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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
7,300 | 2020-06-23 09:20:34 | 3,533,800,906,065,217 | fraud_Roob, Conn and Tremblay | shopping_pos | 9.96 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | 9dab4cd77b1d33d68e2fa122a1150816 | 1,371,979,234 | 40.252676 | -98.431891 | 0 |
7,301 | 2020-06-23 09:20:39 | 30,434,173,205,605 | fraud_Kilback LLC | grocery_pos | 128.61 | Kylie | Kirby | F | 79816 Jackson Squares | Shedd | OR | 97,377 | 44.453 | -123.1065 | 917 | Radio broadcast assistant | 1995-07-08 | 2714304c91bfe371e68047fe0ff4b081 | 1,371,979,239 | 45.356695 | -122.711978 | 0 |
7,302 | 2020-06-23 09:20:55 | 3,586,955,669,388,457 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 147.64 | Benjamin | Rogers | M | 24191 Elizabeth Mill | Bolivar | PA | 15,923 | 40.3673 | -79.1605 | 1,770 | Administrator, local government | 1994-12-08 | ac0ac5e66ecd86068deb819855fca4a1 | 1,371,979,255 | 41.242128 | -79.436637 | 0 |
7,303 | 2020-06-23 09:23:06 | 501,802,953,619 | fraud_Cummings LLC | gas_transport | 70.18 | Robert | Flores | M | 3277 Fields Meadows Apt. 790 | Greenview | CA | 96,037 | 41.5403 | -122.9366 | 308 | Call centre manager | 1958-09-20 | 9e28c7379f7c538cf36b10f43ab54e9a | 1,371,979,386 | 40.630347 | -123.682891 | 0 |
7,304 | 2020-06-23 09:23:21 | 36,721,445,180,895 | fraud_Cummings LLC | gas_transport | 74.26 | Cesar | Smith | M | 901 Ariel Points | Jefferson | NY | 12,093 | 42.4999 | -74.6117 | 1,666 | Diagnostic radiographer | 1968-07-01 | f7394a658ba8120ea0f55658c38bcdf8 | 1,371,979,401 | 42.553901 | -73.720203 | 0 |
7,305 | 2020-06-23 09:24:04 | 3,591,919,803,438,423 | fraud_Connelly, Reichert and Fritsch | gas_transport | 74.13 | Brian | Williams | M | 32941 Krystal Mill Apt. 552 | Titusville | FL | 32,780 | 28.5697 | -80.8191 | 54,767 | Set designer | 1987-07-25 | 0a4ca408fac89576f899a2026f4e673b | 1,371,979,444 | 28.03632 | -80.224925 | 0 |
7,306 | 2020-06-23 09:24:05 | 30,044,330,818,990 | fraud_Lehner, Mosciski and King | misc_net | 6.6 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | 4b74e411d01a33881ed90c4192e5629d | 1,371,979,445 | 26.556247 | -81.172525 | 0 |
7,307 | 2020-06-23 09:24:20 | 5,388,659,976,630,693 | fraud_Dooley-Thompson | misc_net | 5.18 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | dbfa430b3930b084bf913e53897349e8 | 1,371,979,460 | 42.77586 | -90.48707 | 0 |
7,308 | 2020-06-23 09:24:22 | 2,512,312,531,485,080 | fraud_Flatley Group | misc_pos | 8.3 | John | Mccormick | M | 79414 Clark Lakes Suite 966 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Producer, radio | 1956-10-08 | 6c1eaf2310ece7a4fb70444a3d7e4de7 | 1,371,979,462 | 42.756721 | -82.011213 | 0 |
7,309 | 2020-06-23 09:24:33 | 4,173,950,183,554,608 | fraud_Reilly, Heaney and Cole | gas_transport | 69.43 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 3e3d06844e3bf8237e3dd8d1090eeebc | 1,371,979,473 | 39.441783 | -73.596824 | 0 |
7,310 | 2020-06-23 09:24:36 | 4,104,312,520,615,374 | fraud_Schmitt Inc | gas_transport | 66.03 | Brooke | Rodriguez | F | 901 Todd Gardens Apt. 466 | Mountain Center | CA | 92,561 | 33.6401 | -116.5567 | 1,661 | Therapist, music | 1988-09-19 | bb29a2c2bccb3bc3b6db8e036352503e | 1,371,979,476 | 33.825821 | -117.474551 | 0 |
7,311 | 2020-06-23 09:24:41 | 30,131,826,429,364 | fraud_Ferry, Lynch and Kautzer | misc_net | 3.24 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | e6dddcf6be12adeded0b33e1ce57884b | 1,371,979,481 | 35.773519 | -83.853443 | 0 |
7,312 | 2020-06-23 09:25:22 | 3,581,130,339,108,561 | fraud_Block-Parisian | misc_net | 4.91 | Gregory | Wood | M | 622 Robert Summit | Akron | OH | 44,307 | 41.0695 | -81.5488 | 272,134 | Call centre manager | 1964-03-15 | b4842b3cd57e0e46cb77dd7221a6f48a | 1,371,979,522 | 40.171736 | -80.861528 | 0 |
7,313 | 2020-06-23 09:27:19 | 573,860,193,545 | fraud_Kuhic Inc | grocery_pos | 33.81 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | 9acc67d1473c0c4ec3f699c1542fe7fc | 1,371,979,639 | 42.613237 | -88.041935 | 0 |
7,314 | 2020-06-23 09:27:36 | 2,252,055,259,910,912 | fraud_Bailey-Morar | grocery_pos | 86.88 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | 8462c7a15d0dd7e52e255253f4a30b3d | 1,371,979,656 | 43.666894 | -90.526398 | 0 |
7,315 | 2020-06-23 09:27:39 | 3,576,431,665,303,017 | fraud_Kohler, Lindgren and Koelpin | grocery_net | 36.38 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | 5c51ec22f042a5df07fc51d62fdae149 | 1,371,979,659 | 33.707851 | -112.167354 | 0 |
7,316 | 2020-06-23 09:27:41 | 6,554,245,334,757,802 | fraud_Harris Group | food_dining | 31.99 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 66f27789bc7470113928820047d4bedb | 1,371,979,661 | 34.356683 | -118.031856 | 0 |
7,317 | 2020-06-23 09:28:22 | 3,518,758,680,062,249 | fraud_Robel, Cummerata and Prosacco | gas_transport | 47.08 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | e5f0e8ffdbbe5496c285245d59ca5892 | 1,371,979,702 | 39.560989 | -108.854913 | 0 |
7,318 | 2020-06-23 09:28:39 | 630,451,534,402 | fraud_Rowe, Batz and Goodwin | grocery_pos | 101.55 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | e7498391864ea6e4bb34f0463aafbc5c | 1,371,979,719 | 46.30098 | -87.352497 | 0 |
7,319 | 2020-06-23 09:30:17 | 4,450,831,335,606,294 | fraud_Vandervort-Funk | grocery_pos | 95.97 | Donna | Davis | F | 6760 Donovan Lakes | Clayton | OK | 74,536 | 34.5906 | -95.38 | 1,760 | Occupational psychologist | 1972-01-20 | 5394ab3fbfb33747d5e6c9fb580c331c | 1,371,979,817 | 34.96524 | -96.014664 | 0 |
7,320 | 2020-06-23 09:30:17 | 6,592,861,994,408,652 | fraud_Klocko LLC | misc_net | 1.87 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 461085e3fda5ac6a126eca2826ba75e9 | 1,371,979,817 | 42.971835 | -78.25953 | 0 |
7,321 | 2020-06-23 09:30:19 | 36,581,538,659,449 | fraud_Brown PLC | misc_net | 3.39 | Brandon | Bridges | M | 957 Miller Falls | Apison | TN | 37,302 | 35.0149 | -85.0164 | 3,730 | Occupational therapist | 1991-01-28 | a61b1f0006bda3e7e5073b8957941d7f | 1,371,979,819 | 35.843203 | -84.143579 | 0 |
7,322 | 2020-06-23 09:30:51 | 4,239,552,724,014,407 | fraud_Robel, Cummerata and Prosacco | gas_transport | 56.49 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 6f3377a6d71ca4eff0790f0b6d8d50df | 1,371,979,851 | 40.492872 | -85.313583 | 0 |
7,323 | 2020-06-23 09:31:25 | 4,651,007,077,623,147 | fraud_Volkman-Predovic | shopping_net | 4.2 | Andrea | Lewis | F | 43075 Cohen Shoals | Ashford | WA | 98,304 | 46.7531 | -121.9898 | 759 | Video editor | 1956-09-14 | 25122503572048dbda4020d90600e2de | 1,371,979,885 | 45.930459 | -121.427918 | 0 |
7,324 | 2020-06-23 09:31:34 | 4,933,461,930,348,832 | fraud_Bogisich Inc | grocery_pos | 60.07 | Richard | Carter | M | 5097 Martin Ridges | Minneapolis | MN | 55,403 | 44.9673 | -93.2828 | 1,022,298 | Chemical engineer | 1976-09-29 | eda600f81bc66b1b2f024c39dbd28755 | 1,371,979,894 | 45.588837 | -93.221684 | 0 |
7,325 | 2020-06-23 09:32:09 | 4,378,993,458,389,626 | fraud_Cummerata-Jones | gas_transport | 61.65 | Travis | Hayes | M | 1561 Chase Grove | Conway | NH | 3,818 | 43.9742 | -71.1503 | 3,807 | Surgeon | 1999-10-25 | 3be83ca285f7ac998f21dda2e2da5e0b | 1,371,979,929 | 44.94468 | -71.959711 | 0 |
7,326 | 2020-06-23 09:32:14 | 5,104,807,169,438,134 | fraud_Schumm, Bauch and Ondricka | grocery_pos | 192.96 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | d6500fe912b4a87ddf8bf2118d60ac29 | 1,371,979,934 | 40.860164 | -73.409518 | 0 |
7,327 | 2020-06-23 09:32:22 | 4,951,647,200,979,051 | fraud_Kling-Grant | grocery_net | 32.58 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | a2709630666b5997f34e8c3eb4b973d1 | 1,371,979,942 | 37.639183 | -88.771502 | 0 |
7,328 | 2020-06-23 09:33:17 | 30,376,238,035,123 | fraud_Dickinson-Rempel | misc_pos | 2.1 | Cynthia | Davis | F | 7177 Steven Forges | Sixes | OR | 97,476 | 42.825 | -124.4409 | 217 | Retail merchandiser | 1928-10-01 | e661cbe18e34a9494488d025135571ac | 1,371,979,997 | 43.401668 | -125.349078 | 0 |
7,329 | 2020-06-23 09:33:40 | 213,156,747,557,083 | fraud_Pacocha-O'Reilly | grocery_pos | 42.19 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 71dfe2e8ecc47ff5ca04e8eae5c7ed84 | 1,371,980,020 | 33.87551 | -117.52599 | 0 |
7,330 | 2020-06-23 09:34:10 | 4,988,304,376,504 | fraud_Upton PLC | entertainment | 4.72 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 1f74246eb6bb1c1308164a0c9161fe89 | 1,371,980,050 | 41.897504 | -74.956033 | 0 |
7,331 | 2020-06-23 09:36:21 | 4,666,314,527,820,883,000 | fraud_Maggio-Fahey | misc_pos | 37.68 | Guy | Thompson | M | 5812 Ramos Oval Suite 598 | Ravenna | NE | 68,869 | 41.0233 | -98.9041 | 2,202 | Solicitor, Scotland | 1974-06-21 | fef8010d2ac558e6f151e6601e34b855 | 1,371,980,181 | 40.978792 | -98.282754 | 0 |
7,332 | 2020-06-23 09:36:23 | 6,592,074,504,369,261 | fraud_Rau and Sons | grocery_pos | 250.9 | Amanda | Molina | F | 8425 Daniel Knolls Suite 288 | Philadelphia | PA | 19,154 | 40.0897 | -74.9781 | 1,526,206 | Commercial horticulturist | 1972-05-23 | c391f3ed5fb384225996e08eeebf6f38 | 1,371,980,183 | 40.695333 | -75.07258 | 0 |
7,333 | 2020-06-23 09:38:05 | 372,246,459,334,925 | fraud_Bins-Rice | gas_transport | 37.14 | Rick | Martinez | M | 062 Poole Hollow Apt. 815 | Deadwood | SD | 57,732 | 44.3566 | -103.6999 | 1,979 | Multimedia programmer | 1970-03-13 | 304906e284ed88d9f2af823a41214d58 | 1,371,980,285 | 43.756669 | -104.214608 | 0 |
7,334 | 2020-06-23 09:38:08 | 345,933,964,507,467 | fraud_Bins-Rice | gas_transport | 57.69 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | f4a019880659a38b2a2f9a119399cb40 | 1,371,980,288 | 37.842701 | -75.485529 | 0 |
7,335 | 2020-06-23 09:38:08 | 3,583,635,130,604,947 | fraud_Emard Inc | gas_transport | 67.22 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 22fd8d17d2f8844962fbc5368d2ecdba | 1,371,980,288 | 39.417197 | -75.8729 | 0 |
7,336 | 2020-06-23 09:38:17 | 4,503,101,193,493,053,000 | fraud_Schaefer, Maggio and Daugherty | gas_transport | 56.27 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | c51ed97f7d80c22738cb838d70bf1319 | 1,371,980,297 | 27.730801 | -82.249744 | 0 |
7,337 | 2020-06-23 09:38:30 | 4,067,137,330,196,900 | fraud_Schmitt Inc | gas_transport | 35.68 | Christina | Eaton | F | 3256 Brooks Field | Eldridge | AL | 35,554 | 33.9315 | -87.6194 | 1,186 | Politician's assistant | 1986-11-12 | 74ff41a38e9eff923efcbf7b5712bf2e | 1,371,980,310 | 34.023329 | -88.362876 | 0 |
7,338 | 2020-06-23 09:39:20 | 676,195,318,214 | fraud_Vandervort-Funk | grocery_pos | 95.93 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | 43b79d4c293c258eabc7ca488d389522 | 1,371,980,360 | 29.581865 | -95.841925 | 0 |
7,339 | 2020-06-23 09:39:44 | 5,456,712,664,803,820 | fraud_Haley, Jewess and Bechtelar | shopping_pos | 87.34 | Pamela | Matthews | F | 36659 Smith Club Apt. 080 | Llano | NM | 87,543 | 36.1486 | -105.6648 | 247 | Architectural technologist | 1961-10-24 | 08807d8d2395baf2f13e70ccd4e881c5 | 1,371,980,384 | 35.973009 | -106.088077 | 0 |
7,340 | 2020-06-23 09:40:14 | 213,157,767,990,030 | fraud_Barton Inc | grocery_pos | 220.37 | Tara | Campbell | F | 05050 Rogers Well Apt. 439 | Rock Springs | WY | 82,901 | 41.606 | -109.23 | 27,971 | Music therapist | 1984-08-01 | 85332af562a617fbc5158372759389b0 | 1,371,980,414 | 41.424357 | -109.210726 | 0 |
7,341 | 2020-06-23 09:41:04 | 4,502,539,526,809,430,000 | fraud_Schaefer, Fay and Hilll | entertainment | 1.28 | Stephanie | Cummings | F | 1025 Robin Square | Ash Flat | AR | 72,513 | 36.2201 | -91.6421 | 2,856 | Hydrologist | 1926-08-27 | 4da102cee9e6b053e82e19b75849063d | 1,371,980,464 | 36.344992 | -90.864575 | 0 |
7,342 | 2020-06-23 09:42:10 | 6,517,217,825,320,610 | fraud_Dooley Inc | shopping_pos | 16.67 | James | Reese | M | 26975 Richardson Mills Apt. 402 | Sontag | MS | 39,665 | 31.6453 | -90.1801 | 1,196 | Librarian, academic | 1958-06-11 | fec6ee41a4f7917e9d73959d4f2847b3 | 1,371,980,530 | 31.994314 | -90.198787 | 0 |
7,343 | 2020-06-23 09:42:38 | 213,136,802,746,375 | fraud_Miller-Hauck | grocery_pos | 106.24 | Christine | Davis | F | 736 Moss Motorway Suite 549 | Humboldt | AZ | 86,329 | 34.5189 | -112.2523 | 1,179 | Civil engineer, contracting | 1955-01-20 | c7990de4711d2ccfab0a05ee4c19bec6 | 1,371,980,558 | 34.69569 | -113.155421 | 0 |
7,344 | 2020-06-23 09:42:53 | 2,242,542,703,101,233 | fraud_Hills-Olson | grocery_net | 11.22 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | fd0b86d6e55f33a12358ddbe85a61ca4 | 1,371,980,573 | 39.010324 | -85.217936 | 0 |
7,345 | 2020-06-23 09:43:14 | 5,596,347,693,144,598 | fraud_Boyer PLC | shopping_net | 4.85 | Joseph | Moody | M | 5901 Foster Pine | Kenner | LA | 70,062 | 29.9912 | -90.2479 | 68,211 | Engineer, petroleum | 1941-04-23 | 39753907d80d2785a1c95f1508ca6a36 | 1,371,980,594 | 30.698466 | -89.516139 | 0 |
7,346 | 2020-06-23 09:43:21 | 565,399,283,797 | fraud_Reichert, Rowe and Mraz | shopping_net | 108.72 | Anthony | Allen | M | 6993 Carr Lodge Apt. 311 | Jordan Valley | OR | 97,910 | 42.8801 | -117.281 | 641 | Economist | 1993-11-24 | 85b68612069125738dfa8158311f5c76 | 1,371,980,601 | 42.430796 | -116.864045 | 0 |
7,347 | 2020-06-23 09:45:10 | 3,559,160,581,764,413 | fraud_Cummerata-Jones | gas_transport | 66.82 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | c19449af15c52ab41b9a5fe85fdc9cc8 | 1,371,980,710 | 42.109641 | -78.165201 | 0 |
7,348 | 2020-06-23 09:45:15 | 180,046,765,320,457 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 1.92 | Jared | Camacho | M | 4257 Perez Mall | Canton | OH | 44,702 | 40.8027 | -81.3739 | 192,805 | Building control surveyor | 1963-06-30 | f116c38ba3bd6229764a50fc2ea8b7f6 | 1,371,980,715 | 40.264035 | -80.600705 | 0 |
7,349 | 2020-06-23 09:45:17 | 4,482,427,013,979,020 | fraud_Block-Parisian | misc_net | 21.96 | Leslie | Ford | F | 4938 Hatfield Course | Henderson | WV | 25,106 | 38.8265 | -82.1364 | 642 | Building services engineer | 1946-08-30 | 8cf7e36a36d3188639f5e3bb4d8541d7 | 1,371,980,717 | 39.664029 | -82.951442 | 0 |
7,350 | 2020-06-23 09:45:20 | 213,141,712,584,544 | fraud_McDermott-Rice | misc_pos | 14.21 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 7bb8c4bfceb7ab7dc708b9ee61b4ef68 | 1,371,980,720 | 32.243151 | -90.467448 | 0 |
7,351 | 2020-06-23 09:45:54 | 344,709,867,813,900 | fraud_Murray Ltd | grocery_net | 54.81 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 087b253ba1f437faca0914e3f8802e25 | 1,371,980,754 | 26.98279 | -81.463102 | 0 |
7,352 | 2020-06-23 09:46:12 | 4,640,395,708,703 | fraud_Kilback and Sons | entertainment | 20.42 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 91d39f5c4f94a070aa2971715db9abad | 1,371,980,772 | 30.663383 | -91.28616 | 0 |
7,353 | 2020-06-23 09:46:29 | 3,519,232,971,341,141 | fraud_Mohr-Bayer | shopping_net | 4.79 | Michael | Jones | M | 754 Smith Isle | Amsterdam | OH | 43,903 | 40.4731 | -80.9596 | 2,208 | Mental health nurse | 1961-09-10 | 5ef5873b59e187508b44d9973f5ca852 | 1,371,980,789 | 40.766012 | -80.678966 | 0 |
7,354 | 2020-06-23 09:48:33 | 2,254,917,871,818,484 | fraud_Kemmer-Reinger | grocery_net | 33.94 | Margaret | Gibson | F | 382 Williams Stream Suite 197 | Scotland | MD | 20,687 | 38.0828 | -76.3477 | 313 | Insurance underwriter | 1976-03-26 | b84aa6fcd2858f5c73afc8cb063fc51d | 1,371,980,913 | 38.275417 | -75.480382 | 0 |
7,355 | 2020-06-23 09:49:59 | 30,551,643,947,183 | fraud_Kiehn Inc | grocery_pos | 227.05 | Morgan | Smith | F | 1441 Bradley Place | Grover | NC | 28,073 | 35.1836 | -81.4552 | 5,621 | Toxicologist | 1973-11-14 | 0bd20707c7557675da2fb44786821119 | 1,371,980,999 | 35.746216 | -82.221184 | 0 |
7,356 | 2020-06-23 09:50:07 | 4,586,810,168,620,942 | fraud_Heller, Gutmann and Zieme | grocery_pos | 84.68 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 9c396898215c688fd1fc38d1ba34e4cb | 1,371,981,007 | 33.148727 | -80.649413 | 0 |
7,357 | 2020-06-23 09:52:03 | 6,011,360,759,745,864 | fraud_Roberts-Beahan | misc_pos | 7.64 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 8855862cb3359b2eddc76e9946f420b1 | 1,371,981,123 | 37.881727 | -78.205176 | 0 |
7,358 | 2020-06-23 09:52:37 | 4,646,845,581,490,336,000 | fraud_Yost, Block and Koepp | misc_pos | 1.24 | Julia | Bell | F | 576 House Crossroad | West Sayville | NY | 11,796 | 40.732 | -73.1 | 4,056 | Film/video editor | 1990-06-25 | 0c13fcb3c68ed6ff40a1b80962e9d34c | 1,371,981,157 | 41.401468 | -73.107374 | 0 |
7,359 | 2020-06-23 09:53:00 | 3,523,843,138,706,408 | fraud_Wuckert-Walter | grocery_net | 34.95 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | 382b7e004c6cf302a65a8a4fdaabcd45 | 1,371,981,180 | 33.477744 | -86.860491 | 0 |
7,360 | 2020-06-23 09:53:26 | 4,198,470,814,557 | fraud_Parisian and Sons | gas_transport | 79.57 | Christie | Williamson | F | 519 Jerry Views | Avoca | IA | 51,521 | 41.4768 | -95.3509 | 2,036 | Engineering geologist | 1971-08-20 | 5ca9f58855ac786c53a0887f8fff6d1e | 1,371,981,206 | 42.389039 | -94.616181 | 0 |
7,361 | 2020-06-23 09:53:40 | 30,092,964,733,035 | fraud_Nader-Heller | misc_net | 208.37 | Jessica | Terry | F | 6412 Elizabeth Gardens Suite 633 | Maysville | KY | 41,056 | 38.6207 | -83.8067 | 14,228 | Advertising account executive | 1971-03-26 | aa6c1b1e5c1f0d5c09c84b1913fa3cba | 1,371,981,220 | 39.479162 | -84.653017 | 0 |
7,362 | 2020-06-23 09:54:30 | 4,396,682,467,723 | fraud_Nienow PLC | entertainment | 20.98 | Scott | Cole | M | 646 Louis Fort Apt. 665 | North Las Vegas | NV | 89,084 | 36.2815 | -115.1482 | 214,518 | Catering manager | 1960-01-16 | a0b5a49dfbb765a6730bbeb15cb46fa5 | 1,371,981,270 | 36.325367 | -115.505748 | 0 |
7,363 | 2020-06-23 09:54:42 | 6,547,670,341,037,171 | fraud_Streich, Dietrich and Barton | shopping_net | 357.77 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | 33005ea51b19b753e4f20e75fb5ab5f3 | 1,371,981,282 | 39.658074 | -75.524187 | 0 |
7,364 | 2020-06-23 09:55:24 | 348,789,608,637,806 | fraud_Wolf Inc | grocery_pos | 154.68 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | e67d1214ad61ba4c3cd77ce75c63cbab | 1,371,981,324 | 41.329632 | -99.639129 | 0 |
7,365 | 2020-06-23 09:55:45 | 4,878,364,946,692,291 | fraud_Bernhard, Grant and Langworth | shopping_pos | 1.49 | Tina | Alvarez | F | 1976 Tyler Underpass | Early | IA | 50,535 | 42.4483 | -95.1726 | 885 | Pilot, airline | 1949-08-14 | 199cb26d0e4ad5a229d284e21bf0ad9d | 1,371,981,345 | 41.868564 | -94.724807 | 0 |
7,366 | 2020-06-23 09:55:54 | 180,011,453,250,192 | fraud_Maggio-Fahey | misc_pos | 29.09 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 7a80d8f6f291502e8817524fcc056c48 | 1,371,981,354 | 41.546109 | -91.735391 | 0 |
7,367 | 2020-06-23 09:56:03 | 3,549,202,406,645,667 | fraud_Larson-Moen | entertainment | 6.55 | Larry | Williams | M | 6274 David Oval Suite 725 | Scarborough | ME | 4,074 | 43.5835 | -70.3457 | 18,760 | Make | 1933-04-02 | df0800502aebbddcfffb8a4c9c98138d | 1,371,981,363 | 42.660719 | -70.292077 | 0 |
7,368 | 2020-06-23 09:58:02 | 581,686,439,828 | fraud_Goodwin-Nitzsche | grocery_pos | 45.14 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 76ce179666a879debfd146de2e2af671 | 1,371,981,482 | 41.194471 | -79.587576 | 0 |
7,369 | 2020-06-23 09:58:08 | 348,253,506,557,335 | fraud_Kihn-Fritsch | food_dining | 19.43 | Thomas | Gibson | M | 32745 Silva Springs Suite 040 | Grand Bay | AL | 36,541 | 30.4983 | -88.3282 | 15,647 | Armed forces logistics/support/administrative officer | 1948-03-22 | 20a5359505907eaa136767393f227fea | 1,371,981,488 | 30.87869 | -89.107856 | 0 |
7,370 | 2020-06-23 09:58:55 | 3,517,527,805,128,735 | fraud_Emard Inc | gas_transport | 94.18 | Tracy | Conway | F | 6778 Campos Field | Bonfield | IL | 60,913 | 41.1573 | -88.0619 | 1,617 | Medical secretary | 1990-04-25 | d9fe5fb1480df571d33b03ac705a3ba4 | 1,371,981,535 | 41.642525 | -88.405174 | 0 |
7,371 | 2020-06-23 10:00:20 | 571,465,035,400 | fraud_Towne, Walker and Borer | grocery_net | 47.86 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | d16d48c8148ee9327905c0be0d54ba13 | 1,371,981,620 | 42.282858 | -108.26726 | 0 |
7,372 | 2020-06-23 10:02:04 | 3,562,679,455,732,797 | fraud_Hermann-Gaylord | misc_pos | 1.19 | Amanda | Jones | F | 7320 Jennifer Forges | Queenstown | MD | 21,658 | 39.0026 | -76.1424 | 3,862 | Maintenance engineer | 1962-12-06 | 0fd679a959150746d2882b584429b9ba | 1,371,981,724 | 39.858996 | -76.139999 | 0 |
7,373 | 2020-06-23 10:02:12 | 3,534,093,764,340,240 | fraud_Moen, Reinger and Murphy | grocery_pos | 154.77 | Jeremy | White | M | 9443 Cynthia Court Apt. 038 | Boulder | MT | 59,632 | 46.2306 | -112.1138 | 1,939 | Patent attorney | 1967-01-12 | 829bde7b243bc7e5321b77edebe18c30 | 1,371,981,732 | 46.191611 | -112.301715 | 0 |
7,374 | 2020-06-23 10:02:17 | 4,586,260,469,584 | fraud_Wiegand-Lowe | grocery_net | 94.92 | Melody | Thompson | F | 0362 Anderson Wall | Mound City | MO | 64,470 | 40.1362 | -95.2138 | 1,631 | Architect | 1953-01-20 | db88aaa4277678d80faf1e75c46ae578 | 1,371,981,737 | 39.526436 | -95.297942 | 0 |
7,375 | 2020-06-23 10:02:18 | 3,586,955,669,388,457 | fraud_Buckridge PLC | misc_pos | 26.17 | Benjamin | Rogers | M | 24191 Elizabeth Mill | Bolivar | PA | 15,923 | 40.3673 | -79.1605 | 1,770 | Administrator, local government | 1994-12-08 | 700ccd7ca4205d58cfe91749ce4a5465 | 1,371,981,738 | 39.832967 | -79.058892 | 0 |
7,376 | 2020-06-23 10:02:26 | 30,082,025,922,891 | fraud_Lehner, Reichert and Mills | misc_pos | 22.31 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | 026f0732b9c5f2f93c33244eb1e77bc1 | 1,371,981,746 | 26.376164 | -81.118998 | 0 |
7,377 | 2020-06-23 10:02:28 | 6,011,360,759,745,864 | fraud_Lesch Ltd | shopping_pos | 4.14 | Steven | Williams | M | 231 Flores Pass Suite 720 | Edinburg | VA | 22,824 | 38.8432 | -78.6003 | 6,018 | Designer, multimedia | 1947-08-21 | 9f7d85dfa5cc6b2d330934a70d718a73 | 1,371,981,748 | 38.778377 | -77.983085 | 0 |
7,378 | 2020-06-23 10:03:43 | 2,248,735,346,244,816 | fraud_Conroy-Cruickshank | gas_transport | 67.68 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 7729664f71f4e3d1b7ce928976276790 | 1,371,981,823 | 38.694585 | -100.270567 | 0 |
7,379 | 2020-06-23 10:04:19 | 3,513,618,443,244,549 | fraud_Huels-Hahn | gas_transport | 70.56 | Amber | Perez | F | 954 Reyes Ways | Fulton | SD | 57,340 | 43.7588 | -97.8712 | 355 | Financial adviser | 1955-06-26 | 55bf2d54356f5d1b4d1445e0cd033618 | 1,371,981,859 | 44.569075 | -97.748466 | 0 |
7,380 | 2020-06-23 10:05:40 | 3,545,109,339,866,548 | fraud_Harris Inc | gas_transport | 82.18 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 0004d1cae8804d758714bc3da504e2c1 | 1,371,981,940 | 32.800681 | -90.93078 | 0 |
7,381 | 2020-06-23 10:06:01 | 371,034,293,500,716 | fraud_Kuvalis Ltd | gas_transport | 54.19 | Jeremy | Jones | M | 5758 Yates Center | Vinton | CA | 96,135 | 40.0235 | -120.7986 | 128 | Education administrator | 1966-02-21 | bc15016331787b3ba7bf86d8f0f6539a | 1,371,981,961 | 40.499091 | -120.356963 | 0 |
7,382 | 2020-06-23 10:06:18 | 213,113,338,379,864 | fraud_Powlowski-Weimann | food_dining | 19.83 | Larry | Vaughan | M | 83555 Melinda Spurs | Kingsville | MD | 21,087 | 39.4558 | -76.4147 | 5,451 | Science writer | 1961-12-05 | 120cfeddae0fdb1bc04de44b188d964f | 1,371,981,978 | 39.789921 | -76.48574 | 0 |
7,383 | 2020-06-23 10:06:29 | 6,011,382,886,333,463 | fraud_Sporer Inc | gas_transport | 68.43 | Martin | Duarte | M | 6251 Payne Flats Apt. 581 | Luzerne | MI | 48,636 | 44.6001 | -84.2931 | 864 | General practice doctor | 1942-05-04 | 74e5ea92e8a88bc678cd2db9d1efa12f | 1,371,981,989 | 45.195917 | -84.377549 | 0 |
7,384 | 2020-06-23 10:07:03 | 3,567,527,758,368,741 | fraud_Raynor, Feest and Miller | gas_transport | 33.92 | Amanda | Vance | F | 14601 Downs Skyway Apt. 440 | Sterling City | TX | 76,951 | 31.8351 | -101.0017 | 1,143 | Scientist, biomedical | 1962-03-19 | 3dbf3cdf66fc547b4bc75c69ab83972c | 1,371,982,023 | 31.866797 | -100.822391 | 0 |
7,385 | 2020-06-23 10:07:20 | 340,103,199,302,564 | fraud_Johnson, Runolfsdottir and Mayer | misc_net | 4.99 | Sophia | Dickson | F | 9047 Rodriguez Turnpike | Gibsonville | NC | 27,249 | 36.1183 | -79.5685 | 12,486 | Arboriculturist | 1934-02-09 | ff451adb01c281849b9893d39a24476f | 1,371,982,040 | 36.706751 | -78.836824 | 0 |
7,386 | 2020-06-23 10:07:49 | 4,908,846,471,916,297 | fraud_Gutmann-Upton | misc_pos | 209.18 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 07d9973bf833e2944541a969aac0a67b | 1,371,982,069 | 32.798496 | -97.29032 | 0 |
7,387 | 2020-06-23 10:09:16 | 6,011,399,591,920,186 | fraud_Torp-Labadie | gas_transport | 77.26 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | fe84691c7173b4597e4ce74a3e06ceff | 1,371,982,156 | 41.465387 | -73.070949 | 0 |
7,388 | 2020-06-23 10:09:25 | 5,388,659,976,630,693 | fraud_Schmidt and Sons | shopping_net | 6 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | 2c033522929577f29c246583274588d0 | 1,371,982,165 | 42.454821 | -91.919605 | 0 |
7,389 | 2020-06-23 10:09:50 | 4,653,879,239,169,997 | fraud_Torp-Labadie | gas_transport | 43.6 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 42f8788bf65933128c56ec7d567cabbe | 1,371,982,190 | 36.287095 | -87.084233 | 0 |
7,390 | 2020-06-23 10:10:48 | 345,832,460,465,610 | fraud_Buckridge PLC | misc_pos | 2.12 | Jason | Mcmahon | M | 6385 Donald Square Suite 429 | Springfield | VA | 22,151 | 38.8029 | -77.2116 | 104,396 | Production engineer | 1950-11-20 | b205474aa72e55b590c8f0d97cdaff18 | 1,371,982,248 | 39.61327 | -76.702289 | 0 |
7,391 | 2020-06-23 10:11:00 | 3,583,793,405,872,580 | fraud_Kemmer-Reinger | grocery_net | 84.07 | Beth | Lambert | F | 6447 Johnson Estates Apt. 986 | Roosevelt | OK | 73,564 | 34.847 | -98.9836 | 551 | Amenity horticulturist | 1970-09-27 | be0054477dcfd449ac853932ac104bfb | 1,371,982,260 | 34.064985 | -99.765315 | 0 |
7,392 | 2020-06-23 10:11:56 | 4,653,879,239,169,997 | fraud_Lind, Huel and McClure | gas_transport | 46.58 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | fd73a41e36980e53f8574adf883c4285 | 1,371,982,316 | 37.308078 | -87.098225 | 0 |
7,393 | 2020-06-23 10:12:07 | 374,930,071,163,758 | fraud_Osinski, Ledner and Leuschke | grocery_pos | 58.4 | Daniel | Escobar | M | 61390 Hayes Port | Romulus | MI | 48,174 | 42.2203 | -83.3583 | 31,515 | Police officer | 1971-11-05 | f8daf8c4d64a92be31b1eebdf5b484f1 | 1,371,982,327 | 41.891405 | -82.484306 | 0 |
7,394 | 2020-06-23 10:12:11 | 571,365,235,126 | fraud_Kerluke, Kertzmann and Wiza | misc_net | 7.66 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | f7745b1c5c37c343471f2de72c0cf592 | 1,371,982,331 | 44.475625 | -87.211339 | 0 |
7,395 | 2020-06-23 10:12:57 | 571,365,235,126 | fraud_Jenkins, Hauck and Friesen | gas_transport | 35.76 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | e3727fc6901a29a76e573b9c52e96c5b | 1,371,982,377 | 44.858956 | -85.715997 | 0 |
7,396 | 2020-06-23 10:13:06 | 3,501,942,333,500,073 | fraud_Ledner-Pfannerstill | gas_transport | 53.93 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | 0c8a40f5bd12c6f591a6081a7e95a7f8 | 1,371,982,386 | 34.294934 | -112.385603 | 0 |
7,397 | 2020-06-23 10:13:10 | 4,377,338,765,909,719 | fraud_Heller-Abshire | grocery_net | 90.75 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | c5ccaf408c40ae6698543f7982477d1c | 1,371,982,390 | 35.324179 | -83.633972 | 0 |
7,398 | 2020-06-23 10:13:19 | 4,265,776,278,887,457 | fraud_Schmitt Inc | gas_transport | 95.81 | Christine | Best | F | 68248 Deanna Land | Enola | AR | 72,047 | 35.2087 | -92.2123 | 969 | Physicist, medical | 1954-01-05 | ea01b33e09da46f60ff823258f4a9c41 | 1,371,982,399 | 34.324292 | -92.979711 | 0 |
7,399 | 2020-06-23 10:13:28 | 6,547,670,341,037,171 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 77.66 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | f82a1105c91af8d7db13f1f9654ce65e | 1,371,982,408 | 39.695121 | -74.669171 | 0 |
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