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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9,400 | 2020-06-23 20:54:02 | 213,124,978,348,176 | fraud_Hintz, Bauch and Smith | health_fitness | 47 | Steven | Arnold | M | 079 Chelsea Rest | Belfast | NY | 14,711 | 42.32 | -78.0943 | 1,766 | Mechanical engineer | 1962-06-04 | 629037e5132e1f66e8fc184a85253b0c | 1,372,020,842 | 42.486271 | -78.079852 | 0 |
9,401 | 2020-06-23 20:54:58 | 30,501,624,614,310 | fraud_Goyette-Gerhold | kids_pets | 93.5 | Amanda | Smith | F | 180 Graves Shore | Scotia | SC | 29,939 | 32.6786 | -81.2455 | 302 | Magazine features editor | 1973-05-04 | cee93146282fec4ae3014a373f83f731 | 1,372,020,898 | 32.576833 | -80.428169 | 0 |
9,402 | 2020-06-23 20:55:08 | 3,521,815,216,091,574 | fraud_Botsford PLC | home | 80.29 | Wayne | Marsh | M | 172 Leonard Island | Dumont | CO | 80,436 | 39.7532 | -105.6356 | 565 | Mental health nurse | 1978-08-27 | 997a0a4a370e50a756ec745c720eb6cd | 1,372,020,908 | 40.612926 | -105.106648 | 0 |
9,403 | 2020-06-23 20:55:21 | 6,547,670,341,037,171 | fraud_Connelly PLC | food_dining | 2.25 | Bryce | Joseph | M | 148 Baker Field | Chester Heights | PA | 19,017 | 39.8839 | -75.4669 | 348 | Management consultant | 1945-05-05 | 549534204103518dd6265454fc2f32d1 | 1,372,020,921 | 40.680299 | -75.681053 | 0 |
9,404 | 2020-06-23 20:55:21 | 30,238,755,902,988 | fraud_Bernhard, Grant and Langworth | shopping_pos | 2.77 | Danielle | Yu | F | 5395 Colon Burgs Suite 037 | Thrall | TX | 76,578 | 30.592 | -97.2893 | 1,766 | Press sub | 1976-01-02 | 2f44046246b063240b6f8418df0572a3 | 1,372,020,921 | 30.460547 | -97.901129 | 0 |
9,405 | 2020-06-23 20:55:38 | 342,035,762,534,413 | fraud_Graham, Hegmann and Hammes | food_dining | 130.8 | Jennifer | Carrillo | F | 334 Adam Mountains Apt. 868 | Manquin | VA | 23,106 | 37.7184 | -77.186 | 976 | Engineer, automotive | 1999-06-19 | bac2d5dde133aa8ba401f859dc219477 | 1,372,020,938 | 37.601414 | -77.391008 | 0 |
9,406 | 2020-06-23 20:55:46 | 2,269,768,987,945,882 | fraud_Denesik, Powlowski and Pouros | home | 54.03 | Shannon | Patterson | F | 9808 Ellis Bypass | Mount Morris | NY | 14,510 | 42.6835 | -77.8664 | 4,895 | Acupuncturist | 1958-10-29 | 8999d58193ff513e7881ad88c06324cd | 1,372,020,946 | 41.817514 | -78.445605 | 0 |
9,407 | 2020-06-23 20:55:55 | 3,595,192,916,105,588 | fraud_Nolan-Williamson | kids_pets | 11.26 | Dustin | Roberts | M | 3283 James Station | Fayetteville | NC | 28,314 | 35.0583 | -79.008 | 238,602 | Scientist, research (maths) | 1993-05-14 | 1607d2b93d3f2d52fa21b1403caa4b8b | 1,372,020,955 | 36.006181 | -78.701895 | 0 |
9,408 | 2020-06-23 20:56:06 | 4,836,998,673,805,450 | fraud_Cruickshank-Mills | entertainment | 84.39 | Susan | Hardy | F | 516 Brown Parks | Manistique | MI | 49,854 | 46.0062 | -86.2555 | 6,469 | Trade mark attorney | 1979-04-12 | 55fac3f33941420f75c00286bb077c99 | 1,372,020,966 | 46.127638 | -85.330422 | 0 |
9,409 | 2020-06-23 20:56:24 | 213,102,873,001,603 | fraud_Brown, Homenick and Lesch | health_fitness | 52.99 | Joanne | Padilla | F | 477 Alejandro Knolls Suite 828 | Gardiner | OR | 97,441 | 43.7857 | -124.1437 | 260 | Engineer, maintenance | 1956-09-01 | 915c44a50dff76ad00c9887ba34adc5c | 1,372,020,984 | 43.503018 | -124.270502 | 0 |
9,410 | 2020-06-23 20:56:31 | 213,112,402,583,773 | fraud_Berge-Hills | kids_pets | 2.71 | 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 | 4a5535e41e7e7df505780256489519bb | 1,372,020,991 | 33.100089 | -82.452557 | 0 |
9,411 | 2020-06-23 20:56:34 | 3,556,613,125,071,656 | fraud_Kuhn LLC | shopping_pos | 3.71 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 8f4d995e5ef71cd7716cdb35620bf55d | 1,372,020,994 | 29.837236 | -95.600638 | 0 |
9,412 | 2020-06-23 20:56:56 | 4,512,828,414,983,802,000 | fraud_Thiel-Thiel | entertainment | 7.57 | Monica | Cohen | F | 864 Reynolds Plains | Uledi | PA | 15,484 | 39.8936 | -79.7856 | 328 | Tree surgeon | 1983-07-25 | e2296394426da7ad9a4db01a6c135291 | 1,372,021,016 | 40.597203 | -79.767792 | 0 |
9,413 | 2020-06-23 20:58:02 | 567,868,110,212 | fraud_Watsica, Haag and Considine | shopping_pos | 4.07 | Dawn | Tucker | F | 789 Herring Manors | Houston | TX | 77,007 | 29.7736 | -95.4034 | 2,906,700 | Copywriter, advertising | 1984-12-16 | 05728745019fc14d479a686eff5e2060 | 1,372,021,082 | 29.086891 | -95.294806 | 0 |
9,414 | 2020-06-23 20:58:11 | 571,465,035,400 | fraud_Reichel LLC | personal_care | 77.28 | Louis | Fisher | M | 45654 Hess Rest | Fort Washakie | WY | 82,514 | 43.0048 | -108.8964 | 1,645 | Freight forwarder | 1976-02-26 | 6e8aa14bbb74f2002081ec90fda7d2bf | 1,372,021,091 | 43.664367 | -109.030384 | 0 |
9,415 | 2020-06-23 20:58:20 | 4,279,161,831,637 | fraud_Hickle Group | shopping_pos | 3.26 | Lisa | Hendrix | F | 35737 Kirby Fall Suite 409 | Vanderbilt | PA | 15,486 | 40.0246 | -79.6955 | 2,303 | Physiotherapist | 1987-08-16 | 1971f7d3daf262d7e12c63ee67c6efbf | 1,372,021,100 | 40.454627 | -80.520985 | 0 |
9,416 | 2020-06-23 20:58:24 | 3,560,318,482,131,952 | fraud_Gottlieb-Hansen | personal_care | 27.74 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | 86781057bfd461e75b1f6bc2e1d978c5 | 1,372,021,104 | 33.479316 | -87.158463 | 0 |
9,417 | 2020-06-23 20:59:33 | 4,906,628,655,840,914,000 | fraud_Ruecker-Mayert | kids_pets | 133.73 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 90433f4e8689ccb51f5bd131888f0703 | 1,372,021,173 | 23.829736 | -80.970244 | 0 |
9,418 | 2020-06-23 20:59:41 | 348,253,506,557,335 | fraud_Crist, Jakubowski and Littel | home | 13.37 | Thomas | Gibson | M | 32745 Silva Springs Suite 040 | Grand Bay | AL | 36,541 | 30.4983 | -88.3282 | 15,647 | Armed forces logistics/support/administrative officer | 1948-03-22 | 46d3b66dd46ddcdd821870776fcb00c7 | 1,372,021,181 | 31.105517 | -88.02778 | 0 |
9,419 | 2020-06-23 20:59:48 | 3,596,217,206,093,829 | fraud_Reichel Inc | entertainment | 46.7 | Sara | Ramirez | F | 23843 Scott Island | Birmingham | IA | 52,535 | 40.8626 | -91.9534 | 888 | Camera operator | 1988-03-25 | 4494e22b4e719bd86947d8cf600ffd6d | 1,372,021,188 | 40.321978 | -91.110574 | 0 |
9,420 | 2020-06-23 20:59:54 | 30,266,994,494,236 | fraud_Brown-Greenholt | entertainment | 20.2 | Sarah | Foster | F | 77872 Andrea Glen Apt. 543 | Ford | VA | 23,850 | 37.1349 | -77.7364 | 1,051 | Chief Operating Officer | 1976-11-21 | 42b423ef0a0255607cca7537cc6f9f5d | 1,372,021,194 | 37.884231 | -77.940958 | 0 |
9,421 | 2020-06-23 20:59:56 | 4,259,996,134,423 | fraud_Bauch-Blanda | entertainment | 16.55 | Julie | Johnson | F | 9331 Robert Passage Suite 327 | Hudson | KS | 67,545 | 38.1485 | -98.6408 | 215 | Probation officer | 1968-11-22 | 86369540a84bfe3bc34ca99b8cbd7e68 | 1,372,021,196 | 38.674806 | -98.525043 | 0 |
9,422 | 2020-06-23 21:00:19 | 3,541,160,328,600,277 | fraud_Conroy, Balistreri and Gorczany | health_fitness | 215.16 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | bcf4a3447e4f64eb8001f94c6e679d73 | 1,372,021,219 | 40.418955 | -89.560482 | 0 |
9,423 | 2020-06-23 21:00:21 | 38,859,492,057,661 | fraud_Dickinson Ltd | personal_care | 4.69 | Edward | Sanchez | M | 594 White Dale Suite 530 | Malad City | ID | 83,252 | 42.1808 | -112.262 | 4,154 | Nature conservation officer | 1962-01-19 | 3889a9034db85d954f2837cb5eaf1ee0 | 1,372,021,221 | 42.156 | -113.052991 | 0 |
9,424 | 2020-06-23 21:00:25 | 4,223,708,906,367,574,000 | fraud_Nolan-Williamson | kids_pets | 61 | Adam | Riddle | M | 27718 Mason Bypass | Mount Saint Joseph | OH | 45,051 | 39.0965 | -84.6431 | 177 | Exhibition designer | 1974-05-30 | 05010b8001ef005e0d3329c391ff07d1 | 1,372,021,225 | 38.80394 | -83.726853 | 0 |
9,425 | 2020-06-23 21:00:30 | 375,248,307,838,179 | fraud_Erdman-Ebert | personal_care | 10.41 | Joshua | Mendoza | M | 4215 Miranda Field Suite 326 | Tallmansville | WV | 26,237 | 38.8564 | -80.158 | 571 | Accounting technician | 1967-09-16 | 8507e98a68b8549623de076edfadda3f | 1,372,021,230 | 39.229485 | -80.567348 | 0 |
9,426 | 2020-06-23 21:00:37 | 3,541,687,240,161,491 | fraud_Brown Inc | kids_pets | 7.1 | Mark | Nguyen | M | 62631 Ashley Ramp Apt. 965 | Sea Island | GA | 31,561 | 31.1989 | -81.3322 | 298 | Engineer, structural | 1963-04-22 | 25683f3e1339df0d67bd0ca9190226df | 1,372,021,237 | 31.454724 | -80.624073 | 0 |
9,427 | 2020-06-23 21:00:39 | 3,529,597,810,116,815 | fraud_McDermott, Osinski and Morar | home | 39.97 | Pamela | Curtis | F | 8969 Fuentes Station Apt. 291 | Mill Creek | PA | 17,060 | 40.4679 | -77.8967 | 1,334 | Archaeologist | 1986-12-17 | d3773f9897cc69bb3ca16d8b7a3c4fe2 | 1,372,021,239 | 41.445439 | -78.638852 | 0 |
9,428 | 2020-06-23 21:01:13 | 30,131,826,429,364 | fraud_Kris-Padberg | shopping_pos | 530.74 | Brianna | Foley | F | 57256 Raymond Ports | Knoxville | TN | 37,932 | 35.9335 | -84.1481 | 391,389 | Designer, industrial/product | 1994-04-22 | d6dc86d17f66864308f635f0b56a4d0d | 1,372,021,273 | 36.595361 | -84.554404 | 0 |
9,429 | 2020-06-23 21:01:28 | 2,713,913,904,780,408 | fraud_Abbott-Steuber | personal_care | 10.11 | Jacqueline | Howard | F | 4511 Choi Lock | Delhi | LA | 71,232 | 32.3929 | -91.4714 | 6,581 | Multimedia programmer | 1964-02-13 | 5a8389b5eb4b4c14ac4a3697026f707d | 1,372,021,288 | 31.653113 | -91.740636 | 0 |
9,430 | 2020-06-23 21:01:43 | 4,727,244,663,135,968 | fraud_Becker, Harris and Harvey | personal_care | 5.49 | Mary | Lewis | F | 118 Justin Extension | Bay Minette | AL | 36,507 | 30.8635 | -87.7644 | 19,090 | Science writer | 1929-05-30 | 8c31323bec3d06000fdd71ce28e7a1cb | 1,372,021,303 | 29.874903 | -87.956159 | 0 |
9,431 | 2020-06-23 21:02:18 | 3,508,104,404,056,005 | fraud_White and Sons | home | 31.82 | Michael | Fisher | M | 401 Escobar Port | East Troy | WI | 53,120 | 42.8035 | -88.4092 | 9,679 | Engineer, production | 1991-04-11 | 671feec3c6f4bd0e8693f81b2910f751 | 1,372,021,338 | 43.238846 | -88.391613 | 0 |
9,432 | 2020-06-23 21:02:21 | 4,841,313,716,651,064 | fraud_Gibson-Deckow | entertainment | 80.88 | Omar | Gay | M | 2161 Blankenship Freeway | West Hartford | VT | 5,084 | 43.7185 | -72.4439 | 140 | Development worker, community | 1989-10-28 | c00b80ca2b2e329aa8e5f112d48f579d | 1,372,021,341 | 43.573951 | -72.056765 | 0 |
9,433 | 2020-06-23 21:02:27 | 4,560,004,149,983,868,400 | fraud_Mosciski, Ziemann and Farrell | shopping_net | 1,064.34 | Stacy | Villegas | F | 20581 Pena Walks | Colorado Springs | CO | 80,951 | 38.8881 | -104.6556 | 525,713 | Museum/gallery exhibitions officer | 1992-05-09 | 0a23d0f6427b610ce29b61e6190d5c69 | 1,372,021,347 | 38.995282 | -105.128926 | 0 |
9,434 | 2020-06-23 21:02:46 | 30,442,439,074,871 | fraud_Kris-Padberg | shopping_pos | 22.94 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | 73f9b374ca894927cd6701f4132fd089 | 1,372,021,366 | 42.289818 | -76.385488 | 0 |
9,435 | 2020-06-23 21:02:48 | 4,681,699,462,969 | fraud_Kassulke PLC | shopping_net | 6.34 | Joseph | Gonzalez | M | 319 Wendy Fort Suite 179 | Murfreesboro | TN | 37,132 | 35.8596 | -86.421 | 158,701 | Journalist, newspaper | 1978-03-06 | 329fa0fe82f7bffc39b741cb760076d3 | 1,372,021,368 | 36.097066 | -86.865797 | 0 |
9,436 | 2020-06-23 21:03:13 | 4,358,137,750,029,945,000 | fraud_McGlynn-Heathcote | misc_net | 8.73 | Dawn | Stephens | F | 91542 Marissa Shores Apt. 053 | Oran | IA | 50,664 | 42.7012 | -92.0762 | 53 | Sports administrator | 1972-10-05 | d61698394dc7251169094e4018d093a4 | 1,372,021,393 | 42.56782 | -91.781366 | 0 |
9,437 | 2020-06-23 21:03:17 | 4,428,780,983,793,657,300 | fraud_Padberg-Sauer | home | 77.11 | Richard | Waters | M | 7683 Natasha Way Apt. 945 | Waukesha | WI | 53,186 | 42.9993 | -88.2196 | 95,015 | Therapist, occupational | 1946-01-02 | 95be0d687f0deb5a99f6de92144c91d3 | 1,372,021,397 | 42.969048 | -88.770006 | 0 |
9,438 | 2020-06-23 21:03:41 | 30,442,439,074,871 | fraud_Leffler-Goldner | personal_care | 26.14 | Linda | Sanchez | F | 6574 William Hill Apt. 375 | Jermyn | PA | 18,433 | 41.5744 | -75.5881 | 6,508 | Training and development officer | 1981-06-22 | 384219a48d258ef288a05f29cd410125 | 1,372,021,421 | 41.999925 | -76.585253 | 0 |
9,439 | 2020-06-23 21:03:46 | 4,745,996,322,265 | fraud_Volkman-Predovic | shopping_net | 4.08 | Carrie | Washington | F | 6114 Adams Harbor Suite 096 | Kingsford Heights | IN | 46,346 | 41.4802 | -86.6919 | 1,423 | Psychologist, forensic | 1998-10-07 | d87c1fe98ebe341ba29fd11e754d2844 | 1,372,021,426 | 40.952857 | -87.499296 | 0 |
9,440 | 2020-06-23 21:03:54 | 4,089,096,483,689,733,600 | fraud_Pouros-Conroy | shopping_pos | 11.69 | Debra | Stark | F | 686 Linda Rest | Kilgore | TX | 75,662 | 32.3836 | -94.8653 | 24,536 | Multimedia programmer | 1983-10-14 | 09650ba42ec73aefd264245fa21bda56 | 1,372,021,434 | 31.85048 | -95.273423 | 0 |
9,441 | 2020-06-23 21:04:46 | 4,908,846,471,916,297 | fraud_Stamm-Witting | shopping_net | 1.77 | Lauren | Torres | F | 03030 White Lakes | Grandview | TX | 76,050 | 32.2779 | -97.2351 | 5,875 | Radiographer, therapeutic | 1992-07-24 | 7a7cab64eb515de57d0d71621c1eb3c0 | 1,372,021,486 | 31.47372 | -96.581432 | 0 |
9,442 | 2020-06-23 21:05:12 | 4,169,388,510,116 | fraud_Wuckert-Goldner | home | 63.67 | Marcia | Molina | F | 6744 Jimmy Extensions | Port Gibson | NY | 14,537 | 43.033 | -77.1575 | 207 | Database administrator | 1962-09-27 | fe515087372d3135ddb4eb2890518bad | 1,372,021,512 | 42.902503 | -76.191183 | 0 |
9,443 | 2020-06-23 21:05:19 | 4,292,902,571,056,973,300 | fraud_Will Ltd | food_dining | 48.69 | Jeffrey | Smith | M | 135 Joseph Mountains | Sula | MT | 59,871 | 45.8433 | -113.8748 | 218 | Therapist, horticultural | 1995-08-16 | b0237b611101d92aeac444a79b249f81 | 1,372,021,519 | 45.426277 | -113.079547 | 0 |
9,444 | 2020-06-23 21:05:52 | 676,369,110,710 | fraud_Lesch Ltd | shopping_pos | 4.07 | David | Wolfe | M | 81261 Garcia Underpass Suite 741 | Southfield | MI | 48,034 | 42.4969 | -83.2911 | 75,830 | Engineer, automotive | 1974-12-28 | fa0fbafc0368cc9023d5a6d6cc1d6daf | 1,372,021,552 | 43.064323 | -83.984265 | 0 |
9,445 | 2020-06-23 21:05:58 | 3,583,635,130,604,947 | fraud_Gleason-Macejkovic | shopping_net | 21.54 | Crystal | Gamble | F | 899 Michele View Suite 960 | Philadelphia | PA | 19,149 | 40.0369 | -75.0664 | 1,526,206 | Structural engineer | 1985-01-01 | 22ace90edac36991dbdeb3bbde227b1a | 1,372,021,558 | 39.454655 | -74.58828 | 0 |
9,446 | 2020-06-23 21:05:59 | 4,689,147,265,057,949,000 | fraud_Gleason and Sons | kids_pets | 9.09 | Steven | Brooks | M | 2622 Reynolds Isle | Manley | NE | 68,403 | 40.9207 | -96.168 | 206 | Human resources officer | 1967-10-04 | a46e9506e2e3d632cd4644139a290956 | 1,372,021,559 | 40.389702 | -95.732035 | 0 |
9,447 | 2020-06-23 21:06:01 | 4,988,304,376,504 | fraud_Barton LLC | kids_pets | 75.66 | William | Thompson | M | 977 Rita Grove Apt. 000 | Rock Tavern | NY | 12,575 | 41.4575 | -74.1659 | 2,258 | Building surveyor | 1937-03-17 | e7e1224c29523289bc03fc1ea745dea1 | 1,372,021,561 | 42.449792 | -73.977899 | 0 |
9,448 | 2020-06-23 21:06:31 | 630,423,337,322 | fraud_Bode-Schuster | kids_pets | 77.93 | Stephanie | Gill | F | 43039 Riley Greens Suite 393 | Orient | WA | 99,160 | 48.8878 | -118.2105 | 149 | Special educational needs teacher | 1978-06-21 | 58f01339905a464ee03b4007776e2c3d | 1,372,021,591 | 48.893257 | -118.841191 | 0 |
9,449 | 2020-06-23 21:06:38 | 4,906,628,655,840,914,000 | fraud_Stark-Koss | home | 37.82 | Charles | Moreno | M | 838 Franklin Prairie Apt. 902 | Key West | FL | 33,040 | 24.6557 | -81.3824 | 32,891 | Town planner | 1987-02-13 | 88e481f351c2f2f44d55b2696bb67982 | 1,372,021,598 | 25.056049 | -81.021663 | 0 |
9,450 | 2020-06-23 21:06:39 | 3,556,613,125,071,656 | fraud_Torphy-Goyette | shopping_pos | 6.21 | Jose | Vasquez | M | 572 Davis Mountains | Lake Jackson | TX | 77,566 | 29.0393 | -95.4401 | 28,739 | Futures trader | 1999-12-27 | 387c27a0c33657bc5ce752ea992e1d02 | 1,372,021,599 | 29.636257 | -94.927698 | 0 |
9,451 | 2020-06-23 21:06:47 | 378,278,619,832,195 | fraud_Parker-Kunde | personal_care | 46.22 | Mary | Mcintyre | F | 77921 Costa Villages | Eugene | OR | 97,403 | 44.0385 | -123.0614 | 191,096 | Scientist, physiological | 1964-04-06 | d9b58f0c5cbef17be2493d2c2c78b017 | 1,372,021,607 | 43.152209 | -123.805176 | 0 |
9,452 | 2020-06-23 21:06:57 | 3,590,736,522,064,285 | fraud_Goyette-Gerhold | kids_pets | 94.58 | Kimberly | Gonzalez | F | 72966 Shannon Pass Apt. 391 | Bauxite | AR | 72,011 | 34.5091 | -92.4828 | 4,074 | Scientist, audiological | 1975-12-20 | ae298e104c78d2d17889d94147ce6f70 | 1,372,021,617 | 35.333784 | -92.387635 | 0 |
9,453 | 2020-06-23 21:07:12 | 6,506,982,560,413,523 | fraud_Goyette, Howell and Collier | shopping_pos | 36 | Alice | Kemp | F | 057 Martinez Radial | Texarkana | AR | 71,854 | 33.431 | -93.8765 | 36,438 | Surgeon | 1985-04-15 | 8ccf08a24c0f264074a4bbc0f21257c2 | 1,372,021,632 | 32.871932 | -93.668748 | 0 |
9,454 | 2020-06-23 21:07:27 | 3,551,217,896,304,745 | fraud_Kilback Group | food_dining | 52.37 | 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 | 2f61add9ccf98dd0b7a945b40a57bd63 | 1,372,021,647 | 44.356121 | -74.051689 | 0 |
9,455 | 2020-06-23 21:08:04 | 3,576,021,480,694,169 | fraud_Dach-Nader | misc_net | 49.75 | Dawn | Gray | F | 9486 Joel Common Suite 554 | Topeka | KS | 66,618 | 39.1329 | -95.7023 | 163,415 | Secondary school teacher | 2004-12-30 | d025b236a4edd7d189d273a2f9a4c71f | 1,372,021,684 | 38.401132 | -96.345784 | 0 |
9,456 | 2020-06-23 21:08:17 | 4,128,027,264,554,082 | fraud_Kutch-Ferry | home | 2.91 | Kyle | Park | M | 7507 Larry Passage Suite 859 | Mount Perry | OH | 43,760 | 39.8788 | -82.188 | 1,831 | Barrister's clerk | 1953-10-18 | 55d8924ef361d61f633f7c9c7a8a52c6 | 1,372,021,697 | 40.220702 | -83.019983 | 0 |
9,457 | 2020-06-23 21:08:26 | 3,566,373,869,538,620 | fraud_Morissette-Schaefer | personal_care | 57.4 | Steven | Castaneda | M | 46809 Toni Flat Suite 216 | Lamy | NM | 87,540 | 35.4311 | -105.9409 | 923 | Public relations account executive | 1964-06-22 | 4e2a34645497d4f3ad10a509a93040e0 | 1,372,021,706 | 36.286963 | -105.882019 | 0 |
9,458 | 2020-06-23 21:08:45 | 2,720,433,095,629,877 | fraud_Kling-Ernser | entertainment | 53.34 | Mark | Wood | M | 854 Walker Dale Suite 488 | Bowdoin | ME | 4,287 | 44.0575 | -69.9656 | 3,224 | Engineer, electronics | 1997-08-22 | 550f7e37648451a843eb77b3619a1606 | 1,372,021,725 | 44.416713 | -69.968103 | 0 |
9,459 | 2020-06-23 21:08:54 | 3,592,325,941,359,225 | fraud_Jakubowski Group | food_dining | 29.36 | Ashley | Robinson | F | 1007 Colton Forks | Hopewell | VA | 23,860 | 37.2876 | -77.295 | 31,970 | Purchasing manager | 1935-08-15 | 2d223f365869b157fe1c65dd430d0034 | 1,372,021,734 | 37.873812 | -77.650797 | 0 |
9,460 | 2020-06-23 21:08:54 | 4,239,436,242,473 | fraud_Ernser-Feest | home | 40.02 | James | Leon | M | 826 Benjamin Stravenue | Alexandria | VA | 22,311 | 38.832 | -77.12 | 321,490 | Scientist, biomedical | 1991-10-04 | 8031e222b5dd31bd647d21a33278a4f8 | 1,372,021,734 | 38.656725 | -76.489225 | 0 |
9,461 | 2020-06-23 21:09:04 | 4,328,928,491,302,401 | fraud_Berge, Kautzer and Harris | personal_care | 40.3 | Margaret | Ray | F | 927 Cummings Manor Suite 318 | Greendale | WI | 53,129 | 42.9373 | -87.9943 | 13,973 | Logistics and distribution manager | 1981-05-06 | 16ced79efed0b913ee661361a8514615 | 1,372,021,744 | 43.863272 | -88.628983 | 0 |
9,462 | 2020-06-23 21:10:24 | 30,561,214,688,470 | fraud_Ruecker Group | misc_net | 202.3 | Gina | Morrison | F | 41851 Victor Drives Suite 219 | Allentown | PA | 18,103 | 40.5891 | -75.4645 | 166,081 | Scientist, research (maths) | 1998-10-01 | e61443b0b45c12e53da16418b32d3a43 | 1,372,021,824 | 40.663571 | -76.115706 | 0 |
9,463 | 2020-06-23 21:10:43 | 573,860,193,545 | fraud_Shanahan-Lehner | personal_care | 1.7 | Cristian | Jones | M | 0423 Kirby Field Suite 623 | Wilmette | IL | 60,091 | 42.0765 | -87.7246 | 27,020 | Trade mark attorney | 1986-07-23 | 7c75d542758630be1122665a9282673d | 1,372,021,843 | 42.439956 | -86.922938 | 0 |
9,464 | 2020-06-23 21:10:50 | 213,126,662,687,660 | fraud_Powlowski-Weimann | food_dining | 16.82 | Christopher | Luna | M | 242 Brian Mountain | Laredo | TX | 78,040 | 27.5155 | -99.4986 | 248,858 | Video editor | 1971-01-28 | 6b5fececcdba38458d80e2b7d1caa730 | 1,372,021,850 | 27.818575 | -98.890011 | 0 |
9,465 | 2020-06-23 21:11:00 | 4,364,010,865,167,176 | fraud_Friesen Inc | shopping_pos | 31.78 | Gary | Martinez | M | 03512 Jackson Ports | Reno | NV | 89,512 | 39.5483 | -119.7957 | 276,896 | Immunologist | 1997-03-12 | a35bcc40e069aec57235333c33b71e5b | 1,372,021,860 | 39.128784 | -119.297011 | 0 |
9,466 | 2020-06-23 21:11:03 | 4,452,366,298,769,043 | fraud_Fadel-Hilpert | health_fitness | 14.96 | Linda | Davis | F | 6602 Ortiz Pine Apt. 179 | Blooming Grove | TX | 76,626 | 32.0758 | -96.701 | 1,563 | Financial adviser | 1978-03-04 | dde4bc4dec70615dfb2324a775ceffd1 | 1,372,021,863 | 32.777099 | -97.081306 | 0 |
9,467 | 2020-06-23 21:11:09 | 3,596,357,274,378,601 | fraud_Pouros-Conroy | shopping_pos | 5.44 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 84d3f7a9dfe7f351cc8a624bb0be841b | 1,372,021,869 | 40.15816 | -79.181085 | 0 |
9,468 | 2020-06-23 21:11:41 | 4,229,733,778,084,049 | fraud_Champlin-Casper | home | 63.21 | Tyler | Mills | M | 7838 Jason Squares | Elizabethtown | KY | 42,701 | 37.6848 | -85.8784 | 48,194 | Surgeon | 1990-05-03 | 7b3ccffa3ae0fc3881e0642933919237 | 1,372,021,901 | 37.183761 | -86.49469 | 0 |
9,469 | 2020-06-23 21:11:48 | 4,365,382,885,912,355 | fraud_Metz, Russel and Metz | kids_pets | 58.53 | Robert | Goodman | M | 956 Paul Fields Suite 108 | Orr | MN | 55,771 | 48.1439 | -92.8561 | 1,680 | Horticultural therapist | 1976-12-10 | 5e67b0f5f35f11578cdf95605572c379 | 1,372,021,908 | 48.909228 | -92.920341 | 0 |
9,470 | 2020-06-23 21:12:03 | 30,044,330,818,990 | fraud_Baumbach Ltd | personal_care | 7.63 | Allison | Ayala | F | 87665 Karen Mill Apt. 586 | Fort Myers | FL | 33,967 | 26.4722 | -81.8122 | 224,256 | Paramedic | 1985-08-29 | cae6f91fa5f49df2239943a9f9130873 | 1,372,021,923 | 27.252236 | -80.938904 | 0 |
9,471 | 2020-06-23 21:12:21 | 3,586,008,444,788,268 | fraud_Hermiston, Pacocha and Smith | health_fitness | 29.89 | Crystal | Fuller | F | 000 Jennifer Mills | Issaquah | WA | 98,027 | 47.4974 | -122.0107 | 50,489 | Osteopath | 1984-02-29 | ff33c854e9c662018f766ad5549941b7 | 1,372,021,941 | 47.372787 | -121.610157 | 0 |
9,472 | 2020-06-23 21:12:50 | 3,596,357,274,378,601 | fraud_Willms, Kris and Bergnaum | shopping_pos | 7.4 | David | Everett | M | 4138 David Fall | Morrisdale | PA | 16,858 | 41.0001 | -78.2357 | 3,688 | Advice worker | 1973-05-27 | 7ce099ec468e30a44d650e4221d8a4b5 | 1,372,021,970 | 40.42649 | -78.251857 | 0 |
9,473 | 2020-06-23 21:12:58 | 639,023,984,367 | fraud_Kilback Group | food_dining | 21.99 | Destiny | Lowe | F | 79472 Stevens Trace Apt. 120 | Hannawa Falls | NY | 13,647 | 44.6087 | -74.9732 | 69 | Chief Executive Officer | 1991-06-05 | d9473dc5f11fdb4069257ebadbd5b3c5 | 1,372,021,978 | 43.627344 | -74.949468 | 0 |
9,474 | 2020-06-23 21:13:48 | 2,719,496,466,799,416 | fraud_Hirthe-Beier | health_fitness | 39.71 | Sheila | Baker | F | 8030 Walker Heights | Belle Fourche | SD | 57,717 | 44.6723 | -103.8396 | 8,007 | Hospital pharmacist | 1940-09-17 | e4681b2760949a4e9d7d4119a0927f87 | 1,372,022,028 | 43.764308 | -104.471674 | 0 |
9,475 | 2020-06-23 21:13:55 | 3,528,407,217,576,457 | fraud_Schumm PLC | shopping_net | 5.73 | Patricia | Leach | F | 71309 Martinez Stravenue | Kingsport | TN | 37,663 | 36.4715 | -82.4834 | 87,124 | Warden/ranger | 1987-02-14 | e81949e11de22c34d9d5fed05730ec63 | 1,372,022,035 | 37.162456 | -82.722893 | 0 |
9,476 | 2020-06-23 21:14:15 | 30,042,378,430,132 | fraud_Zboncak Ltd | food_dining | 26.94 | Connor | Grant | M | 0654 Kevin Turnpike Apt. 084 | Northport | NY | 11,768 | 40.9051 | -73.3309 | 21,902 | Tour manager | 1976-05-16 | 235265b65d88b6f03fa6e552f757c6c5 | 1,372,022,055 | 39.953997 | -72.553092 | 0 |
9,477 | 2020-06-23 21:14:46 | 30,491,348,102,802 | fraud_Parker, Nolan and Trantow | entertainment | 81.26 | Tommy | Dixon | M | 8829 Steele Station | Dresden | KS | 67,635 | 39.6094 | -100.4112 | 169 | Librarian, public | 1953-07-30 | 4c5a8ca9bdf1a0260a33d056df32b1b0 | 1,372,022,086 | 39.142985 | -101.229167 | 0 |
9,478 | 2020-06-23 21:14:55 | 341,283,058,448,499 | fraud_Dibbert and Sons | entertainment | 49.68 | Mario | Johns | M | 62130 Miller Square Suite 785 | Brinson | GA | 39,825 | 30.9788 | -84.7373 | 1,461 | Engineer, broadcasting (operations) | 1935-09-08 | 47ea5c06acfd534f97b857467eaf3443 | 1,372,022,095 | 30.989985 | -84.021767 | 0 |
9,479 | 2020-06-23 21:15:17 | 36,913,587,729,122 | fraud_Swift PLC | kids_pets | 28.65 | Ana | Mccormick | F | 4503 Patricia Route | Meridian | ID | 83,646 | 43.6498 | -116.4306 | 84,106 | Intelligence analyst | 1971-02-11 | f3fe8dc897ee6a121c9b8294a24f36cd | 1,372,022,117 | 43.509707 | -116.973889 | 0 |
9,480 | 2020-06-23 21:15:46 | 3,560,318,482,131,952 | fraud_Breitenberg-Hermiston | kids_pets | 16.65 | William | Skinner | M | 524 Wu Spurs Suite 894 | Mount Hope | AL | 35,651 | 34.4793 | -87.4769 | 1,312 | Librarian, academic | 1955-02-01 | cb5def141ddc5a8c51db5a5e4dc740fe | 1,372,022,146 | 35.023092 | -87.424245 | 0 |
9,481 | 2020-06-23 21:15:53 | 374,238,209,524,200 | fraud_Hills-Boyer | personal_care | 9.27 | Daniel | Martinez | M | 8510 Acevedo Burgs | Kent | OR | 97,033 | 45.0838 | -120.6649 | 60 | Museum education officer | 1942-04-03 | 73eabb562a1e258f962003ed73afc579 | 1,372,022,153 | 45.404173 | -119.808351 | 0 |
9,482 | 2020-06-23 21:16:05 | 30,135,235,368,675 | fraud_Metz-Boehm | shopping_pos | 373.59 | Amanda | Williams | F | 02018 Gary Key Apt. 911 | Independence | MO | 64,058 | 39.1412 | -94.3515 | 123,373 | Engineer, production | 1992-11-27 | c9263a719ed848da9760d3b0e6506746 | 1,372,022,165 | 39.272611 | -94.929787 | 0 |
9,483 | 2020-06-23 21:16:28 | 213,198,837,352,314 | fraud_Grimes LLC | entertainment | 70.16 | John | Vega | M | 4483 Sharp Ferry Apt. 468 | Garfield | KS | 67,529 | 38.0649 | -99.2374 | 365 | Equality and diversity officer | 1991-02-03 | 522cf5a3eaedb236077305afdc5f435c | 1,372,022,188 | 38.614576 | -98.653211 | 0 |
9,484 | 2020-06-23 21:16:44 | 3,540,210,836,308,425 | fraud_Hyatt, Russel and Gleichner | health_fitness | 78.86 | Steven | Yoder | M | 94975 David Mews Apt. 316 | Summerfield | TX | 79,085 | 34.7437 | -102.5064 | 53 | Fisheries officer | 1992-06-19 | fcf3dac62ab3d75a23de97500c693f80 | 1,372,022,204 | 35.342877 | -101.748784 | 0 |
9,485 | 2020-06-23 21:16:52 | 6,511,349,151,405,438 | fraud_Harris Group | food_dining | 55.43 | Robert | Nguyen | M | 74835 Garner Point | Ruth | NV | 89,319 | 39.3426 | -114.8859 | 450 | Interpreter | 1946-08-24 | 15d5cff09b682bcd3acdab77a888da33 | 1,372,022,212 | 39.064965 | -115.292087 | 0 |
9,486 | 2020-06-23 21:16:54 | 6,011,724,471,098,086 | fraud_Gerlach Inc | shopping_net | 6.68 | Ann | Lawson | F | 144 Evans Islands Apt. 683 | Burbank | WA | 99,323 | 46.1966 | -118.9017 | 3,684 | Musician | 1981-11-29 | d866628d111286caff4463d9a7e2dce6 | 1,372,022,214 | 45.624998 | -118.695402 | 0 |
9,487 | 2020-06-23 21:17:05 | 3,500,969,075,198,072 | fraud_Schuppe, Nolan and Hoeger | shopping_pos | 155.36 | Kenneth | Sanchez | M | 0110 Ashley Forest | Tekoa | WA | 99,033 | 47.2271 | -117.0819 | 895 | Clothing/textile technologist | 1999-05-31 | 9fc5fe278bd3d19ebd9a27b730d8a3e7 | 1,372,022,225 | 46.581735 | -117.477739 | 0 |
9,488 | 2020-06-23 21:17:25 | 4,378,993,458,389,626 | fraud_Wiza LLC | misc_pos | 5.27 | Travis | Hayes | M | 1561 Chase Grove | Conway | NH | 3,818 | 43.9742 | -71.1503 | 3,807 | Surgeon | 1999-10-25 | 84d2714a50a9ce7a3deaac61fac24f66 | 1,372,022,245 | 44.274525 | -72.046865 | 0 |
9,489 | 2020-06-23 21:18:07 | 503,848,303,379 | fraud_Swaniawski, Lowe and Robel | shopping_pos | 1.24 | Gregory | Wallace | M | 27203 Darrell Landing | Saint James City | FL | 33,956 | 26.529 | -82.0916 | 3,776 | Sport and exercise psychologist | 1976-09-12 | 5c14038a50d5828069191e7ea22c68a0 | 1,372,022,287 | 25.852351 | -82.980216 | 0 |
9,490 | 2020-06-23 21:18:23 | 3,506,042,666,828,517 | fraud_Larkin Ltd | kids_pets | 4.33 | Christine | Burns | F | 343 Hannah Parkway | Comfort | WV | 25,049 | 38.1372 | -81.5962 | 630 | Fine artist | 1959-07-30 | ecab9600ba61a6a81672fadeb6359d71 | 1,372,022,303 | 38.853061 | -82.51196 | 0 |
9,491 | 2020-06-23 21:18:24 | 213,156,747,557,083 | fraud_Streich Ltd | home | 113.05 | Adam | Santos | M | 725 Jo Trace Apt. 102 | Glendale | CA | 91,206 | 34.1556 | -118.2322 | 172,817 | Advertising account planner | 1982-07-30 | af900f21403c7872d7cc8acfa29b98bb | 1,372,022,304 | 33.915804 | -117.576985 | 0 |
9,492 | 2020-06-23 21:18:37 | 4,069,975,342,931,683 | fraud_Predovic Inc | shopping_net | 7.32 | Kimberly | Martin | F | 1943 Dennis Inlet Suite 145 | Hurricane | WV | 25,526 | 38.4257 | -81.9943 | 21,902 | Sub | 1980-09-18 | 09710ba18e23be26e3bfe3d987afb5b5 | 1,372,022,317 | 37.754134 | -81.160092 | 0 |
9,493 | 2020-06-23 21:18:39 | 4,761,403,817,546,679,000 | fraud_Kuphal-Toy | food_dining | 61.79 | Diana | Jacobs | F | 69608 Perez Mountain Apt. 006 | Viola | AR | 72,583 | 36.3924 | -91.9932 | 1,679 | Psychiatric nurse | 1986-05-02 | d364e419a07da12ced9e83d554cbe240 | 1,372,022,319 | 36.992884 | -92.274119 | 0 |
9,494 | 2020-06-23 21:18:46 | 30,029,052,116,970 | fraud_Connelly PLC | food_dining | 32.71 | Curtis | Young | M | 4319 Watson Shoals Suite 658 | Falconer | NY | 14,733 | 42.1239 | -79.1895 | 3,833 | Metallurgist | 1970-10-09 | c4072697bef06d3f88beffbc016bac56 | 1,372,022,326 | 42.005887 | -79.428838 | 0 |
9,495 | 2020-06-23 21:19:05 | 571,365,235,126 | fraud_Weber and Sons | food_dining | 1.56 | Barbara | Taylor | F | 0069 Robin Brooks Apt. 695 | Elberta | MI | 49,628 | 44.5995 | -86.2141 | 372 | Exhibitions officer, museum/gallery | 1995-07-12 | 1aa6b824ec50ef1fbe742f2e95bd7b2c | 1,372,022,345 | 44.558308 | -86.916768 | 0 |
9,496 | 2020-06-23 21:19:46 | 3,573,030,041,201,292 | fraud_Ruecker-Mayert | kids_pets | 15.9 | Joanne | Williams | F | 3638 Marsh Union | Altonah | UT | 84,002 | 40.3207 | -110.436 | 302 | Sales professional, IT | 1990-01-17 | bc836bd2f58e68963fe1a04033229b15 | 1,372,022,386 | 39.464664 | -110.233892 | 0 |
9,497 | 2020-06-23 21:20:16 | 4,653,879,239,169,997 | fraud_Reilly LLC | home | 93.2 | Monica | Tucker | F | 302 Christina Islands | Smiths Grove | KY | 42,171 | 37.0581 | -86.1938 | 6,841 | Therapist, sports | 1999-06-06 | 9a23a13ef9a88f4918e23693facf4124 | 1,372,022,416 | 36.854463 | -86.05155 | 0 |
9,498 | 2020-06-23 21:21:22 | 3,541,160,328,600,277 | fraud_Jewess LLC | shopping_pos | 205.35 | Jason | Singh | M | 4720 Anna Ways | Murrayville | IL | 62,668 | 39.5723 | -90.2379 | 1,512 | Commercial/residential surveyor | 2003-05-07 | 5fd94baa7ca84dfb94025b8fe8574cd3 | 1,372,022,482 | 39.817817 | -90.870905 | 0 |
9,499 | 2020-06-23 21:21:34 | 3,568,255,211,412,877 | fraud_Cartwright PLC | kids_pets | 77.72 | Timothy | Gomez | M | 707 Anthony Causeway | Leo | IN | 46,765 | 41.2249 | -85.0301 | 5,341 | Biomedical engineer | 1994-11-24 | d7e95f0428ea76850c1587843be925ed | 1,372,022,494 | 41.224454 | -85.055405 | 0 |
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