garner | M | 0157 Samuel Mission Suite 379 | South Richmond Hill | NY | 11,419 | 40.6868 | -73.823 | 47,211 | Site engineer | 1937-02-01 | e618578281c021531c4ffc2662a5fb2c | 1,372,069,390 | 39.82258 | -74.514902 | 0 |
10,630 | 2020-06-24 10:23:32 | 4,736,845,434,667,908,000 | fraud_Turner, Ruecker and Parisian | misc_pos | 3.92 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | a0d1cf4444236824d03a74e5fee91428 | 1,372,069,412 | 45.350687 | -73.34805 | 0 |
10,631 | 2020-06-24 10:24:18 | 4,477,156,602,511,939,600 | fraud_McDermott-Rice | misc_pos | 144.48 | Angela | Ross | F | 0107 Clements Point | American Fork | UT | 84,003 | 40.3928 | -111.7941 | 42,384 | Futures trader | 1992-12-29 | d3a38edf6009be8426d9dd8daae77a7e | 1,372,069,458 | 41.002853 | -111.342349 | 0 |
10,632 | 2020-06-24 10:26:33 | 36,153,880,429,415 | fraud_Roob, Conn and Tremblay | shopping_pos | 6.19 | Erik | Stevens | M | 84033 Pitts Overpass | Lakeland | FL | 33,809 | 28.1762 | -81.9591 | 237,282 | Plant breeder/geneticist | 1949-10-13 | af35d98ffe71b794fe7fb8da9944e338 | 1,372,069,593 | 28.073961 | -81.442761 | 0 |
10,633 | 2020-06-24 10:28:37 | 213,178,850,083,780 | fraud_Murray-Smitham | grocery_pos | 86.14 | Shawn | King | M | 31493 Garcia Summit | Athena | OR | 97,813 | 45.8289 | -118.4971 | 1,302 | Dealer | 1976-10-18 | 3e095a994c86c63902a3fa11cbd8145a | 1,372,069,717 | 46.280725 | -119.316046 | 0 |
10,634 | 2020-06-24 10:28:43 | 4,169,388,510,116 | fraud_Bernhard Inc | gas_transport | 51.05 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | 89b1e198fbda34a9b871ab6893f81bff | 1,372,069,723 | 42.992193 | -76.74153 | 0 |
10,635 | 2020-06-24 10:29:23 | 2,229,378,226,512,508 | fraud_Reynolds-Schinner | misc_pos | 34.68 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | dbd5ca3a56ed2a273be7fd7c50a52ae4 | 1,372,069,763 | 43.765908 | -89.917505 | 0 |
10,636 | 2020-06-24 10:32:46 | 342,952,484,382,519 | fraud_Gutmann Ltd | grocery_net | 25.57 | Kayla | Jones | F | 6033 Young Track Suite 804 | East Canaan | CT | 6,024 | 42.0158 | -73.2913 | 647 | Comptroller | 1987-09-26 | a55565096be8a28c2874f862a24c4e86 | 1,372,069,966 | 41.366121 | -72.474961 | 0 |
10,637 | 2020-06-24 10:34:33 | 371,284,424,780,634 | fraud_Jewess LLC | shopping_pos | 9.57 | Jeremy | Moore | M | 574 Patricia Extensions | Lubbock | TX | 79,413 | 33.5466 | -101.8871 | 254,282 | Doctor, general practice | 1952-01-29 | e473f2aef190924090a1b27121f7018a | 1,372,070,073 | 33.081495 | -102.701269 | 0 |
10,638 | 2020-06-24 10:35:40 | 4,255,397,449,664,186,000 | fraud_Herman Inc | misc_pos | 11.44 | George | Smith | M | 7377 Walton Extensions Apt. 979 | Dallas | TX | 75,236 | 32.69 | -96.9177 | 1,263,321 | Designer, interior/spatial | 1952-09-27 | dfc89acef6d410df0a7dd1a18ebd2d90 | 1,372,070,140 | 32.52564 | -97.070228 | 0 |
10,639 | 2020-06-24 10:35:51 | 2,475,085,306,462,014 | fraud_Heathcote, Yost and Kertzmann | shopping_net | 77.58 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | 5e9cc5654e2aac182ee0b8d0849d5544 | 1,372,070,151 | 43.700281 | -95.440531 | 0 |
10,640 | 2020-06-24 10:37:45 | 4,906,628,655,840,914,000 | fraud_Rodriguez, Yost and Jenkins | misc_net | 4.68 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 36b22db95e86c45443da047722dd0156 | 1,372,070,265 | 24.169855 | -82.251177 | 0 |
10,641 | 2020-06-24 10:38:44 | 213,112,402,583,773 | fraud_Cummings LLC | gas_transport | 34.27 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | 05f29ac3e502cc6cb27276d1b59a0e88 | 1,372,070,324 | 33.400905 | -81.852863 | 0 |
10,642 | 2020-06-24 10:38:50 | 4,836,998,673,805,450 | fraud_Goodwin-Nitzsche | grocery_pos | 187.28 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | ac30143b712989b8853de1e25536c8b3 | 1,372,070,330 | 45.477865 | -85.292063 | 0 |
10,643 | 2020-06-24 10:40:21 | 4,040,099,974,063,068,700 | fraud_Corwin-Gorczany | misc_net | 119.56 | Jeffrey | Lewis | M | 24255 Bryan Square | Palermo | ND | 58,769 | 48.3396 | -102.24 | 229 | Administrator | 1983-03-20 | ae86665facefe463195edad6300e9c5f | 1,372,070,421 | 48.36277 | -103.050329 | 0 |
10,644 | 2020-06-24 10:40:41 | 3,523,843,138,706,408 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 55.86 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 2dba164941d401142dd0ccbd3fcdc83e | 1,372,070,441 | 33.360246 | -87.512222 | 0 |
10,645 | 2020-06-24 10:41:51 | 30,501,624,614,310 | fraud_Jenkins, Hauck and Friesen | gas_transport | 51.6 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | 4a1b41962c4fcbc20fda6d30927dfb7d | 1,372,070,511 | 33.295995 | -81.833477 | 0 |
10,646 | 2020-06-24 10:42:28 | 345,933,964,507,467 | fraud_Bauch-Raynor | grocery_pos | 83.81 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | be281d313caa6fef713a0613b4d4714e | 1,372,070,548 | 37.727625 | -74.855229 | 0 |
10,647 | 2020-06-24 10:42:51 | 3,531,129,874,770,000 | fraud_Smitham-Boehm | grocery_net | 48.51 | Shelby | Mitchell | F | 974 Cindy Stream | Brandon | VT | 5,733 | 43.8065 | -73.0882 | 5,895 | Scientist, marine | 1975-07-13 | 30685b5e87eb6af35c4bbb44b58e0063 | 1,372,070,571 | 43.507991 | -73.569036 | 0 |
10,648 | 2020-06-24 10:43:24 | 4,045,036,286,570,100,700 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 59.71 | Bianca | Scott | F | 9588 Cox Rapid Apt. 257 | Atglen | PA | 19,310 | 39.9458 | -75.9703 | 3,066 | Product manager | 1928-07-15 | 0f305b41a294bcb89e418f624170ba6f | 1,372,070,604 | 40.72968 | -76.419512 | 0 |
10,649 | 2020-06-24 10:44:46 | 3,525,590,521,269,779 | fraud_Moen, Reinger and Murphy | grocery_pos | 60.11 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 2921190c59862c99c99ecdc110b229f3 | 1,372,070,686 | 36.053352 | -79.602924 | 0 |
10,650 | 2020-06-24 10:45:01 | 3,533,800,906,065,217 | fraud_Roberts-Beahan | misc_pos | 4.94 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | 85b2df8a3ba4c0ee3f6f2420786136a6 | 1,372,070,701 | 41.044471 | -98.185708 | 0 |
10,651 | 2020-06-24 10:45:18 | 2,512,312,531,485,080 | fraud_Strosin-Cruickshank | grocery_pos | 96.45 | John | Mccormick | M | 79414 Clark Lakes Suite 966 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Producer, radio | 1956-10-08 | ed1932e1d6dd8518e907b8b049b7dbb6 | 1,372,070,718 | 43.194158 | -83.951322 | 0 |
10,652 | 2020-06-24 10:46:28 | 6,011,893,664,860,915 | fraud_Morissette, Weber and Wiegand | grocery_net | 66.85 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | 78ba4f91c68e0da4e96e2d5ecd79c518 | 1,372,070,788 | 38.9592 | -105.62415 | 0 |
10,653 | 2020-06-24 10:46:42 | 6,517,217,825,320,610 | fraud_Sporer Inc | gas_transport | 68.76 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | 26fa969cb0b9a417d36670f3f56cb0be | 1,372,070,802 | 30.808943 | -90.206701 | 0 |
10,654 | 2020-06-24 10:46:50 | 503,874,407,318 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 53.15 | Andrew | Mcgee | M | 4130 Tiffany Glen Apt. 562 | San Antonio | TX | 78,248 | 29.5894 | -98.5201 | 1,595,797 | Exhibition designer | 1975-12-28 | e27eec5b7dcfa442139f0c825cb78c37 | 1,372,070,810 | 30.570792 | -98.605906 | 0 |
10,655 | 2020-06-24 10:48:11 | 30,442,439,074,871 | fraud_Smitham-Boehm | grocery_net | 93.91 | 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 | 7a90e28532f608a36de5ba9a958b1b8e | 1,372,070,891 | 41.996857 | -76.409614 | 0 |
10,656 | 2020-06-24 10:49:12 | 344,709,867,813,900 | fraud_Schamberger-O'Keefe | grocery_pos | 200.97 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 29c804d44644e6494658c4dd732cf6ec | 1,372,070,952 | 27.061041 | -80.805583 | 0 |
10,657 | 2020-06-24 10:52:32 | 4,186,530,744,674 | fraud_Lesch, D'Amore and Brown | food_dining | 102.51 | Casey | Howell | F | 374 Christopher Ramp Suite 855 | Blackville | SC | 29,817 | 33.3645 | -81.2718 | 4,913 | Technical brewer | 1966-11-10 | 21279f3ab0452cea3ccc4cd6e1e6ae0d | 1,372,071,152 | 32.463058 | -81.080903 | 0 |
10,658 | 2020-06-24 10:53:05 | 2,229,378,226,512,508 | fraud_Kuhic Inc | grocery_pos | 95.72 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | d3740b4f0913b7f143cecd5453dfa7c2 | 1,372,071,185 | 43.6861 | -91.247078 | 0 |
10,659 | 2020-06-24 10:54:16 | 377,550,167,323,848 | fraud_Skiles-Ankunding | grocery_net | 117 | Kevin | Walters | M | 87227 Tapia Burgs | Auburn | ME | 4,210 | 44.0948 | -70.239 | 23,045 | Tourist information centre manager | 1958-09-02 | 0fe12312774d01f7daa9baa63e37df13 | 1,372,071,256 | 44.012491 | -71.143878 | 0 |
10,660 | 2020-06-24 10:59:53 | 3,529,597,810,116,815 | fraud_Schoen, Kuphal and Nitzsche | grocery_pos | 79.24 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | e062128cd8b7c1e564eb86569b3c1e96 | 1,372,071,593 | 40.530876 | -77.174459 | 0 |
10,661 | 2020-06-24 11:00:13 | 30,118,423,745,458 | fraud_Bogisich Inc | grocery_pos | 44.99 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | a24cabf36466dac329b45682c4c7a883 | 1,372,071,613 | 41.06742 | -74.237565 | 0 |
10,662 | 2020-06-24 11:00:54 | 30,135,235,368,675 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 58.2 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | a29ad1256aa8b692b859a9388de12f35 | 1,372,071,654 | 39.696841 | -95.319788 | 0 |
10,663 | 2020-06-24 11:01:07 | 2,233,882,705,243,596 | fraud_Fisher-Schowalter | shopping_net | 8.51 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 77157365946477a5e4c3657f5743e800 | 1,372,071,667 | 33.67848 | -89.481704 | 0 |
10,664 | 2020-06-24 11:01:44 | 4,502,539,526,809,430,000 | fraud_Torp-Lemke | misc_pos | 26.2 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | c3c064c225ca5c1adcd10ba8b3475d48 | 1,372,071,704 | 35.507096 | -92.581303 | 0 |
10,665 | 2020-06-24 11:01:47 | 2,720,894,374,956,739 | fraud_Turner and Sons | shopping_pos | 4.41 | Audrey | Hickman | F | 3325 Gregory Square | Mount Clemens | MI | 48,043 | 42.5978 | -82.8823 | 16,305 | Psychologist, sport and exercise | 1927-05-25 | cae7f6a9d8139c3db61fbe2f2eed5764 | 1,372,071,707 | 43.395115 | -82.635563 | 0 |
10,666 | 2020-06-24 11:01:56 | 213,102,873,001,603 | fraud_Rau and Sons | grocery_pos | 138.5 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 61e700430435017e48ebd1d76e067fed | 1,372,071,716 | 43.123689 | -124.496973 | 0 |
10,667 | 2020-06-24 11:02:47 | 180,046,765,320,457 | fraud_Herzog Ltd | misc_pos | 225.85 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | 0156f317dfafc9150565249c994343d1 | 1,372,071,767 | 40.925467 | -80.460244 | 0 |
10,668 | 2020-06-24 11:03:08 | 2,450,829,271,795,901 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 33.1 | Timothy | Kirby | M | 7309 Sophia Causeway Suite 702 | Sauk Rapids | MN | 56,379 | 45.604 | -94.1591 | 16,163 | Hydrographic surveyor | 1987-02-22 | 4fe12dce7566687b2b4b7785935235f6 | 1,372,071,788 | 44.983103 | -94.165363 | 0 |
10,669 | 2020-06-24 11:03:10 | 573,283,817,795 | fraud_Howe PLC | entertainment | 28.78 | Amy | Flynn | F | 46095 Tara Fords | Jaffrey | NH | 3,452 | 42.8178 | -72.0275 | 5,457 | Surveyor, hydrographic | 1950-04-17 | 3e34ffe72c3acd750e6410a537cec1ce | 1,372,071,790 | 42.388131 | -71.77931 | 0 |
10,670 | 2020-06-24 11:03:50 | 4,788,103,653,396 | fraud_McDermott-Weimann | grocery_pos | 62.93 | Kristin | Williams | F | 36366 Smith Road | Miamisburg | OH | 45,342 | 39.6321 | -84.2675 | 36,784 | Investment banker, corporate | 1941-07-31 | 81f97b7e7823c215bb14bb8581c6b52e | 1,372,071,830 | 40.305397 | -83.439876 | 0 |
10,671 | 2020-06-24 11:04:21 | 4,060,579,726,528,237 | fraud_Pouros-Haag | shopping_pos | 2.17 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | 1697d141c4586e85b11366e56110b4f9 | 1,372,071,861 | 39.782701 | -94.711643 | 0 |
10,672 | 2020-06-24 11:05:17 | 374,656,033,243,756 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 85.6 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | 8a42646555c8757dc173941ed2dd1fc0 | 1,372,071,917 | 39.530826 | -76.570492 | 0 |
10,673 | 2020-06-24 11:07:02 | 4,671,727,014,157,745 | fraud_Erdman-Kertzmann | gas_transport | 61.11 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | 7ec8f357cd0a6753bb699da9bfd4b6a4 | 1,372,072,022 | 41.096477 | -85.728652 | 0 |
10,674 | 2020-06-24 11:07:31 | 6,011,504,998,544,485 | fraud_Mosciski, Gislason and Mertz | grocery_pos | 118.42 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 4be559ceeb7495689d1c9dcd3063026c | 1,372,072,051 | 32.961083 | -87.533516 | 0 |
10,675 | 2020-06-24 11:08:01 | 345,832,460,465,610 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 75.87 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | 83c36dd26a20855ec5d601207a8eb010 | 1,372,072,081 | 38.351409 | -76.592478 | 0 |
10,676 | 2020-06-24 11:09:17 | 213,113,028,819,344 | fraud_Bernhard-Lesch | food_dining | 50.46 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | eefd9d783e871d5e3518108382b1ca6d | 1,372,072,157 | 43.380681 | -75.194657 | 0 |
10,677 | 2020-06-24 11:09:20 | 30,234,966,027,947 | fraud_O'Keefe-Hudson | grocery_pos | 71.02 | Matthew | Lambert | M | 7188 Melissa Crest Apt. 151 | New Holstein | WI | 53,061 | 43.9446 | -88.0911 | 5,196 | Child psychotherapist | 1978-01-22 | 2f09aa6dd9aa06d308db2a6b3e44cf41 | 1,372,072,160 | 44.661138 | -88.174629 | 0 |
10,678 | 2020-06-24 11:13:22 | 180,042,946,491,150 | fraud_Luettgen PLC | gas_transport | 71.7 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 6070cf46979e4ae7e261342533e339e1 | 1,372,072,402 | 28.539467 | -83.137803 | 0 |
10,679 | 2020-06-24 11:18:40 | 4,952,583,804,639,909 | fraud_Hackett-Lueilwitz | grocery_pos | 99.45 | Patricia | Rodriguez | F | 386 Randolph Throughway | Warren | OH | 44,483 | 41.2639 | -80.8164 | 75,903 | Magazine features editor | 1957-04-05 | 28f0dce27fbe6d5b6a5fdfe5f7686f52 | 1,372,072,720 | 41.587161 | -80.362197 | 0 |
10,680 | 2020-06-24 11:18:56 | 4,761,403,817,546,679,000 | fraud_Parisian, Schiller and Altenwerth | misc_net | 1.71 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | 78423b4e531aaf0ad86e4a21d03a16c8 | 1,372,072,736 | 36.169903 | -92.290293 | 0 |
10,681 | 2020-06-24 11:19:09 | 2,291,163,933,867,244 | fraud_Thiel PLC | misc_pos | 69.59 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | 5d2851e3bbf24041adc4526786458128 | 1,372,072,749 | 33.309954 | -80.413151 | 0 |
10,682 | 2020-06-24 11:19:48 | 3,540,210,836,308,425 | fraud_Roberts-Beahan | misc_pos | 33.61 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | e90cdd8a189bdaf1acf33848aaee6347 | 1,372,072,788 | 34.491864 | -103.211134 | 0 |
10,683 | 2020-06-24 11:19:58 | 3,560,697,798,177,746 | fraud_Bernhard Inc | gas_transport | 53.35 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 4c83360355ff8df51518e78c71808581 | 1,372,072,798 | 33.825721 | -117.195484 | 0 |
10,684 | 2020-06-24 11:20:05 | 630,425,673,344 | fraud_Huel-Langworth | misc_net | 9.74 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | e3a7b4734dfbf337ffa4a89dc0d06385 | 1,372,072,805 | 39.381741 | -80.164973 | 0 |
10,685 | 2020-06-24 11:20:17 | 676,369,110,710 | fraud_Goodwin-Nitzsche | grocery_pos | 34.99 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | 1d338d6a99d43e4a63c2fc35273e0a31 | 1,372,072,817 | 42.859908 | -83.59 | 0 |
10,686 | 2020-06-24 11:20:53 | 581,508,178,315 | fraud_Bernhard, Grant and Langworth | shopping_pos | 126.09 | Michael | Vargas | M | 933 Martin Rapids | Desdemona | TX | 76,445 | 32.2819 | -98.5673 | 407 | Clothing/textile technologist | 1978-08-08 | 89cbfe321f9b08b3f84b16dcd7a3d754 | 1,372,072,853 | 32.099253 | -98.746577 | 0 |
10,687 | 2020-06-24 11:20:56 | 180,056,173,248,083 | fraud_Lockman, West and Runte | grocery_pos | 77.76 | Larry | Warner | M | 145 Jeffrey Key Suite 668 | Lakeview | MI | 48,850 | 43.4269 | -85.2924 | 4,474 | Emergency planning/management officer | 1976-01-15 | 6830855dc5eb82fb0a0e2e730141ded7 | 1,372,072,856 | 43.329071 | -85.637455 | 0 |
10,688 | 2020-06-24 11:20:59 | 4,128,027,264,554,082 | fraud_Zboncak, Rowe and Murazik | shopping_net | 1.11 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | 72edd062041cb89b85d395d62862f645 | 1,372,072,859 | 39.639234 | -82.377412 | 0 |
10,689 | 2020-06-24 11:22:04 | 30,551,643,947,183 | fraud_Towne LLC | misc_pos | 168.26 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 33916cd22b74b044d03377d5c0c67ede | 1,372,072,924 | 35.45492 | -81.823658 | 0 |
10,690 | 2020-06-24 11:25:05 | 4,783,226,709,001 | fraud_Zemlak Group | misc_net | 14.7 | Jessica | Garcia | F | 13108 Jennifer Passage | Mc Cracken | KS | 67,556 | 38.5957 | -99.554 | 320 | Film/video editor | 1961-04-22 | bf2b55f954a9d14d639b51e94184c488 | 1,372,073,105 | 38.647226 | -99.632163 | 0 |
10,691 | 2020-06-24 11:28:37 | 6,011,148,190,095,209 | fraud_Simonis-Prohaska | misc_pos | 26.66 | Terri | Bailey | F | 508 Erin Mount | Daly City | CA | 94,015 | 37.6787 | -122.478 | 107,941 | Buyer, industrial | 1991-10-04 | fd24e55b793904f5f51a094b23bb2662 | 1,372,073,317 | 38.219653 | -123.450049 | 0 |
10,692 | 2020-06-24 11:29:38 | 4,464,457,352,619 | fraud_Kiehn Inc | grocery_pos | 121.12 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | f61b8c58e397c17b1007a781b2f30eee | 1,372,073,378 | 29.522454 | -84.038639 | 0 |
10,693 | 2020-06-24 11:30:13 | 4,423,489,490,781,412 | fraud_Connelly, Reichert and Fritsch | gas_transport | 54.89 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 38386abbc556581499cecd8fa32fcae2 | 1,372,073,413 | 42.308314 | -90.252536 | 0 |
10,694 | 2020-06-24 11:30:19 | 30,082,025,922,891 | fraud_Jacobi and Sons | shopping_pos | 8.59 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | 781b5ebe20db12425abfab944c884238 | 1,372,073,419 | 26.68226 | -81.49214 | 0 |
10,695 | 2020-06-24 11:31:24 | 3,525,590,521,269,779 | fraud_Stroman, Hudson and Erdman | gas_transport | 62.03 | Scott | Fuller | M | 861 Karen Common | Haw River | NC | 27,258 | 36.0424 | -79.3242 | 6,006 | Paramedic | 1984-07-20 | 21ace928fb45ae2201fd94b673cf0d6d | 1,372,073,484 | 35.079388 | -79.157682 | 0 |
10,696 | 2020-06-24 11:32:56 | 2,713,913,904,780,408 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 6.34 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | a6ebe22c1ee51d2b7f545cea6a25cbb8 | 1,372,073,576 | 32.811715 | -92.424308 | 0 |
10,697 | 2020-06-24 11:33:06 | 345,832,460,465,610 | fraud_Kunze Inc | grocery_pos | 112.47 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | a0b08dfdcdc072ecfa427b5730d9ec27 | 1,372,073,586 | 39.524621 | -77.345359 | 0 |
10,698 | 2020-06-24 11:34:06 | 4,727,244,663,135,968 | fraud_Romaguera, Cruickshank and Greenholt | shopping_net | 12.78 | Mary | Lewis | F | 118 Justin Extension | Bay Minette | AL | 36,507 | 30.8635 | -87.7644 | 19,090 | Science writer | 1929-05-30 | 92223481c515fbe19fdd153465b8fdf2 | 1,372,073,646 | 30.24016 | -87.100792 | 0 |
10,699 | 2020-06-24 11:34:39 | 3,560,725,013,359,375 | fraud_Durgan-Auer | misc_net | 2.56 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 34a01601ec09a54f7c450b53dbfc979a | 1,372,073,679 | 31.552551 | -101.884421 | 0 |
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