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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,287,300 | 2020-06-17 10:19:35 | 4,260,059,589,824,237 | fraud_Turcotte, McKenzie and Koss | entertainment | 10.03 | Aaron | Rogers | M | 969 Huerta Path Apt. 270 | Valentine | NE | 69,201 | 42.8062 | -100.6215 | 4,005 | Network engineer | 1945-03-15 | d9b853f64e0d5a7a1db488bf3e2a0d8e | 1,371,464,375 | 43.219056 | -99.95588 | 0 |
1,287,301 | 2020-06-17 10:19:41 | 2,283,743,876,903,625 | fraud_Schmitt Inc | gas_transport | 70.17 | Shannon | Williams | F | 9345 Spencer Junctions Suite 183 | Alpharetta | GA | 30,009 | 34.077 | -84.3033 | 165,556 | Prison officer | 1997-12-27 | 27ddd9efcf32c0c769d4fa7d8f554978 | 1,371,464,381 | 33.752954 | -85.054616 | 0 |
1,287,302 | 2020-06-17 10:19:55 | 345,933,964,507,467 | fraud_Welch Inc | misc_net | 1.69 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 865911de9c7ee711bb06145ee454fb0f | 1,371,464,395 | 38.42086 | -75.597858 | 0 |
1,287,303 | 2020-06-17 10:20:09 | 375,248,307,838,179 | fraud_Bins-Rice | gas_transport | 41.79 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | e4a454485a45eb76762bced8d6d03589 | 1,371,464,409 | 39.242281 | -80.900095 | 0 |
1,287,304 | 2020-06-17 10:20:19 | 4,155,021,259,183,870 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 48.89 | Renee | Parrish | F | 174 Jennifer Meadow Apt. 467 | Mountain Park | OK | 73,559 | 34.7032 | -98.9591 | 540 | Research scientist (life sciences) | 1983-10-12 | 74fe8464d101482fe7ac51f9c1ec5ca7 | 1,371,464,419 | 34.093777 | -99.540591 | 0 |
1,287,305 | 2020-06-17 10:21:22 | 180,042,946,491,150 | fraud_Pacocha-O'Reilly | grocery_pos | 43.04 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | c7549bfcd8a71231ac90934fe4de99cb | 1,371,464,482 | 27.210307 | -81.969974 | 0 |
1,287,306 | 2020-06-17 10:23:25 | 30,103,132,002,433 | fraud_Reilly, Heaney and Cole | gas_transport | 67.47 | Stephanie | Middleton | F | 99736 Rose Shoals Apt. 504 | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Dispensing optician | 1987-10-26 | bd06691c580090f8f663c65218c49479 | 1,371,464,605 | 40.891925 | -79.098709 | 0 |
1,287,307 | 2020-06-17 10:24:42 | 30,235,438,713,303 | fraud_Wiegand-Lowe | grocery_net | 50.74 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | f82bfebce04ad0e981684cffd972b0e7 | 1,371,464,682 | 38.360615 | -82.117822 | 0 |
1,287,308 | 2020-06-17 10:25:00 | 4,797,297,220,948,469,000 | fraud_Christiansen, Goyette and Schamberger | gas_transport | 46.29 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | ab4a25375d302980f2980248665e9ae1 | 1,371,464,700 | 39.885781 | -86.942548 | 0 |
1,287,309 | 2020-06-17 10:25:21 | 375,248,307,838,179 | fraud_Block Group | misc_pos | 26.81 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 57e531ee0b59adcc8cc0ce07c561f634 | 1,371,464,721 | 38.00521 | -79.420001 | 0 |
1,287,310 | 2020-06-17 10:25:37 | 30,238,755,902,988 | fraud_Kling Inc | gas_transport | 74.44 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 66dfecc93bb6807317f6d4c65eee4258 | 1,371,464,737 | 30.980854 | -97.184434 | 0 |
1,287,311 | 2020-06-17 10:26:28 | 676,173,792,455 | fraud_Murray-Smitham | grocery_pos | 73.26 | 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 | e42892a0073c4524c9446a2cfe44a178 | 1,371,464,788 | 34.566938 | -118.965667 | 0 |
1,287,312 | 2020-06-17 10:27:12 | 3,536,818,734,263,520 | fraud_Strosin-Cruickshank | grocery_pos | 41.38 | Gerald | Frank | M | 95793 Andrea Ville Suite 533 | Des Moines | IA | 50,314 | 41.603 | -93.633 | 222,785 | Interior and spatial designer | 1981-08-10 | 19b4cd84cb5570bf31e4e5b3bdebdbcd | 1,371,464,832 | 41.387545 | -94.105223 | 0 |
1,287,313 | 2020-06-17 10:29:55 | 676,118,385,837 | fraud_Friesen Inc | shopping_pos | 4.83 | Katelyn | Wise | F | 674 Maureen Summit Apt. 276 | Scotts Mills | OR | 97,375 | 44.9897 | -122.6187 | 1,252 | Engineer, petroleum | 1937-02-06 | 6624fb8626b92fa73cc67b10712175de | 1,371,464,995 | 45.894878 | -123.469102 | 0 |
1,287,314 | 2020-06-17 10:30:39 | 4,956,828,990,005,111,000 | fraud_Brekke and Sons | gas_transport | 88.49 | Kenneth | Robinson | M | 269 Sanchez Rapids | Elizabeth | NJ | 7,208 | 40.6747 | -74.2239 | 124,967 | Operational researcher | 1980-12-21 | d56ed3b856da0d636959f999f358a941 | 1,371,465,039 | 41.308653 | -73.843709 | 0 |
1,287,315 | 2020-06-17 10:31:15 | 6,011,581,063,717,667 | fraud_Pagac LLC | shopping_pos | 52.98 | Jerry | Perkins | M | 3867 Susan Corners Apt. 883 | Brashear | MO | 63,533 | 40.1959 | -92.4333 | 805 | Private music teacher | 1970-06-27 | 1153f3350b7d1630f9895553609b3533 | 1,371,465,075 | 40.762305 | -91.622899 | 0 |
1,287,316 | 2020-06-17 10:33:25 | 3,598,895,972,308,782 | fraud_O'Keefe-Hudson | grocery_pos | 89.53 | Kenneth | Richards | M | 994 Livingston Extensions Suite 918 | Norwalk | OH | 44,857 | 41.2403 | -82.6078 | 23,805 | Copy | 1970-02-22 | c476a03a87dc0cf66e6aa3dadbff16c0 | 1,371,465,205 | 40.549698 | -82.61401 | 0 |
1,287,317 | 2020-06-17 10:36:25 | 180,094,419,304,907 | fraud_Roberts-Beahan | misc_pos | 3.19 | Sharon | Smith | F | 17666 David Valleys | Sun City | CA | 92,585 | 33.7467 | -117.1721 | 54,287 | Designer, exhibition/display | 1972-09-22 | 0aa713c7e0168db105d7ce71663b86a8 | 1,371,465,385 | 33.899116 | -117.808595 | 0 |
1,287,318 | 2020-06-17 10:36:38 | 3,598,215,285,024,754 | fraud_Kris-Weimann | misc_net | 66.26 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | a288e8c0a3c4e03b11228e5faf4a6ae1 | 1,371,465,398 | 41.022176 | -73.583985 | 0 |
1,287,319 | 2020-06-17 10:38:31 | 4,025,612,008,285,111 | fraud_Kutch, Hermiston and Farrell | gas_transport | 48.67 | Krystal | Key | F | 23142 Montoya Island Apt. 742 | Corsica | PA | 15,829 | 41.1762 | -79.1976 | 1,274 | Maintenance engineer | 1949-03-20 | c87a5882a27aba17fde892a5c4bc8f12 | 1,371,465,511 | 40.648827 | -79.265019 | 0 |
1,287,320 | 2020-06-17 10:38:31 | 4,736,845,434,667,908,000 | fraud_Huels-Nolan | gas_transport | 68.41 | Toni | Gomez | F | 062 Carl Dam | Altona | NY | 12,910 | 44.8816 | -73.6408 | 2,148 | Surveyor, land/geomatics | 1953-05-23 | 46b7f9f1412257be4fb53068a3b06d30 | 1,371,465,511 | 44.807229 | -73.46663 | 0 |
1,287,321 | 2020-06-17 10:38:57 | 4,998,109,455,173,950 | fraud_McGlynn-Heathcote | misc_net | 4.91 | Mary | Pruitt | F | 2819 Luke Greens Suite 563 | Kansas City | MO | 64,114 | 38.9621 | -94.5959 | 545,147 | Counsellor | 1987-11-18 | adb4c8a6bc29fc95d40c5678e0cc5ced | 1,371,465,537 | 39.138121 | -95.119752 | 0 |
1,287,322 | 2020-06-17 10:39:47 | 3,533,742,182,628,021 | fraud_Greenholt, Jacobi and Gleason | gas_transport | 42.9 | Robert | Haynes | M | 857 Aaron Circles Suite 398 | Johns Island | SC | 29,455 | 32.8357 | -79.8217 | 20,478 | Materials engineer | 1997-06-04 | 86df77d6095f48ed4aa99da6de52a6cc | 1,371,465,587 | 32.746967 | -80.067 | 0 |
1,287,323 | 2020-06-17 10:40:24 | 180,065,479,077,096 | fraud_Barrows PLC | shopping_pos | 3.09 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | 9e08e0c876b14115eae8bfa04b8edb3a | 1,371,465,624 | 38.821979 | -76.33679 | 0 |
1,287,324 | 2020-06-17 10:40:33 | 571,465,035,400 | fraud_Kilback LLC | grocery_pos | 93.01 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 876822ce01067ec712dd991f9c876657 | 1,371,465,633 | 42.233974 | -109.495728 | 0 |
1,287,325 | 2020-06-17 10:41:15 | 2,720,012,583,106,919 | fraud_Kihn Inc | shopping_pos | 130.83 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | 1a236a10291d8d85827936cd3cd8507a | 1,371,465,675 | 42.87982 | -101.837347 | 0 |
1,287,326 | 2020-06-17 10:41:29 | 4,797,297,220,948,469,000 | fraud_Morar Inc | grocery_net | 55.69 | Erica | Briggs | F | 3310 Davidson Spurs Apt. 107 | Oolitic | IN | 47,451 | 38.8938 | -86.5246 | 1,228 | Counsellor | 1991-03-13 | 17056316f33cd11a66d99049b79e0a0c | 1,371,465,689 | 39.777438 | -87.358536 | 0 |
1,287,327 | 2020-06-17 10:42:45 | 4,777,065,439,639,721 | fraud_Spencer-Runolfsson | misc_pos | 38.43 | Peter | Caldwell | M | 08966 Beltran Route Suite 905 | Oaks | PA | 19,456 | 40.1334 | -75.4536 | 737 | Oceanographer | 1987-04-24 | d440448cc36a3bf973af3eea55a7cd39 | 1,371,465,765 | 39.614419 | -74.473898 | 0 |
1,287,328 | 2020-06-17 10:42:47 | 4,452,366,298,769,043 | fraud_Stracke-Lemke | grocery_pos | 131.34 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 4b98dbf7b49140a2fc9c6d9a0168fa34 | 1,371,465,767 | 31.572547 | -96.940559 | 0 |
1,287,329 | 2020-06-17 10:43:47 | 501,802,953,619 | fraud_Herzog Ltd | misc_pos | 74.74 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 3557242d9697d06dbd79f256e7481c13 | 1,371,465,827 | 41.308034 | -122.138777 | 0 |
1,287,330 | 2020-06-17 10:45:18 | 3,576,431,665,303,017 | fraud_Johnston, Nikolaus and Maggio | grocery_net | 38.57 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | d7c2bcf3e183c7ea1c2fb409d0a0208d | 1,371,465,918 | 34.471257 | -113.017344 | 0 |
1,287,331 | 2020-06-17 10:46:06 | 6,011,504,998,544,485 | fraud_Stehr, Jewess and Schimmel | misc_net | 29.83 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | ce37f89aac992435ad6a06e386b5042d | 1,371,465,966 | 33.043508 | -86.992021 | 0 |
1,287,332 | 2020-06-17 10:48:21 | 6,526,448,584,969,862 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 4.31 | Nathan | Stewart | M | 63502 Brown Road Apt. 318 | West Long Branch | NJ | 7,764 | 40.2878 | -74.0162 | 8,097 | Mechanical engineer | 1964-02-18 | 1cc5a5a3606eab2e94e309a4b4037383 | 1,371,466,101 | 40.456031 | -74.15016 | 0 |
1,287,333 | 2020-06-17 10:49:48 | 180,067,784,565,096 | fraud_Berge LLC | gas_transport | 64.25 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 263571d20c04cb736ca9a478b3ee44b1 | 1,371,466,188 | 42.865099 | -89.324517 | 0 |
1,287,334 | 2020-06-17 10:53:20 | 343,819,048,608,995 | fraud_Wilkinson Ltd | entertainment | 6.71 | Shelby | Cannon | F | 1535 Ryan Burgs Suite 919 | Des Moines | IA | 50,312 | 41.5855 | -93.6719 | 222,785 | Wellsite geologist | 1956-01-24 | 19d6f27ee4ac832c443743509e013408 | 1,371,466,400 | 42.389537 | -93.523572 | 0 |
1,287,335 | 2020-06-17 10:55:45 | 6,597,248,210,463,122 | fraud_Bernier, Volkman and Hoeger | misc_net | 9.31 | Kyle | Wright | M | 610 Samantha Park Suite 149 | Whittemore | IA | 50,598 | 43.0261 | -94.4064 | 912 | Optometrist | 1968-05-16 | fc5e7f201a37fd52452eef9576d5aa83 | 1,371,466,545 | 42.56445 | -95.045887 | 0 |
1,287,336 | 2020-06-17 10:56:40 | 5,388,659,976,630,693 | fraud_Olson, Becker and Koch | gas_transport | 64.44 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | fb04f04e1d0bd128c17b0fcd04f5c4bf | 1,371,466,600 | 44.020106 | -90.397522 | 0 |
1,287,337 | 2020-06-17 11:01:29 | 3,540,210,836,308,425 | fraud_Reichert, Huels and Hoppe | shopping_net | 100.98 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | ffe60d79567bf6f48a7f36886b5be919 | 1,371,466,889 | 35.724708 | -103.066295 | 0 |
1,287,338 | 2020-06-17 11:04:53 | 343,746,486,082,492 | fraud_Rowe, Batz and Goodwin | grocery_pos | 73.42 | Jeffrey | Munoz | M | 836 Stephanie Union | Cedar | MI | 49,621 | 44.8605 | -85.8138 | 3,096 | Social research officer, government | 1975-10-11 | 9f4f81c3828ea5b4bb3b5f73021f7491 | 1,371,467,093 | 45.84335 | -85.872368 | 0 |
1,287,339 | 2020-06-17 11:06:44 | 213,125,815,021,702 | fraud_Tillman, Dickinson and Labadie | gas_transport | 63.17 | Adam | Kirk | M | 40847 Stark Junctions | Big Indian | NY | 12,410 | 42.074 | -74.453 | 397 | Psychiatrist | 1931-09-12 | 3fb1d7e9af3f0ac593e11c463cb1b7cf | 1,371,467,204 | 42.998432 | -73.879695 | 0 |
1,287,340 | 2020-06-17 11:07:08 | 348,789,608,637,806 | fraud_Herman, Treutel and Dickens | misc_net | 4.04 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | b2a995160ecd102dce2eca4f77cbb5cc | 1,371,467,228 | 41.100484 | -99.284405 | 0 |
1,287,341 | 2020-06-17 11:07:25 | 213,113,028,819,344 | fraud_Hermiston, Russel and Price | food_dining | 125.64 | Melanie | Jimenez | F | 77944 Daniels Valley Suite 921 | Camden | NY | 13,316 | 43.3392 | -75.7543 | 6,460 | Building control surveyor | 1959-09-27 | 19f4d237ec93f7dc8a958f8d9c069108 | 1,371,467,245 | 44.215641 | -75.103951 | 0 |
1,287,342 | 2020-06-17 11:08:24 | 340,953,839,692,349 | fraud_Kilback LLC | grocery_pos | 47.08 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | e8fb9f8e4e22565a6729a3dcc9333cea | 1,371,467,304 | 41.871337 | -82.500605 | 0 |
1,287,343 | 2020-06-17 11:08:53 | 2,720,830,304,681,674 | fraud_Strosin-Cruickshank | grocery_pos | 200.15 | Melissa | Aguilar | F | 21326 Taylor Squares Suite 708 | Clarksville | TN | 37,040 | 36.522 | -87.349 | 151,785 | Pathologist | 1974-03-28 | c93e7c03807290b146c126ae581e6583 | 1,371,467,333 | 36.452135 | -88.038995 | 0 |
1,287,344 | 2020-06-17 11:09:33 | 4,430,881,574,719,618 | fraud_Raynor, Reinger and Hagenes | gas_transport | 55.58 | Alicia | Morales | F | 4456 Dunn Roads | Meredith | CO | 81,642 | 39.3199 | -106.6596 | 61 | Public relations account executive | 1939-11-04 | 068473765c52935ba1f1a34cbef26a3c | 1,371,467,373 | 38.83252 | -105.967368 | 0 |
1,287,345 | 2020-06-17 11:09:44 | 3,527,536,963,490,470 | fraud_Douglas, Schneider and Turner | shopping_pos | 885.7 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 843ea439f2a55668d4b593612498dacc | 1,371,467,384 | 32.340725 | -80.718893 | 1 |
1,287,346 | 2020-06-17 11:12:28 | 4,474,324,669,797,121 | fraud_Luettgen PLC | gas_transport | 86.61 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | 73a7f2286d9c9d8a685a925b4e583e94 | 1,371,467,548 | 37.3644 | -119.510964 | 0 |
1,287,347 | 2020-06-17 11:12:37 | 4,425,161,475,596,168 | fraud_Lind-Buckridge | entertainment | 13.28 | Brooke | Fisher | F | 815 Heather Divide Apt. 965 | San Angelo | TX | 76,905 | 31.4647 | -100.39 | 103,927 | Drilling engineer | 1962-06-27 | d4a877801759608d91beac161c90f48b | 1,371,467,557 | 31.535271 | -100.784301 | 0 |
1,287,348 | 2020-06-17 11:13:35 | 180,056,173,248,083 | fraud_Lehner, Mosciski and King | misc_net | 1.35 | 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 | 198d42e7ec5c52687ff54df4f68d8fb1 | 1,371,467,615 | 43.148963 | -85.452019 | 0 |
1,287,349 | 2020-06-17 11:14:29 | 6,011,679,934,075,347 | fraud_Stroman, Hudson and Erdman | gas_transport | 50.04 | Jennifer | Gonzalez | F | 5517 Stacy Land | Jelm | WY | 82,063 | 41.0539 | -106.0763 | 100 | Public librarian | 1974-04-16 | 3641a80d5bb98b14ec3db45d95dde1ce | 1,371,467,669 | 41.887282 | -105.715155 | 0 |
1,287,350 | 2020-06-17 11:14:52 | 3,523,843,138,706,408 | fraud_Heller-Langosh | gas_transport | 50.23 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 1b101608de00129668bb638ad78a3f3d | 1,371,467,692 | 33.179107 | -86.016493 | 0 |
1,287,351 | 2020-06-17 11:15:01 | 3,534,330,126,107,879 | fraud_Strosin-Cruickshank | grocery_pos | 102.07 | Jeffrey | Smith | M | 713 Scott Pike Apt. 712 | Bridger | MT | 59,014 | 45.2857 | -108.9082 | 1,446 | Chartered loss adjuster | 1978-01-15 | bc3bad2170852a431a8ab64cce0aa6d2 | 1,371,467,701 | 45.924501 | -108.89077 | 0 |
1,287,352 | 2020-06-17 11:17:01 | 581,293,083,266 | fraud_Hills-Olson | grocery_net | 54.33 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | fe2bae93009f9d358b77f40359e55679 | 1,371,467,821 | 36.001402 | -98.240386 | 0 |
1,287,353 | 2020-06-17 11:17:14 | 639,030,014,711 | fraud_Friesen Inc | shopping_pos | 137.52 | Stephen | Lopez | M | 696 Matthew Ford Suite 157 | Olmsted | IL | 62,970 | 37.1935 | -89.0933 | 639 | Mechanical engineer | 1982-08-01 | d2c9ca779e0d56d6e3d0eaa3744cf175 | 1,371,467,834 | 37.510619 | -88.278417 | 0 |
1,287,354 | 2020-06-17 11:17:47 | 630,469,040,731 | fraud_Herzog Ltd | misc_pos | 48.17 | Meredith | Ayala | F | 7107 Henderson Station | Cascade Locks | OR | 97,014 | 45.671 | -121.8686 | 1,288 | Barrister | 1936-05-01 | c85a4a7c22cf519e0e57a9d511bc0ed5 | 1,371,467,867 | 45.816598 | -121.328424 | 0 |
1,287,355 | 2020-06-17 11:20:37 | 4,488,258,847,705,225,700 | fraud_Pouros-Haag | shopping_pos | 4.41 | Jessica | Shaw | F | 5745 Blair Locks | West Columbia | SC | 29,170 | 33.9568 | -81.1405 | 52,126 | Chemical engineer | 1929-08-23 | 6e891d80cd57981a1691a15ef7797e8a | 1,371,468,037 | 34.257873 | -81.223711 | 0 |
1,287,356 | 2020-06-17 11:21:28 | 373,043,435,942,726 | fraud_Miller-Harris | misc_net | 77.14 | Vincent | Richards | M | 2064 Tyler Fork | Beasley | TX | 77,417 | 29.479 | -95.9681 | 2,457 | Trading standards officer | 1981-03-04 | eaffd12a7772567eee009e95af9e2c14 | 1,371,468,088 | 30.114848 | -95.682434 | 0 |
1,287,357 | 2020-06-17 11:22:18 | 213,178,850,083,780 | fraud_Barton Inc | grocery_pos | 107.07 | Shawn | King | M | 31493 Garcia Summit | Athena | OR | 97,813 | 45.8289 | -118.4971 | 1,302 | Dealer | 1976-10-18 | 48447f908e557db8a0d17610f940fd38 | 1,371,468,138 | 45.640732 | -119.014381 | 0 |
1,287,358 | 2020-06-17 11:22:55 | 4,623,560,839,669 | fraud_Heller-Langosh | gas_transport | 77.61 | Vincent | Waller | M | 9379 Vanessa Run Apt. 400 | Lohrville | IA | 51,453 | 42.2619 | -94.5566 | 695 | Administrator | 1954-07-15 | b3dae099b5c9c5d4c64aaef68603d57e | 1,371,468,175 | 43.227102 | -95.178054 | 0 |
1,287,359 | 2020-06-17 11:23:06 | 2,248,348,993,063,230 | fraud_Upton PLC | entertainment | 11.64 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | 19fe11efca7c205e3471d32e1c820616 | 1,371,468,186 | 41.488041 | -80.892869 | 0 |
1,287,360 | 2020-06-17 11:24:03 | 4,681,601,008,538,160 | fraud_Olson, Becker and Koch | gas_transport | 81.36 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 46720f3c1a2bc9a66197719d5730ef1c | 1,371,468,243 | 39.999276 | -79.840942 | 0 |
1,287,361 | 2020-06-17 11:24:47 | 30,427,035,050,508 | fraud_Kemmer-Buckridge | misc_pos | 252.24 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 803cb45c396c6ee047a1491aafe8b744 | 1,371,468,287 | 41.497467 | -82.547236 | 0 |
1,287,362 | 2020-06-17 11:25:41 | 630,423,337,322 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 82.95 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 97b776199f5479c987edf342a066932c | 1,371,468,341 | 49.575576 | -119.058759 | 0 |
1,287,363 | 2020-06-17 11:26:10 | 4,229,733,778,084,049 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 56.89 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | ec1b737773ac77e498569e6c618da2db | 1,371,468,370 | 37.459352 | -86.076231 | 0 |
1,287,364 | 2020-06-17 11:26:55 | 4,658,117,080,136 | fraud_Bartoletti-Wunsch | gas_transport | 72.29 | Dwayne | Martinez | M | 490 Baldwin Alley Apt. 468 | Crownpoint | NM | 87,313 | 35.7206 | -108.0271 | 5,662 | IT consultant | 1989-04-08 | 38e95d206c94f17dfc39b4dfa625bec4 | 1,371,468,415 | 36.393595 | -108.942999 | 0 |
1,287,365 | 2020-06-17 11:28:40 | 3,582,402,971,899,057 | fraud_Cummerata-Hilpert | entertainment | 42.2 | Michele | Patrick | F | 557 Lynn Garden Suite 907 | Spirit Lake | ID | 83,869 | 47.9657 | -116.868 | 4,161 | Production manager | 1957-06-12 | 4ec9d9cf81ec0fb873adcb059bf33d2a | 1,371,468,520 | 47.428227 | -117.283653 | 0 |
1,287,366 | 2020-06-17 11:32:06 | 4,452,366,298,769,043 | fraud_Deckow-O'Conner | grocery_pos | 102.46 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | d566728a61c1411c5375901bfb761526 | 1,371,468,726 | 31.247522 | -95.982582 | 0 |
1,287,367 | 2020-06-17 11:32:29 | 2,288,813,824,604,479 | fraud_Sporer Inc | gas_transport | 61.42 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | c4059e16e88d0d95eb026843e1a444bb | 1,371,468,749 | 40.512668 | -73.733544 | 0 |
1,287,368 | 2020-06-17 11:32:35 | 3,560,336,828,629,935 | fraud_Raynor, Reinger and Hagenes | gas_transport | 54.92 | Christopher | White | M | 13613 Hammond Ferry | Clutier | IA | 52,217 | 42.0789 | -92.3763 | 590 | Embryologist, clinical | 1953-03-30 | 89351f050f5cb1222117134a57b7d5e5 | 1,371,468,755 | 41.796782 | -93.325675 | 0 |
1,287,369 | 2020-06-17 11:33:57 | 581,293,083,266 | fraud_Goyette, Howell and Collier | shopping_pos | 127.85 | William | Thomas | M | 39227 Mcpherson Shoals | Lahoma | OK | 73,754 | 36.385 | -98.0727 | 1,078 | Podiatrist | 1989-10-06 | 8dc44cf03f7c3eb41f3b71f0abff4c16 | 1,371,468,837 | 35.752386 | -97.309779 | 0 |
1,287,370 | 2020-06-17 11:34:19 | 3,523,843,138,706,408 | fraud_McDermott-Weimann | grocery_pos | 105.92 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | e2a2e6f06f1295844c372f7a4624049f | 1,371,468,859 | 32.332771 | -86.91234 | 0 |
1,287,371 | 2020-06-17 11:35:40 | 6,596,735,789,587,928 | fraud_Lemke-Gutmann | shopping_net | 7.86 | Spencer | Williams | M | 1145 Tony Drive Suite 080 | Watertown | MN | 55,388 | 44.9595 | -93.8482 | 5,619 | Licensed conveyancer | 1959-01-15 | ed837e6f280f9142fbca232c86d4f3a1 | 1,371,468,940 | 45.765452 | -93.515163 | 0 |
1,287,372 | 2020-06-17 11:35:51 | 639,023,984,367 | fraud_Emmerich-Luettgen | grocery_net | 36.31 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | 48abecd11cf3d88e8a8bf50540f2ce0f | 1,371,468,951 | 44.158227 | -75.075877 | 0 |
1,287,373 | 2020-06-17 11:39:26 | 4,223,708,906,367,574,000 | fraud_Mohr Inc | shopping_pos | 125 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | dae7910dc2e3f7c3e8bdb32cb731eb67 | 1,371,469,166 | 39.304877 | -85.512242 | 0 |
1,287,374 | 2020-06-17 11:39:38 | 345,933,964,507,467 | fraud_Schaefer, McGlynn and Bosco | gas_transport | 55.26 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 376b2992891953b3f5d7ccfd33f39a84 | 1,371,469,178 | 37.479961 | -74.643937 | 0 |
1,287,375 | 2020-06-17 11:42:44 | 30,442,439,074,871 | fraud_Kiehn Inc | grocery_pos | 223.33 | 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 | 888984d880a61b05f7f03c3d2e33342c | 1,371,469,364 | 40.726531 | -75.190883 | 0 |
1,287,376 | 2020-06-17 11:43:27 | 6,011,197,122,270,059 | fraud_Heidenreich PLC | grocery_pos | 54.79 | Vincent | Ward | M | 06730 Joshua Isle Suite 555 | North Brookfield | MA | 1,535 | 42.2665 | -72.0821 | 4,680 | Field seismologist | 1986-04-03 | c0f048568e27f6ed08d026f148210f45 | 1,371,469,407 | 41.296569 | -72.792638 | 0 |
1,287,377 | 2020-06-17 11:43:34 | 676,118,385,837 | fraud_Towne, Greenholt and Koepp | shopping_net | 202.38 | Katelyn | Wise | F | 674 Maureen Summit Apt. 276 | Scotts Mills | OR | 97,375 | 44.9897 | -122.6187 | 1,252 | Engineer, petroleum | 1937-02-06 | 410b6e7379ee58e6b9e6ca5451ff2dfb | 1,371,469,414 | 44.171764 | -122.384455 | 0 |
1,287,378 | 2020-06-17 11:45:05 | 375,534,208,663,984 | fraud_Kozey-Boehm | shopping_net | 92.17 | Tyler | Garcia | M | 408 Bradley Rest | Doe Hill | VA | 24,433 | 38.4207 | -79.4629 | 99 | Dance movement psychotherapist | 1986-03-28 | 50f9e3f1d7d515099cb6960dcafcde36 | 1,371,469,505 | 38.159928 | -79.392966 | 0 |
1,287,379 | 2020-06-17 11:45:29 | 180,036,456,789,979 | fraud_Schmitt Inc | gas_transport | 78.91 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | b94de08b72b5f5d46c944520d35796d5 | 1,371,469,529 | 42.423095 | -90.169093 | 0 |
1,287,380 | 2020-06-17 11:45:41 | 213,161,293,389,774 | fraud_Hudson-Ratke | grocery_pos | 118.98 | Catherine | Weber | F | 74890 Rodriguez Springs Apt. 540 | West Henrietta | NY | 14,586 | 43.0397 | -77.6871 | 10,256 | Teacher, primary school | 1968-06-24 | 134bd10af37b0f9c9f80ed9ec4f292aa | 1,371,469,541 | 43.156178 | -77.012964 | 0 |
1,287,381 | 2020-06-17 11:45:58 | 3,592,931,352,252,641 | fraud_Dooley Inc | shopping_pos | 5.3 | Dylan | Garcia | M | 923 Jordan Road | Afton | MN | 55,001 | 44.8696 | -92.8234 | 2,916 | Barrister's clerk | 1935-06-29 | 0f43a33e939446ac7ab476370156091b | 1,371,469,558 | 45.479953 | -93.398796 | 0 |
1,287,382 | 2020-06-17 11:46:02 | 3,551,512,895,305,309 | fraud_Bins-Rice | gas_transport | 90.06 | Erika | Anderson | F | 3786 Hale Corners | Rochester | KY | 42,273 | 37.2048 | -86.8592 | 443 | Development worker, international aid | 1947-07-15 | 7a3e4225e21a7651513e38bba7ebb730 | 1,371,469,562 | 37.995801 | -87.399609 | 0 |
1,287,383 | 2020-06-17 11:48:16 | 4,102,003,771,126,577,700 | fraud_Barton Inc | grocery_pos | 87.51 | William | Fitzgerald | M | 715 Courtney Pike Suite 932 | Keller | TX | 76,248 | 32.9276 | -97.2489 | 95,035 | Probation officer | 1987-06-13 | 983cd8539254363d1c117db6ee527aed | 1,371,469,696 | 32.210489 | -97.907464 | 0 |
1,287,384 | 2020-06-17 11:49:38 | 30,082,025,922,891 | fraud_Bailey-Morar | grocery_pos | 90.71 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | add1d3298954f52bbcd4da844af13c72 | 1,371,469,778 | 26.097152 | -80.863753 | 0 |
1,287,385 | 2020-06-17 11:49:48 | 38,530,489,946,071 | fraud_Lebsack and Sons | misc_net | 5.48 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | f3c5d7fec54b7d5e5a31bdb403ff258b | 1,371,469,788 | 35.235748 | -81.568024 | 0 |
1,287,386 | 2020-06-17 11:50:06 | 4,158,945,090,781,624 | fraud_Welch Inc | misc_net | 101.05 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 1b83e2f3c9d37102b209c7cd6500e805 | 1,371,469,806 | 40.063954 | -79.939354 | 0 |
1,287,387 | 2020-06-17 11:50:49 | 30,266,994,494,236 | fraud_Robel, Cummerata and Prosacco | gas_transport | 65.89 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | ec1d727fd0e82bb14fd79ca75c078b92 | 1,371,469,849 | 36.856684 | -77.347778 | 0 |
1,287,388 | 2020-06-17 11:51:44 | 30,026,790,933,302 | fraud_Kutch Group | grocery_net | 50.07 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | 547150ece9e39ac467beeeabb88a0e8d | 1,371,469,904 | 33.639182 | -91.575937 | 0 |
1,287,389 | 2020-06-17 11:51:49 | 4,223,708,906,367,574,000 | fraud_Vandervort-Funk | grocery_pos | 98.9 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | 37974c3f41c76e0b161671adce7e83d9 | 1,371,469,909 | 39.582432 | -84.197375 | 0 |
1,287,390 | 2020-06-17 11:52:13 | 4,640,395,708,703 | fraud_Predovic Inc | shopping_net | 548.89 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 87c2d1c7df062bbf8c1a8669e6d8d545 | 1,371,469,933 | 29.734381 | -91.848973 | 0 |
1,287,391 | 2020-06-17 11:53:10 | 5,130,484,058,948,421 | fraud_Heller, Gutmann and Zieme | grocery_pos | 97.18 | Ronald | White | M | 25713 Hamilton Grove Apt. 903 | Beaverdam | OH | 45,808 | 40.8314 | -83.9758 | 349 | Museum/gallery conservator | 1978-12-25 | 792954841b8fb75b25540f39d6d8b84b | 1,371,469,990 | 41.560972 | -84.369826 | 0 |
1,287,392 | 2020-06-17 11:54:26 | 3,592,931,352,252,641 | fraud_Leannon-Ward | food_dining | 69.06 | Dylan | Garcia | M | 923 Jordan Road | Afton | MN | 55,001 | 44.8696 | -92.8234 | 2,916 | Barrister's clerk | 1935-06-29 | 477e9c6f3a54d89f7384852c01331d3e | 1,371,470,066 | 45.628118 | -93.561363 | 0 |
1,287,393 | 2020-06-17 11:55:23 | 2,252,055,259,910,912 | fraud_Daugherty, Pouros and Beahan | shopping_pos | 126.53 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | c5923b966569255cf21f70f3fb27cf98 | 1,371,470,123 | 43.859627 | -90.637352 | 0 |
1,287,394 | 2020-06-17 11:56:49 | 30,360,260,465,747 | fraud_Miller-Hauck | grocery_pos | 149.49 | Jennifer | Garcia | F | 28777 Stewart Plains Apt. 495 | Putnam | IL | 61,560 | 41.1949 | -89.4409 | 754 | Presenter, broadcasting | 1962-05-13 | 3f060ec3921505f4414d94b0affb34eb | 1,371,470,209 | 40.954724 | -90.388624 | 0 |
1,287,395 | 2020-06-17 12:00:15 | 3,560,725,013,359,375 | fraud_Labadie LLC | personal_care | 120.52 | Brooke | Smith | F | 63542 Luna Brook Apt. 012 | Notrees | TX | 79,759 | 31.8599 | -102.7413 | 23 | Cytogeneticist | 1969-09-15 | 3cfef1a3b99d6c9d4cf15f723713485f | 1,371,470,415 | 32.582914 | -103.687716 | 0 |
1,287,396 | 2020-06-17 12:00:32 | 2,712,209,726,293,386 | fraud_Lesch Ltd | shopping_pos | 2.07 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 295347dade52b623915749fa57cfff71 | 1,371,470,432 | 30.749346 | -90.85698 | 0 |
1,287,397 | 2020-06-17 12:02:00 | 3,550,554,389,581,384 | fraud_Bogisich-Weimann | kids_pets | 50.36 | Ryan | Foster | M | 03921 Cole Mission Suite 882 | Hampton | FL | 32,044 | 29.8575 | -82.1483 | 2,060 | Oncologist | 1983-11-10 | f8e8ca932a2ccd54d5698a982e07a8c8 | 1,371,470,520 | 29.456779 | -82.07228 | 0 |
1,287,398 | 2020-06-17 12:03:25 | 4,584,931,703,207,308,300 | fraud_Goyette, Howell and Collier | shopping_pos | 4.87 | Amanda | Gomez | F | 8152 Brittany Centers | Dallas | TX | 75,218 | 32.8463 | -96.6972 | 1,263,321 | Designer, ceramics/pottery | 1975-04-16 | 8737d867ee898eced0486dd9b569d140 | 1,371,470,605 | 33.765307 | -97.632254 | 0 |
1,287,399 | 2020-06-17 12:03:37 | 180,042,946,491,150 | fraud_Donnelly LLC | entertainment | 409.84 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | 41c312b43bc9c747321caacb635a0dd5 | 1,371,470,617 | 28.048114 | -81.832532 | 0 |
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