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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
11,200 | 2020-06-24 17:01:51 | 3,523,843,138,706,408 | fraud_Gerlach Inc | shopping_net | 1.16 | Grace | Williams | F | 28812 Charles Mill Apt. 628 | Plantersville | AL | 36,758 | 32.6176 | -86.9475 | 1,412 | Drilling engineer | 1970-11-20 | e7fb2c1e93e30b19c5e60f34ad308226 | 1,372,093,311 | 32.653041 | -87.878231 | 0 |
11,201 | 2020-06-24 17:01:51 | 4,634,955,908,138,648 | fraud_Connelly PLC | food_dining | 7.5 | Mackenzie | Smith | F | 7178 Willis Drive | Hooper | NE | 68,031 | 41.6414 | -96.5232 | 1,745 | Engineer, automotive | 1973-12-26 | e0e784bb49d7018f7b18b461466990df | 1,372,093,311 | 42.375067 | -96.753061 | 0 |
11,202 | 2020-06-24 17:02:07 | 6,011,399,591,920,186 | fraud_Kuhic LLC | shopping_net | 7.21 | Maria | Roy | F | 58665 Nicholas Ford Suite 348 | Sheffield | MA | 1,257 | 42.1001 | -73.3611 | 2,121 | Radio producer | 1973-10-14 | 0bc5d1d9eb060ef5f81b1a15105cb464 | 1,372,093,327 | 41.423931 | -72.672184 | 0 |
11,203 | 2020-06-24 17:02:12 | 4,400,011,257,587,662,000 | fraud_Cummerata-Hilpert | entertainment | 5.1 | Marissa | Powell | F | 474 Allen Haven | North Loup | NE | 68,859 | 41.4972 | -98.7858 | 509 | Nurse, children's | 1980-09-15 | 48dc7b0f4f0cbbcfe0ca9811d82c99f4 | 1,372,093,332 | 42.395623 | -99.177705 | 0 |
11,204 | 2020-06-24 17:02:52 | 38,588,538,868,506 | fraud_Dibbert and Sons | entertainment | 16.98 | Jacqueline | Curry | F | 3047 Jeff Place | Marathon | TX | 79,842 | 30.1886 | -103.2214 | 498 | Lexicographer | 1990-11-23 | fa28b3d131a9e113cb04ce8144a88c89 | 1,372,093,372 | 31.180153 | -102.928456 | 0 |
11,205 | 2020-06-24 17:02:59 | 213,102,873,001,603 | fraud_Powlowski-Weimann | food_dining | 6.3 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | a38317ec891ba9cffc21e668ed8786ef | 1,372,093,379 | 44.562589 | -123.790656 | 0 |
11,206 | 2020-06-24 17:03:13 | 6,011,504,998,544,485 | fraud_Swift PLC | kids_pets | 91.52 | Ashley | Whitney | F | 4038 Smith Avenue | Jones | AL | 36,749 | 32.5104 | -86.8138 | 1,089 | Materials engineer | 1971-11-02 | cf199b3ec25158d5f3e7645bc47a7fed | 1,372,093,393 | 31.881138 | -86.100012 | 0 |
11,207 | 2020-06-24 17:03:31 | 4,560,395,181,594,436,000 | fraud_Goldner-Lemke | entertainment | 174.35 | Angela | Taylor | F | 6343 Ramirez Skyway Apt. 518 | Lakeport | CA | 95,453 | 39.047 | -122.9328 | 11,256 | Podiatrist | 1972-10-18 | 751832d856ad41ec7c06689b5e9c844e | 1,372,093,411 | 39.369132 | -122.204779 | 0 |
11,208 | 2020-06-24 17:03:54 | 581,686,439,828 | fraud_Yost, Schamberger and Windler | kids_pets | 14.48 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 2eac9197367df81aa1b2b37dd5d0aedb | 1,372,093,434 | 41.180952 | -80.760809 | 0 |
11,209 | 2020-06-24 17:05:03 | 4,979,422,371,139,333 | fraud_Breitenberg LLC | travel | 6.07 | Kelly | Zimmerman | F | 1893 Katie Tunnel | Westerville | NE | 68,881 | 41.4193 | -99.3844 | 73 | Product designer | 1935-02-10 | 4ba47d62c59187339e10cbeff40ffff5 | 1,372,093,503 | 41.346009 | -99.853122 | 0 |
11,210 | 2020-06-24 17:05:09 | 6,011,652,924,285,713 | fraud_Rolfson-Kunde | personal_care | 28.42 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 8309a536faaa7404bb1ee281d1e8e81e | 1,372,093,509 | 37.412884 | -92.250018 | 0 |
11,211 | 2020-06-24 17:07:07 | 4,939,976,756,738,216 | fraud_Bode-Rempel | kids_pets | 8.68 | Michelle | Johnston | F | 3531 Hamilton Highway | Roma | TX | 78,584 | 26.4215 | -99.0025 | 18,128 | IT trainer | 1990-11-07 | ca791fc7b454d0654071fa2bff3f009f | 1,372,093,627 | 25.88322 | -98.669995 | 0 |
11,212 | 2020-06-24 17:07:46 | 180,064,817,343,047 | fraud_Champlin-Casper | home | 38.82 | Patricia | Gonzalez | F | 8973 Mark Drive | Stephensport | KY | 40,170 | 37.9048 | -86.524 | 344 | Chartered public finance accountant | 1967-03-30 | 425a53657f075b6fc95e99b8f156db2a | 1,372,093,666 | 37.944666 | -87.168881 | 0 |
11,213 | 2020-06-24 17:08:38 | 3,518,669,219,150,142 | fraud_Spencer PLC | entertainment | 38.41 | Dorothy | Thomas | F | 537 Rice Square Suite 040 | Milford | OH | 45,150 | 39.1657 | -84.233 | 31,394 | Hospital doctor | 1996-11-12 | 648b45fc16aaffa21819b778d693db4e | 1,372,093,718 | 38.240507 | -83.401291 | 0 |
11,214 | 2020-06-24 17:09:53 | 30,135,235,368,675 | fraud_Erdman-Ebert | personal_care | 16.73 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | b335712c41f63708601f01dce8f30b63 | 1,372,093,793 | 38.712633 | -94.389984 | 0 |
11,215 | 2020-06-24 17:10:24 | 6,538,891,242,532,018 | fraud_Volkman-Predovic | shopping_net | 9.61 | Jodi | Rodriguez | F | 5796 Lee Coves Apt. 286 | Walnut Ridge | AR | 72,476 | 36.0244 | -90.9288 | 7,155 | Engineer, control and instrumentation | 1977-03-23 | 3cf880daa039f479174e346045e53d1d | 1,372,093,824 | 36.553915 | -91.225396 | 0 |
11,216 | 2020-06-24 17:10:54 | 6,593,250,708,747,804 | fraud_Ratke and Sons | health_fitness | 16.6 | Melissa | Meza | F | 244 Abbott Parkway | Loxahatchee | FL | 33,470 | 26.7383 | -80.276 | 26,551 | Paramedic | 1977-01-04 | 25772612d3e9ba73ddf19c9ab30353ad | 1,372,093,854 | 26.977544 | -80.022496 | 0 |
11,217 | 2020-06-24 17:11:09 | 3,540,075,240,003,197 | fraud_Collier LLC | home | 59.5 | Christian | Johns | M | 892 Solis Neck | Lonsdale | MN | 55,046 | 44.4477 | -93.4252 | 5,211 | Chief Strategy Officer | 1987-01-27 | 88e4fad2ee778186e149b59b0d1cc68f | 1,372,093,869 | 44.91297 | -92.68844 | 0 |
11,218 | 2020-06-24 17:11:22 | 3,513,285,035,244,624 | fraud_Johnston-Casper | travel | 2.38 | Ariana | Campbell | F | 50932 Neal Valley | Daniels | WV | 25,832 | 37.7256 | -81.1087 | 3,994 | Biochemist, clinical | 1936-11-05 | 1cc9d0e98d5a9cf447561b76d7e7b64a | 1,372,093,882 | 38.624711 | -80.407556 | 0 |
11,219 | 2020-06-24 17:12:03 | 213,112,402,583,773 | fraud_Conroy-Emard | food_dining | 2.48 | Ana | Howell | F | 4664 Sanchez Common Suite 930 | Bradley | SC | 29,819 | 34.0326 | -82.2027 | 1,523 | Research scientist (physical sciences) | 1984-06-03 | d18d4af847ed1fb44d343c0c1abe1f6b | 1,372,093,923 | 35.013023 | -81.229965 | 0 |
11,220 | 2020-06-24 17:12:13 | 4,904,681,492,230,012 | fraud_Dibbert and Sons | entertainment | 29.69 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | ef7b1b2bc6a1da9ff9eb7f12623d9b52 | 1,372,093,933 | 41.471166 | -73.534655 | 0 |
11,221 | 2020-06-24 17:12:27 | 4,635,330,563,105,903 | fraud_Eichmann, Hayes and Treutel | travel | 7.32 | Christina | Rose | F | 1984 Taylor Island Suite 836 | Falls Church | VA | 22,046 | 38.8856 | -77.1802 | 116,155 | Chartered accountant | 1983-07-10 | 16bfca627e787437ddd5537183f25d75 | 1,372,093,947 | 38.563433 | -76.658023 | 0 |
11,222 | 2020-06-24 17:13:00 | 3,582,754,887,089,201 | fraud_White and Sons | home | 25.78 | Terrance | Mckinney | M | 42965 Christopher Fords Suite 659 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Magazine features editor | 1966-08-08 | 94c53870a6b17e614e0a1a4a4e50bfcc | 1,372,093,980 | 35.280109 | -94.645199 | 0 |
11,223 | 2020-06-24 17:13:30 | 213,178,765,398,315 | fraud_Wintheiser, Dietrich and Schimmel | misc_pos | 9.99 | Alan | Colon | M | 748 Bryan Fields Suite 935 | Riverton | WY | 82,501 | 43.0351 | -108.2024 | 19,408 | Lecturer, higher education | 1993-09-11 | 993f5ddf23e67079f5527f3d3fb22d8f | 1,372,094,010 | 42.048731 | -107.617531 | 0 |
11,224 | 2020-06-24 17:13:42 | 3,595,192,916,105,588 | fraud_Douglas-White | entertainment | 36.76 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 5e6032ce4eb5aa6060892e152465bc2b | 1,372,094,022 | 34.481659 | -78.926833 | 0 |
11,225 | 2020-06-24 17:15:03 | 4,561,546,772,499 | fraud_Feil-Morar | health_fitness | 9.56 | Daniel | Briggs | M | 7118 Jessica Unions Apt. 789 | Moriarty | NM | 87,035 | 34.9889 | -106.0609 | 7,268 | Therapist, art | 1988-08-04 | 71029ee64674ae6f03cd77e894906e61 | 1,372,094,103 | 35.780546 | -105.596002 | 0 |
11,226 | 2020-06-24 17:15:06 | 370,877,495,212,014 | fraud_Fisher-Schowalter | shopping_net | 242.7 | Sarah | Clark | F | 25961 Beverly Union Apt. 042 | North Wilkesboro | NC | 28,659 | 36.2017 | -81.1286 | 21,134 | Dispensing optician | 1984-03-06 | 61ea6b7942151e8a9499878f7c9442e5 | 1,372,094,106 | 36.25112 | -80.157022 | 0 |
11,227 | 2020-06-24 17:16:09 | 3,543,299,015,720,986 | fraud_O'Connell-Ullrich | home | 25.07 | Angela | White | F | 137 Adam Dale | Lebanon | VA | 24,266 | 36.8809 | -82.0956 | 9,521 | Teacher, English as a foreign language | 1977-10-19 | d5317db915ab02c92092e76af3ad2be6 | 1,372,094,169 | 37.391743 | -81.245937 | 0 |
11,228 | 2020-06-24 17:17:28 | 630,423,337,322 | fraud_Lynch-Wisozk | home | 57.79 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | ca18342662b23f8cf5516e36ce7a8083 | 1,372,094,248 | 49.411807 | -117.499638 | 0 |
11,229 | 2020-06-24 17:18:54 | 3,592,325,941,359,225 | fraud_Cormier LLC | health_fitness | 98.81 | Ashley | Robinson | F | 1007 Colton Forks | Hopewell | VA | 23,860 | 37.2876 | -77.295 | 31,970 | Purchasing manager | 1935-08-15 | 8022ae61a50580f8f0f5bd10527d83ff | 1,372,094,334 | 36.93104 | -78.22681 | 0 |
11,230 | 2020-06-24 17:18:59 | 4,155,021,259,183,870 | fraud_Parker, Nolan and Trantow | entertainment | 12.7 | 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 | 4728f8833d6c503df32ef4ab50c2c320 | 1,372,094,339 | 35.521348 | -97.982089 | 0 |
11,231 | 2020-06-24 17:19:03 | 3,526,826,139,003,047 | fraud_Baumbach Ltd | personal_care | 51.29 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 70938b1489fa1b22d1e2652346db7bbb | 1,372,094,343 | 43.850823 | -84.364148 | 0 |
11,232 | 2020-06-24 17:19:15 | 2,288,748,891,690,227 | fraud_Koss, Hansen and Lueilwitz | home | 138.28 | Kathleen | Heath | F | 9297 Victor Rest Apt. 382 | Albuquerque | NM | 87,116 | 35.0561 | -106.5506 | 641,349 | Charity officer | 1967-01-24 | 0ef308ea38a3c4984a2cb5189de8ced7 | 1,372,094,355 | 34.358026 | -107.266769 | 0 |
11,233 | 2020-06-24 17:19:28 | 4,239,436,242,473 | fraud_Herman Inc | misc_pos | 189.25 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | beaba7e55340affa8aa5053a8cc66606 | 1,372,094,368 | 38.121677 | -76.37885 | 0 |
11,234 | 2020-06-24 17:19:40 | 3,527,536,963,490,470 | fraud_Jacobi and Sons | shopping_pos | 6.1 | Teresa | Stein | F | 2838 White Fields Apt. 473 | Brunson | SC | 29,911 | 32.9413 | -81.1807 | 1,725 | Social researcher | 1974-12-05 | 846208a9997e057452aaaca38e89d351 | 1,372,094,380 | 33.483408 | -80.256546 | 0 |
11,235 | 2020-06-24 17:20:12 | 6,011,542,681,743,618 | fraud_Durgan, Gislason and Spencer | home | 90.26 | Emily | Hall | F | 8851 Reese Neck | Basye | VA | 22,810 | 38.8089 | -78.7776 | 863 | Engineer, mining | 1972-08-09 | 9922592d65a9b6925d89df8764bf68e8 | 1,372,094,412 | 39.284189 | -79.232525 | 0 |
11,236 | 2020-06-24 17:21:39 | 180,084,576,295,055 | fraud_Abernathy and Sons | food_dining | 88.58 | David | Kirby | M | 133 Alyssa Plains | Lolita | TX | 77,971 | 28.7724 | -96.4793 | 911 | Archaeologist | 1970-01-18 | 889f5f257a7a33ad4a28fdbd5e1de869 | 1,372,094,499 | 29.139225 | -95.57609 | 0 |
11,237 | 2020-06-24 17:22:48 | 4,760,122,961,662 | fraud_Swaniawski, Nitzsche and Welch | health_fitness | 4.36 | Robert | Jordan | M | 4602 Lopez Glens Suite 900 | Arcadia | OH | 44,804 | 41.1116 | -83.502 | 1,202 | Curator | 1933-03-01 | 87cb5eb7472216e030259a5902b43503 | 1,372,094,568 | 41.364938 | -84.029979 | 0 |
11,238 | 2020-06-24 17:24:02 | 30,197,398,657,930 | fraud_Hermiston, Russel and Price | food_dining | 35.69 | April | Johnson | F | 9727 Deleon Mountain | Creedmoor | NC | 27,522 | 36.1124 | -78.6476 | 12,335 | Chief Strategy Officer | 1987-09-19 | ee64a97dd227e75f4f88eecc50bbaef6 | 1,372,094,642 | 35.574167 | -79.292284 | 0 |
11,239 | 2020-06-24 17:24:40 | 30,131,826,429,364 | fraud_Rolfson-Kunde | personal_care | 103.83 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | 84cd0c5afdd705c903696be667a0cf21 | 1,372,094,680 | 36.26117 | -84.711481 | 0 |
11,240 | 2020-06-24 17:25:30 | 3,566,094,707,272,327 | fraud_Beier-Hyatt | shopping_pos | 2.34 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 08601f642a24c0e376ef8715e34e14ad | 1,372,094,730 | 33.721349 | -118.898145 | 0 |
11,241 | 2020-06-24 17:25:31 | 4,319,584,480,204,989,000 | fraud_Reilly and Sons | health_fitness | 2.4 | Kathleen | Nash | F | 010 Salazar Walk | Cromona | KY | 41,810 | 37.1788 | -82.695 | 502 | Chief Financial Officer | 1960-02-01 | cc270c0339ee5b34689547acc257d19a | 1,372,094,731 | 37.179064 | -82.503086 | 0 |
11,242 | 2020-06-24 17:27:30 | 4,128,730,454,058,057,700 | fraud_Dare, Casper and Bartoletti | kids_pets | 18.69 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 5ec3279adcb73a3c786d671fe0d4dacc | 1,372,094,850 | 32.046799 | -94.486413 | 0 |
11,243 | 2020-06-24 17:28:07 | 3,533,800,906,065,217 | fraud_Windler, Goodwin and Kovacek | home | 23.25 | Amber | Thornton | F | 840 Werner Lock Apt. 852 | Campbell | NE | 68,932 | 40.2967 | -98.737 | 493 | Surveyor, minerals | 1940-09-13 | 94953272a5a87afb1401820fae77d56b | 1,372,094,887 | 40.143668 | -99.576134 | 0 |
11,244 | 2020-06-24 17:30:24 | 4,810,839,835,482,794,000 | fraud_McDermott, Osinski and Morar | home | 15.35 | Carolyn | Perez | F | 433 Blake Roads Suite 967 | Wheaton | MO | 64,874 | 36.7651 | -94.0492 | 760 | Production manager | 1985-08-31 | dce6766c6e2c121263ba1879dc6bc6c1 | 1,372,095,024 | 37.358008 | -93.799608 | 0 |
11,245 | 2020-06-24 17:31:32 | 6,534,628,260,579,800 | fraud_Reichel Inc | entertainment | 25.35 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 959324f4f92194b919ee82a40014a81b | 1,372,095,092 | 44.637591 | -72.306179 | 0 |
11,246 | 2020-06-24 17:31:49 | 4,247,921,790,666 | fraud_Pouros, Walker and Spencer | kids_pets | 104.03 | Judith | Moss | F | 46297 Benjamin Plains Suite 703 | Washington Court House | OH | 43,160 | 39.537 | -83.455 | 22,305 | Television floor manager | 1939-03-09 | ec095b1bd7c2c5de03c89bb46fdd3154 | 1,372,095,109 | 39.436461 | -83.676064 | 0 |
11,247 | 2020-06-24 17:32:11 | 4,488,941,175,228,467 | fraud_Cummerata-Hilpert | entertainment | 68.25 | Jacqueline | Washington | F | 138 Stephen Ridges Apt. 978 | Umatilla | FL | 32,784 | 28.9254 | -81.6801 | 11,432 | Private music teacher | 1986-03-31 | d98f489ec45ed5b3b504d37d2ad7815b | 1,372,095,131 | 28.933265 | -81.934039 | 0 |
11,248 | 2020-06-24 17:32:14 | 3,565,996,340,207,976 | fraud_Pfeffer and Sons | shopping_pos | 1.19 | Warren | Daniels | M | 23656 Harris Gardens Suite 698 | El Paso | TX | 79,906 | 31.8092 | -106.4247 | 749,635 | Market researcher | 1973-01-21 | 58d8fad1db7587832cbabd06cc115ade | 1,372,095,134 | 31.698417 | -106.122976 | 0 |
11,249 | 2020-06-24 17:32:22 | 4,169,759,661,243,568 | fraud_Gutmann-Upton | misc_pos | 127.46 | Jamie | Carr | F | 55363 Aaron Circle Suite 450 | Lawn | PA | 17,041 | 40.2236 | -76.538 | 213 | Special educational needs teacher | 1972-02-15 | 90fc0b3519adce765033f500094765f7 | 1,372,095,142 | 40.128523 | -77.502128 | 0 |
11,250 | 2020-06-24 17:32:25 | 180,046,617,132,290 | fraud_Crist, Jakubowski and Littel | home | 50.36 | Erika | Mason | F | 083 Karen Island Apt. 656 | Goreville | IL | 62,939 | 37.575 | -88.9655 | 3,119 | Teacher, secondary school | 1942-04-17 | 67465641070738bd7eb8bf28b792c771 | 1,372,095,145 | 36.754184 | -88.54487 | 0 |
11,251 | 2020-06-24 17:32:27 | 4,208,110,975,550,360,000 | fraud_Bednar PLC | kids_pets | 44.64 | David | Bonilla | M | 82073 Jessica Camp | West Green | GA | 31,567 | 31.6143 | -82.7243 | 782 | Audiological scientist | 1982-01-16 | ea5de3a85822f8238f96f955f58c0b75 | 1,372,095,147 | 30.706604 | -82.903759 | 0 |
11,252 | 2020-06-24 17:33:19 | 4,149,635,823,017 | fraud_Johns-Hoeger | entertainment | 67.12 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | ba5d30eb94cc280920da13e6e9d799ff | 1,372,095,199 | 34.858959 | -86.467163 | 0 |
11,253 | 2020-06-24 17:33:33 | 180,011,453,250,192 | fraud_Yost, Schamberger and Windler | kids_pets | 49.43 | Craig | Dunn | M | 721 Jacqueline Brooks | New Boston | IL | 61,272 | 41.2153 | -90.9879 | 1,504 | Manufacturing engineer | 1993-10-05 | 44df81ee2c2c9f41a9795d56211d9f11 | 1,372,095,213 | 42.035387 | -91.386514 | 0 |
11,254 | 2020-06-24 17:33:38 | 372,520,049,757,633 | fraud_Gaylord-Powlowski | home | 9.49 | Lori | Ramirez | F | 4293 Ramirez Squares | Ranier | MN | 56,668 | 48.6031 | -93.2977 | 136 | Ceramics designer | 2000-02-20 | 9d62510e5712e402d48a8af61a929a15 | 1,372,095,218 | 49.515022 | -92.777483 | 0 |
11,255 | 2020-06-24 17:34:25 | 6,592,861,994,408,652 | fraud_Breitenberg-Hermiston | kids_pets | 8.3 | Ashley | Whitehead | F | 58188 Madison Meadow Apt. 949 | Cowlesville | NY | 14,037 | 42.8112 | -78.4481 | 1,166 | Colour technologist | 1983-06-12 | 90602ffad79b91cd58202cad33aedac9 | 1,372,095,265 | 43.607786 | -78.114548 | 0 |
11,256 | 2020-06-24 17:35:06 | 2,288,813,824,604,479 | fraud_Erdman-Ebert | personal_care | 58.96 | Barbara | Norman | F | 6278 Stephanie Unions | New York City | NY | 10,039 | 40.8265 | -73.9383 | 1,577,385 | Herbalist | 1981-08-29 | 64af99309b1cc7f19c14d042d6f408fd | 1,372,095,306 | 41.591262 | -73.694145 | 0 |
11,257 | 2020-06-24 17:35:35 | 376,445,266,762,684 | fraud_Bernhard, Grant and Langworth | shopping_pos | 2.8 | Rachel | Lowe | F | 372 Jeffrey Course | Sutherland | NE | 69,165 | 41.1558 | -101.136 | 1,789 | Insurance broker | 1982-02-11 | 6e56c276cafb9086ca1e50dc8b7d16f9 | 1,372,095,335 | 41.61345 | -101.523733 | 0 |
11,258 | 2020-06-24 17:36:00 | 3,514,897,282,719,543 | fraud_Schroeder, Wolff and Hermiston | travel | 5.45 | Steven | Faulkner | M | 841 Cheryl Centers Suite 115 | Farmington | NY | 14,425 | 42.958 | -77.3083 | 10,717 | Cytogeneticist | 1952-10-13 | d8dd4b2fb3d34d78de2dc5fda5f7c284 | 1,372,095,360 | 43.223385 | -78.172271 | 0 |
11,259 | 2020-06-24 17:36:08 | 3,560,697,798,177,746 | fraud_Schoen, Nienow and Bauch | personal_care | 25.31 | Matthew | Young | M | 8840 Miller Port Suite 645 | Indian Wells | CA | 92,210 | 33.7163 | -116.3381 | 4,677 | Learning mentor | 1955-05-06 | 7d9d0632a7ff8c0b8a244e633cf5fd98 | 1,372,095,368 | 34.263843 | -116.775519 | 0 |
11,260 | 2020-06-24 17:36:47 | 347,612,609,554,823 | fraud_Schroeder Group | health_fitness | 2.17 | Robert | James | M | 18316 Cannon Place | Newport | ME | 4,953 | 44.8393 | -69.2675 | 3,228 | Lexicographer | 1995-12-28 | 1ed7fb6d4a61263d03293139e2537c7a | 1,372,095,407 | 44.741837 | -68.700756 | 0 |
11,261 | 2020-06-24 17:37:02 | 30,343,344,410,970 | fraud_Cormier LLC | health_fitness | 33.66 | Jacob | Dawson | M | 663 Anna Plaza | Marienville | PA | 16,239 | 41.4622 | -79.1306 | 4,172 | Copywriter, advertising | 1962-03-20 | 0bbd703da53210ca1b19b88561441e39 | 1,372,095,422 | 42.033113 | -78.849792 | 0 |
11,262 | 2020-06-24 17:37:17 | 4,789,911,625,179,723 | fraud_Roberts, Daniel and Macejkovic | kids_pets | 29.72 | Dorothy | Zuniga | F | 77321 Ford Via | Moriches | NY | 11,955 | 40.8095 | -72.8229 | 3,285 | Research officer, trade union | 1988-04-27 | bb3e70cb6d4bd531ead73e157e915cc5 | 1,372,095,437 | 41.705099 | -72.013107 | 0 |
11,263 | 2020-06-24 17:37:24 | 4,060,579,726,528,237 | fraud_Gleason and Sons | kids_pets | 70.6 | Steven | Sanders | M | 25955 Amy Via | Ozawkie | KS | 66,070 | 39.2136 | -95.4404 | 2,661 | Theatre director | 1948-11-14 | 35c66861aa7f949fcc77ca9f0e4df892 | 1,372,095,444 | 39.32607 | -95.943228 | 0 |
11,264 | 2020-06-24 17:37:54 | 376,656,886,990,758 | fraud_Bernier and Sons | kids_pets | 65.1 | Richard | Vance | M | 169 Shelia Knoll Suite 753 | Zavalla | TX | 75,980 | 31.1569 | -94.3871 | 2,836 | Designer, jewellery | 1985-12-03 | db837410038ce12b77c09ecd0be1755f | 1,372,095,474 | 30.842228 | -94.632372 | 0 |
11,265 | 2020-06-24 17:38:16 | 340,953,839,692,349 | fraud_Rau-Grant | kids_pets | 48.13 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | af1fb7572b8539a1619628a6331dbf80 | 1,372,095,496 | 42.516803 | -82.524603 | 0 |
11,266 | 2020-06-24 17:38:21 | 180,094,608,895,855 | fraud_Gottlieb Group | kids_pets | 91.22 | Tammie | Harper | F | 57887 Gutierrez Harbor | Westfir | OR | 97,492 | 43.7575 | -122.481 | 597 | Forensic psychologist | 1961-05-19 | 0db3d71a7a0dee638c70c2609134e7aa | 1,372,095,501 | 44.597639 | -122.898989 | 0 |
11,267 | 2020-06-24 17:40:42 | 6,011,367,958,204,270 | fraud_Jewess LLC | shopping_pos | 45.92 | Tammy | Ayers | F | 1652 James Mews | Hinckley | OH | 44,233 | 41.2419 | -81.7453 | 7,646 | Medical sales representative | 1988-09-15 | 3201d5136926e03212c877e4aa214980 | 1,372,095,642 | 41.281912 | -82.643637 | 0 |
11,268 | 2020-06-24 17:41:01 | 4,010,002,218,955,876 | fraud_Bernhard, Grant and Langworth | shopping_pos | 834.63 | Jennifer | Bishop | F | 589 Matthew Brooks | Houston | TX | 77,026 | 29.7972 | -95.3288 | 2,906,700 | Animator | 1983-08-24 | 0db4c83034821ea3b826c4aef14187c6 | 1,372,095,661 | 29.608158 | -96.285418 | 0 |
11,269 | 2020-06-24 17:41:40 | 6,528,911,529,051,375 | fraud_Lang, Towne and Schuppe | kids_pets | 87.66 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | 9161415d24a627ec428f2bf9f09013ac | 1,372,095,700 | 45.017984 | -91.21275 | 0 |
11,270 | 2020-06-24 17:41:47 | 340,953,839,692,349 | fraud_Medhurst Inc | home | 147.7 | Tyler | Wright | M | 615 Clarke Spring Apt. 172 | Warren | MI | 48,088 | 42.5164 | -82.9832 | 134,056 | Doctor, hospital | 1980-05-18 | 17854bff1a16716ff06157760241b0c1 | 1,372,095,707 | 42.816718 | -82.226755 | 0 |
11,271 | 2020-06-24 17:42:37 | 376,012,912,828,093 | fraud_Lowe, Dietrich and Erdman | kids_pets | 68.79 | Nathan | Mayer | M | 478 Donovan Corners Apt. 803 | Schaumburg | IL | 60,193 | 42.0144 | -88.0935 | 92,294 | Claims inspector/assessor | 1969-05-01 | 48f6ae85b9d4155021e62ac3ef874035 | 1,372,095,757 | 42.95614 | -88.441724 | 0 |
11,272 | 2020-06-24 17:42:52 | 371,284,100,299,909 | fraud_Torphy-Kertzmann | health_fitness | 24.38 | Hannah | Thomas | F | 1004 Willis Pass | Hedley | TX | 79,237 | 34.8698 | -100.6806 | 513 | Early years teacher | 1976-05-24 | 5f3e80530a0ff394339f4f427e72f3a3 | 1,372,095,772 | 34.183902 | -100.374596 | 0 |
11,273 | 2020-06-24 17:42:55 | 581,686,439,828 | fraud_Cole, Hills and Jewess | home | 21.35 | Larry | House | M | 911 Sabrina Trafficway | Cochranton | PA | 16,314 | 41.5205 | -80.0573 | 5,507 | Retail merchandiser | 1973-07-28 | 9f56721d336c6c5fb8fb9df4e4806148 | 1,372,095,775 | 41.731723 | -80.001983 | 0 |
11,274 | 2020-06-24 17:43:12 | 341,283,058,448,499 | fraud_Larson, Quitzon and Spencer | travel | 8.61 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 4bbdee40bea559a1d5d1ec674584ea09 | 1,372,095,792 | 31.014786 | -83.793668 | 0 |
11,275 | 2020-06-24 17:43:42 | 3,559,679,414,981,506 | fraud_Jewess LLC | shopping_pos | 2.97 | Olivia | Stephenson | F | 292 Cassidy Oval | Lowville | NY | 13,367 | 43.7893 | -75.4156 | 8,830 | Theme park manager | 1991-03-29 | 900fc4bcd92d2e13ee14e132c583775c | 1,372,095,822 | 43.437727 | -75.124082 | 0 |
11,276 | 2020-06-24 17:44:08 | 38,947,654,498,698 | fraud_Turner, Ruecker and Parisian | misc_pos | 2.34 | Lori | Rodriguez | F | 12087 Michael Light | Creola | OH | 45,622 | 39.3543 | -82.503 | 321 | Copywriter, advertising | 1979-06-24 | 593020f5df226dda78a7fef44c81b34d | 1,372,095,848 | 39.721083 | -81.760293 | 0 |
11,277 | 2020-06-24 17:45:13 | 4,587,657,402,165,341,700 | fraud_Okuneva, Schneider and Rau | shopping_pos | 146.83 | Amber | Lewis | F | 6296 John Keys Suite 858 | Pembroke Township | IL | 60,958 | 41.0646 | -87.5917 | 2,135 | Psychotherapist, child | 2004-05-08 | dfbc298f9a387b243225f774a5e45a0e | 1,372,095,913 | 40.95568 | -86.858936 | 0 |
11,278 | 2020-06-24 17:45:19 | 6,540,981,358,631,302 | fraud_Champlin-Casper | home | 14.4 | Bryan | Torres | M | 152 James Centers Apt. 768 | Detroit | MI | 48,221 | 42.426 | -83.15 | 673,342 | Retail manager | 1967-06-19 | 9e4eb2971df48568a49774f8b5687074 | 1,372,095,919 | 41.988914 | -82.574623 | 0 |
11,279 | 2020-06-24 17:45:23 | 3,533,012,926,413,100 | fraud_Stehr, Jewess and Schimmel | misc_net | 5.27 | Megan | Bernard | F | 128 Nathan Ramp | Barneveld | NY | 13,304 | 43.2237 | -75.1612 | 1,684 | IT trainer | 1994-03-01 | 346f7fa873bef5503d2e36b7ab6f4ae8 | 1,372,095,923 | 42.95711 | -75.848864 | 0 |
11,280 | 2020-06-24 17:46:00 | 4,181,833,256,558,614,000 | fraud_Abbott-Rogahn | entertainment | 7.69 | Jessica | Potter | F | 7600 Stephen Course Suite 031 | Red River | NM | 87,558 | 36.6659 | -105.4694 | 606 | Surveyor, land/geomatics | 1988-09-06 | 50b006410ef90046af353c24951216b3 | 1,372,095,960 | 35.737917 | -105.63443 | 0 |
11,281 | 2020-06-24 17:46:27 | 4,607,072,969,078,276 | fraud_Prosacco LLC | personal_care | 86.43 | Brenda | Perez | F | 033 Tara Brook Suite 523 | Coyle | OK | 73,027 | 35.8985 | -97.2607 | 1,493 | Amenity horticulturist | 1985-03-21 | 0ef062fd90fa5cc9fc637ca8d9f80451 | 1,372,095,987 | 35.172376 | -97.633383 | 0 |
11,282 | 2020-06-24 17:47:31 | 30,143,535,920,989 | fraud_Hagenes, Kohler and Hoppe | food_dining | 64.79 | Lisa | Collins | F | 44197 Jeffrey Port Suite 050 | Bridgeport | NJ | 8,014 | 39.8016 | -75.3478 | 504 | Engineer, control and instrumentation | 1980-08-17 | f74727e492b864234842345c660f28e2 | 1,372,096,051 | 40.363671 | -75.476148 | 0 |
11,283 | 2020-06-24 17:50:06 | 3,596,217,206,093,829 | fraud_Lemke-Gutmann | shopping_net | 4.78 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 55dbbb2809df2fbddd41f01fded4418b | 1,372,096,206 | 41.37147 | -91.436773 | 0 |
11,284 | 2020-06-24 17:50:10 | 371,226,440,126,102 | fraud_Romaguera, Wehner and Tromp | kids_pets | 90.72 | 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 | 00922b78e02e16209303b4a58d8ae3a9 | 1,372,096,210 | 38.220582 | -89.229287 | 0 |
11,285 | 2020-06-24 17:51:39 | 4,505,383,113,689 | fraud_Abbott-Steuber | personal_care | 118.18 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | d40215821132ded4560fc3dd1551f887 | 1,372,096,299 | 37.971442 | -77.15773 | 0 |
11,286 | 2020-06-24 17:51:41 | 213,157,767,990,030 | fraud_Ruecker, Beer and Collier | shopping_net | 2.06 | Tara | Campbell | F | 05050 Rogers Well Apt. 439 | Rock Springs | WY | 82,901 | 41.606 | -109.23 | 27,971 | Music therapist | 1984-08-01 | daf3738ee537cf8b6755b4a39f4ea4de | 1,372,096,301 | 40.623277 | -108.660326 | 0 |
11,287 | 2020-06-24 17:51:44 | 4,906,628,655,840,914,000 | fraud_Bruen-Yost | misc_pos | 32.85 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | d7a41df9379a38102a0f32cefe021acf | 1,372,096,304 | 25.070279 | -81.998631 | 0 |
11,288 | 2020-06-24 17:51:48 | 4,428,154,703,770,710 | fraud_Renner Ltd | home | 10.14 | Brittany | Guerra | F | 79209 Gary Dale | Colton | WA | 99,113 | 46.5901 | -117.1692 | 761 | Chief Marketing Officer | 1943-06-30 | fa1b132c93a95d41637d578338efc311 | 1,372,096,308 | 47.149425 | -117.223155 | 0 |
11,289 | 2020-06-24 17:51:56 | 6,011,104,316,292,105 | fraud_Dooley Inc | shopping_pos | 5.8 | Valerie | Davis | F | 3861 Anderson Ramp Apt. 536 | Drakes Branch | VA | 23,937 | 36.9688 | -78.5615 | 1,970 | Energy engineer | 1985-09-02 | 0a8a16203c30a101b5f6b565409a478b | 1,372,096,316 | 36.655406 | -79.305659 | 0 |
11,290 | 2020-06-24 17:52:08 | 4,640,395,708,703 | fraud_Gleason and Sons | kids_pets | 5.74 | Melissa | Krause | F | 67632 Martin Gateway | Fordoche | LA | 70,732 | 30.6576 | -91.6264 | 1,178 | Community education officer | 1951-06-13 | 026cc857459c89be41e557e17a082944 | 1,372,096,328 | 30.129142 | -91.718116 | 0 |
11,291 | 2020-06-24 17:52:32 | 6,528,911,529,051,375 | fraud_Lesch, D'Amore and Brown | food_dining | 41.95 | Diane | Smith | F | 195 Murray Overpass Apt. 384 | Winter | WI | 54,896 | 45.8327 | -91.0144 | 1,478 | Neurosurgeon | 1965-04-27 | a2edd57ab7df5f22323ebf1781e8581b | 1,372,096,352 | 45.593916 | -91.722815 | 0 |
11,292 | 2020-06-24 17:52:49 | 4,451,438,912,406,400 | fraud_Kautzer and Sons | personal_care | 2.39 | Cheryl | Morgan | F | 7535 Amanda Manors Suite 293 | Norman | AR | 71,960 | 34.4596 | -93.6743 | 1,383 | Manufacturing engineer | 1999-09-11 | 12170903eccfa63c1dd8cdef00b434b3 | 1,372,096,369 | 33.849523 | -93.448366 | 0 |
11,293 | 2020-06-24 17:54:19 | 6,573,561,108,825,071 | fraud_Wilkinson LLC | personal_care | 16.1 | Kristina | Lewis | F | 5449 Brandi Heights Apt. 111 | Tulsa | OK | 74,130 | 36.2395 | -95.9596 | 413,574 | Bookseller | 1968-06-18 | c03d05a83041b9ddba4b9138bfee6b24 | 1,372,096,459 | 35.912108 | -96.449116 | 0 |
11,294 | 2020-06-24 17:56:21 | 213,136,802,746,375 | fraud_Thompson-Gleason | health_fitness | 45.47 | Christine | Davis | F | 736 Moss Motorway Suite 549 | Humboldt | AZ | 86,329 | 34.5189 | -112.2523 | 1,179 | Civil engineer, contracting | 1955-01-20 | ded22dc340edc824b0b38547b5fbbd26 | 1,372,096,581 | 34.569708 | -111.291924 | 0 |
11,295 | 2020-06-24 17:56:31 | 180,048,185,037,117 | fraud_Little, Gutmann and Lynch | shopping_net | 151.1 | Mary | Wall | F | 2481 Mills Lock | Plainfield | NJ | 7,060 | 40.6152 | -74.415 | 71,485 | Leisure centre manager | 1974-07-19 | 152fc58d0cf4dd6cf27c8b01c7d962d7 | 1,372,096,591 | 41.256312 | -73.874148 | 0 |
11,296 | 2020-06-24 17:58:49 | 4,149,635,823,017 | fraud_Hermiston, Russel and Price | food_dining | 7.95 | Samuel | Farrell | M | 428 Michael Tunnel Apt. 377 | Cleveland | AL | 35,049 | 33.9778 | -86.5598 | 3,996 | Aid worker | 1977-06-14 | 9a5bd7602bbb0d7c83e761cb8e446240 | 1,372,096,729 | 34.189862 | -85.736499 | 0 |
11,297 | 2020-06-24 17:59:02 | 6,011,104,316,292,105 | fraud_Kihn, Abernathy and Douglas | shopping_net | 5.16 | Valerie | Davis | F | 3861 Anderson Ramp Apt. 536 | Drakes Branch | VA | 23,937 | 36.9688 | -78.5615 | 1,970 | Energy engineer | 1985-09-02 | ee905f5e792da6ee9483c35501d3f1be | 1,372,096,742 | 36.887713 | -78.79612 | 0 |
11,298 | 2020-06-24 17:59:29 | 4,951,647,200,979,051 | fraud_Prosacco LLC | personal_care | 47.28 | Kimberly | Miller | F | 75533 Tamara Valleys | Logan | IL | 62,856 | 37.9943 | -88.9417 | 324 | Scientist, research (physical sciences) | 1976-06-15 | 27a9825f6a8b4bbebacd9fed39b8882f | 1,372,096,769 | 38.751741 | -89.56017 | 0 |
11,299 | 2020-06-24 17:59:34 | 30,135,235,368,675 | fraud_Hartmann, Rowe and Hermann | travel | 3.73 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | 7174559accfa04fe902e0e7cd8a0b578 | 1,372,096,774 | 38.948336 | -93.35358 | 0 |
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