Unnamed: 0 int64 | trans_date_trans_time string | cc_num int64 | merchant string | category string | amt float64 | first string | last string | gender string | street string | city string | state string | zip int64 | lat float64 | long float64 | city_pop int64 | job string | dob string | trans_num string | unix_time int64 | merch_lat float64 | merch_long float64 | is_fraud int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
10,800 | 2020-06-24 12:44:12 | 213,141,712,584,544 | fraud_Stiedemann Ltd | food_dining | 33.07 | Margaret | Curtis | F | 742 Oneill Shore | Florence | MS | 39,073 | 32.153 | -90.1217 | 19,685 | Fine artist | 1984-12-24 | 11d4ce587638bc27a016c2b19844e363 | 1,372,077,852 | 32.482606 | -89.61104 | 0 |
10,801 | 2020-06-24 12:44:21 | 4,681,601,008,538,160 | fraud_Kovacek Ltd | travel | 1,735.2 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 675bef85e78ca037c19d81acb4b1fdfd | 1,372,077,861 | 40.380848 | -80.613727 | 0 |
10,802 | 2020-06-24 12:44:41 | 4,452,366,298,769,043 | fraud_Sawayn PLC | shopping_pos | 98.21 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | 2335c8bbf131470900fddf1855124cd7 | 1,372,077,881 | 31.593024 | -96.035335 | 0 |
10,803 | 2020-06-24 12:44:44 | 4,427,805,710,168 | fraud_Schaefer, Fay and Hilll | entertainment | 29.29 | Michelle | Rodriguez | F | 1742 Brandon Squares Apt. 461 | Ruidoso | NM | 88,355 | 33.3305 | -105.6933 | 8,874 | Licensed conveyancer | 2000-08-16 | a5b2cc8dd0c0e70aae958fb918330723 | 1,372,077,884 | 32.962268 | -104.889216 | 0 |
10,804 | 2020-06-24 12:45:04 | 4,666,314,527,820,883,000 | fraud_Runolfsdottir, Mueller and Hand | entertainment | 78.67 | Guy | Thompson | M | 5812 Ramos Oval Suite 598 | Ravenna | NE | 68,869 | 41.0233 | -98.9041 | 2,202 | Solicitor, Scotland | 1974-06-21 | 8c4979599c51f8b10eecb1452de60bb1 | 1,372,077,904 | 40.72219 | -99.431697 | 0 |
10,805 | 2020-06-24 12:45:53 | 3,523,898,249,167,098 | fraud_Reichert, Shanahan and Hayes | shopping_net | 3 | Joshua | Carpenter | M | 04975 Allison Shoal | Bronx | NY | 10,463 | 40.8798 | -73.9067 | 1,382,480 | Therapist, drama | 1990-11-09 | 51471264f47bb71ff59e2c95cf42028a | 1,372,077,953 | 41.584234 | -74.511462 | 0 |
10,806 | 2020-06-24 12:45:54 | 2,712,209,726,293,386 | fraud_Haag-Blanda | food_dining | 17.07 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 873d7adc68aab01afbafab7caf07530b | 1,372,077,954 | 30.349958 | -91.179195 | 0 |
10,807 | 2020-06-24 12:46:09 | 370,612,217,861,404 | fraud_O'Connell, Botsford and Hand | home | 81.42 | Amanda | Fitzgerald | F | 298 Kayla Lights | Bristol | PA | 19,007 | 40.1159 | -74.8536 | 21,125 | Administrator, charities/voluntary organisations | 1985-05-25 | beb3e65f3889c0c6eeea8ab27ee01f2c | 1,372,077,969 | 40.125455 | -74.398185 | 0 |
10,808 | 2020-06-24 12:46:42 | 4,514,242,065,619,750 | fraud_McDermott, Osinski and Morar | home | 39.69 | Janet | Carpenter | F | 9870 Collins Flat | Laramie | WY | 82,072 | 41.4247 | -105.4781 | 35,371 | Pilot, airline | 1988-09-02 | ff0e6459beedec44bd5700a3fea78211 | 1,372,078,002 | 40.997114 | -105.249673 | 0 |
10,809 | 2020-06-24 12:47:22 | 4,379,260,813,815,979,500 | fraud_Boehm, Block and Jakubowski | misc_pos | 4.9 | Thomas | Jenkins | M | 93914 Gregory Via | Oakland | CA | 94,619 | 37.7878 | -122.1884 | 381,459 | Barista | 1974-01-03 | 8390fd958fee428fbb63c72677307847 | 1,372,078,042 | 36.899944 | -122.23272 | 0 |
10,810 | 2020-06-24 12:49:38 | 3,576,431,665,303,017 | fraud_Crona and Sons | kids_pets | 62.08 | Jessica | Ward | F | 72269 Elizabeth Field Apt. 132 | Phoenix | AZ | 85,020 | 33.5623 | -112.0559 | 1,312,922 | Contractor | 1981-10-24 | dce1321508edbbef755a7031bf668179 | 1,372,078,178 | 34.357046 | -111.611594 | 0 |
10,811 | 2020-06-24 12:50:26 | 577,588,686,219 | fraud_Ratke and Sons | health_fitness | 29.39 | James | Strickland | M | 25454 Leonard Lake | Spring Church | PA | 15,686 | 40.6153 | -79.4545 | 972 | Public relations account executive | 1997-10-23 | 72de10d53c7964e9cc5b98fdec3b073f | 1,372,078,226 | 41.133351 | -80.194663 | 0 |
10,812 | 2020-06-24 12:52:16 | 2,720,012,583,106,919 | fraud_Hills-Boyer | personal_care | 74.71 | Joseph | Murray | M | 42933 Ryan Underpass | Manderson | SD | 57,756 | 43.3526 | -102.5411 | 1,126 | Volunteer coordinator | 1980-08-18 | b65deec6e919db2c649024415329c423 | 1,372,078,336 | 44.230344 | -102.989902 | 0 |
10,813 | 2020-06-24 12:53:23 | 4,560,004,149,983,868,400 | fraud_Hudson-Grady | shopping_pos | 36.1 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | 68a940090dac65c8cee7927315fa656d | 1,372,078,403 | 38.091262 | -104.932975 | 0 |
10,814 | 2020-06-24 12:54:48 | 4,900,628,639,996 | fraud_Kassulke PLC | shopping_net | 1.85 | Michael | Johnson | M | 094 Owens Underpass | Norwalk | CA | 90,650 | 33.9056 | -118.0818 | 105,549 | Firefighter | 1973-09-22 | cbe3e5f8eee84de718fd4b4a04754bba | 1,372,078,488 | 34.84373 | -117.510682 | 0 |
10,815 | 2020-06-24 12:54:53 | 2,305,336,922,781,618 | fraud_Baumbach Ltd | personal_care | 13.86 | Jeffrey | Rice | M | 21447 Powell Circle | Moulton | IA | 52,572 | 40.6866 | -92.6833 | 1,132 | Probation officer | 1961-02-14 | faa73e81c0a8d69bf5d732aa4aabefe6 | 1,372,078,493 | 40.514617 | -93.389153 | 0 |
10,816 | 2020-06-24 12:55:07 | 5,540,636,818,935,089 | fraud_Roberts-Beahan | misc_pos | 139.1 | Kenneth | Foster | M | 329 Michael Extension | Lawrence | MA | 1,843 | 42.6911 | -71.1605 | 76,383 | Geoscientist | 1985-04-04 | 28e52357edfec1ffa88496e6ef3b1874 | 1,372,078,507 | 42.604787 | -71.538175 | 0 |
10,817 | 2020-06-24 12:55:15 | 4,745,996,322,265 | fraud_Ullrich Ltd | kids_pets | 34 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | 7d87c91cff94e1ca6aef511adfc4eff6 | 1,372,078,515 | 42.212693 | -87.135502 | 0 |
10,818 | 2020-06-24 12:55:28 | 6,011,652,924,285,713 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 5.51 | Kathryn | Smith | F | 19838 Tonya Prairie Apt. 947 | Rocky Mount | MO | 65,072 | 38.2911 | -92.7059 | 1,847 | Tax inspector | 1988-10-26 | 6280a6234d96f3fb8a3329e2fa696f5b | 1,372,078,528 | 38.782032 | -93.282081 | 0 |
10,819 | 2020-06-24 12:55:54 | 3,575,789,281,659,026 | fraud_Bahringer, Osinski and Block | food_dining | 26.29 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | db00c72b9fc353fab4028000cebaaa50 | 1,372,078,554 | 38.231089 | -94.744124 | 0 |
10,820 | 2020-06-24 12:58:34 | 4,806,443,445,305 | fraud_Schneider, Hayes and Nikolaus | food_dining | 2.06 | Eric | Patel | M | 69459 Rachel Prairie Apt. 850 | Ironton | OH | 45,638 | 38.5294 | -82.6654 | 21,635 | Geochemist | 2001-07-10 | 65f3da04da87e0c4160eba18bbb555f7 | 1,372,078,714 | 38.194473 | -81.858441 | 0 |
10,821 | 2020-06-24 12:58:37 | 639,046,421,587 | fraud_Witting, Beer and Ernser | home | 82.95 | Dylan | Bonilla | M | 2497 John Motorway Suite 922 | Leetsdale | PA | 15,056 | 40.5662 | -80.2099 | 1,140 | Administrator, education | 1986-06-20 | 7a41489a93a514597fab2fef217cd001 | 1,372,078,717 | 40.301198 | -80.098504 | 0 |
10,822 | 2020-06-24 13:00:13 | 2,242,542,703,101,233 | fraud_Padberg-Rogahn | entertainment | 60.16 | Samuel | Jenkins | M | 43235 Mckenzie Views Apt. 837 | Westport | KY | 40,077 | 38.4921 | -85.4524 | 564 | Pensions consultant | 1996-04-10 | 2b2463c92a566d72e2023048179e757c | 1,372,078,813 | 38.277729 | -84.585529 | 0 |
10,823 | 2020-06-24 13:01:32 | 4,505,383,113,689 | fraud_Rau-Robel | kids_pets | 57.75 | Alicia | Hawkins | F | 507 John Overpass Suite 424 | Harwood | MD | 20,776 | 38.8582 | -76.6145 | 3,289 | Quantity surveyor | 1933-03-15 | 66de97d85596f24741c6d0dd9082ad6d | 1,372,078,892 | 39.152051 | -76.791001 | 0 |
10,824 | 2020-06-24 13:01:48 | 4,312,133,045,694,601,000 | fraud_Pouros-Conroy | shopping_pos | 6.1 | Julian | Price | M | 086 Pierce Cove | Pikesville | MD | 21,208 | 39.3764 | -76.729 | 33,917 | Company secretary | 1977-06-12 | b03f2550f6c3024e2a490a87d75e8bf5 | 1,372,078,908 | 40.339384 | -76.127771 | 0 |
10,825 | 2020-06-24 13:02:07 | 213,112,402,583,773 | fraud_Fritsch and Sons | health_fitness | 15.7 | 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 | 5331e95705094560f2c1e1ffcd5f28bf | 1,372,078,927 | 33.255506 | -82.584946 | 0 |
10,826 | 2020-06-24 13:02:36 | 345,933,964,507,467 | fraud_Bednar PLC | kids_pets | 16.02 | Carol | Dillon | F | 27479 Reeves Dale | Whaleyville | MD | 21,872 | 38.4121 | -75.2811 | 718 | Regulatory affairs officer | 1985-03-19 | 56ef8b7133812bc2ad3985f6c2ffa3bb | 1,372,078,956 | 38.863452 | -75.118169 | 0 |
10,827 | 2020-06-24 13:02:58 | 30,230,540,139,182 | fraud_Weimann-Lockman | kids_pets | 52.2 | Hayden | Sanders | M | 8465 Reed Green Suite 559 | Montandon | PA | 17,850 | 40.9661 | -76.8575 | 645 | Orthoptist | 1974-05-18 | be61221df5dd98f45d64a7a2f6069197 | 1,372,078,978 | 40.123203 | -76.978186 | 0 |
10,828 | 2020-06-24 13:03:02 | 561,942,763,351 | fraud_Bednar PLC | kids_pets | 55.17 | Melissa | Brown | F | 330 Montoya Ramp | Washington | DC | 20,036 | 38.9087 | -77.0414 | 601,723 | Prison officer | 1986-03-14 | 3f59798da6dfe113f701139b159ee08b | 1,372,078,982 | 38.242946 | -77.130862 | 0 |
10,829 | 2020-06-24 13:03:12 | 3,568,736,585,751,727 | fraud_Schuppe-Schuppe | food_dining | 52.8 | Thomas | Cross | M | 7566 Thompson Creek Apt. 827 | Elkhart | IA | 50,073 | 41.8114 | -93.4855 | 1,195 | Trading standards officer | 1974-03-13 | 55d35de173a9895c3e3ea4aa002e8750 | 1,372,078,992 | 42.780764 | -93.471881 | 0 |
10,830 | 2020-06-24 13:03:12 | 4,810,789,809,665,943,000 | fraud_Hamill-D'Amore | health_fitness | 19.79 | Julie | Sanchez | F | 916 Charles Road | Bowersville | OH | 45,307 | 39.5756 | -83.7153 | 338 | Quantity surveyor | 1988-07-28 | 6d1b2401951e8dd577657bd76f597d72 | 1,372,078,992 | 39.980148 | -83.064498 | 0 |
10,831 | 2020-06-24 13:04:41 | 3,512,365,128,314,616 | fraud_Kling, Howe and Schneider | home | 131.54 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 70e489c5bf3a3e6b61a7dad530bdccd4 | 1,372,079,081 | 37.857386 | -90.901935 | 0 |
10,832 | 2020-06-24 13:04:53 | 6,534,628,260,579,800 | fraud_Haag-Blanda | food_dining | 8.9 | Christine | Harris | F | 29606 Martinez Views Suite 653 | Hinesburg | VT | 5,461 | 44.3346 | -73.098 | 4,542 | Claims inspector/assessor | 1998-03-19 | 6d6d7fb1c3ba5cb4e8342f20b4ac5053 | 1,372,079,093 | 44.862406 | -73.908328 | 0 |
10,833 | 2020-06-24 13:05:17 | 4,560,004,149,983,868,400 | fraud_Kilback Group | food_dining | 191.77 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | 048d5ed86789fb554ff79071843c629e | 1,372,079,117 | 38.289246 | -103.87992 | 0 |
10,834 | 2020-06-24 13:05:30 | 3,512,365,128,314,616 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 8 | Francisco | Kemp | M | 9554 Flores Drive | Arnold | MO | 63,010 | 38.4305 | -90.387 | 35,439 | Land/geomatics surveyor | 1985-03-31 | 298996d06234e6522069495f80755915 | 1,372,079,130 | 38.988544 | -91.035436 | 0 |
10,835 | 2020-06-24 13:07:18 | 630,425,673,344 | fraud_Botsford PLC | home | 73.11 | Bryan | Miller | M | 411 Laurie Fords | Cass | WV | 24,927 | 38.388 | -79.9906 | 365 | Special effects artist | 1970-03-14 | 45e6e4ad30b958aae947d08b2ffecb4d | 1,372,079,238 | 37.582856 | -79.191357 | 0 |
10,836 | 2020-06-24 13:09:19 | 38,199,021,865,320 | fraud_Donnelly LLC | entertainment | 85.1 | Jesse | Roberts | M | 8415 Vaughn Squares Apt. 788 | Acworth | NH | 3,601 | 43.196 | -72.3001 | 477 | Naval architect | 1988-04-15 | a120fecc53b9fea7cbd152196bf91831 | 1,372,079,359 | 43.326413 | -72.414874 | 0 |
10,837 | 2020-06-24 13:09:20 | 5,456,776,410,929,288 | fraud_Grimes LLC | entertainment | 38.54 | Taylor | Khan | F | 658 Diane Glen Apt. 677 | North Washington | PA | 16,048 | 41.0472 | -79.8089 | 139 | Patent attorney | 1954-05-25 | b74de2de93ad58cbc875aea5e6947d94 | 1,372,079,360 | 41.199248 | -79.868148 | 0 |
10,838 | 2020-06-24 13:09:28 | 4,767,265,376,804,500 | fraud_Hamill-D'Amore | health_fitness | 45.47 | Jennifer | Conner | F | 4655 David Island | Dublin | PA | 18,917 | 40.375 | -75.2045 | 2,158 | Transport planner | 1961-06-19 | 2b1f999397733937fa49a8d7c066b71a | 1,372,079,368 | 40.440919 | -75.712847 | 0 |
10,839 | 2020-06-24 13:09:53 | 375,082,648,741,747 | fraud_Simonis-Prohaska | misc_pos | 2.67 | Shannon | Bell | F | 2918 David Spurs | Georgetown | MN | 56,546 | 47.0999 | -96.727 | 346 | Research officer, trade union | 1976-12-14 | ca3cfc61069d4b3ca5a3efb62b0c1a74 | 1,372,079,393 | 46.892507 | -97.59192 | 0 |
10,840 | 2020-06-24 13:10:14 | 676,118,385,837 | fraud_Gerhold LLC | home | 83.03 | Katelyn | Wise | F | 674 Maureen Summit Apt. 276 | Scotts Mills | OR | 97,375 | 44.9897 | -122.6187 | 1,252 | Engineer, petroleum | 1937-02-06 | 3e2a5a1c874b10b9f450c971c8218433 | 1,372,079,414 | 44.354897 | -122.976025 | 0 |
10,841 | 2020-06-24 13:10:56 | 180,042,946,491,150 | fraud_McGlynn-Jaskolski | misc_pos | 6.16 | Charles | Robles | M | 3337 Lisa Divide | Saint Petersburg | FL | 33,710 | 27.7898 | -82.7243 | 341,043 | Engineer, land | 1989-02-28 | ede27660bc6cb532bf5f49465ae69fc7 | 1,372,079,456 | 28.411383 | -83.547843 | 0 |
10,842 | 2020-06-24 13:11:08 | 3,559,160,581,764,413 | fraud_Connelly-Carter | home | 92.51 | Allen | Bell | M | 70147 Amanda Fields | Saint Bonaventure | NY | 14,778 | 42.2701 | -78.6847 | 1,453 | Toxicologist | 1974-02-15 | 90cbe21a5cd45202d8f4ee472b25ff17 | 1,372,079,468 | 43.086523 | -78.081154 | 0 |
10,843 | 2020-06-24 13:11:37 | 4,755,696,071,492 | fraud_Mohr Inc | shopping_pos | 2.4 | Robert | Evans | M | 01892 Patricia Vista Apt. 828 | Sachse | TX | 75,048 | 32.9643 | -96.6012 | 20,328 | Site engineer | 1985-06-20 | 36a8af5901d3228c136eb702af4a754a | 1,372,079,497 | 32.031828 | -97.021613 | 0 |
10,844 | 2020-06-24 13:12:09 | 2,712,209,726,293,386 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 15.33 | Jenna | Brooks | F | 50872 Alex Plain Suite 088 | Baton Rouge | LA | 70,808 | 30.4066 | -91.1468 | 378,909 | Designer, furniture | 1977-02-22 | 9ca00f004b8340309cc922d946d31072 | 1,372,079,529 | 29.519368 | -90.581404 | 0 |
10,845 | 2020-06-24 13:12:10 | 3,551,217,896,304,745 | fraud_Turner and Sons | shopping_pos | 23.28 | 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 | b9cfeffe8198c17d60508c07a6ec79d3 | 1,372,079,530 | 43.295924 | -74.782743 | 0 |
10,846 | 2020-06-24 13:13:28 | 3,575,789,281,659,026 | fraud_Barton LLC | kids_pets | 62.38 | Lindsay | Wilson | F | 7618 Gonzales Mission | Centerview | MO | 64,019 | 38.7897 | -93.8702 | 2,368 | Electronics engineer | 1989-07-17 | c95d10f2501d13b3ea05b693a4531092 | 1,372,079,608 | 39.59588 | -94.608875 | 0 |
10,847 | 2020-06-24 13:14:26 | 3,576,511,691,045,060 | fraud_Lemke and Sons | travel | 2.23 | Leah | Garner | F | 147 Mckinney Run Apt. 743 | Ehrhardt | SC | 29,081 | 33.1044 | -81.0221 | 1,352 | Engineer, materials | 1992-10-08 | e3861152ef100f3ba9328eec46d97056 | 1,372,079,666 | 33.52736 | -81.147585 | 0 |
10,848 | 2020-06-24 13:14:45 | 3,526,826,139,003,047 | fraud_O'Reilly, Mohr and Purdy | home | 9.58 | Nathan | Massey | M | 5783 Evan Roads Apt. 465 | Falmouth | MI | 49,632 | 44.2529 | -85.017 | 1,126 | Furniture designer | 1955-07-06 | 2d3cc0c24b1d4eecb5fe83e41239997f | 1,372,079,685 | 45.12467 | -85.349181 | 0 |
10,849 | 2020-06-24 13:16:44 | 3,511,378,610,369,890 | fraud_Morissette PLC | shopping_pos | 5.42 | James | Cooper | M | 663 Ramirez Trace Apt. 951 | Huntsville | AL | 35,811 | 34.7789 | -86.5438 | 190,178 | Television production assistant | 1973-04-01 | 080cef590486b8a5e9b87e5d38068096 | 1,372,079,804 | 34.175272 | -85.628057 | 0 |
10,850 | 2020-06-24 13:16:48 | 3,546,897,637,165,774 | fraud_Cormier LLC | health_fitness | 13.29 | Kayla | Obrien | F | 7921 Robert Port Suite 343 | Prairie Hill | TX | 76,678 | 31.6591 | -96.8094 | 263 | Barrister | 1956-05-30 | 191feb33d9fa66a426c932a6afeccaf4 | 1,372,079,808 | 32.523563 | -97.789847 | 0 |
10,851 | 2020-06-24 13:16:54 | 4,079,773,899,158 | fraud_Kilback, Nitzsche and Leffler | travel | 2.75 | Eric | Preston | M | 7020 Doyle Stream Apt. 951 | Mesa | ID | 83,643 | 44.6255 | -116.4493 | 129 | Cartographer | 1965-12-15 | 41595a2c04027e61934ea65c429701d1 | 1,372,079,814 | 44.477865 | -117.013803 | 0 |
10,852 | 2020-06-24 13:16:59 | 2,706,977,570,537,524 | fraud_Kilback and Sons | entertainment | 82.25 | David | Serrano | M | 4739 Martin Common | Zaleski | OH | 45,698 | 39.283 | -82.3977 | 341 | Accounting technician | 1978-12-18 | 7f3a8d86b3729cb77ea0c150bdb8781f | 1,372,079,819 | 39.529653 | -82.183663 | 0 |
10,853 | 2020-06-24 13:17:57 | 2,248,735,346,244,816 | fraud_Zulauf LLC | personal_care | 23.18 | Jacob | Weber | M | 29156 Mark Park Apt. 108 | Utica | KS | 67,584 | 38.6411 | -100.138 | 269 | Product/process development scientist | 1962-11-11 | 607b8e2b82aca82e436eaa0b95cda20e | 1,372,079,877 | 38.184016 | -99.201865 | 0 |
10,854 | 2020-06-24 13:18:04 | 4,128,730,454,058,057,700 | fraud_Friesen Ltd | health_fitness | 10.8 | Monique | Martin | F | 68276 Matthew Springs | Ratcliff | TX | 75,858 | 31.3833 | -95.0619 | 43 | Engineer, production | 1949-10-04 | 493465928e472d9a421bbb97f676ce2c | 1,372,079,884 | 30.411318 | -94.600409 | 0 |
10,855 | 2020-06-24 13:18:51 | 342,360,239,917,375 | fraud_Heaney-Marquardt | entertainment | 51.91 | Gabriella | Jordan | F | 1299 Joshua Plains | Howes Cave | NY | 12,092 | 42.7045 | -74.3648 | 1,304 | Jewellery designer | 1970-06-09 | ed997871a24874c70b99c5427fcda764 | 1,372,079,931 | 41.786566 | -74.699494 | 0 |
10,856 | 2020-06-24 13:18:53 | 4,658,490,815,480,264 | fraud_Grimes LLC | entertainment | 51.78 | Tara | Richards | F | 4879 Cristina Station | Keisterville | PA | 15,449 | 39.9636 | -79.7853 | 184 | Systems developer | 1945-11-04 | f39d0ad8dec6c39cf1c841a8b628ccd0 | 1,372,079,933 | 39.200301 | -79.855899 | 0 |
10,857 | 2020-06-24 13:19:39 | 344,709,867,813,900 | fraud_Roberts, Ryan and Smith | personal_care | 115.26 | Joanna | Hudson | F | 2924 Bobby Trafficway | Sebring | FL | 33,872 | 27.4703 | -81.4872 | 50,835 | Environmental consultant | 1986-01-30 | 76601dc2376cf30a17ff74fc88eebe97 | 1,372,079,979 | 27.924367 | -81.129543 | 0 |
10,858 | 2020-06-24 13:19:43 | 630,424,987,505 | fraud_Baumbach Ltd | personal_care | 46.5 | Jennifer | Black | F | 2870 Bean Terrace Apt. 756 | Thomas | WV | 26,292 | 39.1505 | -79.503 | 836 | Forensic psychologist | 1981-08-29 | 75f9b8f23befda6d0fd1c7cab9ba933b | 1,372,079,983 | 39.028649 | -80.168403 | 0 |
10,859 | 2020-06-24 13:19:44 | 3,502,088,871,723,054 | fraud_Marvin-Lind | personal_care | 5.38 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | 00c56089a2271f8c775819c63a1fe5d9 | 1,372,079,984 | 38.730354 | -76.142884 | 0 |
10,860 | 2020-06-24 13:20:02 | 346,208,242,862,904 | fraud_Medhurst Inc | home | 9.32 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | e48ef65c6e311f11b38af41cec611964 | 1,372,080,002 | 40.501601 | -73.549962 | 0 |
10,861 | 2020-06-24 13:20:33 | 2,266,735,643,685,262 | fraud_Altenwerth, Cartwright and Koss | shopping_net | 8.19 | Carlos | Chung | M | 8957 Russell Key | Grant | AL | 35,747 | 34.4959 | -86.259 | 5,901 | Curator | 1972-07-25 | e2becfe13c366235aceee4ba64ea6a7c | 1,372,080,033 | 33.757358 | -86.520993 | 0 |
10,862 | 2020-06-24 13:20:47 | 630,484,879,808 | fraud_Kassulke Inc | entertainment | 78.07 | Ian | Patton | M | 8088 Sherman Radial Suite 689 | Helm | CA | 93,627 | 36.4992 | -120.0936 | 123 | Early years teacher | 1973-02-07 | 7a86e4626f3f5828a307a367c235ea9b | 1,372,080,047 | 36.891154 | -119.512308 | 0 |
10,863 | 2020-06-24 13:21:46 | 6,011,917,798,331,152 | fraud_Berge-Hills | kids_pets | 1.98 | William | Johnson | M | 50843 Vincent Mission | South Londonderry | VT | 5,155 | 43.1699 | -72.8515 | 828 | Scientific laboratory technician | 1957-08-30 | 2755a2d4c996da019331a015a85c1218 | 1,372,080,106 | 42.787386 | -72.4452 | 0 |
10,864 | 2020-06-24 13:22:45 | 6,011,438,889,172,900 | fraud_Turcotte, Batz and Buckridge | health_fitness | 5.97 | Allison | Allen | F | 40624 Rebecca Spurs | De Witt | AR | 72,042 | 34.2853 | -91.3336 | 5,161 | Electrical engineer | 1993-04-08 | 706c1a55c3291199b7750bcc71ad3b28 | 1,372,080,165 | 34.857052 | -91.369754 | 0 |
10,865 | 2020-06-24 13:23:12 | 4,725,673,654,161,314 | fraud_Cormier, Stracke and Thiel | entertainment | 16.33 | Alex | White | M | 874 Fred Knolls Apt. 609 | Orient | NY | 11,957 | 41.1437 | -72.2879 | 743 | Video editor | 1968-09-19 | 90b5789c05e2d33d49742268528587d9 | 1,372,080,192 | 40.419857 | -72.361304 | 0 |
10,866 | 2020-06-24 13:23:25 | 347,612,609,554,823 | fraud_Brown-Greenholt | entertainment | 32.96 | Robert | James | M | 18316 Cannon Place | Newport | ME | 4,953 | 44.8393 | -69.2675 | 3,228 | Lexicographer | 1995-12-28 | 088c0da144a11ad019a912758cb1d4f3 | 1,372,080,205 | 45.403411 | -68.830559 | 0 |
10,867 | 2020-06-24 13:23:38 | 4,681,601,008,538,160 | fraud_Pagac LLC | shopping_pos | 2.44 | Tammy | Davis | F | 77663 Colleen Freeway | Moundsville | WV | 26,041 | 39.9148 | -80.731 | 16,183 | Physiotherapist | 1977-08-12 | 6446dc6d71dde8bfde5308730eb14e77 | 1,372,080,218 | 40.295415 | -81.476064 | 0 |
10,868 | 2020-06-24 13:24:11 | 3,566,094,707,272,327 | fraud_Lind-Buckridge | entertainment | 60.95 | Kristina | Stewart | F | 47029 Jimmy Tunnel Apt. 106 | Newhall | CA | 91,321 | 34.3795 | -118.523 | 34,882 | Health physicist | 1971-04-25 | 000586519323b375278b69849e4eb67c | 1,372,080,251 | 35.24481 | -117.719584 | 0 |
10,869 | 2020-06-24 13:25:36 | 30,074,693,890,476 | fraud_Schmeler, Bashirian and Price | shopping_net | 28.61 | Kelsey | Richards | F | 889 Sarah Station Suite 624 | Holcomb | KS | 67,851 | 37.9931 | -100.9893 | 2,691 | Arboriculturist | 1993-08-16 | 6e133d6eefd0f72dbc7f66c4c068da6e | 1,372,080,336 | 37.206354 | -101.178504 | 0 |
10,870 | 2020-06-24 13:26:33 | 630,423,337,322 | fraud_Medhurst Inc | home | 82.73 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 36650678d81c17b520dcdb10dc59a456 | 1,372,080,393 | 48.385712 | -118.653225 | 0 |
10,871 | 2020-06-24 13:27:00 | 4,642,255,475,285,942 | fraud_Dickinson-Rempel | misc_pos | 1.32 | Sabrina | Johnson | F | 320 Nicholson Orchard | Thompson | UT | 84,540 | 38.9999 | -109.615 | 46 | Surveyor, minerals | 1987-04-23 | b1293d5a7ac67d247c2c9798f4f15811 | 1,372,080,420 | 39.495771 | -109.344601 | 0 |
10,872 | 2020-06-24 13:27:24 | 3,536,818,734,263,520 | fraud_Stark-Koss | home | 64.95 | Gerald | Frank | M | 95793 Andrea Ville Suite 533 | Des Moines | IA | 50,314 | 41.603 | -93.633 | 222,785 | Interior and spatial designer | 1981-08-10 | b2a36f547a124084c54942c9e79455ea | 1,372,080,444 | 40.725614 | -92.751374 | 0 |
10,873 | 2020-06-24 13:27:50 | 630,451,534,402 | fraud_Reilly and Sons | health_fitness | 51.46 | Rachel | Daniels | F | 561 Little Plain Apt. 738 | Wetmore | MI | 49,895 | 46.3535 | -86.6345 | 765 | Immunologist | 1972-06-12 | fad85c6eff472fcd01d74bbfdb9b6f14 | 1,372,080,470 | 45.949055 | -86.472575 | 0 |
10,874 | 2020-06-24 13:29:26 | 30,199,621,383,748 | fraud_Langworth, Boehm and Gulgowski | shopping_net | 3.38 | Theresa | Powell | F | 117 Natasha Vista Suite 936 | Leonard | TX | 75,452 | 33.4044 | -96.2238 | 4,090 | Sub | 1977-03-23 | 229f84bd7e87c118f89989be05521d7e | 1,372,080,566 | 33.900878 | -95.385351 | 0 |
10,875 | 2020-06-24 13:29:33 | 3,598,215,285,024,754 | fraud_Berge, Kautzer and Harris | personal_care | 32.46 | Ashley | Lopez | F | 9333 Valentine Point | Bellmore | NY | 11,710 | 40.6729 | -73.5365 | 34,496 | Librarian, public | 1970-10-21 | e055430d959c35d8853f3f0232aaf0bd | 1,372,080,573 | 41.148646 | -74.353018 | 0 |
10,876 | 2020-06-24 13:30:03 | 3,502,088,871,723,054 | fraud_Schuppe LLC | entertainment | 10.4 | Scott | Martin | M | 31472 Cody Place Suite 740 | Kensington | MD | 20,895 | 39.0298 | -77.0793 | 19,054 | Operations geologist | 1976-09-08 | cbc62003214eab5947a299859e058a5e | 1,372,080,603 | 39.479948 | -77.740795 | 0 |
10,877 | 2020-06-24 13:30:09 | 6,506,116,513,503,136 | fraud_Torphy-Goyette | shopping_pos | 505.38 | Kimberly | Rice | F | 63991 Destiny Rue Apt. 651 | Tyler | TX | 75,703 | 32.2768 | -95.3031 | 144,160 | Sports development officer | 1984-05-04 | 833022da4bb36ad9eba4fd426d4d0065 | 1,372,080,609 | 32.976036 | -95.465733 | 0 |
10,878 | 2020-06-24 13:30:20 | 371,226,440,126,102 | fraud_Dickinson Ltd | misc_pos | 8.76 | 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 | d554ff44d7a32741779181506a6f71ba | 1,372,080,620 | 38.152048 | -89.187748 | 0 |
10,879 | 2020-06-24 13:30:29 | 676,314,217,768 | fraud_Fisher Inc | shopping_net | 331.65 | Ellen | Carrillo | F | 9431 Amanda Mills | Odessa | MO | 64,076 | 38.9829 | -93.9757 | 9,512 | Clinical research associate | 1972-12-31 | c1a535921c9e2772bbfc89f4a52443c3 | 1,372,080,629 | 39.174592 | -93.872154 | 0 |
10,880 | 2020-06-24 13:30:32 | 6,011,388,901,471,808 | fraud_Botsford and Sons | home | 113.23 | Jacqueline | Marsh | F | 950 Sheryl Spurs | Dunlevy | PA | 15,432 | 40.1151 | -79.8627 | 427 | Mining engineer | 1951-02-05 | 4e4617411c9655b7b7cc008a375e21df | 1,372,080,632 | 40.214639 | -79.269655 | 0 |
10,881 | 2020-06-24 13:30:56 | 4,469,777,115,158,235,000 | fraud_Gerhold LLC | home | 98.8 | Gregory | Graham | M | 4005 Dana Glens | Methuen | MA | 1,844 | 42.728 | -71.181 | 47,249 | Market researcher | 1980-11-22 | 208c646fe763d3f2be2fdd484eb6b041 | 1,372,080,656 | 42.325415 | -70.931734 | 0 |
10,882 | 2020-06-24 13:31:00 | 4,642,894,980,163 | fraud_Stamm-Witting | shopping_net | 3.14 | Eddie | Mendez | M | 1831 Faith View Suite 653 | Clarinda | IA | 51,632 | 40.7491 | -95.038 | 7,297 | IT trainer | 1990-07-13 | 5f11fdad1beedf9a28c0cd5e07369d36 | 1,372,080,660 | 39.945877 | -95.066965 | 0 |
10,883 | 2020-06-24 13:31:30 | 6,506,982,560,413,523 | fraud_Kihn, Abernathy and Douglas | shopping_net | 27.5 | Alice | Kemp | F | 057 Martinez Radial | Texarkana | AR | 71,854 | 33.431 | -93.8765 | 36,438 | Surgeon | 1985-04-15 | bf586e1fae25cecd7c505a751d5bf8e4 | 1,372,080,690 | 33.207037 | -94.255344 | 0 |
10,884 | 2020-06-24 13:32:32 | 3,554,818,239,968,984 | fraud_Nader-Maggio | personal_care | 72.28 | Cory | Thomas | M | 6458 Roberson Alley | Williamsburg | MO | 63,388 | 38.8874 | -91.7689 | 710 | Glass blower/designer | 1970-09-27 | 675b9693ba65da3bc8256fd9e7050f44 | 1,372,080,752 | 39.020865 | -90.806226 | 0 |
10,885 | 2020-06-24 13:33:05 | 4,764,202,053,279,782 | fraud_Adams-Barrows | health_fitness | 39.7 | Derek | Jones | M | 198 Candace Plaza | Diamond | OH | 44,412 | 41.0935 | -81.0425 | 2,644 | Air cabin crew | 1981-01-06 | 94cf91c32e13114a6997d67856c92c03 | 1,372,080,785 | 41.707033 | -80.456362 | 0 |
10,886 | 2020-06-24 13:33:09 | 584,673,555,952 | fraud_Hilpert-Conroy | kids_pets | 51.26 | Jessica | Jordan | F | 071 Wise Trace | Coleharbor | ND | 58,531 | 47.5196 | -101.2332 | 307 | Make | 1930-08-13 | 047bdd6196d22107f0030448f5e2c277 | 1,372,080,789 | 47.870504 | -101.229881 | 0 |
10,887 | 2020-06-24 13:34:08 | 374,125,201,044,065 | fraud_O'Connell-Ullrich | home | 58.39 | Christopher | Gilbert | M | 20937 Reed Lakes Apt. 271 | Washington | DC | 20,012 | 38.9757 | -77.0282 | 601,723 | Optician, dispensing | 1970-07-20 | d87ded016dd29c0d4f893daad9fd7cf8 | 1,372,080,848 | 38.670772 | -77.698764 | 0 |
10,888 | 2020-06-24 13:37:02 | 2,229,378,226,512,508 | fraud_Hermiston, Russel and Price | food_dining | 66.94 | Thomas | Hale | M | 949 Smith Parkway | Cazenovia | WI | 53,924 | 43.4987 | -90.2796 | 1,360 | Occupational hygienist | 1984-11-06 | de48f3103fa179ad5d03a749dd92b7e6 | 1,372,081,022 | 43.475644 | -89.823085 | 0 |
10,889 | 2020-06-24 13:37:50 | 4,003,989,662,068,504 | fraud_Emmerich-Rau | personal_care | 3.22 | Chris | White | M | 98897 Bennett Lodge | Bessemer | AL | 35,022 | 33.3224 | -86.9657 | 71,463 | Radio broadcast assistant | 1989-02-08 | 258ec53300afbdcdbffc77e85c999c01 | 1,372,081,070 | 34.101459 | -87.847301 | 0 |
10,890 | 2020-06-24 13:38:03 | 4,306,586,894,261,180 | fraud_Lowe, Dietrich and Erdman | kids_pets | 112.16 | Renee | Walls | F | 86542 Jessica Fords Apt. 706 | Veedersburg | IN | 47,987 | 40.1186 | -87.2602 | 4,049 | Development worker, community | 1959-10-19 | 821bd35d5b422d885a0ee4e4f41ec132 | 1,372,081,083 | 40.67602 | -87.237946 | 0 |
10,891 | 2020-06-24 13:38:40 | 676,173,792,455 | fraud_Brown Inc | kids_pets | 35.79 | Brittany | Cox | F | 07177 William Dale Apt. 547 | Santa Monica | CA | 90,403 | 34.0287 | -118.4924 | 92,043 | Civil engineer, contracting | 1961-04-25 | 18e5ee780adbe69134d517ed77879542 | 1,372,081,120 | 34.993358 | -117.846711 | 0 |
10,892 | 2020-06-24 13:40:10 | 4,904,681,492,230,012 | fraud_Waelchi Inc | kids_pets | 94.96 | Lisa | Lowe | F | 574 David Locks Suite 207 | Cottekill | NY | 12,419 | 41.8467 | -74.1038 | 722 | Comptroller | 1990-10-19 | 19597cead3cf4b3559b0821c62816a7f | 1,372,081,210 | 41.541456 | -73.386103 | 0 |
10,893 | 2020-06-24 13:41:08 | 4,260,128,500,325 | fraud_Klocko LLC | misc_net | 62.15 | Whitney | Gallagher | F | 0374 Courtney Islands Apt. 400 | Deane | KY | 41,812 | 37.2409 | -82.7696 | 230 | Conservation officer, historic buildings | 1997-08-04 | 91bc6021f5da044bd89bd737d670feed | 1,372,081,268 | 37.081371 | -82.272329 | 0 |
10,894 | 2020-06-24 13:41:13 | 30,427,035,050,508 | fraud_Gulgowski LLC | home | 2.11 | John | Chandler | M | 88325 Brandon Greens Apt. 477 | Detroit | MI | 48,202 | 42.377 | -83.0796 | 673,342 | Broadcast presenter | 1969-11-20 | 94ff7ddb75f36019ba0464ce6a6bca8a | 1,372,081,273 | 41.656273 | -83.009322 | 0 |
10,895 | 2020-06-24 13:42:44 | 30,518,206,766,474 | fraud_Williamson LLC | misc_pos | 8.16 | Tamara | Martinez | F | 471 Marquez Prairie Suite 680 | Matthews | MO | 63,867 | 36.7154 | -89.6287 | 1,019 | Aeronautical engineer | 1979-01-26 | a55231f51a61694eadb82821583acc45 | 1,372,081,364 | 36.63837 | -90.152731 | 0 |
10,896 | 2020-06-24 13:44:01 | 346,208,242,862,904 | fraud_Ruecker-Mayert | kids_pets | 51.57 | Tabitha | Reyes | F | 20938 Barbara Viaduct | New York City | NY | 10,280 | 40.7105 | -74.0163 | 1,577,385 | Pharmacist, hospital | 1961-05-13 | c83d615224f82c10901cf771827a0a13 | 1,372,081,441 | 39.801403 | -74.994349 | 0 |
10,897 | 2020-06-24 13:44:44 | 676,118,385,837 | fraud_Roberts, Daniel and Macejkovic | kids_pets | 88.3 | Katelyn | Wise | F | 674 Maureen Summit Apt. 276 | Scotts Mills | OR | 97,375 | 44.9897 | -122.6187 | 1,252 | Engineer, petroleum | 1937-02-06 | a752f2d0da4831e03f6294452469e6b4 | 1,372,081,484 | 45.510859 | -121.789394 | 0 |
10,898 | 2020-06-24 13:45:58 | 4,239,552,724,014,407 | fraud_Schoen-Quigley | kids_pets | 91.82 | Carl | Hernandez | M | 9134 Darryl Flat Suite 916 | Paulding | OH | 45,879 | 41.141 | -84.5722 | 6,284 | Secondary school teacher | 1936-03-27 | f5e2f0ec3043356e79aa4043df367347 | 1,372,081,558 | 40.614052 | -84.975479 | 0 |
10,899 | 2020-06-24 13:46:03 | 3,502,377,050,801,561 | fraud_Streich, Rolfson and Wilderman | kids_pets | 12.88 | Kathleen | Martin | F | 659 Nicole Cove Suite 560 | New Waverly | TX | 77,358 | 30.5354 | -95.4532 | 4,993 | Scientist, biomedical | 1948-11-30 | 927d7966ff8b0a6a2185229fcfee0334 | 1,372,081,563 | 30.065007 | -96.348028 | 0 |
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