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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
13,300 | 2020-06-25 17:44:49 | 4,836,998,673,805,450 | fraud_Roberts, Daniel and Macejkovic | kids_pets | 61.69 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 82541fc621c1dbe780d7ceb42ce89f52 | 1,372,182,289 | 46.976285 | -86.011626 | 0 |
13,301 | 2020-06-25 17:45:10 | 3,541,160,328,600,277 | fraud_Bauch-Blanda | entertainment | 188.76 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 5bffe0aac589e66d2e30573e7c3bad9b | 1,372,182,310 | 38.903505 | -90.959501 | 0 |
13,302 | 2020-06-25 17:45:55 | 30,082,025,922,891 | fraud_Schaefer Ltd | kids_pets | 89.4 | Kathleen | Thompson | F | 199 Patterson Fords Apt. 132 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Pilot, airline | 1934-06-23 | 62118913cdc0afaf48bcc4a1f8e194fb | 1,372,182,355 | 26.557918 | -82.640805 | 0 |
13,303 | 2020-06-25 17:46:15 | 3,518,758,680,062,249 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 3.59 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | 237e5dc384d5b172a5568750bd782ac6 | 1,372,182,375 | 38.950831 | -108.809658 | 0 |
13,304 | 2020-06-25 17:47:04 | 4,279,161,831,637 | fraud_McKenzie-Huels | food_dining | 28.87 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | 08f6a80a0deeb3278edca5fe10f21974 | 1,372,182,424 | 39.872015 | -79.609995 | 0 |
13,305 | 2020-06-25 17:47:39 | 6,011,438,889,172,900 | fraud_Schoen, Nienow and Bauch | personal_care | 14.47 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 4eee56723c661fb3eb76e1b0e60de16d | 1,372,182,459 | 35.159952 | -91.415812 | 0 |
13,306 | 2020-06-25 17:47:45 | 375,904,527,651,269 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 24.77 | Ryan | Cook | M | 75952 Wilson Course | Roseland | NE | 68,973 | 40.4591 | -98.5551 | 463 | Nurse, mental health | 1948-05-31 | 75fa5f1e3627ddf7ac12207849ba124a | 1,372,182,465 | 39.851073 | -98.249157 | 0 |
13,307 | 2020-06-25 17:47:58 | 30,560,609,640,617 | fraud_Beier and Sons | home | 58.17 | Michael | Olson | M | 558 Michael Estates | Luray | MO | 63,453 | 40.4931 | -91.8912 | 519 | Town planner | 1966-02-13 | a03e17bb1edb07dc2f2054e3e6756aaf | 1,372,182,478 | 39.921602 | -92.102043 | 0 |
13,308 | 2020-06-25 17:48:11 | 213,124,978,348,176 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 120.37 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | 803980b059ed3b241316e97742babe6a | 1,372,182,491 | 42.570376 | -78.981154 | 0 |
13,309 | 2020-06-25 17:48:25 | 4,191,109,180,926,792 | fraud_Becker, Harris and Harvey | personal_care | 68.19 | Jennifer | Spencer | F | 477 Wheeler Burg | Amanda | OH | 43,102 | 39.6251 | -82.7552 | 4,512 | Farm manager | 1992-10-03 | fcd2edcca2a434b37074c7e21e09a64b | 1,372,182,505 | 40.078656 | -83.732487 | 0 |
13,310 | 2020-06-25 17:49:22 | 4,570,636,521,433,188 | fraud_Fisher-Schowalter | shopping_net | 7.9 | Christine | Leblanc | F | 5097 Jodi Vista Suite 811 | Deltona | FL | 32,725 | 28.8989 | -81.2473 | 88,735 | Commercial horticulturist | 1988-04-09 | 91d4ec24fdc24b119fd739d62a7bcd7b | 1,372,182,562 | 29.310364 | -81.661939 | 0 |
13,311 | 2020-06-25 17:49:35 | 30,238,755,902,988 | fraud_Daugherty-Thompson | food_dining | 3.56 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | ee62effc4832e783e1a9563d15857fb1 | 1,372,182,575 | 30.838344 | -97.145461 | 0 |
13,312 | 2020-06-25 17:49:49 | 4,809,701,904,914 | fraud_Conroy Ltd | shopping_pos | 2.58 | Sabrina | Nolan | F | 312 Eric Expressway Apt. 014 | Phenix City | AL | 36,869 | 32.4204 | -85.0796 | 59,744 | Chemical engineer | 1984-02-07 | 8d7dab0af33b0621bfe0aea39a7abba0 | 1,372,182,589 | 32.006725 | -84.323045 | 0 |
13,313 | 2020-06-25 17:50:34 | 675,990,301,623 | fraud_Quitzon-Goyette | home | 18.46 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 8bdd168343090943ec92005f6449ad8b | 1,372,182,634 | 40.538642 | -74.753868 | 0 |
13,314 | 2020-06-25 17:50:56 | 3,585,740,823,295,298 | fraud_Frami Group | entertainment | 46.49 | James | Greene | M | 082 Hernandez Bypass Apt. 886 | Quanah | TX | 79,252 | 34.2956 | -99.7494 | 3,202 | Librarian, public | 1998-03-18 | 3d713c54b63ddd32817d3d22630347de | 1,372,182,656 | 34.768724 | -100.119274 | 0 |
13,315 | 2020-06-25 17:51:50 | 348,789,608,637,806 | fraud_Johns-Hoeger | entertainment | 13.9 | Megan | Murphy | F | 53696 Laura Radial | Holstein | NE | 68,950 | 40.4542 | -98.6538 | 331 | Telecommunications researcher | 1950-08-19 | b3f91d8525f8eca3a7f20ecbca0ed17f | 1,372,182,710 | 40.061263 | -97.893791 | 0 |
13,316 | 2020-06-25 17:51:54 | 630,423,337,322 | fraud_Kuhn LLC | shopping_pos | 4.45 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 0b7f99ece7027d4244a6c64beffdaa9c | 1,372,182,714 | 48.995529 | -117.643506 | 0 |
13,317 | 2020-06-25 17:52:14 | 3,544,606,805,704,278 | fraud_Friesen-Ortiz | personal_care | 107.61 | Carolyn | Thomas | F | 755 Solis Isle Suite 075 | New Memphis | IL | 62,266 | 38.4857 | -89.6816 | 254 | Magazine journalist | 1952-05-07 | c93234197259dbc6595075276ad51aef | 1,372,182,734 | 39.403422 | -89.622978 | 0 |
13,318 | 2020-06-25 17:52:21 | 4,089,096,483,689,733,600 | fraud_Stark-Koss | home | 98.84 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | 5d4d3ed71a0fb1517ed463a298769fa9 | 1,372,182,741 | 32.44721 | -94.229002 | 0 |
13,319 | 2020-06-25 17:53:40 | 4,906,628,655,840,914,000 | fraud_Langworth LLC | personal_care | 20.32 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 1521097f0a0105af47db7f45bd02d332 | 1,372,182,820 | 25.02044 | -82.166908 | 0 |
13,320 | 2020-06-25 17:54:30 | 30,518,206,766,474 | fraud_Haag-Blanda | food_dining | 7.49 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | 0e62f37b476ad665b2af0ea7dd10361c | 1,372,182,870 | 36.901098 | -89.120015 | 0 |
13,321 | 2020-06-25 17:55:51 | 4,294,930,380,592 | fraud_Hills-Boyer | personal_care | 79.19 | Misty | Rivera | F | 1980 Vasquez Manors Apt. 574 | Catawba | VA | 24,070 | 37.3696 | -80.1284 | 1,363 | Equality and diversity officer | 1940-08-23 | deb03b183ee13e02f27426f7ffc1c6e5 | 1,372,182,951 | 38.328538 | -79.158269 | 0 |
13,322 | 2020-06-25 17:56:10 | 4,900,628,639,996 | fraud_Abernathy and Sons | food_dining | 13.64 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | 386f613fe6deda9e64392d039ceddf11 | 1,372,182,970 | 33.291137 | -117.977697 | 0 |
13,323 | 2020-06-25 17:56:20 | 581,686,439,828 | fraud_Effertz, Welch and Schowalter | entertainment | 80.63 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 93231d008e63b39e0c689b7dd3609aa7 | 1,372,182,980 | 42.22839 | -79.942651 | 0 |
13,324 | 2020-06-25 17:58:19 | 372,520,049,757,633 | fraud_Schaefer, Fay and Hilll | entertainment | 119.88 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | b63e36ff05d5bb2f0bb2fb17a4dff14b | 1,372,183,099 | 48.411496 | -93.431204 | 0 |
13,325 | 2020-06-25 17:58:32 | 3,598,014,571,045,296 | fraud_Ernser-Feest | home | 62.76 | Lisa | Clark | F | 07943 Davis River | Grimesland | NC | 27,837 | 35.558 | -77.2566 | 5,903 | Manufacturing systems engineer | 1993-10-07 | b8e3513c8ba7e5f9f6665e486099d7ba | 1,372,183,112 | 34.639903 | -78.036171 | 0 |
13,326 | 2020-06-25 18:01:27 | 213,154,573,301,411 | fraud_Parker, Nolan and Trantow | entertainment | 73.44 | Christopher | Sheppard | M | 39218 Baker Shoals | Bristow | IN | 47,515 | 38.1981 | -86.6821 | 965 | Horticultural therapist | 1982-02-10 | e764a4d5d94ebe394a0e12cd15b6fcd2 | 1,372,183,287 | 39.125507 | -87.170823 | 0 |
13,327 | 2020-06-25 18:01:35 | 3,589,255,887,819,806 | fraud_Wilkinson Ltd | entertainment | 5.85 | David | Miller | M | 622 Bradley Knoll Apt. 758 | Hancock | MD | 21,750 | 39.6991 | -78.1762 | 3,766 | Press photographer | 1984-02-14 | 21402766bc34f17e7a22a8918d081580 | 1,372,183,295 | 39.969498 | -77.610834 | 0 |
13,328 | 2020-06-25 18:01:37 | 3,533,800,906,065,217 | fraud_Klein Group | entertainment | 158.82 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | f88aa85eea3438d3302c19984c3fa3e2 | 1,372,183,297 | 40.020777 | -99.532189 | 0 |
13,329 | 2020-06-25 18:02:02 | 3,564,839,259,330,465 | fraud_Connelly PLC | food_dining | 23.3 | Robert | Ashley | M | 1250 Christopher Prairie Suite 016 | Port Costa | CA | 94,569 | 38.046 | -122.1866 | 198 | Armed forces training and education officer | 1959-03-31 | a7b3c06fec3d416bc112d9f8fb98079c | 1,372,183,322 | 37.287542 | -121.405972 | 0 |
13,330 | 2020-06-25 18:02:16 | 2,235,613,922,823,698 | fraud_Huel-Langworth | misc_net | 1.52 | Melissa | Mcclure | F | 2027 Snyder Track | Manville | WY | 82,227 | 42.73 | -104.7024 | 241 | Educational psychologist | 1980-12-16 | 552f64d8eb62126483539759959598e8 | 1,372,183,336 | 42.202558 | -103.728433 | 0 |
13,331 | 2020-06-25 18:02:25 | 4,503,101,193,493,053,000 | fraud_Rolfson-Kunde | personal_care | 47.64 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | 785ace29706feae8ddd7a433d01ee4d4 | 1,372,183,345 | 28.949225 | -82.710149 | 0 |
13,332 | 2020-06-25 18:02:36 | 4,464,457,352,619 | fraud_Goldner-Lemke | entertainment | 57.93 | Breanna | Rodriguez | F | 118 Cabrera Springs Apt. 105 | Lanark Village | FL | 32,323 | 29.8826 | -84.5964 | 217 | Television production assistant | 1990-01-24 | 0a8429421c8a960441bab6c14a2ff436 | 1,372,183,356 | 29.103399 | -84.000097 | 0 |
13,333 | 2020-06-25 18:03:17 | 630,425,673,344 | fraud_Greenholt Ltd | health_fitness | 9.07 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | f4982880b7b556933541442e22a6189a | 1,372,183,397 | 37.521065 | -80.541806 | 0 |
13,334 | 2020-06-25 18:04:38 | 3,583,635,130,604,947 | fraud_Kutch-Ferry | home | 87.5 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 361364ccbcd8b5faf67c8eb14d72d37d | 1,372,183,478 | 40.255637 | -74.588673 | 0 |
13,335 | 2020-06-25 18:04:53 | 3,566,094,707,272,327 | fraud_Jast-McDermott | shopping_pos | 2.42 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 2864657ef1793eab0ef8a1d3ef6bffa9 | 1,372,183,493 | 33.56766 | -119.086339 | 0 |
13,336 | 2020-06-25 18:05:14 | 6,011,504,998,544,485 | fraud_Kihn-Schuster | food_dining | 239.97 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | 814e2b25f162b130dc80b45c06ee4d9e | 1,372,183,514 | 32.718979 | -86.590113 | 0 |
13,337 | 2020-06-25 18:05:36 | 2,252,055,259,910,912 | fraud_Welch, Rath and Koepp | entertainment | 73.85 | Jason | Hernandez | M | 220 Frank Gardens | Hewitt | WI | 54,441 | 44.6437 | -90.1031 | 828 | Arts development officer | 1991-08-19 | 4b43d806cdc39911f2b8cc7d8a5c8206 | 1,372,183,536 | 44.198272 | -90.744302 | 0 |
13,338 | 2020-06-25 18:06:29 | 180,072,527,505,094 | fraud_Volkman PLC | food_dining | 75.74 | Cody | Miller | M | 25748 John Wells | Mooresville | NC | 28,117 | 35.584 | -80.8685 | 69,793 | Control and instrumentation engineer | 1953-12-08 | 4b9be356ca38baab72467e83cea2c149 | 1,372,183,589 | 35.434463 | -81.645323 | 0 |
13,339 | 2020-06-25 18:07:07 | 676,372,984,911 | fraud_Mante, Luettgen and Hackett | health_fitness | 37.83 | Vicki | Mendoza | F | 3645 Atkins Island Apt. 238 | Esbon | KS | 66,941 | 39.7562 | -98.4462 | 242 | Tourism officer | 1987-07-18 | 8eaad61d1806c0bedc8964f79be47161 | 1,372,183,627 | 40.427356 | -99.327029 | 0 |
13,340 | 2020-06-25 18:07:51 | 3,501,509,250,702,469 | fraud_Heathcote LLC | shopping_net | 108.46 | Frank | Anderson | M | 0611 Stafford Valley Suite 504 | Naples | FL | 34,112 | 26.1184 | -81.7361 | 276,002 | Programme researcher, broadcasting/film/video | 1979-01-02 | e93b148d0dfb1bff2d15b2ce817aed6b | 1,372,183,671 | 26.069894 | -82.282948 | 0 |
13,341 | 2020-06-25 18:08:18 | 3,533,012,926,413,100 | fraud_Schumm PLC | health_fitness | 8.36 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 1b885d37f5903d8aae9b794ccef82ef1 | 1,372,183,698 | 43.673122 | -75.140907 | 0 |
13,342 | 2020-06-25 18:09:41 | 4,364,010,865,167,176 | fraud_Kuhn Group | food_dining | 9.21 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 4da120ae039e061ecdb6209dd4395f55 | 1,372,183,781 | 38.935025 | -118.849948 | 0 |
13,343 | 2020-06-25 18:12:22 | 6,011,999,606,625,827 | fraud_Botsford PLC | home | 148.98 | Ronald | Carson | M | 870 Rocha Drive | Harrington Park | NJ | 7,640 | 40.9918 | -73.98 | 4,664 | Radiographer, diagnostic | 1965-06-30 | 68fe98808ad88a7c609a81e1822a424e | 1,372,183,942 | 41.553508 | -74.09979 | 0 |
13,344 | 2020-06-25 18:12:49 | 4,128,730,454,058,057,700 | fraud_Cormier LLC | health_fitness | 25.89 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 6174a9c2d2e02d6fc0ae64c52833dc60 | 1,372,183,969 | 31.100588 | -95.822361 | 0 |
13,345 | 2020-06-25 18:16:26 | 3,593,118,134,380,341 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 1,046.97 | Laura | Casey | F | 6114 Moran Way | Steuben | ME | 4,680 | 44.4971 | -67.9503 | 1,131 | Make | 1959-05-10 | 1e28f4d8c246e631eaa939dbb9dfa19a | 1,372,184,186 | 45.05939 | -68.335587 | 1 |
13,346 | 2020-06-25 18:16:43 | 4,683,520,018,489,354 | fraud_Monahan-Morar | personal_care | 15.24 | Charles | Carrillo | M | 17547 Stephen Turnpike Apt. 846 | Hawthorne | CA | 90,250 | 33.9143 | -118.3493 | 93,193 | Editor, magazine features | 1995-04-19 | da13a7a0bad6f38fdcd5ec656677718c | 1,372,184,203 | 33.395468 | -118.066712 | 0 |
13,347 | 2020-06-25 18:18:46 | 4,364,010,865,167,176 | fraud_Watsica LLC | personal_care | 92.55 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | dcc1ef34559c1ed6f3f775f355e29dc0 | 1,372,184,326 | 39.683765 | -119.199808 | 0 |
13,348 | 2020-06-25 18:20:59 | 377,234,009,633,447 | fraud_Berge-Ullrich | home | 61.64 | Theresa | Blackwell | F | 43576 Kristina Islands | Shenandoah Junction | WV | 25,442 | 39.3716 | -77.8229 | 1,925 | Systems developer | 1966-02-14 | 401bce84d01440ebd2ce439420040974 | 1,372,184,459 | 38.544871 | -77.261414 | 0 |
13,349 | 2020-06-25 18:22:50 | 349,612,764,943,496 | fraud_Schuppe LLC | entertainment | 79.67 | Xavier | Beltran | M | 61107 Edwards Dam Apt. 463 | Big Creek | KY | 40,914 | 37.1046 | -83.5706 | 467 | Psychologist, forensic | 1984-06-04 | dc8d8f19d807e33c4f0fc541a327e1f2 | 1,372,184,570 | 36.231536 | -84.200147 | 0 |
13,350 | 2020-06-25 18:22:52 | 3,579,200,383,632,826 | fraud_Thiel-Thiel | entertainment | 88.12 | Tyler | Small | M | 047 Kevin Haven | Boyd | WI | 54,726 | 44.9437 | -91.0294 | 1,690 | IT trainer | 1975-12-24 | dcd5bf6a27cbb8b12b7b5fef711f3fd2 | 1,372,184,572 | 45.594364 | -90.862889 | 0 |
13,351 | 2020-06-25 18:22:53 | 4,302,480,582,202,074 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 30.73 | David | Rodriguez | M | 821 Solis Points | Muskegon | MI | 49,440 | 43.2326 | -86.2492 | 128,715 | Historic buildings inspector/conservation officer | 1995-05-25 | def9d6193b0d0e1b754e69d601eaaae7 | 1,372,184,573 | 42.957389 | -85.473521 | 0 |
13,352 | 2020-06-25 18:23:22 | 561,942,763,351 | fraud_Tillman LLC | travel | 3.47 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 6228cf1cc9433b7a5f95f814f57c5055 | 1,372,184,602 | 38.662622 | -77.654556 | 0 |
13,353 | 2020-06-25 18:23:31 | 4,451,952,084,362,894 | fraud_Jerde-Hermann | travel | 468.63 | Joseph | Davis | M | 941 Adam Stravenue | Nazareth | TX | 79,063 | 34.5444 | -102.1069 | 686 | Petroleum engineer | 1980-07-30 | 96bf87a7100fcd02ca97203fc9de5d15 | 1,372,184,611 | 34.511158 | -101.182523 | 0 |
13,354 | 2020-06-25 18:25:08 | 630,423,337,322 | fraud_Willms, Kris and Bergnaum | shopping_pos | 173.41 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | b2aa58964745c48abb1a2a3129784429 | 1,372,184,708 | 48.316057 | -117.396051 | 0 |
13,355 | 2020-06-25 18:25:34 | 374,656,033,243,756 | fraud_Pacocha-Bauch | shopping_pos | 3.03 | David | Lewis | M | 1499 Michael Rue | Arlington | VA | 22,213 | 38.8954 | -77.1633 | 207,410 | Mudlogger | 1984-07-03 | c7af1848d00da59e9d379bb9261250d9 | 1,372,184,734 | 38.072306 | -77.677187 | 0 |
13,356 | 2020-06-25 18:26:18 | 30,235,438,713,303 | fraud_Bahringer, Schoen and Corkery | shopping_pos | 2.31 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 0fc1b65f064ba7cb9808249cdad4b4e8 | 1,372,184,778 | 37.610648 | -82.510665 | 0 |
13,357 | 2020-06-25 18:26:24 | 30,026,790,933,302 | fraud_Kilback and Sons | entertainment | 71.18 | John | Peters | M | 555 Michael Burgs | Mayersville | MS | 39,113 | 32.9013 | -91.0286 | 595 | Technical brewer | 1979-09-03 | fdf97985d9e74f24692c25c0e50dbf6c | 1,372,184,784 | 32.502836 | -91.463443 | 0 |
13,358 | 2020-06-25 18:26:44 | 30,175,986,190,993 | fraud_Larkin Ltd | kids_pets | 146.01 | Rebecca | Butler | F | 0665 Lisa Alley | Winger | MN | 56,592 | 47.5375 | -95.9941 | 516 | Applications developer | 1966-06-07 | 9763a87bc88a2541e9f34b2e5fbfbe48 | 1,372,184,804 | 48.088415 | -96.919255 | 0 |
13,359 | 2020-06-25 18:27:44 | 180,018,375,329,178 | fraud_Roob, Conn and Tremblay | shopping_pos | 5.46 | Michelle | Woods | F | 952 Joseph Throughway | Munith | MI | 49,259 | 42.3703 | -84.2485 | 2,523 | Geophysicist/field seismologist | 1988-03-21 | fa5aedede4772318dd6369f6a3cd91c1 | 1,372,184,864 | 41.619774 | -85.146626 | 0 |
13,360 | 2020-06-25 18:30:07 | 3,587,960,728,692,500 | fraud_McGlynn-Jaskolski | misc_pos | 144.96 | Kathy | Hughes | F | 02110 Lucas Freeway Suite 517 | Battle Creek | IA | 51,006 | 42.3327 | -95.6045 | 1,075 | Teacher, early years/pre | 1997-01-02 | 85a6a2a7e308eabc633019ced614fbaa | 1,372,185,007 | 41.676005 | -95.858208 | 0 |
13,361 | 2020-06-25 18:31:49 | 4,427,805,710,168 | fraud_Padberg-Welch | grocery_pos | 101.3 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | b25463f236a947c5aae99ca57a52a8ff | 1,372,185,109 | 34.266932 | -105.193979 | 0 |
13,362 | 2020-06-25 18:32:00 | 3,518,758,680,062,249 | fraud_Torp-Lemke | misc_pos | 4.32 | Antonio | Koch | M | 8738 Richard Brooks | Moab | UT | 84,532 | 38.5677 | -109.5271 | 9,772 | Location manager | 1989-11-24 | c366b837c602071febe746f87ca1cf46 | 1,372,185,120 | 39.179649 | -110.10387 | 0 |
13,363 | 2020-06-25 18:32:11 | 3,582,754,887,089,201 | fraud_Brown Inc | kids_pets | 26.1 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 224864dbd0879402c6ae587e369fbe78 | 1,372,185,131 | 33.727868 | -92.839421 | 0 |
13,364 | 2020-06-25 18:32:57 | 4,390,966,588,600,993,000 | fraud_Brown Inc | kids_pets | 131.25 | Kyle | Simmons | M | 8149 Harris Divide | Oklahoma City | OK | 73,134 | 35.6174 | -97.5583 | 640,470 | Advertising copywriter | 1966-06-24 | 749ca892a6ceb1c4e6e37d630af9f15e | 1,372,185,177 | 35.791165 | -97.517716 | 0 |
13,365 | 2020-06-25 18:32:59 | 3,559,160,581,764,413 | fraud_Breitenberg-Hermiston | kids_pets | 41.15 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | be691a1b1b86cd0a626073bfa47c53d2 | 1,372,185,179 | 42.905877 | -79.349366 | 0 |
13,366 | 2020-06-25 18:33:23 | 180,011,453,250,192 | fraud_Jakubowski Inc | home | 82.13 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 2e481e8d716015aa9c9d437cf6b08529 | 1,372,185,203 | 40.516021 | -91.508733 | 0 |
13,367 | 2020-06-25 18:34:14 | 4,155,021,259,183,870 | fraud_Little, Gutmann and Lynch | shopping_net | 3.83 | 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 | ac3f078e1897a7b17fd209f93177eafb | 1,372,185,254 | 35.312605 | -99.30033 | 0 |
13,368 | 2020-06-25 18:34:24 | 4,642,255,475,285,942 | fraud_Zemlak, Tillman and Cremin | personal_care | 17.77 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | 497a128afeeef311ffd1da74cc33b400 | 1,372,185,264 | 39.916026 | -109.943183 | 0 |
13,369 | 2020-06-25 18:34:29 | 3,556,613,125,071,656 | fraud_Metz-Boehm | shopping_pos | 3.52 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | c96b62968d251c2835af32cbcd87657f | 1,372,185,269 | 29.621409 | -95.717155 | 0 |
13,370 | 2020-06-25 18:34:32 | 213,156,747,557,083 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 5.47 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | f379afb1e19ee1bb7ca373f38d6256a6 | 1,372,185,272 | 34.225174 | -117.929149 | 0 |
13,371 | 2020-06-25 18:34:58 | 4,514,242,065,619,750 | fraud_Kihn-Schuster | food_dining | 54.74 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | 6176316190ecee1157311bc16543c727 | 1,372,185,298 | 42.117652 | -105.743203 | 0 |
13,372 | 2020-06-25 18:35:09 | 180,067,784,565,096 | fraud_Kovacek Ltd | travel | 2.93 | Mary | Juarez | F | 35440 Ryan Islands | North Prairie | WI | 53,153 | 42.9385 | -88.395 | 2,328 | Applications developer | 1942-01-06 | 8d790329afa80fe087353c8f291befa0 | 1,372,185,309 | 42.123216 | -88.676851 | 0 |
13,373 | 2020-06-25 18:35:13 | 180,018,375,329,178 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 10.93 | Michelle | Woods | F | 952 Joseph Throughway | Munith | MI | 49,259 | 42.3703 | -84.2485 | 2,523 | Geophysicist/field seismologist | 1988-03-21 | bc1ce1a893b78dd9a9854824fd02d18c | 1,372,185,313 | 43.231093 | -84.49635 | 0 |
13,374 | 2020-06-25 18:35:34 | 30,118,423,745,458 | fraud_Willms, Kris and Bergnaum | shopping_pos | 432.09 | Jared | Velazquez | M | 01479 Murray Circle | Matawan | NJ | 7,747 | 40.4109 | -74.238 | 30,770 | Drilling engineer | 1993-04-29 | 5b264ad8fc466e7f61fef3777787bffe | 1,372,185,334 | 40.313073 | -74.562133 | 0 |
13,375 | 2020-06-25 18:36:40 | 4,377,338,765,909,719 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 2.84 | Nicholas | Mcmahon | M | 2123 Jonathan Falls Suite 753 | Heiskell | TN | 37,754 | 36.115 | -84.0438 | 4,729 | Geologist, wellsite | 1982-04-19 | 217e5741fd59950fe4a3dc003d9d5665 | 1,372,185,400 | 35.660744 | -84.602567 | 0 |
13,376 | 2020-06-25 18:37:12 | 3,587,960,728,692,500 | fraud_Langworth LLC | personal_care | 158.73 | Kathy | Hughes | F | 02110 Lucas Freeway Suite 517 | Battle Creek | IA | 51,006 | 42.3327 | -95.6045 | 1,075 | Teacher, early years/pre | 1997-01-02 | b4cd2be9234054f48a7d693ca37fe4f8 | 1,372,185,432 | 42.830482 | -94.923598 | 0 |
13,377 | 2020-06-25 18:38:55 | 30,235,438,713,303 | fraud_Reynolds-Schinner | misc_pos | 15.26 | James | Baldwin | M | 3603 Mitchell Court | Winfield | WV | 25,213 | 38.5072 | -81.89 | 5,512 | Exhibition designer | 1980-03-24 | 91dbccc40090f78ee8e958fcf017ae4f | 1,372,185,535 | 39.133271 | -81.816211 | 0 |
13,378 | 2020-06-25 18:38:58 | 4,761,403,817,546,679,000 | fraud_Kling, Howe and Schneider | home | 11.73 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | 7711732e03b3ecc846b77d68ed919c68 | 1,372,185,538 | 35.775973 | -92.305368 | 0 |
13,379 | 2020-06-25 18:40:28 | 4,044,436,772,018,844,700 | fraud_Ruecker-Mayert | kids_pets | 54.44 | Amy | Abbott | F | 01505 Amy Stravenue | Dayton | OH | 45,415 | 39.8355 | -84.2613 | 479,994 | Environmental manager | 1970-11-09 | ea5c57785f9725b8ffb8d0f052b329c0 | 1,372,185,628 | 39.086075 | -84.015102 | 0 |
13,380 | 2020-06-25 18:40:41 | 60,416,207,185 | fraud_Pollich LLC | home | 142.6 | Mary | Diaz | F | 9886 Anita Drive | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Information systems manager | 1986-02-17 | 3163cf88edf50ea10521840d625d42aa | 1,372,185,641 | 43.943592 | -108.91871 | 0 |
13,381 | 2020-06-25 18:40:41 | 4,822,367,783,500,458 | fraud_Johns Inc | entertainment | 21.35 | Christopher | Farrell | M | 97070 Anderson Land | Haines City | FL | 33,844 | 28.0758 | -81.5929 | 33,804 | Exercise physiologist | 1991-01-01 | e4bc1c46836ee0b3608a8ca79897f76d | 1,372,185,641 | 27.163991 | -82.460405 | 0 |
13,382 | 2020-06-25 18:40:46 | 4,681,601,008,538,160 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 523.49 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | b3e3ed2aa8354bac1a207081ba8c4665 | 1,372,185,646 | 39.527585 | -81.507222 | 0 |
13,383 | 2020-06-25 18:41:23 | 2,248,348,993,063,230 | fraud_Roob-Okuneva | health_fitness | 22.22 | Jennifer | Scott | F | 376 John Fork Suite 848 | Randolph | OH | 44,265 | 41.0109 | -81.2977 | 51 | Mechanical engineer | 1960-08-05 | 781fec698970506146daacb13360b1ed | 1,372,185,683 | 40.394234 | -81.476761 | 0 |
13,384 | 2020-06-25 18:42:31 | 30,407,675,418,785 | fraud_Brown Inc | kids_pets | 42.67 | Danielle | Evans | F | 76752 David Lodge Apt. 064 | Breesport | NY | 14,816 | 42.1939 | -76.7361 | 520 | Psychotherapist | 1991-10-13 | 3a005d54498e4f5dcb405129dbb7867a | 1,372,185,751 | 41.717093 | -77.266471 | 0 |
13,385 | 2020-06-25 18:42:36 | 2,296,006,538,441,789 | fraud_Ernser-Lynch | food_dining | 3.14 | Judy | Hogan | F | 4970 Michelle Burgs | Brooklyn | NY | 11,217 | 40.6816 | -73.9798 | 2,504,700 | Medical sales representative | 1999-09-01 | 2978d6a982da7c77dfa645d3b2535985 | 1,372,185,756 | 40.515297 | -74.961821 | 0 |
13,386 | 2020-06-25 18:43:25 | 3,511,058,278,399,773 | fraud_Morissette LLC | entertainment | 9.44 | Briana | Santos | F | 702 Tabitha Drive | New Goshen | IN | 47,863 | 39.5803 | -87.4616 | 205 | Engineer, mining | 1960-01-06 | 273d6c7280646565e5db9fd144c3f16a | 1,372,185,805 | 40.57255 | -86.541173 | 0 |
13,387 | 2020-06-25 18:49:31 | 2,233,882,705,243,596 | fraud_Eichmann, Hayes and Treutel | travel | 3.62 | Jamie | Robinson | F | 67089 Caitlin Meadow Apt. 905 | Sturgis | MS | 39,769 | 33.357 | -89.0473 | 1,923 | Medical physicist | 1960-01-16 | 92e221f29c0b8f455e3b91bb9b05c33f | 1,372,186,171 | 33.396577 | -88.700103 | 0 |
13,388 | 2020-06-25 18:49:54 | 4,951,647,200,979,051 | fraud_Pouros-Haag | shopping_pos | 9.16 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 3d2e544a78e245883f18e3822767bf24 | 1,372,186,194 | 37.794181 | -88.957346 | 0 |
13,389 | 2020-06-25 18:50:56 | 30,371,006,069,917 | fraud_Daugherty-Thompson | food_dining | 33.4 | Robert | James | M | 92021 Miranda Meadows | Tamaroa | IL | 62,888 | 38.138 | -89.2231 | 2,135 | Development worker, community | 1961-01-31 | e0bb739527a919322ae2559ed941153e | 1,372,186,256 | 37.448274 | -89.04817 | 0 |
13,390 | 2020-06-25 18:51:56 | 5,388,659,976,630,693 | fraud_O'Connell-Ullrich | home | 109.65 | Charles | Preston | M | 5364 William Harbor | Seneca | WI | 54,654 | 43.2064 | -90.9405 | 153 | Quantity surveyor | 1962-02-14 | 23189767ed24137535cbe41dedd4707a | 1,372,186,316 | 42.307377 | -91.032258 | 0 |
13,391 | 2020-06-25 18:52:03 | 4,128,730,454,058,057,700 | fraud_Dibbert and Sons | entertainment | 6.7 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 181c1d15a4cff4d283ea16ab3efab1ba | 1,372,186,323 | 30.587761 | -94.976834 | 0 |
13,392 | 2020-06-25 18:56:23 | 4,128,730,454,058,057,700 | fraud_Ebert-Daugherty | travel | 2.1 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 8411484b15d649fa5ab9c934e13c9aed | 1,372,186,583 | 30.672733 | -94.738751 | 0 |
13,393 | 2020-06-25 18:56:45 | 5,104,807,169,438,134 | fraud_Bednar PLC | kids_pets | 10.72 | Regina | Johnston | F | 641 Steven Mall Apt. 299 | Westhampton Beach | NY | 11,978 | 40.8295 | -72.6473 | 3,255 | Financial trader | 1978-07-08 | 3a86d2b965be5092f2b81ba43a39bd4b | 1,372,186,605 | 40.301789 | -72.38186 | 0 |
13,394 | 2020-06-25 18:57:03 | 3,545,109,339,866,548 | fraud_Lowe, Dietrich and Erdman | kids_pets | 17.47 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 571cac55d7859e14c702135ecb75218d | 1,372,186,623 | 32.884406 | -91.046134 | 0 |
13,395 | 2020-06-25 18:58:16 | 6,554,245,334,757,802 | fraud_Beier and Sons | home | 88.74 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | d2f2c40ee78888c8368f31e23a13700e | 1,372,186,696 | 32.665583 | -118.641239 | 0 |
13,396 | 2020-06-25 18:59:07 | 4,210,078,554,961,359,000 | fraud_Mueller, Gerhold and Mueller | health_fitness | 151.64 | Valerie | Clark | F | 7402 West Ranch | Lowell | OR | 97,452 | 43.921 | -122.7806 | 1,420 | Systems analyst | 1965-11-11 | 269fa1cd9d7a8272ed2902bab28f7a7a | 1,372,186,747 | 43.416578 | -123.1122 | 0 |
13,397 | 2020-06-25 18:59:31 | 4,607,072,969,078,276 | fraud_Kerluke-Abshire | shopping_net | 8.8 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | c8930ecda017f57e1d9e1205b161fa0d | 1,372,186,771 | 35.815289 | -98.059592 | 0 |
13,398 | 2020-06-25 19:03:29 | 3,589,289,942,931,264 | fraud_Schoen-Quigley | kids_pets | 104.07 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | 4349255ca2cafbe98fdf46d1e6ffabaf | 1,372,187,009 | 43.424862 | -97.499545 | 0 |
13,399 | 2020-06-25 19:03:49 | 4,900,628,639,996 | fraud_Champlin and Sons | home | 70.7 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | 46df31e43391c4df4edc8984d9c36125 | 1,372,187,029 | 33.860581 | -118.774524 | 0 |
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