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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10,200 | 2020-06-24 03:25:01 | 2,713,913,904,780,408 | fraud_Mohr Inc | shopping_pos | 7.24 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | e47d8a25c6fb07e0598724655c878d66 | 1,372,044,301 | 32.080019 | -92.248038 | 0 |
10,201 | 2020-06-24 03:26:02 | 3,589,289,942,931,264 | fraud_Stehr, Jewess and Schimmel | misc_net | 4.49 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 4cec68f09d7c61c69d845a0b649439b9 | 1,372,044,362 | 44.513711 | -97.821622 | 0 |
10,202 | 2020-06-24 03:27:17 | 3,576,431,665,303,017 | fraud_Kiehn-Emmerich | grocery_pos | 173.27 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | ebbd7ffb336b8c9b8eb24dd9eafe65bd | 1,372,044,437 | 33.4974 | -111.519615 | 0 |
10,203 | 2020-06-24 03:27:28 | 374,497,717,543,058 | fraud_Goyette Inc | shopping_net | 2.1 | Linda | Hurst | F | 31701 Tucker Square Suite 893 | Wilton | ND | 58,579 | 47.1709 | -100.7944 | 1,190 | Designer, ceramics/pottery | 1948-06-30 | b2f523d8616badf9abe2f9010737a2d7 | 1,372,044,448 | 46.866638 | -101.729342 | 0 |
10,204 | 2020-06-24 03:29:59 | 38,530,489,946,071 | fraud_Heller, Gutmann and Zieme | grocery_pos | 84.25 | Laura | Johns | F | 95835 Garcia Rue | Arcadia | SC | 29,320 | 34.9572 | -81.9916 | 530 | Animal technologist | 1989-05-14 | 5d0dcc606ffae49dfdbfcaee090df8aa | 1,372,044,599 | 34.087154 | -82.987172 | 0 |
10,205 | 2020-06-24 03:33:13 | 375,082,648,741,747 | fraud_Rodriguez Group | gas_transport | 54.27 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 0736fcffde6a3f13d8a6a2b871494851 | 1,372,044,793 | 46.486994 | -96.226417 | 0 |
10,206 | 2020-06-24 03:33:40 | 180,098,888,332,620 | fraud_Huels-Hahn | gas_transport | 7.82 | Dennis | Davidson | M | 08469 Trujillo Forge | Springville | NY | 14,141 | 42.52 | -78.6847 | 7,728 | Scientist, research (maths) | 1959-03-30 | 75ecf87a722ea6a87d1d0dbb72919412 | 1,372,044,820 | 41.864069 | -79.633384 | 1 |
10,207 | 2020-06-24 03:34:16 | 213,112,402,583,773 | fraud_Schmitt Ltd | misc_net | 9.95 | 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 | 99812de989d61e944e6fa5ba16587652 | 1,372,044,856 | 34.20743 | -81.436606 | 0 |
10,208 | 2020-06-24 03:34:35 | 376,656,886,990,758 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 1,261.89 | Richard | Vance | M | 169 Shelia Knoll Suite 753 | Zavalla | TX | 75,980 | 31.1569 | -94.3871 | 2,836 | Designer, jewellery | 1985-12-03 | 253451ca1ef5bb7acb132e9b426ab974 | 1,372,044,875 | 30.460347 | -94.35522 | 0 |
10,209 | 2020-06-24 03:35:56 | 213,148,039,875,802 | fraud_Wuckert-Walter | grocery_net | 58.57 | Jill | Jacobs | F | 034 Kimberly Mountains | Brandon | FL | 33,510 | 27.9551 | -82.2966 | 79,613 | Environmental consultant | 1978-11-30 | 10ead85dbcd47c48dbea1ae31ccd221c | 1,372,044,956 | 27.136608 | -82.411272 | 0 |
10,210 | 2020-06-24 03:36:31 | 3,520,550,088,202,337 | fraud_Murray Ltd | grocery_net | 15.42 | Micheal | Walters | M | 15315 Vaughn Park Suite 356 | Hovland | MN | 55,606 | 47.8342 | -90.0476 | 272 | Freight forwarder | 2001-07-05 | 49f413cf963af3559a97786930e3bb1b | 1,372,044,991 | 47.999731 | -89.366171 | 0 |
10,211 | 2020-06-24 03:36:56 | 4,423,489,490,781,412 | fraud_Kutch and Sons | grocery_pos | 121.63 | Christopher | Ortega | M | 5045 Emily Wall | Princeton | IA | 52,768 | 41.6858 | -90.3706 | 1,426 | Agricultural consultant | 1957-03-06 | 2affe35e0f4f8fc56720824275721ab8 | 1,372,045,016 | 41.177396 | -90.463229 | 0 |
10,212 | 2020-06-24 03:37:31 | 4,681,601,008,538,160 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 184.44 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | a6b25cee265dea6cda1bd41466e81fdc | 1,372,045,051 | 40.390143 | -79.883714 | 0 |
10,213 | 2020-06-24 03:39:01 | 3,560,246,577,314,524 | fraud_Kiehn Inc | grocery_pos | 95.71 | Sarah | Scott | F | 03090 Fisher Forges Apt. 200 | Wichita | KS | 67,216 | 37.6223 | -97.3136 | 409,656 | Textile designer | 1930-10-21 | d2c281b7280d78567c4161bbf8bbb05e | 1,372,045,141 | 37.245324 | -97.166029 | 0 |
10,214 | 2020-06-24 03:39:10 | 30,373,802,285,317 | fraud_Klein Group | entertainment | 236.66 | Nicholas | Osborne | M | 7538 Carrie Meadow Suite 574 | Claremont | CA | 91,711 | 34.1092 | -117.7183 | 35,705 | Wellsite geologist | 1956-05-15 | 6acdf6abb1b46ed9ed690da8124ccad6 | 1,372,045,150 | 35.040089 | -117.257472 | 0 |
10,215 | 2020-06-24 03:39:21 | 38,588,538,868,506 | fraud_Koepp-Witting | grocery_pos | 79.18 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | 22ff54411af3c113de34a8c3557cf26f | 1,372,045,161 | 30.533926 | -103.23155 | 0 |
10,216 | 2020-06-24 03:39:40 | 3,525,668,150,756,629 | fraud_Jast Ltd | shopping_net | 95.42 | Christopher | Choi | M | 04611 Sandra Spring Suite 059 | Rumely | MI | 49,826 | 46.3481 | -87.0436 | 137 | Film/video editor | 1990-08-13 | 7b354606026968929b71982aa7091548 | 1,372,045,180 | 45.756419 | -87.285504 | 0 |
10,217 | 2020-06-24 03:40:29 | 3,526,826,139,003,047 | fraud_Goyette, Howell and Collier | shopping_pos | 2.94 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 96b6f0f10f4bae5c278059d6930be178 | 1,372,045,229 | 44.155534 | -84.217425 | 0 |
10,218 | 2020-06-24 03:40:40 | 2,235,335,206,132,667 | fraud_Fisher Inc | shopping_net | 7.34 | Maria | Rosales | F | 6611 Parrish Garden Apt. 428 | Waynesfield | OH | 45,896 | 40.6072 | -83.9585 | 2,089 | Building control surveyor | 1963-06-22 | 5b7eec2d33e6c54b44851e15dafcfe29 | 1,372,045,240 | 39.688311 | -83.01023 | 0 |
10,219 | 2020-06-24 03:41:04 | 180,065,479,077,096 | fraud_O'Keefe-Hudson | grocery_pos | 78.34 | Krystal | Gamble | F | 47152 Clayton Burg | Manchester | MD | 21,102 | 39.6747 | -76.8941 | 11,751 | Clinical research associate | 1964-02-15 | f7acf109b5a516d679be41a988897551 | 1,372,045,264 | 40.265445 | -75.999428 | 0 |
10,220 | 2020-06-24 03:41:11 | 2,291,163,933,867,244 | fraud_O'Keefe-Hudson | grocery_pos | 74.89 | Jeff | Elliott | M | 351 Darlene Green | Columbia | SC | 29,209 | 33.9659 | -80.9355 | 333,497 | Mechanical engineer | 1968-03-19 | af74c289df4d0c2a5985e196cf0ea23d | 1,372,045,271 | 34.313667 | -81.62101 | 0 |
10,221 | 2020-06-24 03:41:32 | 4,783,226,709,001 | fraud_Kilback LLC | grocery_pos | 136.81 | Jessica | Garcia | F | 13108 Jennifer Passage | Mc Cracken | KS | 67,556 | 38.5957 | -99.554 | 320 | Film/video editor | 1961-04-22 | 574cf6cdbf9da22c9cb5786d1bb3023d | 1,372,045,292 | 38.934049 | -100.184675 | 0 |
10,222 | 2020-06-24 03:42:08 | 30,546,453,310,167 | fraud_Maggio-Fahey | misc_pos | 1.95 | Nicholas | Tran | M | 672 Randall Burg Suite 551 | Belmont | NH | 3,220 | 43.4512 | -71.489 | 7,430 | Scientist, research (medical) | 1955-01-13 | b012e0c865309a24398c082a3204c9db | 1,372,045,328 | 43.767907 | -70.901086 | 0 |
10,223 | 2020-06-24 03:43:42 | 36,722,699,017,270 | fraud_Lind, Huel and McClure | gas_transport | 77.72 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | 1716519a8f2a082cc7755cedcb88af5e | 1,372,045,422 | 34.186862 | -110.437666 | 0 |
10,224 | 2020-06-24 03:44:07 | 3,521,417,320,836,166 | fraud_Ferry, Lynch and Kautzer | misc_net | 88.16 | Angela | Hodges | F | 08236 Kim Hill | Indianapolis | IN | 46,254 | 39.849 | -86.272 | 910,148 | Firefighter | 1975-11-30 | 81111d5e8d7aac2bc0e42947e687e4ac | 1,372,045,447 | 39.17638 | -85.431194 | 0 |
10,225 | 2020-06-24 03:44:19 | 4,169,388,510,116 | fraud_Bauch-Raynor | grocery_pos | 125.48 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | d3202487000923a364def615748c68ac | 1,372,045,459 | 42.537333 | -76.822471 | 0 |
10,226 | 2020-06-24 03:44:21 | 4,900,628,639,996 | fraud_Kutch LLC | gas_transport | 37.1 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | 1a9c093fe1979a5b7fadac860b27b48e | 1,372,045,461 | 33.153949 | -118.807422 | 0 |
10,227 | 2020-06-24 03:44:25 | 2,475,085,306,462,014 | fraud_Boehm, Block and Jakubowski | misc_pos | 27.71 | John | Miller | M | 153 Mccullough Springs Apt. 857 | Lamberton | MN | 56,152 | 44.2378 | -95.2739 | 1,507 | Land/geomatics surveyor | 1993-10-12 | 93649d18b1d79ed84fbadaedb7501558 | 1,372,045,465 | 44.622194 | -95.878998 | 0 |
10,228 | 2020-06-24 03:45:43 | 4,841,313,716,651,064 | fraud_Smitham-Boehm | grocery_net | 44.34 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | 6f329a5f19f9e96b67d4a56d197538dc | 1,372,045,543 | 42.904988 | -72.312497 | 0 |
10,229 | 2020-06-24 03:45:51 | 3,552,581,383,553,463 | fraud_Willms, Kris and Bergnaum | shopping_pos | 8.73 | Jonathan | Castro | M | 200 Christie Mills Apt. 307 | Andrews | NC | 28,901 | 35.1959 | -83.8228 | 5,354 | Retail buyer | 1965-04-13 | e6fa33f34083dc7eb7991512635a20f4 | 1,372,045,551 | 34.625913 | -83.67965 | 0 |
10,230 | 2020-06-24 03:48:40 | 374,238,209,524,200 | fraud_Price Inc | shopping_net | 14.51 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 004c2ba5266c3463d9561cd67bc7f96a | 1,372,045,720 | 44.519036 | -120.677724 | 0 |
10,231 | 2020-06-24 03:49:02 | 4,334,230,547,694,630 | fraud_Bailey-Morar | grocery_pos | 138.93 | Scott | Martin | M | 7483 Navarro Flats | Freedom | WY | 83,120 | 43.0172 | -111.0292 | 471 | Education officer, museum | 1967-08-02 | 4adb44cfb92a9dd8535717b908f7fe5c | 1,372,045,742 | 43.55484 | -111.428512 | 0 |
10,232 | 2020-06-24 03:51:14 | 3,527,536,963,490,470 | fraud_Stroman, Hudson and Erdman | gas_transport | 40.06 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 86ea429523db3d2c2265eaa8ea18b35e | 1,372,045,874 | 32.821425 | -81.645989 | 0 |
10,233 | 2020-06-24 03:51:47 | 30,427,035,050,508 | fraud_Nicolas, Hills and McGlynn | entertainment | 19.77 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 7a4c0ae560571d6dfcc36fc9bac635f1 | 1,372,045,907 | 43.299158 | -83.598984 | 0 |
10,234 | 2020-06-24 03:52:10 | 6,011,492,816,282,597 | fraud_Luettgen PLC | gas_transport | 62.78 | Gary | Barnes | M | 2970 Flores Brooks | Smackover | AR | 71,762 | 33.3398 | -92.7442 | 2,501 | Financial adviser | 1986-06-11 | 0787f12ecc15ca9b588d2c4076bad9f7 | 1,372,045,930 | 34.120699 | -91.831913 | 0 |
10,235 | 2020-06-24 03:52:10 | 3,514,897,282,719,543 | fraud_Medhurst PLC | shopping_net | 7.5 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | db905d44d786b8183dd53a07ab3317b2 | 1,372,045,930 | 43.275836 | -77.996686 | 0 |
10,236 | 2020-06-24 03:53:37 | 571,844,099,986 | fraud_Heller, Gutmann and Zieme | grocery_pos | 79.03 | Susan | Mills | F | 005 Cody Estates | Louisville | KY | 40,202 | 38.2507 | -85.7476 | 736,284 | Engineering geologist | 1952-04-02 | 7ffa32dd38539505ea5f19f1109e94c9 | 1,372,046,017 | 37.818908 | -86.459333 | 0 |
10,237 | 2020-06-24 03:54:31 | 4,476,840,372,112 | fraud_Kunze Inc | grocery_pos | 66.4 | Steven | Walters | M | 3206 Hall Divide Suite 282 | Woodville | AL | 35,776 | 34.6689 | -86.2296 | 3,395 | Editor, commissioning | 1979-01-21 | 5faf857fb005daefbc688a2f8899c54b | 1,372,046,071 | 34.328154 | -86.973752 | 0 |
10,238 | 2020-06-24 03:54:36 | 4,914,700,582,394,237 | fraud_Deckow-O'Conner | grocery_pos | 59.51 | John | Williams | M | 8929 Phillips Corners Suite 259 | Harmony | PA | 16,037 | 40.8496 | -80.1381 | 4,589 | Bookseller | 1956-05-01 | d3633c52dc2d5ba3f5f93e6648f2afcf | 1,372,046,076 | 40.216598 | -81.058602 | 0 |
10,239 | 2020-06-24 03:55:36 | 4,003,989,662,068,504 | fraud_Brekke and Sons | gas_transport | 64.12 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | c3d20a9bfb9ae48f0fb07e854a4f1bca | 1,372,046,136 | 32.973881 | -86.501747 | 0 |
10,240 | 2020-06-24 03:57:03 | 3,575,789,281,659,026 | fraud_Rau and Sons | grocery_pos | 112.92 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 70e6f05174d897644ab12a068d2f55c1 | 1,372,046,223 | 38.444366 | -93.703343 | 0 |
10,241 | 2020-06-24 03:57:59 | 2,288,813,824,604,479 | fraud_Lockman Ltd | grocery_pos | 194.63 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | da0da3bad347e150989dd92a5bc1ec08 | 1,372,046,279 | 41.620032 | -73.721303 | 0 |
10,242 | 2020-06-24 03:59:48 | 503,874,407,318 | fraud_Bauch-Raynor | grocery_pos | 101.34 | 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 | 8380425b2d2ee04a67b455507cb9e817 | 1,372,046,388 | 28.862452 | -98.189595 | 0 |
10,243 | 2020-06-24 04:01:38 | 3,561,963,695,236,764 | fraud_Boyer PLC | misc_pos | 31.24 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | 1a1b18fb2104bb9273159c383704aaa5 | 1,372,046,498 | 40.39352 | -73.200787 | 0 |
10,244 | 2020-06-24 04:03:59 | 4,792,627,764,422,478,000 | fraud_Towne LLC | misc_pos | 264.42 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | 19a37aa406d0bcd3e5572e0c7a1a26ab | 1,372,046,639 | 39.357991 | -95.434262 | 0 |
10,245 | 2020-06-24 04:04:31 | 4,092,452,671,396,169,700 | fraud_Willms, Kris and Bergnaum | shopping_pos | 1,094.03 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | 0b56c306478a8d4fdf56643ef463fe51 | 1,372,046,671 | 33.51093 | -78.90473 | 0 |
10,246 | 2020-06-24 04:06:20 | 2,720,433,095,629,877 | fraud_Raynor, Reinger and Hagenes | gas_transport | 73.46 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 5362de75b7431c3784c4015050459fd9 | 1,372,046,780 | 44.972193 | -70.673741 | 0 |
10,247 | 2020-06-24 04:07:56 | 4,149,238,353,975,790 | fraud_Goldner, Kovacek and Abbott | grocery_pos | 108.1 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 66332bfb9be0911bdca06e5f108dd071 | 1,372,046,876 | 39.838957 | -79.373038 | 0 |
10,248 | 2020-06-24 04:07:56 | 30,290,551,782,700 | fraud_Schroeder, Hauck and Treutel | entertainment | 1.47 | John | Clarke | M | 27909 Peter Motorway | Cadiz | KY | 42,211 | 36.802 | -87.8286 | 13,422 | Commissioning editor | 1961-09-03 | 25c0d29f179e06656137537020098cbb | 1,372,046,876 | 37.193015 | -88.136463 | 0 |
10,249 | 2020-06-24 04:08:12 | 4,873,783,502,705,038 | fraud_Hamill-Daugherty | misc_net | 29.94 | Elizabeth | Maxwell | F | 194 Goodman Fall Apt. 569 | Burlington | WA | 98,233 | 48.4786 | -122.3345 | 14,871 | Public house manager | 1974-03-10 | 6c807703ceb4f8d98824bbdf2ff9e477 | 1,372,046,892 | 48.525072 | -122.50191 | 0 |
10,250 | 2020-06-24 04:08:51 | 30,238,755,902,988 | fraud_Raynor, Feest and Miller | gas_transport | 52.06 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | acd19b456cab5bc77b68f83e6e38846e | 1,372,046,931 | 31.00158 | -97.603237 | 0 |
10,251 | 2020-06-24 04:10:05 | 4,917,187,576,956,394 | fraud_Roob, Conn and Tremblay | shopping_pos | 9.78 | Joel | Rivera | M | 121 Solis Summit Apt. 934 | Tryon | OK | 74,875 | 35.8759 | -96.9623 | 1,165 | Psychotherapist, child | 1944-11-11 | 4034d37370c75b94241ad2599e65a4d0 | 1,372,047,005 | 35.540131 | -97.128245 | 0 |
10,252 | 2020-06-24 04:11:58 | 4,048,508,450,704,760 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 41.87 | Cheryl | Melton | F | 5053 Bell Crescent Apt. 255 | Fullerton | NE | 68,638 | 41.366 | -98.0054 | 1,749 | Surveyor, mining | 1973-05-07 | 487d1313bccd9a858c0b9bce4c68563a | 1,372,047,118 | 42.121455 | -98.001538 | 0 |
10,253 | 2020-06-24 04:12:06 | 3,523,898,249,167,098 | fraud_Bednar Group | misc_net | 12.3 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 9bb25bd6b3c2aa300e9c76b38b89b2c8 | 1,372,047,126 | 40.057247 | -74.351991 | 0 |
10,254 | 2020-06-24 04:14:19 | 3,556,613,125,071,656 | fraud_Kovacek, Dibbert and Ondricka | grocery_pos | 53.14 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 75bae5a682b137a4c224fae059b36cdc | 1,372,047,259 | 29.324432 | -95.384652 | 0 |
10,255 | 2020-06-24 04:15:01 | 3,560,797,065,840,735 | fraud_Murray-Smitham | grocery_pos | 107.1 | Janet | Turner | F | 0925 Lang Extensions | Shields | ND | 58,569 | 46.1838 | -101.2589 | 77 | Film/video editor | 1989-12-17 | 974b9e6db25697216d33179239130b4f | 1,372,047,301 | 45.830189 | -101.577941 | 0 |
10,256 | 2020-06-24 04:15:04 | 6,011,381,817,520,024 | fraud_Doyle Ltd | grocery_pos | 109.89 | Kristen | Allen | F | 8619 Lisa Manors Apt. 871 | Lagrange | WY | 82,221 | 41.6423 | -104.1974 | 635 | Product/process development scientist | 1973-07-13 | bd7b46b042a92fef86d4272f09c31e53 | 1,372,047,304 | 42.20322 | -104.132525 | 0 |
10,257 | 2020-06-24 04:16:25 | 60,422,928,733 | fraud_Nitzsche, Kessler and Wolff | shopping_pos | 3.33 | Jeffrey | Powers | M | 38352 Parrish Road Apt. 652 | North Augusta | SC | 29,860 | 33.6028 | -81.9748 | 46,944 | Secondary school teacher | 1942-04-02 | a2be5527406907bf20f0c83680e450c8 | 1,372,047,385 | 34.169607 | -82.303582 | 0 |
10,258 | 2020-06-24 04:16:32 | 4,640,395,708,703 | fraud_Nader-Heller | misc_net | 70.03 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 4e92eaca6ee78afec905c41b8f6be427 | 1,372,047,392 | 30.305813 | -92.214178 | 0 |
10,259 | 2020-06-24 04:17:26 | 30,364,087,349,027 | fraud_Rutherford-Mertz | grocery_pos | 70.53 | Samuel | Sandoval | M | 0005 Morrison Land | Mounds | OK | 74,047 | 35.8896 | -96.0887 | 7,163 | Fitness centre manager | 1982-02-05 | 98d4d5d59433087a0baa92b0e94edfa9 | 1,372,047,446 | 36.819725 | -95.173651 | 0 |
10,260 | 2020-06-24 04:18:48 | 4,908,846,471,916,297 | fraud_Casper, Hand and Zulauf | grocery_pos | 176.22 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 65a4bb2461c68adf7551a2d2cf377173 | 1,372,047,528 | 32.390719 | -96.249411 | 0 |
10,261 | 2020-06-24 04:20:26 | 6,011,382,886,333,463 | fraud_Lockman Ltd | grocery_pos | 148.15 | Martin | Duarte | M | 6251 Payne Flats Apt. 581 | Luzerne | MI | 48,636 | 44.6001 | -84.2931 | 864 | General practice doctor | 1942-05-04 | 5b4ca18efc7555d90aba1b62e3e11da9 | 1,372,047,626 | 44.538056 | -84.078053 | 0 |
10,262 | 2020-06-24 04:21:10 | 4,471,568,287,204 | fraud_Mraz-Herzog | gas_transport | 81.02 | Dakota | Maldonado | M | 369 Cochran Radial | Pelham | NC | 27,311 | 36.4899 | -79.4736 | 3,402 | Insurance underwriter | 1927-10-24 | d3a96c9c3aedc7012577f203646a9768 | 1,372,047,670 | 36.07989 | -78.842086 | 0 |
10,263 | 2020-06-24 04:21:20 | 3,540,210,836,308,425 | fraud_DuBuque LLC | grocery_pos | 78.09 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | a18e90113e6ea896e657fd397ed74f3a | 1,372,047,680 | 34.218188 | -102.283157 | 0 |
10,264 | 2020-06-24 04:21:48 | 30,230,540,139,182 | fraud_Halvorson Group | misc_pos | 29.99 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | 86a1ea00d4fd0fe5bc2867c5d9058762 | 1,372,047,708 | 40.643473 | -77.709018 | 0 |
10,265 | 2020-06-24 04:21:57 | 4,446,368,897,795,790 | fraud_Vandervort-Funk | grocery_pos | 89.06 | Ryan | Joseph | M | 8850 Jessica Center | Atlantic | VA | 23,303 | 37.9073 | -75.5089 | 741 | Geologist, engineering | 1986-08-17 | badc639e259e85be89c3d72a7d1f2f93 | 1,372,047,717 | 38.71473 | -75.678176 | 0 |
10,266 | 2020-06-24 04:22:17 | 60,416,207,185 | fraud_Koss and Sons | gas_transport | 46.95 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | b2850fc1df65e4535ad8c03c99669379 | 1,372,047,737 | 43.876061 | -108.096652 | 0 |
10,267 | 2020-06-24 04:24:40 | 344,709,867,813,900 | fraud_Christiansen-Gusikowski | misc_pos | 14.85 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 5ae5396c0054f8daf31fea2ede7cfe47 | 1,372,047,880 | 26.690237 | -80.839626 | 0 |
10,268 | 2020-06-24 04:25:38 | 30,270,432,095,985 | fraud_Koepp-Parker | grocery_pos | 104.8 | Lisa | Lin | F | 908 Brooks Brook | Lomax | IL | 61,454 | 40.6761 | -91.0391 | 725 | Environmental consultant | 1972-11-28 | deb02ae94be3906e3048e5da0a8798fc | 1,372,047,938 | 40.339258 | -90.153551 | 0 |
10,269 | 2020-06-24 04:25:39 | 4,149,238,353,975,790 | fraud_Bailey-Morar | grocery_pos | 89.09 | Tanner | Carroll | M | 494 Burke Ports | Cokeburg | PA | 15,324 | 40.1008 | -80.0652 | 632 | Dealer | 1989-04-08 | 48a76ee0aa7451459f901f2e0ea8823f | 1,372,047,939 | 39.904096 | -79.308565 | 0 |
10,270 | 2020-06-24 04:25:45 | 374,656,033,243,756 | fraud_Rohan, White and Aufderhar | misc_net | 1.04 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | 5e9f1673bc3566a1ec67c67fab7cfede | 1,372,047,945 | 38.828988 | -76.299394 | 0 |
10,271 | 2020-06-24 04:26:42 | 4,570,636,521,433,188 | fraud_Bogisich Inc | grocery_pos | 179.64 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | 37630c5fbb0139115695d3c0b3cf18fc | 1,372,048,002 | 29.689074 | -82.235566 | 0 |
10,272 | 2020-06-24 04:27:19 | 676,309,913,934 | fraud_Casper, Hand and Zulauf | grocery_pos | 58.22 | Robert | Martinez | M | 3683 Parrish Circles | Pueblo | CO | 81,005 | 38.2352 | -104.66 | 151,815 | Further education lecturer | 1988-01-04 | b552f3319fec24e3d395945aefe20607 | 1,372,048,039 | 37.4602 | -105.392147 | 0 |
10,273 | 2020-06-24 04:27:27 | 374,930,071,163,758 | fraud_Mante Group | misc_net | 12.24 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | daae3f442eb5a75948739707b4693556 | 1,372,048,047 | 42.700503 | -84.107825 | 0 |
10,274 | 2020-06-24 04:27:53 | 3,559,679,414,981,506 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 209 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 9e5e50bfc08295a7f2cd5276e7dbd538 | 1,372,048,073 | 44.694666 | -75.932033 | 0 |
10,275 | 2020-06-24 04:32:13 | 377,234,009,633,447 | fraud_Willms, Kris and Bergnaum | shopping_pos | 41.28 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | f60f4efb57e5c9bb3f8f20cf3ce520d3 | 1,372,048,333 | 39.962902 | -77.0543 | 0 |
10,276 | 2020-06-24 04:34:12 | 3,589,255,887,819,806 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 7.66 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 945e4270f29ae0a1686eee41e4589118 | 1,372,048,452 | 39.137661 | -77.29382 | 0 |
10,277 | 2020-06-24 04:34:41 | 30,242,921,189,660 | fraud_Parisian, Schiller and Altenwerth | misc_net | 9.07 | Dalton | Jones | M | 3304 Hernandez Run | Afton | MI | 49,705 | 45.3637 | -84.4695 | 937 | Technical brewer | 1958-04-06 | 1f6324a84e9fac0bee931f70011fd965 | 1,372,048,481 | 44.393128 | -84.718618 | 0 |
10,278 | 2020-06-24 04:35:12 | 2,248,348,993,063,230 | fraud_Jewess LLC | shopping_pos | 147.01 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | b54da9e1823ddcee85c3a128364364a4 | 1,372,048,512 | 40.722344 | -81.054251 | 0 |
10,279 | 2020-06-24 04:36:34 | 4,651,007,077,623,147 | fraud_Botsford Ltd | shopping_pos | 4.08 | Andrea | Lewis | F | 43075 Cohen Shoals | Ashford | WA | 98,304 | 46.7531 | -121.9898 | 759 | Video editor | 1956-09-14 | 3481a37e5a8b3f78a9e9c2a98e6418ad | 1,372,048,594 | 46.300681 | -121.855081 | 0 |
10,280 | 2020-06-24 04:36:34 | 676,275,912,597 | fraud_Kris-Weimann | misc_net | 120.7 | Edward | Hensley | M | 24318 Dixon Mills | Elk Rapids | MI | 49,629 | 44.8955 | -85.4082 | 2,223 | Chief Financial Officer | 1986-01-18 | 4d33f064755489b7b99ba5b7be5a60d1 | 1,372,048,594 | 45.729853 | -86.232562 | 0 |
10,281 | 2020-06-24 04:38:27 | 2,305,336,922,781,618 | fraud_Doyle Ltd | grocery_pos | 140.23 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | 54f9221b8b65639858cf08bef9a71f77 | 1,372,048,707 | 40.404198 | -92.569328 | 0 |
10,282 | 2020-06-24 04:38:51 | 2,266,735,643,685,262 | fraud_Harber Inc | gas_transport | 66.82 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | c7219ad00742fa3a45b7fcf196313dc3 | 1,372,048,731 | 35.014176 | -86.827595 | 0 |
10,283 | 2020-06-24 04:39:02 | 4,874,017,206,859,125 | fraud_Bailey-Morar | grocery_pos | 177.97 | Lauren | Williams | F | 065 Jones Stravenue | Lake Oswego | OR | 97,034 | 45.4093 | -122.6847 | 42,817 | Planning and development surveyor | 1982-05-28 | 09953cdd0a118cbf88f286e6bc18d334 | 1,372,048,742 | 45.650606 | -123.339556 | 0 |
10,284 | 2020-06-24 04:39:24 | 501,831,082,224 | fraud_Berge LLC | gas_transport | 34.79 | Corey | Jones | M | 709 George Underpass Apt. 080 | West Decatur | PA | 16,878 | 40.9493 | -78.3129 | 1,762 | Armed forces logistics/support/administrative officer | 1962-05-04 | 4d352e95cc3a86dc2dc7bb174a37d6a1 | 1,372,048,764 | 40.606174 | -78.277219 | 0 |
10,285 | 2020-06-24 04:39:45 | 5,559,857,416,065,248 | fraud_Reichert, Huels and Hoppe | shopping_net | 81.97 | Jack | Hill | M | 5916 Susan Bridge Apt. 939 | Grenada | CA | 96,038 | 41.6125 | -122.5258 | 589 | Systems analyst | 1945-12-21 | 3dc037bbe79a037f602f5cfa69c04643 | 1,372,048,785 | 41.520421 | -121.592754 | 0 |
10,286 | 2020-06-24 04:43:18 | 371,226,440,126,102 | fraud_Dach-Nader | misc_net | 1.5 | Stacy | Lambert | F | 85430 Julie Trafficway Suite 792 | Mulberry Grove | IL | 62,262 | 38.9311 | -89.2463 | 1,810 | Race relations officer | 1974-12-24 | f2526f3f284ab85bbc94baffed8616bf | 1,372,048,998 | 39.071771 | -88.967646 | 0 |
10,287 | 2020-06-24 04:44:06 | 676,369,110,710 | fraud_Paucek-Wiza | grocery_net | 68.34 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | af5209a1546f6f1530b0d588f933171d | 1,372,049,046 | 41.91212 | -83.801449 | 0 |
10,288 | 2020-06-24 04:44:38 | 2,242,542,703,101,233 | fraud_Erdman-Kertzmann | gas_transport | 44.63 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 8e51fcf70c1261566d7db0be9286b054 | 1,372,049,078 | 37.655591 | -86.24933 | 0 |
10,289 | 2020-06-24 04:45:04 | 343,668,971,234,893 | fraud_Heaney-Marquardt | entertainment | 15.45 | Sally | Moore | F | 835 Reese Views Suite 884 | Hopkins | SC | 29,061 | 33.9349 | -80.8449 | 13,717 | Chiropodist | 1949-11-16 | 2a77009223cb67d177145b086fe07616 | 1,372,049,104 | 34.299708 | -80.667759 | 0 |
10,290 | 2020-06-24 04:45:27 | 6,550,399,784,335,736 | fraud_Lockman Ltd | grocery_pos | 73.83 | Harry | Mckee | M | 95351 Sullivan Viaduct Apt. 239 | Port Charlotte | FL | 33,981 | 26.9379 | -82.2388 | 79,008 | Quantity surveyor | 1984-08-31 | 6631c5ac7f66ac4cf595039a2a5e4635 | 1,372,049,127 | 27.473048 | -82.473693 | 0 |
10,291 | 2020-06-24 04:46:13 | 4,861,310,130,652,567,000 | fraud_Luettgen PLC | gas_transport | 54.27 | Ashley | Cruz | F | 65417 Walsh Radial Suite 691 | Saint Amant | LA | 70,774 | 30.2385 | -90.8435 | 10,076 | Surveyor, rural practice | 1977-12-16 | 91aaa613d8ab42920fa4b28027875833 | 1,372,049,173 | 30.127432 | -91.599828 | 0 |
10,292 | 2020-06-24 04:48:10 | 4,839,043,708,100,390 | fraud_Shields Inc | grocery_net | 19.46 | Meredith | Campbell | F | 043 Hanson Turnpike | Hedrick | IA | 52,563 | 41.1826 | -92.3097 | 1,583 | Geochemist | 1999-06-28 | b7c54121eacca31f42f7bfd95924dbbd | 1,372,049,290 | 41.291606 | -92.088111 | 0 |
10,293 | 2020-06-24 04:49:28 | 4,810,839,835,482,794,000 | fraud_Hackett-Lueilwitz | grocery_pos | 65.58 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | 0d4133534a8a723a6ac7975e637cfcc0 | 1,372,049,368 | 37.280679 | -93.789609 | 0 |
10,294 | 2020-06-24 04:50:45 | 3,543,299,015,720,986 | fraud_Jaskolski-Vandervort | misc_net | 112.94 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | 0acbe18cc4eaba4cbf21e17dc9f2280f | 1,372,049,445 | 36.640468 | -81.269595 | 0 |
10,295 | 2020-06-24 04:52:29 | 4,181,833,256,558,614,000 | fraud_Doyle Ltd | grocery_pos | 127.95 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | c1f3595f1ba2baf36b68a354a1bad86e | 1,372,049,549 | 36.002959 | -104.632479 | 0 |
10,296 | 2020-06-24 04:52:56 | 4,671,727,014,157,745 | fraud_Brown PLC | misc_net | 6.66 | Kenneth | Edwards | M | 3653 Ryan Crossroad | Andrews | IN | 46,702 | 40.8618 | -85.6067 | 2,304 | Retail banker | 1955-07-25 | a1b6e5d5685c72dc5b63cc3ca5ee452c | 1,372,049,576 | 39.946466 | -86.532196 | 0 |
10,297 | 2020-06-24 04:53:01 | 676,173,792,455 | fraud_Lehner, Mosciski and King | misc_net | 4.64 | 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 | b6e8156b9b7d2730a594ae6a957605fd | 1,372,049,581 | 33.658696 | -118.90872 | 0 |
10,298 | 2020-06-24 04:54:12 | 676,275,912,597 | fraud_Hermann-Gaylord | misc_pos | 30.53 | Edward | Hensley | M | 24318 Dixon Mills | Elk Rapids | MI | 49,629 | 44.8955 | -85.4082 | 2,223 | Chief Financial Officer | 1986-01-18 | a5e65aa4a1d9ec8194a91fc6b091b039 | 1,372,049,652 | 44.182081 | -85.870407 | 0 |
10,299 | 2020-06-24 04:55:32 | 4,155,021,259,183,870 | fraud_Huel, Hammes and Witting | grocery_pos | 115.06 | 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 | 18842c1bc82280368ad6c2f74d122f82 | 1,372,049,732 | 33.878462 | -98.385008 | 0 |
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