Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,280,800 | 2020-06-15 14:10:10 | 675,990,301,623 | fraud_Fisher-Schowalter | shopping_net | 138.95 | Amanda | Spencer | F | 6682 Green Forks | Ogdensburg | NJ | 7,439 | 41.0767 | -74.5982 | 2,456 | Senior tax professional/tax inspector | 1994-03-13 | 420d961f4c4d92cbb537af51d72030c0 | 1,371,305,410 | 41.851544 | -75.003471 | 0 |
1,280,801 | 2020-06-15 14:10:12 | 3,595,192,916,105,588 | fraud_Boyer PLC | shopping_net | 6.95 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 6e22a3b1d758b2102d186729685f3512 | 1,371,305,412 | 34.617364 | -79.624739 | 0 |
1,280,802 | 2020-06-15 14:10:17 | 4,158,945,090,781,624 | fraud_Schimmel-Olson | kids_pets | 12.35 | Justin | Bell | M | 5323 Walker Island | Pittsburgh | PA | 15,217 | 40.4308 | -79.9205 | 687,276 | Scientist, marine | 1973-10-19 | 9b4b35ddbb84a15241b3ca42c007e90a | 1,371,305,417 | 40.939431 | -80.426543 | 0 |
1,280,803 | 2020-06-15 14:10:57 | 577,588,686,219 | fraud_Haley, Batz and Auer | health_fitness | 2.62 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 230f13bcd9e547bfb9a5b06b03bcf573 | 1,371,305,457 | 41.564817 | -78.734005 | 0 |
1,280,804 | 2020-06-15 14:11:20 | 4,988,304,376,504 | fraud_Beier and Sons | home | 24.43 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | 8ee7629a706e4694982617079bf16020 | 1,371,305,480 | 41.822191 | -73.54423 | 0 |
1,280,805 | 2020-06-15 14:11:24 | 376,445,266,762,684 | fraud_Stark-Koss | home | 100.39 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 182f81e45c14981450d68f5500ee21d1 | 1,371,305,484 | 40.870031 | -101.123271 | 0 |
1,280,806 | 2020-06-15 14:11:28 | 4,306,630,852,918 | fraud_Hirthe-Beier | health_fitness | 62.33 | Maureen | Garza | F | 169 Edward Inlet | Saint Louis | MO | 63,131 | 38.6171 | -90.4504 | 927,396 | Occupational hygienist | 1960-03-12 | bc3161fded262ebf36f0923e408988d2 | 1,371,305,488 | 37.812542 | -90.033636 | 0 |
1,280,807 | 2020-06-15 14:11:29 | 4,099,707,841,315,751 | fraud_Stark-Koss | home | 30.43 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | 18bc3a4a93b1a610ced59ef43b883245 | 1,371,305,489 | 38.914042 | -77.698948 | 0 |
1,280,808 | 2020-06-15 14:11:38 | 630,451,534,402 | fraud_Thompson-Gleason | health_fitness | 15.94 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | 3a60717b387dcc828cce9954f90974c8 | 1,371,305,498 | 45.534282 | -87.327578 | 0 |
1,280,809 | 2020-06-15 14:11:40 | 4,279,161,831,637 | fraud_Monahan-Morar | personal_care | 8.52 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | 197c809d3aa343a17cbc8757a71361ef | 1,371,305,500 | 40.788913 | -80.482992 | 0 |
1,280,810 | 2020-06-15 14:11:48 | 213,199,865,312,311 | fraud_Bechtelar-Rippin | food_dining | 29.14 | Christopher | Miller | M | 493 Fitzgerald Fields Suite 454 | Varnell | GA | 30,756 | 34.9298 | -84.9885 | 74 | Pensions consultant | 1944-05-14 | c4d0ff8d04c21a6addf136297019b44b | 1,371,305,508 | 34.869666 | -84.493457 | 0 |
1,280,811 | 2020-06-15 14:12:02 | 3,589,289,942,931,264 | fraud_Gerhold LLC | home | 68.6 | Paula | Estrada | F | 350 Stacy Glens | Spencer | SD | 57,374 | 43.7557 | -97.5936 | 343 | Development worker, international aid | 1972-03-05 | b29e0eaf2e00dc4e6fffb3453806bb32 | 1,371,305,522 | 42.958245 | -96.867548 | 0 |
1,280,812 | 2020-06-15 14:12:25 | 6,554,245,334,757,802 | fraud_Schiller Ltd | personal_care | 15.41 | Monique | Robinson | F | 07712 Marcus Divide Apt. 831 | Laguna Hills | CA | 92,637 | 33.615 | -117.7114 | 45,303 | Sales executive | 1969-12-22 | 6b1a7a7974bbabcc5dc79e1d8ce5d37f | 1,371,305,545 | 33.21038 | -117.862057 | 0 |
1,280,813 | 2020-06-15 14:12:54 | 372,382,441,451,095 | fraud_Hoppe, Harris and Bednar | entertainment | 37.26 | Brent | Terrell | M | 502 Rice Plaza Apt. 979 | Port Ewen | NY | 12,466 | 41.8948 | -73.9767 | 2,471 | Heritage manager | 1966-01-21 | 12b440159e522cb3fbf01caa669d5695 | 1,371,305,574 | 42.603539 | -73.470855 | 0 |
1,280,814 | 2020-06-15 14:13:04 | 3,575,789,281,659,026 | fraud_McDermott, Osinski and Morar | home | 5 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | 365c2369bf346edaea2c3313e11fe4bd | 1,371,305,584 | 37.794104 | -93.701873 | 0 |
1,280,815 | 2020-06-15 14:13:06 | 4,629,451,965,224,809 | fraud_Pfeffer and Sons | shopping_pos | 9.87 | Karen | Warren | F | 4900 Curtis Gardens Suite 952 | Hahira | GA | 31,632 | 30.9416 | -83.3574 | 10,295 | Teacher, special educational needs | 1997-12-26 | b0489478171f3ba7cc1340611536a99b | 1,371,305,586 | 30.640386 | -83.954556 | 0 |
1,280,816 | 2020-06-15 14:13:29 | 30,328,384,440,870 | fraud_Heller PLC | health_fitness | 7.75 | Helen | Campbell | F | 182 Sergio Summit Apt. 129 | Browning | MO | 64,630 | 40.029 | -93.1607 | 602 | Cytogeneticist | 1954-07-14 | d1ad9e03979966bdf999b5331af61852 | 1,371,305,609 | 40.620861 | -93.769818 | 0 |
1,280,817 | 2020-06-15 14:13:30 | 4,169,759,661,243,568 | fraud_Hermiston, Pacocha and Smith | health_fitness | 87.93 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 08ed5e96d7992f9336a5795f8a0d6e6f | 1,371,305,610 | 39.682096 | -77.481129 | 0 |
1,280,818 | 2020-06-15 14:13:30 | 4,587,657,402,165,341,700 | fraud_Klocko, Runolfsdottir and Breitenberg | health_fitness | 38.46 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | e7ce7e5714edcf9c0bfdf5ac97775402 | 1,371,305,610 | 41.584751 | -86.77026 | 0 |
1,280,819 | 2020-06-15 14:14:17 | 4,807,552,641,361 | fraud_Larson-Moen | entertainment | 17.29 | Kimberly | Castro | F | 588 Smith Lights Suite 786 | Rosewood | OH | 43,070 | 40.2158 | -83.9579 | 133 | Professor Emeritus | 1954-01-29 | 9e0a04c9db59711406922bb878a13a55 | 1,371,305,657 | 40.604149 | -83.705512 | 0 |
1,280,820 | 2020-06-15 14:14:33 | 38,052,002,992,326 | fraud_Rolfson-Kunde | personal_care | 8.26 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | f01d81928f76b0cd7bcc6d15904db970 | 1,371,305,673 | 29.889036 | -95.064952 | 0 |
1,280,821 | 2020-06-15 14:14:35 | 180,048,185,037,117 | fraud_Denesik and Sons | shopping_pos | 17.7 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 8b371acdbf978b91667b0f45162a29f9 | 1,371,305,675 | 41.436879 | -74.850533 | 0 |
1,280,822 | 2020-06-15 14:14:51 | 4,457,732,997,086,323,700 | fraud_Haley, Batz and Auer | health_fitness | 74.29 | Stanley | Mayo | M | 3433 Jones Branch | Fiddletown | CA | 95,629 | 38.5234 | -120.6763 | 832 | Immigration officer | 1987-05-19 | aab468d817921e36cef91d76f9b9c83f | 1,371,305,691 | 39.470256 | -121.505183 | 0 |
1,280,823 | 2020-06-15 14:16:15 | 4,745,996,322,265 | fraud_Mueller, Gerhold and Mueller | health_fitness | 30.38 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | d9af130dcd9903ac894b083638551b2c | 1,371,305,775 | 42.408354 | -86.01913 | 0 |
1,280,824 | 2020-06-15 14:16:16 | 213,156,747,557,083 | fraud_Carroll PLC | health_fitness | 47.02 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | 7cd093cfed27a8adbe88e821d1ca2f03 | 1,371,305,776 | 33.327483 | -117.784572 | 0 |
1,280,825 | 2020-06-15 14:16:22 | 4,640,395,708,703 | fraud_Fadel Inc | health_fitness | 302.97 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 5a646d75beb54f94a4f3d1b3ea333b4d | 1,371,305,782 | 30.801007 | -91.107858 | 0 |
1,280,826 | 2020-06-15 14:16:22 | 378,278,619,832,195 | fraud_Gulgowski LLC | home | 129.09 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | bb10bed7314b9b79eab1f49c2f2ef79e | 1,371,305,782 | 44.600236 | -124.04528 | 0 |
1,280,827 | 2020-06-15 14:17:15 | 3,551,217,896,304,745 | fraud_Kihn, Brakus and Goyette | personal_care | 53.02 | Sara | Harris | F | 597 Jenny Ford Apt. 543 | Tupper Lake | NY | 12,986 | 44.232 | -74.4905 | 6,120 | Chartered loss adjuster | 1976-10-09 | 216afa13ea2fc66ff9e70a818beecf85 | 1,371,305,835 | 45.081869 | -75.013739 | 0 |
1,280,828 | 2020-06-15 14:17:36 | 4,658,490,815,480,264 | fraud_Schaefer Ltd | kids_pets | 88.87 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | 77a9abeaa4c57a68f58d7bcc31926ded | 1,371,305,856 | 40.003277 | -79.919083 | 0 |
1,280,829 | 2020-06-15 14:17:36 | 5,152,054,598,359,927 | fraud_Friesen-Ortiz | personal_care | 10.21 | Jim | Johnson | M | 868 Brady Mill Apt. 837 | Gretna | LA | 70,056 | 29.8872 | -90.0331 | 55,581 | Biomedical scientist | 1972-09-12 | 24d85eadcc2d2bf6f33f3e064c208c68 | 1,371,305,856 | 30.86841 | -89.679166 | 0 |
1,280,830 | 2020-06-15 14:17:59 | 4,452,366,298,769,043 | fraud_Keeling-Crist | misc_pos | 5.48 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 2782f71df7dca31e81682bb8022bdd1c | 1,371,305,879 | 32.697428 | -96.039629 | 0 |
1,280,831 | 2020-06-15 14:18:05 | 4,169,759,661,243,568 | fraud_Wilkinson LLC | personal_care | 38.78 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 0e41e05c28c7ef76322558cae8f7945c | 1,371,305,885 | 39.711984 | -77.448186 | 0 |
1,280,832 | 2020-06-15 14:18:34 | 213,180,742,685,905 | fraud_Torphy-Kertzmann | health_fitness | 9.58 | Kayla | Sutton | F | 010 Weaver Land | Carlotta | CA | 95,528 | 40.507 | -123.9743 | 1,139 | Therapist, occupational | 1951-01-15 | 4568a9557e1758dfc1bb1874a5056b01 | 1,371,305,914 | 41.451465 | -123.825952 | 0 |
1,280,833 | 2020-06-15 14:18:35 | 3,506,592,072,985,012 | fraud_Schneider, Hayes and Nikolaus | food_dining | 215.85 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | 740e9212ae346b0b098b3ac630a11e0d | 1,371,305,915 | 39.027255 | -91.310148 | 0 |
1,280,834 | 2020-06-15 14:18:50 | 375,082,648,741,747 | fraud_Kutch-Wilderman | home | 17.71 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | 2bbb7457b3d1b99a32786cff23d80023 | 1,371,305,930 | 47.658748 | -97.665298 | 0 |
1,280,835 | 2020-06-15 14:19:19 | 4,859,525,594,182,537 | fraud_Fisher-Schowalter | shopping_net | 5.21 | Rebecca | Farley | F | 383 Long Islands | Downsville | NY | 13,755 | 42.0716 | -75.0152 | 1,228 | Psychotherapist, child | 1990-02-25 | 25a186831f7ba35ab3f5e05223b201dc | 1,371,305,959 | 41.826011 | -75.285242 | 0 |
1,280,836 | 2020-06-15 14:19:26 | 30,238,755,902,988 | fraud_Lubowitz, Terry and Stracke | personal_care | 17.14 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 7f488cdd41fdbf1b2b935c622843d921 | 1,371,305,966 | 29.6183 | -96.788151 | 0 |
1,280,837 | 2020-06-15 14:20:14 | 4,503,101,193,493,053,000 | fraud_Schmeler, Bashirian and Price | shopping_net | 18.94 | Katherine | Tucker | F | 670 Le Meadows Suite 250 | Lakeland | FL | 33,811 | 27.9865 | -82.0139 | 237,282 | Clothing/textile technologist | 1979-07-03 | d2c605e84909e7ca25d9a1275f179be2 | 1,371,306,014 | 28.011378 | -82.077586 | 0 |
1,280,838 | 2020-06-15 14:20:43 | 676,195,318,214 | fraud_Mayert Group | shopping_pos | 5.34 | Brandy | Quinn | F | 9734 Beard Fields Suite 885 | Altair | TX | 77,412 | 29.6047 | -96.5249 | 106 | Editor, film/video | 1983-07-24 | 1e79fef379b3028175d42ac7fe9cf3e4 | 1,371,306,043 | 29.783294 | -96.781852 | 0 |
1,280,839 | 2020-06-15 14:20:57 | 38,052,002,992,326 | fraud_Lehner, Mosciski and King | misc_net | 1.6 | Anna | Logan | F | 3522 Park Wells Suite 528 | Cleveland | TX | 77,327 | 30.33 | -95.0202 | 34,153 | Building surveyor | 1995-09-11 | 9a83115384a430babd1f0b567f70acc1 | 1,371,306,057 | 30.643107 | -95.181924 | 0 |
1,280,840 | 2020-06-15 14:21:04 | 30,273,037,698,427 | fraud_Kutch-Wilderman | home | 5.12 | Andrew | Patterson | M | 06959 Stephen Branch Suite 246 | Thida | AR | 72,165 | 35.5762 | -91.4539 | 111 | Careers information officer | 2000-06-13 | 65423bb506dc5140c7265ae6a39ba072 | 1,371,306,064 | 34.784672 | -92.18794 | 0 |
1,280,841 | 2020-06-15 14:22:02 | 341,283,058,448,499 | fraud_Larson-Moen | entertainment | 59.05 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | d6c8f6ab2ac55265e3556c37c36a86f5 | 1,371,306,122 | 30.587995 | -84.220625 | 0 |
1,280,842 | 2020-06-15 14:22:10 | 377,834,944,388,609 | fraud_Weber, Thiel and Hammes | kids_pets | 163.35 | Michael | Jackson | M | 539 Underwood Divide | Pea Ridge | AR | 72,751 | 36.4539 | -94.118 | 6,434 | Product designer | 1967-08-28 | 0b49678fdc7a6c27995a29455f3c0680 | 1,371,306,130 | 36.878306 | -93.53423 | 0 |
1,280,843 | 2020-06-15 14:22:33 | 3,566,094,707,272,327 | fraud_Schiller Ltd | personal_care | 5.84 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | fd47b6a068871cf34e9a23f1027c768c | 1,371,306,153 | 33.470039 | -119.140765 | 0 |
1,280,844 | 2020-06-15 14:22:45 | 3,561,963,695,236,764 | fraud_Hermiston, Russel and Price | food_dining | 57.72 | Michael | Lee | M | 7915 Dawn Roads Apt. 544 | Shelter Island | NY | 11,964 | 41.064 | -72.3366 | 1,858 | Clinical biochemist | 1984-03-03 | 6c9f7bcb5944d3427f83c68352e4895b | 1,371,306,165 | 40.419315 | -72.202675 | 0 |
1,280,845 | 2020-06-15 14:23:07 | 4,364,010,865,167,176 | fraud_Hahn, Douglas and Schowalter | travel | 9.46 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | 690988f92079ad15e65dc63e109e8abd | 1,371,306,187 | 39.494233 | -119.741508 | 0 |
1,280,846 | 2020-06-15 14:23:27 | 6,011,438,889,172,900 | fraud_Hamill-D'Amore | health_fitness | 45.16 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 4a13d585c81891c05bacdf7f2e724f6a | 1,371,306,207 | 34.035324 | -91.549609 | 0 |
1,280,847 | 2020-06-15 14:23:46 | 6,011,693,194,885,790 | fraud_Hickle Group | shopping_pos | 7 | Victoria | Fleming | F | 2807 Parker Station Suite 080 | Stanchfield | MN | 55,080 | 45.6675 | -93.2433 | 2,607 | Lecturer, further education | 1995-12-04 | ad95c52270be8e6507b922e31882b0c0 | 1,371,306,226 | 44.720591 | -93.509527 | 0 |
1,280,848 | 2020-06-15 14:24:05 | 630,412,733,309 | fraud_Hills, Hegmann and Schaefer | health_fitness | 65.34 | Heather | Stanton | F | 445 Jerry Lights Apt. 081 | Republic | MI | 49,879 | 46.368 | -87.9938 | 1,038 | Armed forces training and education officer | 1964-04-22 | 0addee7f410d96b1f0671bd0985befe3 | 1,371,306,245 | 45.60876 | -87.582511 | 0 |
1,280,849 | 2020-06-15 14:24:08 | 676,102,124,465 | fraud_Mohr Inc | shopping_pos | 4.53 | Natasha | Mclaughlin | F | 8699 Lindsay Ford Apt. 486 | Napa | CA | 94,558 | 38.4549 | -122.2564 | 94,014 | Airline pilot | 1985-08-21 | 2c3a2047ad6ad6696101e0a41914f52f | 1,371,306,248 | 38.415893 | -121.551704 | 0 |
1,280,850 | 2020-06-15 14:24:29 | 6,011,893,664,860,915 | fraud_Ullrich Ltd | kids_pets | 40.98 | Erin | Chavez | F | 3379 Williams Common | Littleton | CO | 80,120 | 39.5994 | -105.0044 | 320,420 | Water engineer | 1975-07-31 | 2c58fa47edb3bd4460ad9a85a32af886 | 1,371,306,269 | 38.605774 | -104.947236 | 0 |
1,280,851 | 2020-06-15 14:24:39 | 2,288,813,824,604,479 | fraud_Baumbach Ltd | personal_care | 43.84 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | c1a6915e36bee8c1627da057ee52b0f4 | 1,371,306,279 | 40.784865 | -73.739187 | 0 |
1,280,852 | 2020-06-15 14:24:42 | 371,284,100,299,909 | fraud_Okuneva, Schneider and Rau | shopping_pos | 4.31 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 280f1de913ec338ab9e20f87dabd842d | 1,371,306,282 | 34.289545 | -99.845934 | 0 |
1,280,853 | 2020-06-15 14:24:48 | 4,897,067,971,111,210,000 | fraud_Boehm, Predovic and Reinger | misc_pos | 6.43 | Randy | Wood | M | 542 Howe Mission Apt. 092 | Port Richey | FL | 34,668 | 28.3011 | -82.6927 | 42,619 | Environmental education officer | 1975-10-07 | 2f7bea9b861aa2745fcbe5fdf06a2e3b | 1,371,306,288 | 28.86175 | -82.87964 | 0 |
1,280,854 | 2020-06-15 14:24:56 | 30,131,826,429,364 | fraud_Becker, Harris and Harvey | personal_care | 114.74 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | af2b83c02f48ac506b055be4eda4fb73 | 1,371,306,296 | 36.418237 | -84.915029 | 0 |
1,280,855 | 2020-06-15 14:24:57 | 4,474,324,669,797,121 | fraud_Schuppe LLC | entertainment | 34.32 | Matthew | Russell | M | 168 Michael Coves Suite 343 | June Lake | CA | 93,529 | 37.7773 | -119.0825 | 633 | Health service manager | 1927-09-09 | da56fc86096d2751a04274d910cbfe7b | 1,371,306,297 | 37.478184 | -119.253683 | 0 |
1,280,856 | 2020-06-15 14:25:09 | 4,560,395,181,594,436,000 | fraud_Schmidt and Sons | shopping_net | 1.99 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | b083da480db4fc2128157ca317700be3 | 1,371,306,309 | 39.817896 | -123.060801 | 0 |
1,280,857 | 2020-06-15 14:25:11 | 4,906,628,655,840,914,000 | fraud_Schmidt-Larkin | home | 255.72 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 08be3fbdd63b6755197dfb8856574b78 | 1,371,306,311 | 24.354185 | -81.673686 | 0 |
1,280,858 | 2020-06-15 14:25:21 | 371,226,440,126,102 | fraud_Effertz LLC | entertainment | 3.95 | 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 | c29b676256d2be947b38255dcb2e0174 | 1,371,306,321 | 38.659883 | -88.566471 | 0 |
1,280,859 | 2020-06-15 14:25:42 | 4,798,937,978,667,560,000 | fraud_Parker, Nolan and Trantow | entertainment | 37.36 | Robert | Williams | M | 09419 Lewis Rapids | Bay City | MI | 48,706 | 43.6088 | -83.953 | 67,858 | Water quality scientist | 1995-03-13 | 11ce7e6fbb688e9552078075493f8753 | 1,371,306,342 | 44.316768 | -84.828463 | 0 |
1,280,860 | 2020-06-15 14:25:56 | 4,311,368,326,621,416,000 | fraud_Bins-Howell | personal_care | 19.9 | Phillip | Delacruz | M | 26678 Lisa Locks Apt. 904 | Iliff | CO | 80,736 | 40.7692 | -103.0968 | 648 | Community arts worker | 1969-09-21 | 675643c23fb9be15377fcc060354b70b | 1,371,306,356 | 41.681845 | -103.587172 | 0 |
1,280,861 | 2020-06-15 14:26:04 | 340,953,839,692,349 | fraud_Langosh, Wintheiser and Hyatt | food_dining | 4.56 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 6daaca30c742cd54312824827469b5aa | 1,371,306,364 | 42.395419 | -82.328269 | 0 |
1,280,862 | 2020-06-15 14:26:22 | 4,653,879,239,169,997 | fraud_Denesik and Sons | shopping_pos | 8.93 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | ea22016a951b26f261ed4b8a3c4380f6 | 1,371,306,382 | 37.292921 | -85.21429 | 0 |
1,280,863 | 2020-06-15 14:26:40 | 676,298,633,337 | fraud_Jakubowski Inc | home | 25.88 | Jessica | Werner | F | 4529 Cannon Alley | Center Point | WV | 26,339 | 39.4125 | -80.6352 | 255 | Chief Executive Officer | 1971-12-10 | bcd507f26528ff955d07f66790651cad | 1,371,306,400 | 39.962239 | -81.549521 | 0 |
1,280,864 | 2020-06-15 14:27:10 | 4,378,993,458,389,626 | fraud_Lesch, D'Amore and Brown | food_dining | 3.85 | Travis | Hayes | M | 1561 Chase Grove | Conway | NH | 3,818 | 43.9742 | -71.1503 | 3,807 | Surgeon | 1999-10-25 | abc629f11c9bdbb629a975df5da02131 | 1,371,306,430 | 43.005893 | -70.819823 | 0 |
1,280,865 | 2020-06-15 14:27:21 | 4,587,657,402,165,341,700 | fraud_Price Inc | shopping_net | 26.86 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | 7ad1d91612198e9c25386b437c691be5 | 1,371,306,441 | 40.68825 | -88.087347 | 0 |
1,280,866 | 2020-06-15 14:27:28 | 4,239,552,724,014,407 | fraud_Hagenes, Hermann and Stroman | travel | 5.12 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | 495e5ba2a4dfcc546000a9314207bb49 | 1,371,306,448 | 40.768204 | -84.035509 | 0 |
1,280,867 | 2020-06-15 14:27:33 | 3,501,942,333,500,073 | fraud_Gleason and Sons | kids_pets | 92.98 | Lori | Bishop | F | 08056 Alvarado Club Suite 699 | Phoenix | AZ | 85,086 | 33.8155 | -112.1202 | 1,312,922 | Counselling psychologist | 1999-11-30 | db29ab93c87dade8503309d3daa32c0d | 1,371,306,453 | 34.32613 | -112.988776 | 0 |
1,280,868 | 2020-06-15 14:27:38 | 4,988,304,376,504 | fraud_Crist, Jakubowski and Littel | home | 47.43 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | c7650d6dd69ff08fa0336b972784c1ec | 1,371,306,458 | 41.657158 | -73.499914 | 0 |
1,280,869 | 2020-06-15 14:27:46 | 630,425,673,344 | fraud_Rolfson-Kunde | personal_care | 11.56 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | dc10b7316238c1d949aec966fcb5cebb | 1,371,306,466 | 39.16417 | -80.343345 | 0 |
1,280,870 | 2020-06-15 14:27:57 | 2,720,433,095,629,877 | fraud_Balistreri-Nader | misc_pos | 8.18 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | a2e1dfd61ab86cd609ba2455ae8e34f7 | 1,371,306,477 | 44.851079 | -69.519012 | 0 |
1,280,871 | 2020-06-15 14:27:58 | 30,230,540,139,182 | fraud_Treutel-King | travel | 493.26 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | ba06005fbd319ea3c409201ba76e64cb | 1,371,306,478 | 40.942689 | -76.200033 | 0 |
1,280,872 | 2020-06-15 14:28:12 | 4,715,741,951,931,169,000 | fraud_Pouros, Walker and Spencer | kids_pets | 55.93 | Robert | Drake | M | 463 Willie Estates | Burbank | OK | 74,633 | 36.6966 | -96.7869 | 471 | Sub | 1941-03-30 | 28eff74b826a33ff45b2735a29ac6bc1 | 1,371,306,492 | 36.975007 | -96.841821 | 0 |
1,280,873 | 2020-06-15 14:28:28 | 4,635,330,563,105,903 | fraud_Jacobi and Sons | shopping_pos | 11.38 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | 86c85095c1f093431f234a84dc79d6e5 | 1,371,306,508 | 39.500968 | -76.961545 | 0 |
1,280,874 | 2020-06-15 14:28:43 | 503,874,407,318 | fraud_Denesik, Powlowski and Pouros | home | 105.99 | 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 | e8eca10fd4f62678fc2faca7d7fc38f9 | 1,371,306,523 | 30.402758 | -99.274416 | 0 |
1,280,875 | 2020-06-15 14:28:59 | 4,745,996,322,265 | fraud_Conroy-Emard | food_dining | 70.85 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | afe5da744a9e51bd2894dad5098a3232 | 1,371,306,539 | 42.151908 | -87.419179 | 0 |
1,280,876 | 2020-06-15 14:29:48 | 4,482,427,013,979,020 | fraud_Schaefer Ltd | kids_pets | 11.61 | Leslie | Ford | F | 4938 Hatfield Course | Henderson | WV | 25,106 | 38.8265 | -82.1364 | 642 | Building services engineer | 1946-08-30 | 058194ef292b4f6bd598d25a33b5cd1b | 1,371,306,588 | 38.025489 | -82.714423 | 0 |
1,280,877 | 2020-06-15 14:30:03 | 3,545,109,339,866,548 | fraud_Little, Gutmann and Lynch | shopping_net | 4.45 | Keith | Sanders | M | 8030 Beck Motorway | Moorhead | MS | 38,761 | 33.4783 | -90.5142 | 2,870 | Chartered public finance accountant | 1999-03-05 | 58e055cd7339a65024c4d557fd82ea91 | 1,371,306,603 | 32.839857 | -90.734099 | 0 |
1,280,878 | 2020-06-15 14:30:14 | 4,586,810,168,620,942 | fraud_Greenfelder, Bartoletti and Davis | misc_net | 147.75 | Michelle | Gregory | F | 6983 Carrillo Isle | Edisto Island | SC | 29,438 | 32.5486 | -80.307 | 2,408 | Sales professional, IT | 1997-07-05 | 47913543d6a9344258893be679036e72 | 1,371,306,614 | 32.361938 | -79.844249 | 0 |
1,280,879 | 2020-06-15 14:30:40 | 4,099,707,841,315,751 | fraud_Kozey-McDermott | travel | 5.16 | James | Stephens | M | 1166 Castillo Mountains | Ruckersville | VA | 22,968 | 38.2586 | -78.4074 | 9,815 | Designer, ceramics/pottery | 1975-07-07 | 7047460d44612bd68b3a261dc7f1b4c4 | 1,371,306,640 | 39.217301 | -78.275696 | 0 |
1,280,880 | 2020-06-15 14:30:42 | 4,173,950,183,554,608 | fraud_Pollich LLC | home | 23.92 | Stephen | Marshall | M | 47144 Roberts Keys | Monmouth Beach | NJ | 7,750 | 40.333 | -73.9809 | 3,279 | Health promotion specialist | 1978-10-05 | 8b9a2353a8a96de92223a3b005c117d9 | 1,371,306,642 | 40.023825 | -74.787335 | 0 |
1,280,881 | 2020-06-15 14:31:09 | 379,897,244,598,068 | fraud_Turner LLC | travel | 8.51 | Frank | Key | M | 5537 Jessica Plaza | Pewee Valley | KY | 40,056 | 38.3039 | -85.4834 | 3,263 | Stage manager | 1930-02-28 | 734629e52fcadfa25ad6359da61e290f | 1,371,306,669 | 37.987455 | -85.807994 | 0 |
1,280,882 | 2020-06-15 14:31:23 | 38,588,538,868,506 | fraud_Stark-Batz | entertainment | 12.6 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | b5c7adde390ee7d68f10419ecba49ebe | 1,371,306,683 | 29.88589 | -102.708891 | 0 |
1,280,883 | 2020-06-15 14:31:37 | 4,681,601,008,538,160 | fraud_Lubowitz-Walter | kids_pets | 97.86 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 35858df1a3f0eef6cfaa8957b23af30d | 1,371,306,697 | 40.250198 | -79.944474 | 0 |
1,280,884 | 2020-06-15 14:31:40 | 3,554,849,923,339,851 | fraud_McDermott, Osinski and Morar | home | 69.94 | John | Hudson | M | 886 Nicole Key | Stillwater | OK | 74,074 | 36.1043 | -97.0609 | 55,345 | Cabin crew | 1948-05-01 | 354be0706c1b2efe903a8838a6a3f321 | 1,371,306,700 | 36.885348 | -97.626061 | 0 |
1,280,885 | 2020-06-15 14:32:11 | 4,745,996,322,265 | fraud_Bruen-Yost | misc_pos | 99.19 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 277a3f3a1cf8d465617db9e367275d5b | 1,371,306,731 | 42.204686 | -86.875068 | 0 |
1,280,886 | 2020-06-15 14:32:16 | 3,506,592,072,985,012 | fraud_Mohr Inc | shopping_pos | 49.01 | Randy | Murphy | M | 0356 Sarah Light | Ballwin | MO | 63,021 | 38.577 | -90.5255 | 92,608 | Engineer, communications | 2001-07-26 | a6c7b9627bd051abcabecc2f8c1092ca | 1,371,306,736 | 38.510943 | -89.533812 | 0 |
1,280,887 | 2020-06-15 14:32:37 | 180,036,456,789,979 | fraud_Spencer PLC | entertainment | 21.91 | Mackenzie | Salazar | F | 982 Melissa Lock | Bagley | WI | 53,801 | 42.9207 | -91.0685 | 878 | Risk analyst | 1974-11-20 | f88f6c30050d4079b0d05ba9f4db4dc9 | 1,371,306,757 | 42.998627 | -91.188004 | 0 |
1,280,888 | 2020-06-15 14:32:44 | 36,722,699,017,270 | fraud_Morissette PLC | shopping_pos | 724.77 | Jessica | Perez | F | 8172 Robertson Parkways Suite 072 | Superior | AZ | 85,173 | 33.2887 | -111.0985 | 2,872 | Petroleum engineer | 1987-10-28 | 0b7a31188686b22e56af8c7ed099860a | 1,371,306,764 | 33.025639 | -111.514926 | 0 |
1,280,889 | 2020-06-15 14:33:06 | 371,226,440,126,102 | fraud_Ullrich Ltd | kids_pets | 65.74 | 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 | b4caff9dbf9d872b13d66de599728987 | 1,371,306,786 | 39.161324 | -89.648527 | 0 |
1,280,890 | 2020-06-15 14:33:23 | 3,566,875,419,572,867 | fraud_Schaefer Ltd | kids_pets | 55.69 | Adam | Mcdonald | M | 997 Cameron Meadow Apt. 980 | South Hero | VT | 5,486 | 44.64 | -73.3113 | 1,654 | Transport planner | 1991-01-31 | df9796836fe1db62414d64561685fc08 | 1,371,306,803 | 44.335338 | -74.019179 | 0 |
1,280,891 | 2020-06-15 14:33:29 | 676,326,610,042 | fraud_Kihn-Schuster | food_dining | 91.13 | Jacqueline | Caldwell | F | 54220 April Union Suite 403 | Riverview | MI | 48,193 | 42.1782 | -83.2461 | 15,623 | Writer | 1993-11-02 | 65db3077f5d9c6b4c4731fd9f05c8f8a | 1,371,306,809 | 41.361247 | -82.834135 | 0 |
1,280,892 | 2020-06-15 14:33:33 | 38,057,513,087,029 | fraud_Dare, Fritsch and Zboncak | health_fitness | 18.1 | Marissa | Clark | F | 2677 Byrd Village Suite 035 | San Jose | CA | 95,148 | 37.3304 | -121.7913 | 973,849 | Geoscientist | 1997-01-18 | ec52fdab28f70f37fb909c2cc59ab6fb | 1,371,306,813 | 37.217833 | -121.031156 | 0 |
1,280,893 | 2020-06-15 14:33:49 | 4,792,627,764,422,478,000 | fraud_Torp, Muller and Borer | health_fitness | 17.14 | Margaret | Mendez | F | 7952 Karen Pike | De Soto | KS | 66,018 | 38.9462 | -94.9714 | 5,760 | Chief Executive Officer | 1978-10-01 | b9a5c2b1e9ae55f86c8ad863199cf287 | 1,371,306,829 | 38.852835 | -94.047212 | 0 |
1,280,894 | 2020-06-15 14:33:49 | 6,011,693,194,885,790 | fraud_Gutmann, McLaughlin and Wiza | home | 59.52 | Victoria | Fleming | F | 2807 Parker Station Suite 080 | Stanchfield | MN | 55,080 | 45.6675 | -93.2433 | 2,607 | Lecturer, further education | 1995-12-04 | db07e6aca969e9278187a6c182df9cd3 | 1,371,306,829 | 44.795396 | -93.947177 | 0 |
1,280,895 | 2020-06-15 14:34:14 | 3,540,862,542,587,229 | fraud_Dare, Casper and Bartoletti | kids_pets | 4.37 | Nancy | Roach | F | 376 Brown Courts | Yellowstone National Park | WY | 82,190 | 44.7957 | -110.6137 | 369 | Materials engineer | 1941-11-16 | 3a5b4d03bca391e72db88b9cc6c2821e | 1,371,306,854 | 45.073761 | -111.07479 | 0 |
1,280,896 | 2020-06-15 14:34:18 | 4,585,132,874,641 | fraud_Stanton, Jakubowski and Baumbach | shopping_net | 2.95 | Karen | Gordon | F | 543 Ware Path Apt. 593 | Utica | MO | 64,686 | 39.7417 | -93.6289 | 271 | Land/geomatics surveyor | 1972-04-18 | 7a68b1b5e30417c286fd844636b93df6 | 1,371,306,858 | 39.89753 | -93.153636 | 0 |
1,280,897 | 2020-06-15 14:34:58 | 4,661,996,144,291,812,000 | fraud_Turcotte, Batz and Buckridge | health_fitness | 24.26 | Linda | Park | F | 24607 Charles Mountains | Fenelton | PA | 16,034 | 40.8555 | -79.7372 | 2,054 | Operations geologist | 1963-08-04 | 0b0ab0746beeeaaa61955eb6285b92d4 | 1,371,306,898 | 40.482827 | -79.160555 | 0 |
1,280,898 | 2020-06-15 14:35:31 | 4,089,096,483,689,733,600 | fraud_Padberg-Rogahn | entertainment | 57.33 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | 01573de5610bc65ff7f454b09f22906f | 1,371,306,931 | 31.778654 | -94.018627 | 0 |
1,280,899 | 2020-06-15 14:35:46 | 4,092,452,671,396,169,700 | fraud_Reilly LLC | home | 58.66 | Jeffrey | Vargas | M | 478 Alexandria Mount | Bolton | NC | 28,423 | 34.3091 | -78.3372 | 2,290 | Engineer, biomedical | 1945-12-07 | e495c28369357a1540fd2615e1cab7bd | 1,371,306,946 | 35.175982 | -78.983285 | 0 |
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